Identification of candidate biomarkers and signaling pathways associated with Alzheimer’s disease using bioinformatics analysis of next generation sequencing data

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Abstract

Alzheimer’s disease (AD) is the most common cause of dementia, and one of the most common health problems all over the world. However, the specific molecular mechanisms of AD have not been fully investigated. The current investigation aimed to elucidate potential key candidate genes and signaling pathways in AD. Next generation sequencing (NGS) dataset GSE203206 was downloaded from the Gene Expression Omnibus (GEO) database, which included data from 39 AD samples and 8 normal control samples. Differentially expressed genes (DEGs) were identified using t-tests in the limma R bioconductor package. These DEGs were subsequently investigated by Gene ontology (GO) and pathway enrichment analysis, and a protein-protein interaction (PPI) network and modules were constructed and analyzed. The miRNA-hub gene regulatory network and TF-hub gene regulatory network analysis were performed to identify key miRNAs and TFs. The receiver operating characteristic (ROC) curve analysis was performed to estimate the clinical diagnostic value of the hub genes. A total of 958 DEGs, including 479 up regulated genes and 479 down regulated genes, were screened between AD and normal control samples. GO and pathway enrichment analysis results revealed that the up regulated genes were mainly enriched in response to stimulus, cytoplasm, small molecule binding and signal transduction, whereas down regulated genes were mainly enriched in multicellular organism development, cell junction, ion binding and cardiac conduction. The PPI network contained 4886 nodes and 10342 edges. HSP90AA1, FN1, KIT, YAP1, LSM2, SKP1, EIF5A2, TAF9, DDX39B and CDK7 were identified as the top hub genes. The regulatory network analysis revealed that microRNA (miRNA) hsa-mir-545-3p and hsa-miR-548f-5p, and transcription factor (TF) PLAG1 and MEF2A might be involved in the development of AD. These findings provide new insights into the pathogenesis of AD. The hub genes, miRNAs and TFs have the potential to be used as diagnostic and therapeutic markers.
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Abstract

Alzheimer's disease (AD) is the most co mmon cause of dementia, and one of the most common health problems all over the world. However, the specific molecular mechanisms of AD have not been fully investigated. The current investigation aimed to elucidate potential key candida te genes and signaling pathways in AD. Next generation sequencing (NGS) dataset GSE203206 was downloaded from the Gene Expression Omnibus (GEO) database, which included data from 39 AD samples and 8 normal control samples. Differentially expr essed genes (DEGs) were identified using t-tests in the li mma R bioconductor package. These DEGs were subsequently investig ated by Gene ontology (GO) and pathway enrichment analysis, and a protein-protein intera ction (PPI) network and modules were constructed and analyzed. The miRNA-hub gene regulatory network and TF-hub gene regulatory network analysis were performed to identify key miRNAs and TFs. The receiver operating characteristic (ROC) curve analysis was performed to estimate the clinical diag nostic value of the hub genes. A total of 958 DEGs, including 479 up regulated genes and 479 down regulated genes, were screened between AD and normal cont rol samples. GO and pathway enrichment analysis

Results

revealed that the up regulated genes were mainly enriched in response to stimulus, cytoplasm, small molecule bi nding and signal transduction, whereas down regulated genes were mainly enriched in multicellular organism development, cell junction, ion binding and cardiac conduction. The PPI network contained 4886 nodes and 10342 edges. HSP90AA1, FN1, KIT, YAP1, LSM2, SKP1, EIF5A2, TAF9, DDX39B and CDK7 were identified as the top hub genes. The regulatory network analysis rev ealed that microRNA (miRNA) hsa-mir-545- 3p and hsa-miR-548f-5p, and transcriptio n factor (TF) PLAG1 and MEF2A might be involved in the development of AD. Th ese findings provide new insights into the pathogenesis of AD. The hub genes, miRN As and TFs have the potential to be used as diagnostic and therapeutic markers.

Keywords

Alzheimer's disease; GEO; bioinformatics; biomarker; protein-protein interaction (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint

Introduction

Alzheimer's disease (AD) is a severe neurodegenerative disorder characterized by extracellular senile plaques composed of amyloid β (A β ) [ 1], intracellular tau aggregates [2], and neuronal loss and neurofibrillary degeneration [ 3]. The clinical incidence of AD is high, and its main features include slowly destroys memory and thinking skills [4]. AD occurring worldwide with an incidence of about 24 million persons, presenting at before the age of 60, and leading to both physical and psychological substantial burden for individuals and society [ 5]. At present, it is generally believed that the onset of AD might be caused by various risk factors such as age [ 6], genetic factors [ 7], head injuries [ 8], vascular diseases [ 9], infections [ 10], inflammation [ 11], environmental factors [ 12], diabetes mellitus [13], obesity [ 14], hypertension [ 15] and cardiovascular diseases [ 16]. The other neurological complications of AD include multiple sclerosis [ 17], Huntington's disease [ 18], schizophrenia [ 19], autism spectrum disorder [ 20], amyotrophic lateral sclerosis [ 21], stroke [ 22], epilepsy [ 23], dementia [24], Parkinson's diseases [ 25], bipolar disorder [ 26] and depression [ 27]. However, the specific regulatory mechanism of AD is still unclear, and further exploration is needed. Debate on the leading strategy for AD management continues despite great progress in treating AD in current decade s. Extensive investigation have shown recent therapeutic approaches in AD included cholinesterase inhibitors [28] and N- methyl-D-aspartate receptor noncompetitive antagonist [ 29] targeting several crucial signaling pathways. However, AD might also can be caused by many unknown causes, which cannot be well solved by current drug treatment and AD is still a complicated incurable neurodegenerative disease [ 30]. Thus, it is necessary for us to utilize bioinformatics and next generation sequencing (NGS) technology to explore the molecular pathogenesis or potential treatments of AD. Bioinformatics methods a nd NGS technology are widely used to find molecular changes in the occurrence and development of diseases and are effective ways to explore the pathogenesis of diseases [31-32]. The biomarkers and signaling pathways that are being used for the etiological diagnosis of AD are genetic markers. The genetic markers include APOE3 [ 33], OPRM1 and OPRL1 [ 34], NRF2 [ 35], INPP5D [ 36] and PICALM [37 ]. The signaling pathways include insulin signaling pathway [ 38], TREM2 signaling pathway [ 39], PI3K/Akt (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint signaling pathway [ 40], Notch signaling pathway [ 41] and CREB signaling pathway [ 42]. However, there are few reports on the use of bioinformatics and NGS data analysis to explore the molecular mechanisms of AD. Bioinformatics and NGS data analysis can be used to screen and identify genes related to diseases. The purpose of th is investigation is to identify molecular biomarkers in AD using bioinformatics and NGS methods, in order to provide potential targets. NGS dataset (GSE203206) [ 43] downloaded from the gene expression omnibus (GEO) (https://www.ncbi.nlm.nih.gov/geo ) [44] were used to identify Differential expressed genes (DEGs), gene ontology (GO) and REACTOME pathway enrichment analyses were performed, and a protein-protein interaction (PPI) network was constr ucted using the STRING database and Cytoscape software, and also modules were isolated and analyzed form PPI network. A miRNA-hub gene regulatory network and TF-hub gene regulatory network were also constructed to pred ict potential target miRNAs and TFs. The predictive capability of the hub genes anal yzed by receiver operating characteristic (ROC) curve and logistic regression analyses. The final results will help us obtain novel treatment targets for AD.

Materials and methods

Next generation sequencing (NGS) data source The GEO database is a public function al genomics database, from which the (GSE203206) [ 43] NGS dataset (GPL20301, Illumina HiSeq 4000 (Homo sapiens)) was downloaded. GSE203206 contai ned 47 samples, of which we chose 39 AD samples and 8 normal co ntrol samples. Based on these data, the next step was carried out. Identification of DEGs The limma package [ 45] of the R bioconductor is used to screen DEGs. We adjusted p-value to correct the false discovery rate caused by the multiple tests and determined it by the Benjamini & Hochberg method [ 46]. DEGs were selected with threshold of log2FC > 0.7764 or log2FC < -0.664 and adj.P.Val 0.7764 were considered as up- regulated genes, and log2FC < -0.664 as down-regulated genes. And the volcano (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint plot and Heatmap of DEGs were drawn by “ggplot2” and “gplot” R bioconductor package. GO and pathway enrichment analyses of DEGs One online tool, g:Profiler ( http://biit.cs.ut.ee/gprofiler/) [ 47], was applied to carried out the functional annotation for DEGs. GO (http://www.geneontology.org) [48] generally perform enrichment analysis of genomes. And there are mainly biological processes (BP), cellular comp onents (CC) and molecular functions (MF) in the GO enrichment analysis. REACTOME pathway (https://reactome.org/) [49] is a comprehensive database of genom ic, chemical, and systemic functional information. Therefore, g:Profiler was us ed to make enrichment analysis of GO and REACTOME pathway. P-value <0.05 were considered to be significantly enriched. Construction of the PPI network and module analysis Protein-protein interaction (PPI) refers to the dynamic and complex molecular network of interactions that arise between different proteins. The String Database (http://string-db.org) [ 50] is a database for PPI analysis, providing experimental and predictive interaction information, and subject to visualization using Cytoscape (version 3.10.2) ( http://www.cytoscape.org/) [ 51] software. The Network Analyzer plugin of Cytoscape was used to score each node gene by 4 selected algorithms, including node degree [ 52], betweenness [53], stress [54] and closeness [55]. The results obtained by PPI network analysis were further module analyzed using Cytoscape Software. During the analysis, PEWCC algorithm [ 56] was used to identify the most significant module of the PPI network. Construction of the miRNA-hub gene regulatory network Bioinformatics techniques were used to co nstruct an interaction network between hub genes and miRNAs using the miRNet ( https://www.mirnet.ca/) [ 57] online tool. A miRNA- hub gene interaction network was drawn to facilitate the screening of target miRNAs. Based on the analysis of hub genes, target miRNAs associated with hub genes were selected, providing strong support for further investigation of the interactions between hub genes and miRNAs. The miRNA- hub gene interaction network was visualized using Cytoscape software [51]. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Construction of the TF-hub gene regulatory network Bioinformatics techniques were used to co nstruct an interaction network between hub genes and TFs using the NetworkAnalyst ( https://www.networkanalyst.ca/) [58] online tool. A TF - hub gene interaction network was drawn to facilitate the screening of target TFs. Based on the anal ysis of hub genes, target TFs associated with hub genes were selected, providing strong support for further investigation of the interactions between hub genes and TFs. The TF- hub gene interaction network was visualized using Cytoscape software [51]. Receiver operating characteristic curve (ROC) analysis The ROC curve was subsequently established to evaluate the diagnostic accuracy of hub genes. ROC curves we re constructed using the "pROC" package in R bioconductor [59] and the area under the curve (AUC) was calculated to evaluate the diagnostic effectiveness of these hub genes in the verification datasets. AUC > 0.8 was considered the ideal diagnostic value.

Results

Identification of DEGs The limma package of the R bioconductor tool that is specialized in analyzing DEGs in the AD group in relative to the normal control group. Besides, the two groups were compared using limma in the GEO NGS data set GSE203206 and the

Results

were downloaded for further analysis. Up regulated genes of |log FC| > 0.7764, down regulated genes of |log FC| < -0.664 and adj.P.Val < 0.05 were identified as DEGs. Totally 958 DEGs, containing 479 up regulated genes and 479 down regulated genes were detected (Table 1). A volcano plot was drawn to validate the results (Fig. 1). A heatmap of the 958 DEGs is presented in Fig. 2. GO and pathway enrichment analyses of DEGs | With the purpose of investigating the biol ogical activities and pathways associated with DEGs among the AD cases, GO and REACTOME pathway enrichment analyses were performed on the 958 DEGs. Besides, the significantly enriched GO terms were cellular response to response to stimulus, biological regulation, multicellular organism development, developmental process (BP); cytoplasm, (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint membrane, cell junction, plasma membrane (CC); small molecule binding, identical protein binding, ion binding, anion binding (MF) (Table 2). As revealed by the REACTOME enrichment analysis, the 958 DEGs were mostly associated with signal transduction, muscle contraction, cardiac conduction and neuronal system (Table 3). Construction of the PPI network and module analysis To analyze the PPI network of the 958 DEGs, the database STRING was applied. Cytoscape network visualization was obtained on the basis of the STRING database (Fig. 3). Analysis of PPI networks of AD DEGs revealed 4886 nodes and 10342 edges, respectively. Using the node degree, betweenness, stress and closeness algorithms, 10 hub ge nes were obtained through the Network Analyzer plugin of the software Cytoscape. Subsequently, according to the rank score, seven first-level hub genes, including HSP90AA1, FN1, KIT, YAP1, LSM2, SKP1, EIF5A2, TAF9, DDX39B and CDK7 were identified (Table 4). The PEWCC in the database was used for further module analysis. Two significant modules were obtained according to the degree of interconnection among hub genes. A total of 37 nodes and 179 edges were included in Module 1 (Fig. 4A), and a total of 37 nodes and 179 edges were included in Module 2 (Fig. 4B). Module 1 was mainly enriched in signal transduction, response to stimulus, biological regulation, cytoplasm and small molecule binding . Module 2 was mainly enriched in cell junction, plasma membrane, neuronal syst em, infectious disease, multicellular organism development and transmission across chemical synapses. Construction of the miRNA-hub gene regulatory network MiRNA-hub gene regulatory network was generated using the miRNet web tool. The network contained 4666 (miRNA: 4344; Hub Gene: 322 ) nodes and 47545 edges (Fig. 5). HSP90AA1 was regulated by 538 miRNAs (ex; hsa-mir-545-3p); FN1 was regulated by 439 mi RNAs (ex; hsa-mir-296-3p); YAP1 was regulated by 412 miRNAs (ex; hsa-mir-183-5p); STIP1 was regulated by 309 miRNAs (ex; hsa- miR-23a-5p); TTN was regulated by 297 miRNAs (ex; hsa-miR-3909); DDX39B was regulated by 370 miRNAs (ex; hsa-miR-548f-5p); TCERG1 was regulated by 334 miRNAs (ex; hsa-miR-429); EIF5A2 was regulated by 273 miRNAs (ex; hsa- (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint mir-4521); SKP1 was regulated by 234 miRNAs (ex; hsa-miR-4735-5p); PLRG1 was regulated by 216 miRNAs (ex; hsa-miR-489-3p) (Table 5). Construction of the TF-hub gene regulatory network TF-hub gene regulatory network was generated using the NetworkAnalyst web tool. The network contained 411 (TF:96; Hub Gene: 315) nodes and 2812 edges (Fig.6). LSM2 was regulated by 57 TFs (e x; PLAG1); SMAD7 was regulated by 14 TFs (ex; NFIC); FN1 was regulated by 14 TFs (ex; CREB1); ZAP70 was regulated by 14 TFs (ex; USF2); HSP90AA1 was re gulated by 13 TFs (ex; SREBF1); DDX39B was regulated by 56 TFs (ex; MEF2A); EIF5A2 was regulated by 10 TFs (ex; MAX); CDK7 was regulated by 9 TFs (ex; CEBPB); GTF2H4 was regulated by 9 TFs (ex; POU2F2); SUV 39H1 was regulated by 9 TFs (ex; NFYA) (Table 5). Receiver operating characteristic curve (ROC) analysis Furthermore, we assessed the diagnostic effica cy of individual hub genes. In the AD, HSP90AA1 (AUC = 0.909), FN1 (AUC = 0.926), KIT (AUC = 0.922), YAP1 (AUC = 0.906), LSM2 (AUC = 0.912), SKP1 (AUC = 0.920), EIF5A2 (AUC = 0.923), TAF9 (AUC = 0.914), DDX39B (AUC =0.902) and CDK7 (AUC = 0.918) demonstrated favorable diagnostic efficiency for differentiating patients with AD from normal controls (Fig.7).

Discussion

AD is a major cause of central nervous system dysfunction in the elderly population and leads to a great public health burden [ 60]. Thus, outstanding screening NGS techniques and accurate diagnosis remains the great test for lowering the incidence of AD. In th e current investigation, integrated bioinformatics and NGS data analysis was used to identify the potential key genes related to AD. By performing DEGs analysis, 479 up regulated and 479 down regulated genes were succe ssfully identified (|log FC| > 0.7764, |log FC| < -0.664 and adjust P-value /i2 </i2 .05), respectively. Research has shown that HSPA1A [ 61], GSTM1 [ 62], HLA-DRB1 [ 63] and MPO (myeloperoxidase) [ 64] plays an important role in the pathogenesis of AD. Altering expressing level of HSPA1A [65], GSTM1 [ 66], HLA-DRB1 [ 67] and MPO (myeloperoxidase) [ 68] can (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint facilitate vascular diseases. A studies have indicated that its altered expression of HSPA1A [ 69], TGFB2-OT1 [ 70], GSTM1 [ 71], G0S2 [ 72], HCG18 [ 73], HLA- DRB1 [74], TRIM26 [75] and MPO (myeloperoxidase) [76] are closely associated with the onset and progression of inflammation . HSPA1A [ 77], GSTM1 [ 78], G0S2 [79], HCG18 [ 80], HLA-DRB1 [ 81] and MPO (myeloperoxidase) [ 82] are significantly related to the diabetes mellitus. HSPA1A [ 83], GSTM1 [78], SOX7 [84], G0S2 [85], HCG18 [86], HLA-DRB1 [87] and MPO (myeloperoxidase) [88] might serve as molecular markers for cardiovascular diseases. HSPA1A [ 89], GSTM1 [90] and MPO (myeloperoxidase) [91] might take part in the occurrence of obesity. HSPA1A [ 92], GSTM1 [ 93] and HLA-DRB1 [ 94] might be involved in the occurrence and development of schizophrenia. HSPA1A [ 95], GSTM1 [ 96], HLA-DRB1 [63] and MPO (myeloperoxidase) [97] might play an important role in the pathophysiology of Parkinson's diseases. KCNA6 [ 98], GSTM1 [ 99], SOX7 [100], HLA-DRB1 [101] and MPO (myeloperoxidase) [102] can participate in the occurrence and development of epilepsy. GSTM1 [103], SOX7 [104], HLA-DRB1 [105] and MPO (myeloperoxidase) [ 76] might mediate the process of brain injury. Previous studies have shown that GSTM1 [ 106], HCG18 [ 107], HLA-DRB1 [108], TRIM26 [75] and MPO (myeloperoxidase) [109] might promote infections. GSTM1 [110], HLA-DRB1 [ 111] and MPO (myeloperoxidase) [ 112] expression is altered in the patients with hypertension. GSTM1 [ 113], HLA-DRB1 [114] and MPO (myelope roxidase) [ 115] have been proposed as novel biomarkers for multiple sclerosis progression. Regulation of GSTM1 [116], HLA-DRB1 [117] and MPO (myeloperoxidase) [ 118] levels might be a novel treatment option against autism spectrum disorder. GSTM1 [ 119], HLA-DRB1 [ 120] and MPO (myeloperoxidase) [121] participates in the occurrence and development of stroke. Excessive activation of GSTM1 [ 122], HLA-DRB1 [ 123] and MPO (myeloperoxidase) [124] promotes the development of bipolar disorder. Research has reported that altere d MPO (myeloperoxidase) [ 125] expression in the amyotrophic lateral sclerosis. Studies have shown that MP O (myeloperoxidase) [126] plays a certain role in depression. This analysis led to the identification of DEGs as key biomarkers that could be of mechanistic relevance for AD pathogenesis and progression. In this investigation, the GO and REACTOME pathway enrichment analyses of the key DEGs in AD were analyzed by using g:Profiler online tool. These (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint analyses could help to find some key factors involved in the regulation of AD. For example, signal transduction [127], muscle contraction [128], signaling by receptor tyrosine kinases [ 129], hemostasis [ 130], signaling by WNT [ 131], extracellular matrix organization [ 132], cardiac conduction [ 133], neuronal system [ 134], transmission across chemical synapses [ 135], ion channel transport [ 136], nervous system development [ 137] and infectious disease [ 138] are involved in the regulation of the AD and might serve as signaling pathways of AD. The expression of HSP90AA1 [ 139], FN1 [ 140], YAP1 [ 141], PECAM1 [ 142], EPHA2 [143], KLF4 [ 144], HSPA2 [ 145], FLT1 [ 146], ITGA5 [ 147], ANXA2 [ 148], CASP7 [149], CGAS (cyclic GM P-AMP synthase) [ 150], MMP2 [151 ], TGFB2 [ 152], GSTM1 [153], CCL2 [ 154], LTF (lactotransferrin) [ 155], HSD17B1 [ 156], HLA- DQB1 [157], S100A10 [158], EFNB1 [159], ACVRL1 [160], BMP6 [161], MLKL (mixed lineage kinase domain like pseudokinase) [ 162], ADORA2A [ 163], ABCB1 [164], MMP14 [ 165], JMJD6 [ 166], CSF1 [ 167], PGF (placental growth factor) [ 168], PYGM (glycogen phosphorylase, muscle associated) [ 169], SERPINA5 [170], MDGA1 [ 171], FBXL7 [172], VGF (VGF nerve growth factor inducible) [ 173], GAP43 [ 174], THY1 [ 175], STMN2 [ 176], CNTN5 [ 177], NEUROD6 [178], RGS4 [ 179], RXFP1 [ 180], SYT1 [ 181], SNAP25 [ 182], VTN (vitronectin) [ 183], FGF14 [ 184], MEF2C [ 185], NRN1 [ 186], GABRG2 [ 187], HCN1 [188], PCP4 [189], RPH3A [190], AHI1 [191], CCKBR (cholecystokinin B receptor) [192], CNTNAP2 [193], SRI (sorcin) [194], RORB (RAR related orphan receptor B) [ 195], PAK3 [ 196], SEMA3A [197 ], UCHL1 [ 198], ELAVL4 [ 199], EGR1 [200], CHRM1 [ 201], MAP2 [ 202], LRRK2 [ 203], MAP1A [204 ], RYR2 [205], PLK2 [ 206], C9ORF72 [ 207], VAMP1 [ 208], SST (somatostatin) [ 209], PVALB (parvalbumin) [ 210], TAC1 [ 211], SPARCL1 [ 212], DLGAP2 [213], CAP2 [ 214], SV2B [ 215], LAMP5 [ 216], RAB3A [ 217], VSNL1 [ 218], SCG5 [219], DDX39B [ 220], CDK7 [221], HMGCR (3-hydroxy-3-methylglutaryl-CoA reductase) [222], ABCA5 [ 223], TRPC3 [ 224] and FABP3 [225] were altered in the AD. HSP90AA1 [ 226], FN1 [227], YAP1 [ 228], PECAM1 [229], TTN (titin) [230], SMAD7 [ 231], LEF1 [232 ], PGR (progesterone receptor) [ 233], EPHA2 [143], KLF4 [ 144], HSPB1 [ 234], FLT1 [ 235], NFKB2 [ 236], TAB2 [237 ], ITGA5 [238], GNG12 [ 239], FOXO4 [240], GLI2 [ 241], GATA2 [ 242], ANXA2 [243], CYP1A1 [ 244], WWTR1 [ 245], CASP7 [ 246], CGAS (cyclic GMP-AMP synthase) [ 247], MMP2 [ 248], EPAS1 [ 249], SMAD6 [ 250], TGFB2 [ 251], LATS2 [252], GSTM1 [ 253], VANGL2 [ 254], RUNX3 [ 255], CCL2 [ 256], LTF (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint (lactotransferrin) [ 257], HSD17B1 [ 258], HLA-DQB1 [ 259], EFNB1 [ 260], DUSP1 [261], DLL4 [262], BMP6 [ 263], SOX17 [ 264], NFATC1 [ 265]. MLKL (mixed lineage kinase domain like pseudokinase) [ 266], S100A4 [ 267], TP63 [268], MASP2 [ 269], CYP27B1 [ 270], ABCB1 [ 271], MMP14 [ 272], SLC7A5 [273], NAIP (NLR family apoptosis inhibitory protein) [ 274], WNK4 [ 275], JMJD6 [276], FOXJ1 [ 277], FOXC1 [ 278], FOXF1 [ 279], CSF1 [ 280], PTGER4 [281], ENG (endoglin) [ 282], NPR1 [283 ], TIE1 [ 284], EDNRB (endothelin receptor type B) [ 285], ORAI1 [ 286], PPP1R13L [287], FBXL7 [ 288], HSPA12B [289], VGF (VGF nerve growth factor inducible) [ 290], GAP43 [ 291], MAS1 [292], THY1 [293], THY1 [294], NELL1 [295], RGS4 [296], CDKL5 [297], FGF9 [298], SNAP25 [ 299], ATP2B1 [ 300], TAGLN3 [ 301], VTN (vitronectin) [ 302], MEF2C [303], GABRG2 [304], HCN1 [305], PARP2 [306], TRIM45 [307], PAK1 [308], HAPLN1 [ 309], ATAT1 [ 310], CSMD1 [ 311], DCLK1 [ 312], HHIP (hedgehog interacting protein) [313], SLIT2 [314], AGBL4 [315], SEMA3A [316], UCHL1 [317], EGR1 [318], PAX5 [319], CITED2 [320], PTPRO (protein tyrosine phosphatase receptor type O) [321], LRRK2 [322], NRXN1 [323], TRIM67 [324], MYSM1 [325], CLASP2 [326], PLK2 [327], C9ORF72 [328], SST (somatostatin) [329], SPARCL1 [ 330], THEMIS (thymocyte selection associated) [ 331], ATP1A3 [ 332], KCNH1 [ 333], CRHR2 [ 334], TRIM9 [ 335], BTBD8 [ 336], LAMP5 [ 337], NUAK1 [ 338], FLT3 [ 339], SUV39H1 [ 340], PDE10A [ 341], PRMT8 [ 342], NCALD (neurocalcin delta) [ 343], CDK7 [ 344], HMGCR (3- hydroxy-3-methylglutaryl-CoA reductase) [ 345], PDP1 [ 346], NQO2 [ 347], CISD1 [ 348], LANCL2 [ 349], TRPC3 [ 350] and FABP3 [ 351] are found to be associated with inflammation. Genes include HSP90AA1 [352], FN1 [353], YAP1 [354], PECAM1 [ 355], TTN (titin) [ 230], SMAD7 [ 356], LEF1 [357], EPHA2 [358], KLF4 [359], COL1A2 [360], HSPB1 [361], FLT1 [362], TAB2 [363], FLT4 [364], GATA2 [ 365], ANXA2 [ 366], CYP1A1 [ 367], CGAS (cyclic GMP-AMP synthase) [ 368], MMP2 [ 369], EPAS1 [ 370], SMAD6 [ 371], SERPINH1 [ 372], LATS2 [252], GSTM1 [ 373], RUNX3 [ 374], CDKN1C [ 375], CCL2 [376], LTF (lactotransferrin) [ 377], DSP (desmoplakin) [ 378], KCNQ1 [379], HLA-DQB1 [259], DUSP1 [ 261], DLL4 [380 ], BMP6 [ 381], SOX17 [ 382], MLKL (mixed lineage kinase domain like pseudokinase) [ 383], TP63 [ 384], MASP2 [ 385], MSX1 [386]; ADORA2A [ 387], CYP27B1 [388 ], ABCB1 [ 389], MMP14 [ 390], ASPN (asporin) [ 391], JMJD6 [ 392], FLOT1 [ 393], FOXJ1 [ 394], FOXC1 [395], FOXF1 [ 396], CACNA1H [ 397], CSF1 [ 398], ENG (endoglin) [ 399], CELSR1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint [400], TCAP (titin-cap) [ 401], NPR1 [ 402], TIE1 [ 403], RGL2 [404 ], PGF (placental growth factor) [ 405], EPHX1 [ 406], ORAI1 [ 407], NES (nestin) [ 408], DES (desmin) [ 409], RDH10 [410], PPP1R13L [ 411], HSPA12B [ 412], PCSK1 [413], GAP43 [ 414], MAS1 [415], THY1 [ 416], SCN8A [ 417], RGS4 [418 ], RXFP1 [419], CDKL5 [ 420], SVEP1 [ 421], NAP1L2 [422 ], BEX1 [423 ], FGF9 [424], ATP2B1 [ 425], FLRT3 [ 426], FGF12 [ 427], MEF2C [428 ], PARP2 [ 429], PAK1 [ 430], HAPLN1 [ 431], SCN5A [ 432], DCLK1 [ 433], RBFOX2 [ 434], SLIT2 [ 435], PAK3 [ 436], SEMA3A [ 316], UCHL1 [ 437], ADAM23 [ 438], EGR1 [439], PAX5 [440 ], CITED2 [ 441], MYBPHL (myosin binding protein H like) [ 442], LRRK2 [ 443], PLCB1 [ 444], RYR2 [ 445], PLK2 [ 446], SPARCL1 [447], ATP1A3 [ 448], KCNH1 [ 449], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [450], CAP2 [451], HTR2C [452], VDAC3 [453], VARS2 [454], FLT3 [ 455], CARNS1 [456], SUV39H1 [ 457], PDE10A [45 8], PKD2L1 [459], DIRAS3 [ 460], RSAD2 [ 461], ANKK1 [ 462], HMGCR (3-hydroxy-3- methylglutaryl-CoA reductase) [463], CISD1 [348], ABCA5 [464], TRPC3 [465], FABP3 [ 466] and PDE1A [ 467] are associated with the risk of cardiovascular diseases. Studies have shown that HSP90AA1 [468], YAP1 [469], DNAJB1 [470], PGR (progesterone receptor) [ 471], EPHA2 [ 472], KLF4 [473], HSPB1 [ 474], FLT1 [ 475], TAB2 [476 ], GLI2 [477] , GATA2 [ 478], ANXA2 [ 479], CASP7 [480], CGAS (cyclic GMP-AMP synthase) [ 481], MMP2 [ 482], SMAD6 [ 483], FZD2 [ 484], GSTM1 [ 485], CCL2 [ 486], LTF (lactotransferrin) [ 487], DUSP1 [488], BMP6 [ 489], SOX17 [ 490], NFATC1 [ 491], MLKL (mixed lineage kinase domain like pseudokinase) [492], S100A4 [493], MASP2 [494], ADORA2A [495], ABCB1 [496], FOXJ1 [497], FOXC1 [498], CSF1 [499], CELSR1 [500], EDNRB (endothelin receptor type B) [ 501], NES (nestin) [502], MDGA1 [503], HSPA12B [504], VGF (VGF nerve growth factor inducible) [ 290], GAP43 [ 505], THY1 [506], SCG2 [ 507], NEGR1 [ 508], SYT1 [ 509], SNAP25 [ 510], ATP2B1 [511], MEF2C [ 512], PARP2 [ 513], TRIM45 [ 307], PAK1 [ 514], NMNAT2 [ 515], SLIT2 [ 516], SEMA3A [ 517], UCHL1 [ 518], ELAVL4 [ 519], EGR1 [ 520], CHRM1 [ 521], MAP2 [522 ], LRRK2 [ 523], CLSTN3 [ 524], TRIM67 [ 525], C9ORF72 [526], VAMP1 [527], SST (somatostatin) [528], PVALB (parvalbumin) [529], SPARCL1 [ 530], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 531], SV2B [ 532], HTR2C [ 533], RPH3A [ 534], SUV39H1 [ 535], PDE10A [536], PRMT8 [342], ENO2 [537], GOT1 [538], ANKK1 [539], TRPC3 [540] and FABP3 [ 541] participate in regulating brain injury. HSP90AA1 [ 468], (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint PECAM1 [ 542], TTN (titin) [ 543], STIP1 [ 544], KLF4 [ 545], COL1A2 [ 546], TAB2 [547], GATA2 [548], ANXA2 [549], CYP1A1 [550], CASP7 [551], CGAS (cyclic GMP-AMP synthase) [ 552], MMP2 [ 553], GSTM1 [ 554], CCL2 [ 555], LTF (lactotransferrin) [ 556], KCNQ1 [ 557], HLA-DQB1 [ 558], DUSP1 [ 559], DLL4 [560], ABCB1 [ 561], MMP14 [ 562], FOXJ1 [ 563], ENG (endoglin) [ 564], CELSR1 [565], EDNRB (endothelin receptor type B) [566], EPHX1 [567], ORAI1 [568], NES (nestin) [ 569], HSPA12B [ 570], VGF (VGF nerve growth factor inducible) [ 571], GAP43 [ 572], THY1 [ 573], FGF9 [ 574], SNAP25 [510 ], VTN (vitronectin) [ 575], GABRG2 [ 576], PAK1 [ 577], NMNAT2 [ 578], SEMA3A [579], UCHL1 [ 580], SPAG6 [ 581], EGR1 [520 ], MAP2 [ 582], CITED2 [ 583], LRRK2 [ 584], SNCB (synuclein beta) [ 585], TRIM9 [ 335], GAD2 [ 586], SUV39H1 [587], PDE10A [588] and ENO2 [ 537] expression level is significantly altered in the stroke. HSP90AA1 [ 589], YAP1 [590 ], PECAM1 [591 ], SMAD7 [592], PGR (progesterone receptor) [ 593], EPHA2 [ 594], KLF4 [ 595], COL1A2 [596], FLT1 [597], NFKB2 [598], GATA2 [599], ANXA2 [600], CYP1A1 [601], CGAS (cyclic GMP-AMP synthase) [602], MMP2 [603], EPAS1 [604], VANGL2 [605], CCL2 [ 606], LTF (lactotransferrin) [ 607], KCNQ1 [ 608], HLA-DQB1 [609], SMAD9 [610], EFNB1 [611], DUSP1 [612], ACVRL1 [613], DLL4 [614], SOX17 [ 615], NFATC1 [ 616], S100A4 [ 617], CYP27B1 [388], ABCB1 [ 618], ASPN (asporin) [ 619], WNK4 [ 620], FOXC1 [ 621], FOXF1 [ 622], CACNA1H [623], ENG (endoglin) [ 624], TCAP (titin-cap) [ 625], NPR1 [ 626], SLC12A3 [627], ORAI1 [ 628], NES (nestin) [ 408], PCSK1 [ 629], VGF (VGF nerve growth factor inducible) [ 630], MAS1 [631 ], SNAP25 [ 632], ATP2B1 [ 633], FGF12 [634], MEF2C [ 635], CSMD1 [636], CCKBR (cholecystokinin B receptor) [ 637], GABRB3 [ 638], TTC21B [ 639], SEMA3A [ 640], UCHL1 [ 641], EGR1 [ 642], ALDH1A3 [ 643], CHN1 [ 644], RYR2 [ 645], PHF14 [ 646], SST (somatostatin) [647], SPARCL1 [ 648], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 649], CRHR2 [650], ATP1B1 [ 651], ATP1A1 [ 652], DLGAP1 [ 653], VARS2 [ 454], PDE10A [ 654] and TRPC3 [ 655] have been revealed to be regulated in hypertension. HSP90AA1 [ 656], YAP1 [657 ], COL1A2 [ 658], GATA2 [659], ANXA2 [ 660], CGAS (cyclic GMP-AMP synthase) [ 661], MMP2 [662], CCL2 [ 663], LTF (lactotransferrin) [ 664], S100A10 [ 665], DUSP1 [ 666], ADORA2A [667], ABCB1 [ 668], FLOT1 [669], CSF1 [670], NES (nestin) [ 671], MDGA1 [ 672], VGF (VGF nerve growth factor inducible) [ 673], GAP43 [ 674], THY1 [ 675], RGS4 [676 ], RXFP1 [ 180], CDKL5 [ 677], NEGR1 [ 678], SYT1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint [679], SNAP25 [ 680], NRN1 [ 681], HCN1 [682 ], PAK1 [ 683], AHI1 [ 684], CNTNAP2 [ 685], SCN1A [ 686], SLIT2 [ 687], PAK3 [ 688], SEMA3A [ 689], UCHL1 [690], EGR1 [691 ], MAP2 [ 692], HTR5A [ 693], LRRK2 [ 694], NRXN1 [695], TRIM67 [696], MYSM1 [697], C9ORF72 [698], SST (somatostatin) [699], PVALB (parvalbumin) [700], TAC1 [701], SV2C [702], ATP1A3 [703], NSF (N- ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 704], CRHR2 [ 705], HTR2C [ 452], RAB3B [ 706], ATP6V1B2 [ 707], HTR3B [ 708], DMXL2 [ 709], CACNA1E [ 710], TRANK1 [711], SUV39H1 [ 712], ANKK1 [ 713], NCALD (neurocalcin delta) [ 343] and TRPC3 [ 714] have been reported to be altered expression in depre ssion. Studies have found that the FN1 [ 227], YAP1 [ 715], PECAM1 [716], ZAP70 [717], SMAD7 [718], STIP1 [719], EPHA2 [720], KLF4 [721], NFKB2 [ 722], GNG12 [ 723], GATA2 [ 724], ANXA2 [ 725], CYP1A1 [726], CASP7 [ 727], CGAS (cyclic GMP-AMP synthase) [ 728], MMP2 [ 729], SMAD6 [ 730], LATS2 [ 731], GSTM1 [ 732], RUNX3 [ 733], CCL2 [ 734], LTF (lactotransferrin) [ 735], HLA-DQB1 [ 736], DUSP1 [ 737], DLL4 [ 738], BMP6 [739], NFATC1 [ 740], S100A4 [ 741], ABCC2 [742 ], APOBEC3F [ 743], ADORA2A [744], CYP27B1 [ 745], ABCB1 [ 746], NAIP (NLR family apoptosis inhibitory protein) [747], WNK4 [748], TRIM5 [749], YBX3 [750], FOXJ1 [ 751], CSF1 [752], GAS1 [ 753], NPR1 [ 754], ID3 [ 755], PGF (placental growth factor) [756], ORAI1 [ 757], GAP43 [ 758], THY1 [ 759], OPN4 [ 760], NELL1 [ 761], FGF9 [762], SNAP25 [ 763], ATP2B1 [ 764], FLRT3 [ 765], MEF2C [766 ], PAK1 [767], SLIT2 [ 768], UCHL1 [ 769], EGR1 [ 318], PAX5 [ 770], LRRK2 [ 771], C9ORF72 [ 772], ATP1A3 [ 773], ATP1A1 [ 774], FLT3 [ 775], SUV39H1 [ 776], SPTLC2 [ 777], DDX39B [ 778], ENO2 [ 779], RSAD2 [ 780], CDK7 [ 781], HMGCR (3-hydroxy-3-methylglutaryl-CoA reductase) [ 782] and LANCL2 [ 783] plays a vital role in the development of infection. The expression levels of KIT (KIT proto-oncogene, receptor tyrosine kinase) [ 784], PECAM1 [ 785], GSTM1 [786], ADORA2A [ 787], CACNA1H [ 788], LAMB1 [ 789], NEGR1 [ 790], SNAP25 [791], EXT1 [ 792], FGF12 [ 793], MEF2C [794 ], CSMD3 [ 795], AHI1 [796], SCN2A [797], CNTNAP2 [798], GABRB3 [799], SCN1A [800], SEMA3A [801], UCHL1 [ 802], ALDH1A3 [ 803], PAX5 [ 804], MAP2 [ 805], ANK3 [ 806], LRRK2 [ 807], NRXN1 [ 808], ATP2B2 [ 809], RYR2 [ 810], SST (somatostatin) [811], PVALB (parvalbumin) [ 812], TAC1 [ 813], SPARCL1 [ 814], DLGAP2 [815], ATP1A3 [ 816], SNCB (synuclein beta) [ 817], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 818], GAD1 [ 819], CRHR2 [820 ], (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint HTR2C [821], SYN3 [822], NAPB (NSF attachment protein beta) [ 823], DMXL2 [709], ATP1A1 [ 824], RPH3A [ 825], UBLCP1 [826]. ENO2 [827 ], SLC25A12 [828], ZNF711 [ 829], HMGCR (3-hydroxy-3-met hylglutaryl-CoA reductase) [830] and FABP3 [ 831] have been proved to be elevated in autism spectrum disorder. Some researchers have reported that altered genes include KIT (KIT proto-oncogene, receptor tyrosine kinase) [ 832], TTN (titin) [ 833], HSPB1 [ 834], CYP1A1 [835], MMP2 [836], FZD2 [837], CCL2 [838], S100A4 [839], CYP27B1 [840], ABCB1 [841], CACNA1H [842], CSF1 [843], ENG (endoglin) [844], VGF (VGF nerve growth factor inducible) [ 845], GAP43 [846], STMN2 [847], MEF2C [848], SEMA3A [ 849], UCHL1 [ 850], ELAVL4 [ 851], LRRK2 [ 852], C9ORF72 [207], KIFAP3 [ 853], SPTLC2 [ 854] and GOT1 [ 855] expression in the amyotrophic lateral sclerosi s. Transcription of YAP1 [ 856], PGR (progesterone receptor) [857], KLF4 [ 858], COL1A2 [ 859], HSPA2 [ 860], HSPB1 [ 861], FLT1 [862], TAB2 [ 863], PPP2R1B [ 864], FLT4 [ 865], GATA2 [ 866], ANXA2 [ 867], CYP1A1 [868], CGAS (cyclic GMP-AMP synthase) [869], MMP2 [870], SMAD6 [371], GSTM1 [ 871], CDKN1C [ 872], CCL2 [873 ], LTF (lactotransferrin) [ 874], KCNQ1 [ 875], DUSP1 [ 876], S100A4 [ 877], CYP27B1 [ 878], ABCB1 [ 879], MMP14 [880], WNK4 [ 881], EDNRB (endothelin receptor type B) [ 882], PGF (placental growth factor) [ 883], CDKN2C [ 884], PCSK1 [885], VGF (VGF nerve growth factor inducible) [ 886], GAP43 [ 887], THY1 [ 888], RGS4 [889 ], FGF9 [890], NEGR1 [ 891], SNAP25 [ 892], EXT1 [ 893], AHI1 [ 894], SCN5A [ 895], DCLK1 [ 433], CNTNAP2 [ 896], HHIP (hedgehog interacting protein) [ 897], SLIT2 [898], PAK3 [ 899], EGR1 [ 900], CITED2 [901 ], PTPRO (protein tyrosine phosphatase receptor type O) [902], LRRK2 [903], CLSTN3 [904], TRIM67 [324], SST (somatostatin) [ 905], GAD2 [ 906], FLT3 [ 907], SUV39H1 [ 908], PDE10A [909], ANKK1 [ 910], NCALD (neurocalcin delta) [ 911], HMGCR (3-hydroxy-3- methylglutaryl-CoA reductase) [ 830], CISD1 [ 912] and FABP3 [913] were significantly altered in patients with obesity. A previous study reported that the YAP1 [914], PECAM1 [ 915], SMAD7 [ 916], KLF4 [ 917], FLT1 [ 918], ANXA2 [919], MMP2 [ 920], EPAS1 [ 921], TGFB2 [ 922], GSTM1 [923], CCL2 [ 924], LTF (lactotransferrin) [ 925], HLA-DQB1 [ 926], EFNB1 [927], SOX17 [ 928], CYP27B1 [929], FOXC1 [ 930], ENG (endoglin) [ 931], EDNRB (endothelin receptor type B) [ 932], GAP43 [ 933], ADCYAP1 [ 934], FGF9 [ 935], NEGR1 [936], AHI1 [ 937], DCLK1 [ 938], SEMA3A [ 939], UCHL1 [ 940], MAP2 [ 941], LRRK2 [942], NRXN1 [323], C9ORF72 [943], SST (somatostatin) [944], PVALB (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint (parvalbumin) [945], TAC1 [946], SPARCL1 [947], THEMIS (thymocyte selection associated) [ 948], GRIA3 [ 949], SYN3 [ 950] and GAD2 [ 951] genes were associated with multiple sclerosis. PECAM1 [ 952], ZAP70 [953], KLF4 [ 954], HSPB1 [955 ], FLT1 [956], TAB2 [ 957], FOXO4 [ 958], GLI2 [ 959], ANXA2 [867], CYP1A1 [ 960], CGAS (cyclic GMP-AMP synthase) [ 869], MMP2 [ 961], SERPINH1 [ 962], TGFB2 [ 963], LATS2 [ 964], GSTM1 [ 965], RUNX3 [ 966], CDKN1C [967], CCL2 [968]. LTF (lactotransferrin) [ 969], KCNQ1 [608], DLL4 [970], BMP6 [ 971], MLKL (mixed lineage kinase domain like pseudokinase) [972], S100A4 [973], MASP2 [974], ADORA2A [975], CYP27B1 [976]. ABCB1 [977], MMP14 [ 165], WNK4 [978], FLOT1 [ 979], CSF1 [980 ], ENG (endoglin) [981], EDNRB (endothelin receptor type B) [882], SLC12A3 [982], EPHX1 [983], ORAI1 [984], PCSK1 [ 413], GAP43 [ 985], MAS1 [986 ], THY1 [987], STMN2 [988], RGS4 [989], ADCYAP1 [990], FGF9 [991], NEGR1 [992], SNAP25 [993], VTN (vitronectin) [994], MEF2C [995], PAK1 [996], AHI1 [997], DCLK1 [998], HHIP (hedgehog interacting protein) [ 999], RBFOX2 [ 1000], SLIT2 [ 1001], SEMA3A [1002], UCHL1 [1003], EGR1 [1004], CITED2 [1005], PCSK2 [1006], LRRK2 [ 1007], RYR2 [ 1008], SST (somatostatin) [ 329], ICA1 [ 1009], CRHR2 [705], HTR3B [ 1010], GAD2 [ 1011], ATP1A1 [ 1012], CACNA1E [1013], SUV39H1 [ 1014], PDE10A [ 909], MSH5 [ 1015], ANKK1 [ 1016], HMGCR (3- hydroxy-3-methylglutaryl-CoA reductase) [ 1017], CISD1 [ 1018], LANCL2 [1019], TRPC3 [1020 ], FABP3 [1021 ], PDE1A [ 467] and PDE1A [1022] have been proposed as biomarkers for diabetes mellitus progression. Regulation of ZAP70 [ 1023], STIP1 [ 1024], KLF4 [ 1025], HSPB1 [ 1026], ITGA5 [ 1027], GATA2 [ 1028], CYP1A1 [ 1029], CGAS (cyclic GMP-AMP synthase) [ 1030], MMP2 [ 1031], TGFB2 [ 922], GSTM1 [ 1032], RUNX3 [ 1033], CCL2 [ 1034], LTF (lactotransferrin) [ 1035], HLA-DQB1 [ 1036], MSX1 [ 1037], ADORA2A [495], ABCB1 [ 1038], CSF1 [ 1039], RCC1 [ 1040], VGF (VGF nerve growth factor inducible) [ 1041], GAP43 [ 1042], THY1 [ 1043], SLC17A6 [ 1044], SYT1 [1045], SNAP25 [182], SYT4 [1046], MEF2C [1047], NMNAT2 [1048], CSMD1 [1049], CCKBR (cholecystokinin B receptor) [ 1050], SEMA3A [ 1051], UCHL1 [1052], ELAVL4 [1053], EGR1 [ 1054], CHRM1 [ 1055], MAP2 [ 1056], PTPRO (protein tyrosine phosphatase receptor type O) [ 1057], LRRK2 [ 203], STX1B [1058], SH3GL2 [ 1059], MTR (5-methyltetrahydrofolate-homocysteine methyltransferase) [ 1060], PLK2 [ 1061], C9ORF72 [ 1062], SST (somatostatin) [1063], PVALB (parvalbumin) [ 1064], SV2C [ 1065], SNCB (synuclein beta) (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint [1066], CAP2 [ 214], TRIM9 [1067 ], HTR2C [ 1068], SYN3 [ 1069], PDE10A [1070], ANKK1 [ 1071], GNL1 [ 1072], NQO2 [ 1073], CISD1 [ 1074], ABCA5 [1075] and FABP3 [ 1076] levels might be a novel treatment option against Parkinson's disease. Previous studies have shown that SMAD7 [ 1077], KLF4 [1078], FOXO4 [ 1079], ANXA2 [ 1080], CYP1A1 [1081 ], CGAS (cyclic GMP- AMP synthase) [ 1082], MMP2 [ 1083], GSTM1 [ 1084], CCL2 [ 1085], KCNQ1 [1086], HLA-DQB1 [ 1087], DUSP1 [ 1088], ABCC2 [ 1089], ADORA2A [ 1090], ABCB1 [1091], CACNA1H [ 1092], CELSR1 [ 1093], EPHX1 [ 1094], ORAI1 [1095], NES (nestin) [ 1096], GAP43 [ 1097], SCN8A [ 417], CDKL5 [ 1098], SERPINI1 [1099], FGF9 [1100], SYT1 [1101], SNAP25 [1102], GABRA1 [1103], FGF12 [1104], MEF2C [ 1105], GABRG2 [304], HCN1 [1106], CSMD3 [ 1107], PPP3CA [ 1108], SCN2A [ 1109], SCN5A [ 1110], CNTNAP2 [ 1111], GABRB3 [1112], SCN1A [ 1113], SLIT2 [ 1114], RORB (RAR related orphan receptor B) [1115], SEMA3A [ 1116], UCHL1 [ 1117], SLC4A10 [ 1118], ADAM23 [ 1119], EGR1 [1120], GABRB2 [ 1121], CHRM1 [ 1122], TUBB3 [ 1123], MAP2 [1124 ], ANK3 [ 1125], STX1B [1126 ], PLCB1 [ 1127], NRXN1 [ 1128], RYR2 [ 1129], VPS13A [1130], MTR (5-methyltetrahydrofolate-homocysteine methyltransferase) [1131], TUBB2A [1132], C9ORF72 [ 1133], SST (somatostatin) [ 1134], PVALB (parvalbumin) [1135], DLGAP2 [ 1136], KCNH1 [1137], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 1138], ATP1A3 [1139], GRIA3 [ 1140], GAD1 [ 1141], SV2B [ 1142], HTR2C [ 1143], NAPB (NSF attachment protein beta) [ 823], ATP6V1B2 [ 1144], CACNA1E [ 1145], VARS2 [ 1146], RPH3A [825], RPP21 [ 1147], IARS1 [ 1148], ANKK1 [1149 ] and TRPC3 [ 1150] might promote epilepsy. Recent studies have also suggested that RRAS (RAS related) [1151], CGAS (cyclic GMP-AMP synthase) [ 1152], DUSP1 [1153 ], ADORA2A [1154], NFATC4 [1155], VGF (VGF nerve growth factor inducible) [ 1156], FGF9 [1157], SNAP25 [1158], UCHL1 [1159], CHRM1 [1160], MAP2 [1161], NRXN1 [1162], VPS13A [ 1163], C9ORF72 [ 1164] , SST (somatostatin) [ 1165] and PDE10A [ 1166] might promote Huntington's disease. LEF1 [ 1167], GSTM1 [1168], CCL2 [1169], HLA-DQB1 [1170], ABCB1 [1171], MDGA1 [1172], VGF (VGF nerve growth factor inducible) [ 1173], THY1 [ 675], SCN8A [ 1174], RGS4 [1175], CDKL5 [1176], ADCYAP1 [1177], SNAP25 [1178], NRN1 [1179], AHI1 [1180], CSMD1 [1181], RORB (RAR related orphan receptor B) [1182], GABRB2 [1183], MAP2 [692 ], CITED2 [ 1184], ANK3 [ 1125], HTR5A [1185 ], C9ORF72 [1186], SST (somatostatin) [ 1187], ATP1A3 [ 1186], NSF (N-ethylmaleimide (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint sensitive factor, vesicle fusing ATPase) [ 1187], GRIA3 [ 1188], CAP2 [ 1191], CADPS (calcium dependent secretion activator) [ 1192], GAD1 [ 1193], HTR2C [1194], HTR3B [ 1195], TRANK1 [ 711], PDE10A [ 1196], ANKK1 [ 1197] and TRPC3 [ 1198] might play an important role in the onset, development, and treatment of bipolar disorder. Some studies have shown that HSPB1 [ 1199], GLI2 [1200], CGAS (cyclic GMP-AMP synthase) [ 1201], MMP2 [1202], FZD1 [1203], GSTM1 [1204], CCL2 [1205], HLA-DQB1 [1206], BMP6 [1207], MASP2 [1208], ADORA2A [1209], ABCB1 [1210], CELSR1 [1211], ZIC2 [1212], DES (desmin) [1213], MDGA1 [ 1172], VGF (VGF nerve growth factor inducible) [ 1214], GAP43 [ 1215], THY1 [ 675], RGS4 [ 1216], ADCYAP1 [ 1217], SCG2 [507 ], FGF9 [ 1218], SYT1 [1219 ], SNAP25 [ 680], FGF14 [ 1220], MEF2C [ 1221], NRN1 [ 1179], GABRG2 [ 1222], HCN1 [ 1223], PCDH8 [ 1224], PAK1 [ 1225], RAB3A [ 1226], AHI1 [ 1180], CSMD1 [ 1227], SCN2A [ 1228], SCN5A [ 1229], DCLK1 [ 1230], CCKBR (cholecystokinin B receptor) [ 1231], CNTNAP2 [ 685], GABRB3 [1232], SCN1A [ 800], PAK3 [ 1233], SEMA3A [ 689], UCHL1 [ 1234], EGR1 [ 1235], GABRB2 [ 1183], CHRM1 [ 1236], MAP2 [ 1237], ANK3 [ 1238], HTR5A [1239], LRRK2 [1240], PLCB1 [1241], NRXN1 [1242], MAP1A [1243], RYR2 [ 1244], C9ORF72 [ 1245], VAMP1 [ 1246], SST (somatostatin) [ 1247], PVALB (parvalbumin) [1248], DLGAP2 [1249], ATP1A3 [1250], KCNH1 [1251], SNCB (synuclein beta) [ 1252], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 1187], GRIA3 [ 1253], CAP2 [ 214], GAD1 [ 1254], HTR2C [1255], SYN3 [ 1256], HTR3B [ 1257], CHRM4 [ 1258], DMXL2 [ 709], GAD2 [1259], DLGAP1 [ 1260], VSNL1 [ 1261], PDE10A [ 1262], ANKK1 [ 1263], FSTL5 [ 1264], NQO2 [ 1265] and FABP3 [ 831] plays a certain role in schizophrenia. GATA2 [ 1266], MMP2 [ 1267], S100A4 [ 1268], EDNRB (endothelin receptor type B) [1269], PGF (placental growth factor) [1270], ORAI1 [1271], MAS1 [1272 ], VTN (vitronectin) [ 1273], SEMA3A [ 1274], UCHL1 [1275], EGR1 [1276 ], SUV39H1 [ 1277] and PDE10A [ 1278] were significantly altered in patients with vascular disease. ANXA2 [ 1279], MMP2 [ 1280], CCL2 [1281], ABCB1 [ 1282], PGF (placental growth factor) [ 1283], VGF (VGF nerve growth factor inducible) [ 1284], GAP43 [ 1285], SNAP25 [ 1286], CNTNAP2 [1287], UCHL1 [ 1288], CHRM1 [ 1055], MAP2 [ 1289], LRRK2 [ 1290], C9ORF72 [1133], SST (somatostatin) [ 1291], DLGAP2 [213], SNCB (synuclein beta) [1066], TRIM9 [1067], PDE10A [ 1292] and FABP3 [ 1293] can participate in the occurrence and development of dementia. The results of this investigation (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint suggest that enriched genes might play a key role in the pathogenesis of AD and its associated complications. The complexity and diversity of AD have hindered our accurate understanding of the disease. In this investigation, we used a comprehensive bioinformatics approach to find hub gene s form PPI network and modules that influence the progression of AD and its associated complications. HSP90AA1 [139], FN1 [ 140], YAP1 [ 141], DDX39B [ 220], CDK7 [221], HSPA2 [ 145], HSPA1A [61], SYT1 [181], VAMP1 [208] and SNAP25 [182] might be involved in the development of AD. Regulation of HSP90AA1 [ 226], FN1 [227 ], YAP1 [228], SKP1 [1294], CDK7 [ 344], HSPB1 [ 234], HSPA1A [ 69], HSPA12B [ 289] and SNAP25 [299] levels might be a novel treatment option against inflammation. Previous studies have demo nstrated that HSP90AA1 [ 352], FN1 [ 353], YAP1 [354], HSPB1 [361], HSPA1A [83], HSPA12B [412] and NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 450] are linked with the development mechanisms of cardiovascular diseases. HSP90AA1 [ 468], YAP1 [469 ], HSPB1 [474], DNAJB1 [ 470], HSPA12B [504 ], SYT1 [509 ], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 531], VAMP1 [ 527] and SNAP25 [ 510] participate in pathogenic processes of brain injury. Previous research suggested some biomarkers, such as HSP90AA1 [ 468], STIP1 [ 544], HSPA12B [ 570] and SNAP25 [ 510] could be valuable in the diagnosis and prognosis of stroke. HSP90AA1 [ 589], YAP1 [ 590], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 649] and SNAP25 [ 632] expression has significant diagnosis value in hypertension patients and acts as potential targets for hypertension.- targeted therapy. Research has shown that HSP90AA1 [ 656], YAP1 [ 657], SYT1 [679], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 704] and SNAP25 [680] plays an important role in the pathogenesis of de pression. Altered expression of FN1 [ 227], YAP1 [ 715], SKP1 [1295 ], DDX39B [ 778], CDK7 [781], STIP1 [ 719] and SNAP25 [ 763] are significantly associated with the infections. KIT (KIT proto-oncogene, receptor tyrosine kinase) [784], NAPB (NSF attachment protein beta) [ 823], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [818] and SNAP25 [791] are strongly involved in the pathogenesis of autism spectrum disorder. A recent study revealed that KIT (KIT proto- oncogene, receptor tyrosine kinase) [832 ] and HSPB1 [ 834] expression was elevated in amyotrophic lateral sclerosis. YAP1 [ 856], HSPB1 [ 861], HSPA2 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint [860], HSPA1A [89] and SNAP25 [892] expression has been found to be altered in patients with obesity. Altered levels of YAP1 [ 914] have been associated with impaired cognitive performance in patients with multiple sclerosis. Previous studies have shown that SKP1 [ 1296], HSPB1 [ 1026], STIP1 [1024 ], HSPA1A [95], SYT1 [1045], STX1B [1058] and SNAP25 [ 182] are closely associated with Parkinson's disease. Excessive activation of HSPB1 [ 955], HSPA1A [ 77] and SNAP25 [993] have been observed in diabetes mellitus. Altered levels of HSPB1 [1199], HSPA1A [ 92] , S Y T 1 [1219], NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [1187], VAMP1 [1246] and SNAP25 [680] proteins exhibit schizophrenia. HSPA1A [ 65] plays an important role in the vascular disease. Changes in NAPB (NSF attachment protein beta) [ 823], SYT1 [ 1101], NSF (N- ethylmaleimide sensitive factor, vesicle fusing ATPase) [1138], STX1B [1126] and SNAP25 [1102] expression have been observed in epilepsy. The altered expression of NSF (N-ethylmaleimide sensitive factor, vesicle fusing ATPase) [ 1187] and SNAP25 [1178] are related to prognosis in bipolar disorder. SNAP25 [ 1158] is an emerging therapeutic target due to its regulated expression in Huntington's disease. SNAP25 [ 1286] provided a clear picture of th e prognosis of patients with dementia. LSM2, EIF5A2 and TAF9 might serve as a novel targets for early diagnosis and specific therapy of AD and its associated complications, and the related molecular mechanisms need to be further clarified. By intervening in AD hub genes, it might be a novel direction for individualized genomic therapy of AD and its associated complications. To find the most important regulatory molecules among the hub genes, we analyzed the correlation between the hub genes and constructed a miRNA-hub gene regulatory network and TF-hub ge ne regulatory network between the hub genes and the miRNA and the TF. The miRN As and TFs regulate the expression of many genes in cells, so abnormal expr ession of miRNAs and TFs might have an impact on the development of diseases. By examining the interaction between hub genes, miRNAs and TFs, we discovered that seve ral miRNAs and TFs are implicated in AD. Previous studies focused on the role of HSP90AA1 [ 139], FN1 [140], YAP1 [ 141], DDX39B [220], CDK7 [ 221], hsa-mir-545-3p [ 1297], hsa- mir-183-5p [ 1298], CREB1 [ 1299], USF2 [ 1300], MEF2A [ 1301] and CEBPB (CCAAT enhancer binding protein beta) [ 1302] in AD development and growth. HSP90AA1 [ 226], FN1 [ 227], YAP1 [ 228], TTN (titin) [ 230], SMAD7 [ 231], (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint SKP1 [ 1294], CDK7 [344 ], SUV39H1 [ 340], hsa-miR-23a-5p [1303 ], PLAG1 [1304] , N F I C ( n u c l e a r f a c t o r I C ) [1305], CREB1 [ 1306], MEF2A [1307 ] and CEBPB (CCAAT enhancer binding protein beta) [ 1308] are associated with prognosis in patients with inflammation. Increasing evidence has convincingly demonstrated that altered expression of HSP90AA1 [ 352], FN1 [ 353], YAP1 [354], TTN (titin) [ 230], SMAD7 [356], SUV39H1 [457], hsa-mir-296-3p [1309], NFIC (nuclear factor I C) [1310], CREB1 [1311], SREBF1 [1312], MEF2A [1313] and NFYA (nuclear transcriptio n factor Y subunit alpha) [ 1314] are a prognosis factors in cardiovascular diseases. HSP90AA1 [ 468], YAP1 [ 469], SUV39H1 [535], USF2 [1315] and CEBPB (CCAAT enhancer binding protein beta) [ 1316] have been reported involved in the brain injury. HSP90AA1 [468], STIP1 [544], TTN (titin) [543], SUV39H1 [587] and CEBPB (CCAAT enhancer binding protein beta) [ 1317] were identified as a candidate causal biomarkers of a stroke. HSP90AA1 [589], YAP1 [ 590], SMAD7 [ 592] and NFYA (nuclear transcription factor Y subunit alpha) [ 1314] were positively associated with hypertension. HSP90AA1 [656], YAP1 [657], SUV39H1 [712], hsa-mir-183-5p [1318], CREB1 [1319] and MAX (MYC associated factor X) [ 1320] expression might be regarded as an indicator of susceptibility to depression. Altered e xpression of FN1 [ 227], YAP1 [ 715], STIP1 [ 719], SMAD7 [ 718], ZAP70 [ 717], DDX39B [778 ], SKP1 [1295], CDK7 [ 781], SUV39H1 [ 776] and hsa-miR-23a-5p [1321] are associated with prognosis in patients with infections. YAP1 [856], SUV39H1 [908], hsa-mir- 296-3p [ 1322], hsa-miR-23a-5p [ 1323], PLAG1 [ 1324], SREBF1 [1325 ] and CEBPB (CCAAT enhancer binding protein beta) [1326] are a potential markers for the detection and prognosis of obesity at an early age. A previous study reported that YAP1 [ 914], SMAD7 [ 916] and hsa-mir-183-5p [1327] are altered expressed in multiple sclerosis. The levels of STIP1 [1024], ZAP70 [ 1023], SKP1 [ 1296], hsa-miR-23a-5p [1328], CREB1 [1329] and SREBF1 [1330] might be a predictive biomarkers for the Parkinson's disease. Research has revealed that TTN (titin) [833], hsa-mir-183-5p [ 1331], hsa-miR-23a-5p [ 1332] and SREBF1 [ 1330] are expressed in amyotrophic lateral sclerosis. SMAD7 [ 1077], hsa-miR-23a-5p [1333], hsa-mir-4521 [ 1334] and MEF2A [ 1335] might aid in the development of personalized therapies for patients with epilepsy. ZAP70 [953], SUV39H1 [1014], hsa-mir-296-3p [ 1322], hsa-miR-23a-5p [ 1336], CREB1 [ 1337] and SREBF1 [1338] are essential for diabetes mellitus development. Recent studies have shown that TCERG1 [ 1339] and CREB1 [ 1340] might play an important role in (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint regulating the Huntington's disease. SUV39H1 [1277] expression was shown to be regulated in vascular disease and associated with prognosis. Hsa-mir-183-5p [1298] and SREBF1 [1341] were associated with dementia. CREB1 [1342] was an important target biomarker of bipolar disorder. CREB1 [ 1343] and SREBF1 [1344] have been reported to be expressed in schizophrenia. Hence, novel biomarkers include LSM2, EIF5A2, PLRG1, GTF2H4, hsa-miR-3909, hsa-miR- 548f-5p, hsa-miR-429, hsa-miR-4735-5p, hsa-miR-489-3p and POU2F2 might play a role in the development of AD through transcriptional regulation-related mechanisms. This investigation sugg ests that these hub ge nes, miRNAs and TFs are closely related to the development of AD and its associated complications. In conclusion, the present investigation identified novel genes and signaling pathways which might be associated in AD progression through the integrated analysis of NGS dataset. These results might contribute to a better understanding of the molecular mechanisms which underl ie AD and provide a series of key biomarkers. However, further experiments are required to validate the findings of the current investigations. Additionally, the majority of included investigations focused on how a hub gene, miRNAs, TFs a nd signaling pathway contribute to the advancement of AD, with limited study concerning the interaction of mu lti-genes and multi-pathways. Therefore, further experiments with additional patient cohorts are also required to confirm the results of this investigation. In vivo and in vitro investigation of gene and pathway interaction is essential to delineate the specific roles of the identified novel genes, which might help to confirm gene functions and reveal the mechanisms underlying AD.

Acknowledgement

I thanks very much to Caldwell AB, Anantharaman BG, Ramachandran S, Galasko DR, Desplats PA, Wagner SL, Subramaniam S, Department of Bioengineering, University of California, La Jolla, San Diego, CA, the authors who deposited their NGS dataset GSE203206, into the public GEO database. Conflict of interest The authors declare that they have no conflict of interest. Ethical approval (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint This article does not contain any studies with human participants or animals performed by any of the authors. Informed consent No informed consent because this stud y does not contain human or animals participants. Availability of data and materials The datasets supporting the conclusions of this article are available in the GEO (Gene Expression Omnibus) ( https://www.ncbi.nlm.nih.gov/geo/) repository. [(GSE203206) https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc= GSE203206] Consent for publication Not applicable. Competing interests The authors declare that they have no competing interests. Author Contributions B. V. - Writing original draft, and review and editing C. V. - Software and investigation Authors Basavaraj Vastrad ORCID ID: 0000-0003-2202-7637 Chanabasayya Vastrad ORCID ID: 0000-0003-3615-4450

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World J Biol Psychiatry. 2016;17(6):467-474. doi:10.3109/15622975.2016.1165865 Table 1 The statistical metrics for key differentially expressed genes (DEGs) Gene Symbol logFC pValue tvalue Regulation Gene Name HSPA1A 4.149241 0.014769 2.528066 Up heat shock protein family A (Hsp70) member 1A TGFB2-OT1 3.381762 0.000852 3.555385 Up TGFB2 overlapping transcript 1 KCNA6 3.006283 0.003607 3.058974 Up potassium voltage-gated channel subfamily A member 6 ZNF623 2.386691 0.008608 2.738206 Up zinc finger protein 623 ATP6V1G2 2.273082 0.000717 3.61263 Up ATPase H+ transporting V1 subunit G2 SAMD11 2.255065 1.36E-05 4.839089 Up sterile alpha motif domain containing 11 GSTM1 2.192769 0.033159 2.192524 Up glutathione S-transferase mu 1 SOX7 1.920759 0.021668 2.372539 Up SRY-box transcription factor 7 TLCD2 1.905676 0.034084 2.180587 Up TLC domain containing 2 G0S2 1.901098 0.004447 2.983563 Up G0/G1 switch 2 NOTUM 1.898857 0.000175 4.065471 Up notum, palmitoleoyl-protein carboxylesterase FOXJ1 1.886664 0.001687 3.32526 Up forkhead box J1 PHRF1 1.886309 0.018904 2.428581 Up PHD and ring finger domains 1 CCDC80 1.876431 0.001479 3.37009 Up coiled-coil domain containing 80 MICA 1.830944 0.00062 3.660083 Up MHC class I polypeptide-related sequence A LCN10 1.814854 0.002455 3.195242 Up lipocalin 10 C2CD4B 1.77082 0.001336 3.404682 Up C2 calcium dependent domain containing 4B NPC1L1 1.739011 0.009887 2.68517 Up NPC1 like intracellular cholesterol transporter 1 HLA-DQB1 1.723753 0.02891 2.251475 Up major histocompatibility complex, class II, DQ beta 1 FOXL2 1.722495 0.000345 3.84986 Up forkhead box L2 AMMECR1L 1.683627 0.038172 2.131008 Up AMMECR1 like CCDC102A 1.677237 0.000129 4.15967 Up coiled-coil domain containing 102A FLT4 1.661451 0.000152 4.108419 Up fms related receptor tyrosine kinase 4 SMOC2 1.617379 0.008786 2.730385 Up SPARC related modular calcium binding 2 GPR17 1.583478 0.015722 2.503086 Up G protein-coupled receptor 17 LTF 1.558295 0.007088 2.811574 Up lactotransferrin SERPINH1 1.534214 0.013771 2.555856 Up serpin family H member 1 ESPNL 1.5325 0.004627 2.969081 Up espin like (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint RRAD 1.532149 0.001531 3.358399 Up RRAD, Ras related glycolysis inhibitor and calcium channel regulator OTOS 1.526164 0.00206 3.256253 Up otospiralin MT1G 1.515497 0.025682 2.301637 Up metallothionein 1G DDIT4L 1.511141 0.006478 2.845207 Up DNA damage inducible transcript 4 like P2RY2 1.50816 0.014473 2.536125 Up purinergic r eceptor P2Y2 CLCNKA 1.491382 0.006419 2.848636 Up chloride voltage-gated channel Ka CDA 1.48822 0.001308 3.411764 Up cytidinedeaminase ZBTB12 1.48597 0.018513 2.437106 Up zinc finger and BTB domain containing 12 ENG 1.485039 0.000665 3.637246 Up endoglin SLC23A3 1.480762 0.003304 3.090362 Up solute carrier family 23 member 3 FAM167B 1.46885 0.010718 2.654017 Up family with sequence similarity 167 member B ARHGEF5 1.455913 0.008956 2.723109 Up Rho guanine nucleotide exchange factor 5 NEU1 1.451818 2.58E-05 4.649018 Up neuraminidase 1 SMAD6 1.422975 0.000989 3.505757 Up SMAD family member 6 MLKL 1.400681 0.001919 3.280794 Up mixed lineage kinase domain like pseudokinase NKX1-2 1.399173 0.000355 3.840655 Up NK1 homeobox 2 HSPB1 1.389515 0.008407 2.747175 Up heat shock protein family B (small) member 1 SPACDR 1.384947 0.007477 2.791498 Up sperm acrosome developmental regulator MOSMO 1.374777 0.010815 2.650522 Up modulator of smoothened AMIGO2 1.37203 0.009597 2.696625 Up adhesion molecule with Ig like domain 2 PRX 1.355774 0.001076 3.477679 Up periaxin LEF1 1.355546 0.000833 3.562986 Up lymphoid enhancer binding factor 1 GLI2 1.354663 0.01905 2.425443 Up GLI family zinc finger 2 DNAJB1 1.351002 0.022244 2.361683 Up DnaJ heat shock protein family (Hsp40) member B1 PABPC4L 1.350311 0.006532 2.842156 Up poly(A) binding protein cytoplasmic 4 like FOXF2 1.350043 0.000849 3.556548 Up forkhead box F2 NANOS1 1.349238 0.000882 3.544182 Up nanos C2HC-type zinc finger 1 ZNF366 1.345489 0.002793 3.149857 Up zinc finger protein 366 SLC1A7 1.334827 0.049611 2.013538 Up solute carrier family 1 member 7 LRTOMT 1.33451 0.00641 2.849158 Up leucine rich transmembrane and O- methyltransferase domain containing ABHD16A 1.327616 0.007779 2.776609 Up abhydrolase domain containing 16A, phospholipase ANO2 1.326823 0.00629 2.856164 Up anoctamin 2 ZAP70 1.323334 0.001372 3.395575 Up zeta chain of T cell receptor associated protein kinase 70 ALX4 1.313713 0.015449 2.510107 Up ALX homeobox 4 OTOG 1.312914 0.006884 2.822523 Up otogelin OSR1 1.30742 0.022136 2.363703 Up odd-skipped related transcription factor 1 FOXF1 1.302946 0.006651 2.835379 Up forkhead box F1 SCARF1 1.30188 0.004979 2.942327 Up scavenger r eceptor class F member 1 PPBP 1.301236 0.004629 2.968949 Up pro-platelet basic protein MSX1 1.298881 0.005365 2.914969 Up mshhomeobox 1 RAMP2 1.289091 0.012943 2.580346 Up receptor activity modifying protein 2 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint ANKRD37 1.286802 0.007741 2.778458 Up ankyrin repeat domain 37 CCDC168 1.286216 0.003477 3.072096 Up coiled-coil domain containing 168 LVRN 1.281864 0.020961 2.386236 Up laeverin C1QTNF5 1.277174 0.000158 4.097364 Up C1q and TNF related 5 SERPINA5 1.275781 0.022383 2.3591 Up serpin family A member 5 MRGPRE 1.274929 0.000838 3.561141 Up MAS related GPR family member E FOXC1 1.273865 0.002006 3.265414 Up forkhead box C1 CLEC18A 1.261735 0.000181 4.055035 Up C-type lectin domain family 18 member A EPHX1 1.260743 0.003522 3.067535 Up epoxide hydrolase 1 CCL2 1.258196 0.031504 2.214646 Up C-C motif chemokine ligand 2 MBOAT7 1.250478 0.001198 3.441661 Up membrane bound O-acyltransferase domain containing 7 ADAMTSL5 1.246684 0.000266 3.932719 Up ADAMTS like 5 SCARF2 1.239488 0.047029 2.037822 Up scavenger r eceptor class F member 2 FCGBP 1.238872 0.030185 2.233012 Up Fc gamma binding protein AEBP1 1.234388 0.001952 3.274964 Up AE binding protein 1 PGR 1.232681 0.01705 2.470474 Up progesterone receptor ADCY4 1.225058 0.001437 3.380047 Up adenylatecyclase 4 SYCE2 1.22367 0.006308 2.855133 Up synaptonemal complex central element protein 2 TEAD2 1.221922 0.004825 2.953834 Up TEA domain transcription factor 2 NUPR1 1.216256 0.005401 2.912539 Up nuclear protein 1, transcriptional regulator GPSM3 1.21073 0.004306 2.995192 Up G protein signaling modulator 3 TRPV4 1.207102 0.001822 3.298763 Up transient receptor potential cation channel subfamily V member 4 RIPOR3 1.206058 0.001679 3.326809 Up RIPOR family member 3 MASP2 1.204261 0.019084 2.424717 Up MBL associated serine protease 2 ROM1 1.199636 0.025583 2.303263 Up retinal outer segment membrane protein 1 GATA2 1.197816 0.006921 2.820513 Up GATA binding protein 2 LGR6 1.19553 0.004875 2.950067 Up leucine rich repeat containing G protein- coupled receptor 6 CDKN1C 1.195334 0.045369 2.054046 Up cyclin dependent kinase inhibitor 1C NUTM2B 1.194944 0.005453 2.909025 Up NUT family member 2B CASP7 1.194221 0.00179 3.304801 Up caspase 7 TRABD2B 1.194219 0.04291 2.079063 Up TraB domain containing 2B FLT1 1.193978 0.003741 3.045889 Up fms related receptor tyrosine kinase 1 TBX1 1.191866 0.002969 3.128289 Up T-box transcription factor 1 EGFL8 1.190474 0.016141 2.492534 Up EGF like domain multiple 8 TRIP10 1.18973 0.001741 3.31443 Up thyroid hormone receptor interactor 10 FOXQ1 1.188919 0.00017 4.073147 Up forkhead box Q1 TFAP2C 1.188349 0.005566 2.90144 Up transcription factor AP-2 gamma MKNK2 1.187865 0.004932 2.94583 Up MAPK interacting serine/threonine kinase 2 OSCAR 1.18543 0.016557 2.482311 Up osteoclast associated Ig-like receptor HIC1 1.179404 0.007961 2.767824 Up HIC ZBTB transcriptional repressor 1 SECTM1 1.175892 0.018572 2.435794 Up secreted and transmembrane 1 ANKRD53 1.173086 0.00205 3.258026 Up ankyrin repeat domain 53 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint ORAI2 1.171851 0.006092 2.868082 Up ORAI calcium release-activated calcium modulator 2 DLL4 1.170977 0.002889 3.137923 Up delta like canonical Notch ligand 4 SYDE1 1.168773 0.001082 3.47582 Up synapse defective Rho GTPase homolog 1 S100A4 1.166986 0.016164 2.491973 Up S100 calcium binding protein A4 MCUB 1.166718 0.006693 2.833057 Up mitochondrial calcium uniporter dominant negative subunit beta TBX3 1.165657 0.008631 2.737167 Up T-box transcription factor 3 CCRL2 1.165608 0.016341 2.487591 Up C-C motif chemokine r eceptor like 2 GAS1 1.160359 0.001128 3.461882 Up growth arrest specific 1 PRRG2 1.158664 0.002386 3.205164 Up proline rich and Gla domain 2 SMAD9 1.155664 0.01885 2.429755 Up SMAD family member 9 MAFF 1.152268 0.009135 2.715513 Up MAF bZIP transcription factor F CHURC1- FNTB 1.151101 0.016262 2.489536 Up CHURC1-FNTB readthrough APLN 1.150376 0.001736 3.315353 Up apelin ANXA2 1.146668 0.009848 2.686715 Up annexin A2 PROSER2 1.146067 0.008004 2.76582 Up proline and serine rich 2 SIX2 1.145783 0.036472 2.151024 Up SIX homeobox 2 CGNL1 1.14219 0.004014 3.020559 Up cingulin like 1 TP63 1.141348 0.004449 2.983357 Up tumor protein p63 SAMD4A 1.140967 0.000233 3.974544 Up sterile alpha motif domain containing 4A ARHGAP11B 1.140431 0.00483 2.953443 Up Rho GTPase activating protein 11B LIMS2 1.140203 0.002117 3.246837 Up LIM zinc finger domain containing 2 GAREM2 1.139877 0.00321 3.100578 Up GRB2 associated regulator of MAPK1 subtype 2 PODN 1.139282 0.008706 2.733877 Up podocan HSD17B1 1.138351 0.004828 2.95362 Up hydroxysteroid 17-beta dehydrogenase 1 SLC5A3 1.134496 0.013885 2.552594 Up solute carrier family 5 member 3 GABRR2 1.133917 0.003285 3.09243 Up gamma-aminobutyric acid type A receptor subunit rho2 PLEKHG4B 1.13351 0.008075 2.762472 Up pleckstrin homology and RhoGEF domain containing G4B SALL3 1.132245 0.021719 2.371574 Up spalt like transcription factor 3 NDNF 1.131191 0.008067 2.762818 Up neuron derived neurotrophic factor NFKB2 1.130087 0.005272 2.921405 Up nuclear factor kappa B subunit 2 BCL6B 1.129207 0.017224 2.466378 Up BCL6B transcription repressor SKIC2 1.128342 0.004153 3.008324 Up SKI2 subunit of superkiller complex SMTN 1.126927 0.001114 3.465956 Up smoothelin VSIG2 1.126544 0.014904 2.524439 Up V-set and immunoglobulin domain containing 2 GDF11 1.124801 0.002151 3.241275 Up growth differentiation factor 11 PCAT19 1.124336 0.005755 2.889119 Up prostate cancer associated transcript 19 FLOT1 1.12052 0.01745 2.461099 Up flotillin 1 PIRT 1.118138 0.025372 2.306739 Up phosphoinositide interacting regulator of transient receptor potential channels CLEC18B 1.116421 0.005614 2.898296 Up C-type lectin domain family 18 member B TIE1 1.112101 0.005148 2.930135 Up tyrosine kinase with immunoglobulin like and EGF like domains 1 TNFRSF10D 1.110766 0.019635 2.413086 Up TNF receptor superfamily member 10d (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint TUBAL3 1.108463 0.007923 2.769668 Up tubulin alpha like 3 HPSE2 1.108352 0.00676 2.829303 Up heparanase 2 (inactive) PPP2R1B 1.10773 0.000854 3.554935 Up protein phosphatase 2 scaffold subunit Abeta KIT 1.107729 0.03544 2.163586 Up KIT proto-oncogene, receptor tyrosine kinase SMTNL2 1.105379 0.040546 2.104315 Up smoothelin like 2 MYCT1 1.102668 0.008936 2.723961 Up MYC target 1 BTNL9 1.102347 0.006055 2.870337 Up butyrophilin like 9 MEDAG 1.092903 0.022738 2.352564 Up mesenteric estrogen dependent adipogenesis LRRC32 1.090509 0.012415 2.59671 Up leucine rich repeat containing 32 NHEJ1 1.089862 0.003804 3.039945 Up non-homologous end joining factor 1 GPER1 1.085035 0.001443 3.37857 Up G protein-coupled estrogen receptor 1 TMEM54 1.083939 5.03E-05 4.448603 Up transmembrane protein 54 NWD1 1.083211 0.000707 3.617194 Up NACHT and WD repeat domain containing 1 MPG 1.0808 0.013811 2.554728 Up N-methylpurine DNA glycosylase RUNX3 1.079143 0.03406 2.180892 Up RUNX family transcription factor 3 RGS9BP 1.076534 0.002902 3.136414 Up regulator of G protein signaling 9 binding protein ITGB5 1.076145 0.000283 3.913599 Up integrin subunit beta 5 SLC7A2 1.073162 0.015178 2.51718 Up solute carrier family 7 member 2 ATP10A 1.073015 0.004337 2.992621 Up ATPase phospholipid transporting 10A (putative) DPEP2 1.071511 0.006189 2.862186 Up dipeptidase 2 DSP 1.068185 0.007614 2.784677 Up desmoplakin DXO 1.066688 0.003442 3.075755 Up decappingexoribonuclease MFSD2A 1.066658 0.002521 3.185958 Up major facilitator superfamily domain containing 2A ALPL 1.06569 0.007124 2.809714 Up alkaline phosphatase, biomineralization associated RTL9 1.065649 0.022704 2.35319 Up retrotransposon Gag like 9 RGL2 1.061967 0.00027 3.928165 Up ral guanine nucleotide dissociation stimulator like 2 CYP1A1 1.061172 0.02255 2.356015 Up cytochrome P450 family 1 subfamily A member 1 CCDC141 1.059179 0.006691 2.833163 Up coiled-coil domain containing 141 ADORA2A 1.051817 0.010151 2.675033 Up adenosine A2a receptor HNF4G 1.050752 0.043518 2.072761 Up hepatocyte nuclear factor 4 gamma PRICKLE4 1.050474 0.038203 2.130646 Up prickle planar cell polarity protein 4 FOXO4 1.048717 0.000419 3.787568 Up forkhead box O4 PYGM 1.048448 0.00073 3.60688 Up glycogen phosphorylase, muscle associated LSR 1.046709 0.015884 2.498988 Up lipolysis stimulated lipoprotein receptor HSP90AA1 1.041471 0.004266 2.998561 Up heat shock protein 90 alpha family class A member 1 PRELP 1.041013 0.004317 2.994268 Up proline and arginine rich end leucine rich repeat protein HGFAC 1.040979 0.028903 2.251576 Up HGF activator SLC6A12 1.039043 0.002511 3.187336 Up solute carrier family 6 member 12 CACNA1H 1.035066 0.000906 3.535237 Up calcium voltage-gated channel subunit alpha1 H APOBEC3F 1.034591 0.000235 3.97235 Up apolipoprotein B mRNA editing enzyme catalytic subunit 3F (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint SHISA3 1.026422 0.031136 2.219692 Up shisa family member 3 GBP2 1.024907 0.013941 2.550995 Up guanylate binding protein 2 WNK4 1.024792 0.038583 2.126281 Up WNK lysine deficient protein kinase 4 KCNG2 1.022692 0.005874 2.881546 Up potassium voltage-gated channel modifier subfamily G member 2 TMEM204 1.021692 0.00991 2.684271 Up transmembrane protein 204 SIX5 1.021067 0.003562 3.063527 Up SIX homeobox 5 HSPA12B 1.019112 0.004329 2.993311 Up heat shock protein family A (Hsp70) member 12B CCL16 1.017769 0.025084 2.31155 Up C-C motif chemokine ligand 16 DIO3 1.01673 0.009582 2.697211 Up iodothyroninedeiodinase 3 KANK2 1.016204 0.001807 3.301473 Up KN motif and ankyrin repeat domains 2 HSPB7 1.01552 0.004453 2.983077 Up heat shock protein family B (small) member 7 EVA1B 1.013791 0.010467 2.663188 Up eva-1 homolog B NOG 1.013273 0.005574 2.90089 Up noggin PTGER4 1.012911 0.034792 2.171639 Up prostaglandin E receptor 4 SLCO4A1 1.01269 0.009313 2.708154 Up solute carrier organic anion transporter family member 4A1 MS4A14 1.012306 0.033099 2.193302 Up membrane spanning 4-domains A14 EPHA2 1.011832 0.010997 2.644063 Up EPH receptor A2 RBMS2 1.010902 0.00368 3.051849 Up RNA binding motif single stranded interacting protein 2 C11orf91 1.006757 0.029103 2.248636 Up chromosome 11 open reading frame 91 FAM89A 1.00647 0.002888 3.138093 Up family with sequence similarity 89 member A ZFP36L2 1.006289 0.002877 3.13942 Up ZFP36 ring finger protein like 2 ITPRIP 1.003532 0.009459 2.702178 Up inositol 1,4,5-trisphosphate receptor interacting protein TAB2 1.002925 0.023994 2.330152 Up TGF-beta activated kinase 1 (MAP3K7) binding protein 2 PRKD2 1.002547 0.002028 3.26163 Up protein kinase D2 TMPRSS7 1.001336 0.010731 2.653556 Up transmembrane serine protease 7 GNG12 0.999929 0.017695 2.455449 Up G protein subunit gamma 12 CCDC194 0.998806 0.037809 2.13521 Up coiled-coil domain containing 194 SOX21 0.998345 0.006806 2.826823 Up SRY-box transcription factor 21 MFNG 0.996529 0.011474 2.627551 Up MFNG O-fucosylpeptide 3-beta-N- acetylglucosaminyltransferase FAM110D 0.995791 0.010498 2.662037 Up family with sequence similarity 110 member D STUM 0.993152 0.03253 2.20081 Up stum, mechanosensory transduction mediator homolog PZP 0.991772 0.02282 2.351064 Up PZP alpha-2-macroglobulin like C15orf62 0.990928 0.010583 2.65892 Up chromosome 15 open reading frame 62 CD34 0.990688 0.020577 2.393859 Up CD34 molecule DPPA4 0.987102 0.049737 2.012385 Up developmental pluripotency associated 4 KCNQ1 0.986506 0.04947 2.014833 Up potassium voltage-gated channel subfamily Q member 1 LMAN1L 0.986054 0.013619 2.560257 Up lectin, mannose binding 1 like KRT19 0.985331 0.025416 2.306017 Up keratin 19 ITIH5 0.984336 0.001769 3.308835 Up inter-alpha-trypsin inhibitor heavy chain 5 SRPX2 0.98275 0.022346 2.359776 Up sushi repeat containing protein X-linked 2 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint NQO1 0.982266 0.026252 2.292392 Up NAD(P)H quinone dehydrogenase 1 TMEM92 0.980752 0.017005 2.471549 Up transmembrane protein 92 PAQR5 0.980659 0.024106 2.32821 Up progestin and adipoQ receptor family member 5 SETD9 0.978771 0.002339 3.21208 Up SET domain containing 9 YAP1 0.978696 0.008106 2.760993 Up Yes1 associated transcriptional regulator OLFML1 0.976707 0.009496 2.700663 Up olfactomedin like 1 SLC15A3 0.975913 0.009119 2.716197 Up solute carrier family 15 member 3 ESAM 0.972978 0.008601 2.738512 Up endothelial cell adhesion molecule CDK2AP1 0.972132 0.003266 3.094421 Up cyclin dependent kinase 2 associated protein 1 PLSCR2 0.971319 0.03939 2.117137 Up phospholipid scramblase 2 AK4 0.970351 0.001825 3.298225 Up adenylate kinase 4 GSDMD 0.970153 0.002244 3.226553 Up gasdermin D DES 0.969958 0.040295 2.107069 Up desmin ATP5MGL 0.967433 0.001161 3.452078 Up ATP synthase membrane subunit g like BACE2 0.966642 0.001236 3.430949 Up beta-secretase 2 ZC3H11B 0.966065 0.01182 2.615957 Up zinc finger CCCH-type containing 11B PEAR1 0.964952 0.023153 2.345046 Up platelet endothelial aggregation receptor 1 DOK2 0.962644 0.046568 2.04227 Up docking protein 2 CYP27B1 0.96255 0.037189 2.142485 Up cytochrome P450 family 27 subfamily B member 1 ADRA2C 0.961678 0.001398 3.389361 Up adrenoceptor alpha 2C TTN 0.961317 0.002735 3.157215 Up titin DHX16 0.958103 0.011238 2.635618 Up DEAH-box helicase 16 TRIM34 0.956067 0.001614 3.340409 Up tripartite motif containing 34 COL8A2 0.955364 0.009624 2.695543 Up collagen type VIII alpha 2 chain MMRN2 0.954608 0.007207 2.805328 Up multimerin 2 ECM2 0.951991 0.011993 2.610277 Up extracellular matrix protein 2 CXCR1 0.951791 0.046706 2.04094 Up C-X-C motif chemokine receptor 1 ISYNA1 0.951734 0.002518 3.186346 Up inositol-3-phosphate synthase 1 DHH 0.951144 0.017464 2.460782 Up desert hedgehog signaling molecule STIP1 0.947971 0.005213 2.925569 Up stress induced phosphoprotein 1 NPR1 0.947495 0.008934 2.724039 Up natriuretic peptide receptor 1 NES 0.945507 0.001593 3.344808 Up nestin LSM2 0.945275 0.008328 2.75076 Up LSM2 homolog, U6 small nuclear RNA and mRNA degradation associated RCN1 0.945041 0.04963 2.013368 Up reticulocalbin 1 MEX3A 0.944984 0.020045 2.404618 Up mex-3 RNA binding family member A MROH6 0.944756 0.012172 2.604476 Up maestro heat like repeat family member 6 CSF1 0.94253 0.007709 2.77998 Up colony stimulating factor 1 CDC42BPG 0.941158 0.018584 2.435533 Up CDC42 binding protein kinase gamma TMEM47 0.940914 0.005774 2.887909 Up transmembrane protein 47 NXN 0.939936 0.009874 2.685693 Up nucleoredoxin PDYN 0.938558 0.005624 2.897631 Up prodynorphin CMTM3 0.93726 0.001885 3.287021 Up CKLF like MARVEL transmembrane domain containing 3 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint LRATD2 0.933556 0.000961 3.515565 Up LRAT domain containing 2 TRIM5 0.932464 0.002081 3.252745 Up tripartite motif containing 5 CHKA-DT 0.932235 0.02234 2.359885 Up CHKA divergent transcript VANGL2 0.930701 0.001161 3.452001 Up VANGL planar cell polarity protein 2 SLC39A8 0.929357 0.007228 2.804267 Up solute carrier family 39 member 8 FAM124B 0.928174 0.010087 2.677472 Up family with sequence similarity 124 member B LRRC3 0.928007 0.012916 2.581156 Up leucine rich repeat containing 3 COL1A2 0.927022 0.024808 2.316195 Up collagen type I alpha 2 chain C2 0.926615 0.01586 2.499588 Up complement C2 FZD1 0.926187 0.002483 3.191162 Up frizzled class receptor 1 PIP5K1C 0.925853 0.005655 2.895609 Up phosphatidylinositol-4-phosphate 5-kinase type 1 gamma SP5 0.925737 0.0394 2.117025 Up Sp5 transcription factor EFNB1 0.925407 0.001297 3.414633 Up ephrin B1 SLC6A16 0.925195 0.003658 3.054016 Up solute carrier family 6 member 16 SQOR 0.923925 0.010517 2.661353 Up sulfidequinoneoxidoreductase SMAD7 0.923089 0.001186 3.445055 Up SMAD family member 7 CDC42EP5 0.922648 0.037552 2.138208 Up CDC42 effector protein 5 ABCB1 0.92119 0.020123 2.403021 Up ATP binding cassette subfamily B member 1 ANXA3 0.92113 0.02643 2.289532 Up annexin A3 MMP14 0.920084 0.003632 3.056488 Up matrix metallopeptidase 14 SLC12A7 0.917694 0.012137 2.605589 Up solute carrier family 12 member 7 TINAGL1 0.917052 0.00978 2.689369 Up tubulointerstitial nephritis antigen like 1 SYPL2 0.916953 0.013133 2.574602 Up synaptophysin like 2 C17orf67 0.916664 0.001731 3.316301 Up chromosome 17 open reading frame 67 RRAS 0.914001 0.004746 2.959892 Up RAS related TNFRSF18 0.912683 0.02153 2.375182 Up TNF receptor superfamily member 18 PEX12 0.912174 0.011814 2.61614 Up peroxisomal biogenesis factor 12 CELSR1 0.912102 0.000882 3.544235 Up cadherin EGF LAG seven-pass G-type receptor 1 DDAH2 0.911632 0.011632 2.622212 Up dimethylargininedimethylaminohydrolase 2 EMP3 0.908913 0.016102 2.493501 Up epithelial membrane protein 3 ID3 0.908675 0.020182 2.401805 Up inhibitor of DNA binding 3 ZIC5 0.908645 0.02368 2.335661 Up Zic family member 5 TGFB2 0.907103 0.005973 2.875391 Up transforming growth factor beta 2 CLTB 0.906539 0.000312 3.881841 Up clathrin light chain B PCDH18 0.906064 0.002543 3.182853 Up protocadherin 18 LCAT 0.904912 0.002628 3.17138 Up lecithin-cholesterol acyltransferase ADAM33 0.904712 0.002171 3.238104 Up ADAM metallopeptidase domain 33 KCNN3 0.904465 0.005813 2.885402 Up potassium calcium-activated channel subfamily N member 3 IL2RG 0.903778 0.011972 2.610951 Up interleukin 2 receptor subunit gamma ITPR3 0.90365 0.017526 2.459344 Up inositol 1,4,5-trisphosphate receptor type 3 PRKX 0.903406 0.005713 2.891851 Up protein kinase cAMP-dependent X-linked catalytic subunit NFATC1 0.903227 0.01482 2.526692 Up nuclear factor of activated T cells 1 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint RNA5S12 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 12 RNA5S11 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 11 RNA5S3 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 3 RNA5S1 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 1 RNA5S5 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 5 RNA5S10 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 10 RNA5S8 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 8 RNA5S17 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 17 RNA5S4 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 4 RNA5S6 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 6 RNA5S14 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 14 RNA5S2 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 2 RNA5S15 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 15 RNA5S16 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 16 RNA5S7 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 7 RNA5S13 0.90099 0.02632 2.29129 Up RNA, 5S ribosomal 13 NAIP 0.900498 0.005102 2.933464 Up NLR family apoptosis inhibitory protein CGAS 0.898364 0.021126 2.38301 Up cyclic GMP-AMP synthase FBXL7 0.897947 0.001729 3.316773 Up F-box and leucine rich repeat protein 7 SHE 0.897255 0.003238 3.097537 Up Src homology 2 domain containing E C21orf62 0.895882 0.007184 2.806557 Up chromosome 21 open reading frame 62 MAPK4 0.893293 0.001036 3.490374 Up mitogen-activated protein kinase 4 FAM83G 0.893209 0.007072 2.812422 Up family with sequence similarity 83 member G SLC16A3 0.89258 0.026184 2.293486 Up solute carrier family 16 member 3 PROM1 0.891505 0.025524 2.304231 Up prominin 1 DUSP1 0.891268 0.020293 2.399566 Up dual specificity phosphatase 1 TERLR1 0.89093 0.004992 2.941415 Up TERT regulating lncRNA 1 ASPN 0.889761 0.023116 2.345699 Up asporin TPRG1 0.888638 0.004392 2.988004 Up tumor protein p63 regulated 1 RNA5-8SN5 0.88855 0.040416 2.105743 Up RNA, 5.8S ribosomal N5 RNA5-8SN3 0.88855 0.040416 2.105743 Up RNA, 5.8S ribosomal N3 RNA5-8SN4 0.88855 0.040416 2.105743 Up RNA, 5.8S ribosomal N4 RNA5-8SN1 0.88855 0.040416 2.105743 Up RNA, 5.8S ribosomal N1 RNA5-8SN2 0.88855 0.040416 2.105743 Up RNA, 5.8S ribosomal N2 CDH23 0.88842 0.002084 3.252221 Up cadherin related 23 CYYR1 0.886979 0.028173 2.262471 Up cysteine and tyrosine rich 1 CARD10 0.885219 0.03822 2.130446 Up caspase recruitment domain family member 10 ORAI1 0.884766 0.011565 2.624446 Up ORAI calcium release-activated calcium modulator 1 ARHGEF19 0.884506 0.012864 2.582759 Up Rho guanine nucleotide exchange factor 19 EMCN 0.884441 0.01442 2.537606 Up endomucin PLA2G5 0.884288 0.009085 2.717608 Up phospholipase A2 group V NEAT1 0.884286 0.010418 2.665021 Up nuclear paraspeckle assembly transcript 1 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint TBX15 0.882748 0.02331 2.342219 Up T-box transcription factor 15 CLIC5 0.88186 0.004425 2.985338 Up chloride intracellular channel 5 GGN 0.881647 0.009017 2.720517 Up gametogenetin C8orf88 0.880559 0.000173 4.067767 Up chromosome 8 open reading frame 88 TCAP 0.879998 0.023 2.34779 Up titin-cap SERTAD1 0.879226 0.013874 2.552925 Up SERTA domain containing 1 BST2 0.878676 0.023825 2.333102 Up bone marrow stromal cell antigen 2 RDH10 0.878622 0.008747 2.732109 Up retinol dehydrogenase 10 YBX3 0.877075 0.031145 2.219578 Up Y-box binding protein 3 MYRFL 0.876928 0.011868 2.614364 Up myelin regulatory factor like ARHGEF16 0.876589 0.002066 3.255218 Up Rho guanine nucleotide exchange factor 16 SOX17 0.873843 0.035062 2.168267 Up SRY-box transcription factor 17 LY75 0.873283 0.039464 2.116303 Up lymphocyte antigen 75 CDK2AP2 0.871899 0.006753 2.829716 Up cyclin dependent kinase 2 associated protein 2 AQP6 0.87107 0.006614 2.837496 Up aquaporin 6 BMP6 0.870228 0.03407 2.180762 Up bone morphogenetic protein 6 ARHGEF15 0.870089 0.016713 2.478537 Up Rho guanine nucleotide exchange factor 15 BCAM 0.86841 0.005195 2.926801 Up basal cell adhesion molecule (Lutheran blood group) FGF11 0.86825 0.003956 3.025824 Up fibroblast growth factor 11 SLC29A4 0.867702 0.008302 2.751941 Up solute carrier family 29 member 4 MRGPRF 0.865973 0.002634 3.170502 Up MAS related GPR family member F SPR 0.865636 0.027137 2.278362 Up sepiapterinreductase CMTM8 0.865581 0.025243 2.308888 Up CKLF like MARVEL transmembrane domain containing 8 LATS2 0.864575 0.020319 2.399033 Up large tumor suppressor kinase 2 ZIC2 0.864506 0.016899 2.474068 Up Zic family member 2 RFLNB 0.862396 0.00477 2.958054 Up refilin B RGS16 0.862308 0.00715 2.808319 Up regulator of G protein signaling 16 MMP23B 0.861711 0.024533 2.320858 Up matrix metallopeptidase 23B EFNA4 0.861112 0.036806 2.147021 Up ephrin A4 TSPAN11 0.860908 0.005973 2.875383 Up tetraspanin 11 METTL7B 0.859718 0.028224 2.2617 Up methyltransferase like 7B OLFM2 0.853388 0.004605 2.970828 Up olfactomedin 2 SEMA3G 0.852317 0.007622 2.784276 Up semaphorin 3G SERHL2 0.8523 0.002674 3.165195 Up serine hydrolase like 2 CFAP47 0.844559 0.017724 2.454783 Up cilia and flagella associated protein 47 SLC7A5 0.843468 0.014502 2.535332 Up solute carrier family 7 member 5 LILRA2 0.843191 0.038393 2.128461 Up leukocyte immunoglobulin like receptor A2 FAM131C 0.842357 0.000821 3.567696 Up family with sequence similarity 131 member C NFATC4 0.840307 0.005502 2.905737 Up nuclear factor of activated T cells 4 EDN3 0.839325 0.038962 2.121965 Up endothelin 3 FENDRR 0.839231 0.022791 2.351595 Up FOXF1 adjacent non-coding developmental regulatory RNA IL12A 0.838297 0.047909 2.02942 Up interleukin 12A (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint ESPL1 0.837905 0.018031 2.447824 Up extra spindle pole bodies like 1, separase FAM27E3 0.837762 0.017295 2.464717 Up family with sequence similarity 27 member E3 AHRR 0.836907 0.042521 2.083126 Up aryl hydrocarbon r eceptor repressor TCF7L1 0.8368 0.002067 3.255076 Up transcription factor 7 like 1 CAVIN1 0.836663 0.003739 3.046156 Up caveolae associated protein 1 CMTM7 0.834266 0.020768 2.390041 Up CKLF like MARVEL transmembrane domain containing 7 ST8SIA6 0.83372 0.002594 3.175878 Up ST8 alpha-N-acetyl-neuraminide alpha-2,8- sialyltransferase 6 CFAP300 0.833264 0.015217 2.51616 Up cilia and flagella associated protein 300 VAX2 0.832643 0.026445 2.289291 Up ventral anterior homeobox 2 KLF4 0.83234 0.027365 2.274829 Up KLF transcription factor 4 SLC12A3 0.831629 0.038225 2.130389 Up solute carrier family 12 member 3 MID1IP1 0.831031 0.010169 2.674326 Up MID1 interacting protein 1 IL17RD 0.830837 0.031975 2.208247 Up interleukin 17 receptor D FGD5 0.829992 0.003235 3.097851 Up FYVE, RhoGEF and PH domain containing 5 SLC43A3 0.82908 0.005812 2.885488 Up solute carrier family 43 member 3 SMAGP 0.828337 0.00252 3.186013 Up small cell adhesion glycoprotein CPLANE2 0.828192 0.000256 3.945709 Up ciliogenesis and planar polarity effector complex subunit 2 RHOQ 0.8259 0.003631 3.056667 Up ras homolog family member Q PPP1R13L 0.825168 0.007989 2.766514 Up protein phosphatase 1 regulatory subunit 13 like C1QL1 0.824638 0.011817 2.616032 Up complement C1q like 1 RCC1 0.824262 0.009104 2.716817 Up regulator of chromosome condensation 1 PGF 0.822594 0.031062 2.220722 Up pl acental growth factor MECOM 0.820437 0.027971 2.265526 Up MDS1 and EVI1 complex locus CDKN2C 0.817349 0.001164 3.45123 Up cyclin dependent kinase inhibitor 2C EDNRB 0.817198 0.004117 3.011448 Up endothelin r eceptor type B MDGA1 0.816787 0.000173 4.069133 Up MAM domain containing glycosylphosphatidylinositol anchor 1 RASL12 0.816698 0.010597 2.65841 Up RAS like family 12 IFI27L2 0.816029 0.029639 2.240829 Up interferon alpha inducible protein 27 like 2 STEAP3 0.814893 0.009873 2.68571 Up STEAP3 metalloreductase KIF1C 0.812965 0.007253 2.802933 Up kinesin family member 1C C9orf153 0.812227 0.019675 2.412254 Up chromosome 9 open reading frame 153 EPAS1 0.812074 0.007212 2.805087 Up endothelial PAS domain protein 1 LMO2 0.809637 0.002599 3.175271 Up LIM domain only 2 ARSF 0.808014 0.02088 2.387837 Up arylsulfatase F TAS1R3 0.807945 0.041453 2.094474 Up taste 1 receptor member 3 NECTIN2 0.807075 0.007109 2.810488 Up nectin cell adhesion molecule 2 WWTR1 0.806987 0.012076 2.607564 Up WW domain containing transcription regulator 1 CASS4 0.804783 0.009338 2.707135 Up Cas scaffold protein family member 4 RASIP1 0.803676 0.006253 2.858365 Up Ras interacting protein 1 RNF152 0.803555 0.005806 2.885839 Up ring finger protein 152 FGR 0.802382 0.03326 2.191207 Up FGR proto-oncogene, Src family tyrosine kinase (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint PECAM1 0.800222 0.027295 2.275912 Up platelet and endothelial cell adhesion molecule 1 MMP2 0.799852 0.038186 2.130843 Up matrix metallopeptidase 2 HSPA2 0.799116 0.03462 2.173789 Up heat shock protein family A (Hsp70) member 2 SIX4 0.798852 0.005244 2.923393 Up SIX homeobox 4 ACVRL1 0.795456 0.01794 2.449882 Up activin A receptor like type 1 HMGN5 0.794832 0.001636 3.335775 Up high mobility group nucleosome binding domain 5 FN1 0.794514 0.017846 2.452017 Up fibronectin 1 ZFPM1 0.793987 0.003564 3.0633 Up zinc finger protein, FOG family member 1 EBF4 0.793097 0.017395 2.462367 Up EBF family member 4 PHETA2 0.791164 0.013564 2.561846 Up PH domain containing endocytic trafficking adaptor 2 USHBP1 0.789213 0.01285 2.583183 Up USH1 protein network component harmonin binding protein 1 PLPP4 0.788743 0.004243 3.000571 Up phospholipid phosphatase 4 DDR2 0.788576 0.005025 2.938979 Up discoidin domain receptor tyrosine kinase 2 LMCD1 0.7884 0.008264 2.753686 Up LIM and cysteine rich domains 1 MAP1LC3C 0.787786 0.041586 2.093052 Up microtubule associated protein 1 light chain 3 gamma JMJD6 0.787257 0.001667 3.329343 Up jumonji domain containing 6, arginine demethylase and lysine hydroxylase ZC3H12A 0.786732 0.044857 2.05915 Up zinc finger CCCH-type containing 12A RASSF3 0.786693 0.01257 2.591846 Up Ras association domain family member 3 INHBB 0.786327 0.014253 2.54223 Up inhibin subunit beta B RASA4 0.785832 0.005468 2.907958 Up RAS p21 protein activator 4 ITGA5 0.785718 0.029495 2.242909 Up integrin subunit alpha 5 CLIC1 0.784247 0.033084 2.193507 Up chloride intracellular channel 1 SLC2A9 0.783281 0.00604 2.87123 Up solute carrier family 2 member 9 ZSWIM9 0.782972 0.00078 3.584665 Up zinc finger SWIM-type containing 9 ARHGAP42 0.782454 0.031479 2.214985 Up Rho GTPase activating protein 42 FZD2 0.782331 0.028348 2.259826 Up frizzled class receptor 2 CEBPA-DT 0.781679 0.002468 3.193331 Up CEBPA divergent transcript LRP10 0.781037 0.009485 2.701129 Up LDL receptor related protein 10 TGFB1I1 0.77889 0.001815 3.300093 Up transforming growth factor beta 1 induced transcript 1 POMZP3 0.778886 0.026422 2.289663 Up POM121 and ZP3 fusion HYAL4 0.77875 0.042709 2.08116 Up hyaluronidase 4 CLDN9 0.778696 0.022792 2.351579 Up claudin 9 C11orf96 0.778464 0.034523 2.17502 Up chromosome 11 open reading frame 96 S100A10 0.77816 0.048474 2.024091 Up S100 calcium binding protein A10 KANK3 0.778011 0.030727 2.22538 Up KN motif and ankyrin repeat domains 3 SAMD9 0.777941 0.033993 2.181748 Up sterile alpha motif domain containing 9 ABCC2 0.777677 0.002268 3.222813 Up ATP binding cassette subfamily C member 2 ADAT3 0.776802 0.006615 2.837442 Up adenosine deaminasetRNA specific 3 PLPPR4 -2.28818 0.008824 -2.72875 Down phospholipid phosphatase related 4 HCG18 -2.24464 0.00085 -3.55618 Down HLA complex group 18 ZBTB41 -2.23271 0.003996 -3.02222 Down zinc finger and BTB domain containing 41 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint HLA-DRB1 -2.20002 0.003538 -3.06594 Down major histocompatibility complex, class II, DR beta 1 RNVU1-7 -2.10776 0.021842 -2.36923 Down RNA, variant U1 small nuclear 7 LY6G5B -2.08247 0.0052 -2.92647 Down lymphocyte antigen 6 family member G5B GTF2H4 -2.0333 0.001629 -3.33723 Down general transcription factor IIH subunit 4 KAT14 -2.03076 0.007002 -2.81619 Down lysine acetyltransferase 14 TRIM26 -1.97525 0.025475 -2.30504 Down tripartite motif containing 26 MPO -1.91726 0.000854 -3.55458 Down myeloperoxidase PWWP4 -1.8984 0.000481 -3.7431 Down PWWP domain containing 4 CSNK2B -1.89153 0.019376 -2.41852 Down casein kinase 2 beta NPIPA5 -1.80979 0.019026 -2.42596 Down nuclear pore complex interacting protein family member A5 VAMP1 -1.78452 0.006879 -2.82279 Down vesicle associated membrane protein 1 PCSK1 -1.77462 0.001243 -3.429 Down proproteinconvertasesubtilisin/kexin type 1 NUAK1 -1.66698 0.00507 -2.93574 Down NUAK family kinase 1 VARS2 -1.59785 0.033237 -2.1915 Down valyl-tRNAsynthetase 2, mitochondrial SST -1.5798 0.00362 -3.05768 Down somatostatin FLT3 -1.57441 0.000254 -3.94816 Down fms related r eceptor tyrosine kinase 3 VGF -1.48561 0.003858 -3.03487 Down VGF nerve growth factor inducible DNAJC5G -1.47579 0.006779 -2.82829 Down DnaJ heat shock protein family (Hsp40) member C5 gamma GAP43 -1.47385 0.017274 -2.46519 Down growth associated protein 43 MAS1 -1.47146 0.047326 -2.03497 Down MAS1 proto-oncogene, G protein-coupled receptor RPH3A -1.39566 0.000738 -3.60323 Down rabphilin 3A PVALB -1.39117 0.024927 -2.31417 Down parvalbumin TARBP1 -1.38426 0.000663 -3.63813 Down TAR (HIV-1) RNA binding protein 1 UMODL1 -1.37982 0.00618 -2.86277 Down uromodulin like 1 RPP21 -1.36804 0.013949 -2.55077 Down ribonuclease P/MRP subunit p21 TAC1 -1.35023 0.011625 -2.62242 Down tachykinin precursor 1 RFX8 -1.34964 0.003637 -3.05602 Down regulatory factor X8 ZNF112 -1.3333 0.005638 -2.89669 Down zinc finger protein 112 LY75-CD302 -1.33029 0.033984 -2.18185 Down LY75-CD302 readthrough PRORP -1.32416 0.027271 -2.27628 Down protein only RNase P catalytic subunit CIP2A -1.32257 0.002071 -3.25436 Down cellular inhibitor of PP2A LAMB1 -1.29982 0.041593 -2.09297 Down laminin subunit beta 1 THY1 -1.28919 0.018993 -2.42668 Down Thy-1 cell surface antigen TAFA1 -1.28618 0.007103 -2.8108 Down TAFA chemokine like family member 1 SCN8A -1.28616 0.003259 -3.09524 Down sodium voltage-gated channel alpha subunit 8 STMN2 -1.27819 0.042411 -2.08429 Down stathmin 2 FAM66E -1.27564 0.001291 -3.41621 Down family with sequence similarity 66 member E OPN4 -1.2498 0.005573 -2.90096 Down opsin 4 CHGB -1.24927 0.003961 -3.02541 Down chromogranin B AK8 -1.24269 0.000703 -3.61923 Down adenylate kinase 8 CKMT1A -1.21464 0.013226 -2.57181 Down creatine kinase, mitochondrial 1A THCAT155 -1.21262 0.003333 -3.08719 Down thyroid cancer-associated transcript 155 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint CORO6 -1.20997 0.0442 -2.06579 Down coronin 6 PNMA3 -1.20285 0.001989 -3.2684 Down PNMA family member 3 RBM11 -1.20244 0.001481 -3.36963 Down RNA binding motif protein 11 FAM156B -1.1947 0.0065 -2.84395 Down family with sequence similarity 156 member B DLAT -1.18101 0.02872 -2.25429 Down dihydrolipoamide S-acetyltransferase TRANK1 -1.1741 0.002897 -3.13693 Down tetratricopeptide repeat and ankyrin repeat containing 1 SYT2 -1.17241 0.002068 -3.25491 Down synaptotagmin 2 MDH1B -1.17202 0.002154 -3.24085 Down malate dehydrogenase 1B NELL1 -1.1633 0.000527 -3.71355 Down neural EGFL like 1 SPARCL1 -1.15799 0.005105 -2.93324 Down SPARC like 1 CFAP221 -1.15736 0.002029 -3.26146 Down cilia and flagella associated protein 221 VSNL1 -1.15178 0.015649 -2.50495 Down visinin like 1 CNTN5 -1.14795 0.008998 -2.72131 Down contactin 5 NEUROD6 -1.14631 0.006128 -2.86587 Down neuronal differentiation 6 ABCC12 -1.13973 0.013901 -2.55215 Down ATP binding cassette subfamily C member 12 C11orf21 -1.13045 0.002705 -3.16118 Down chromosome 11 open reading frame 21 NAP1L5 -1.1302 0.001789 -3.30505 Down nucleosome assembly protein 1 like 5 CAMK1G -1.129 0.000162 -4.0886 Down calcium/calmodulin dependent protein kinase IG RGS4 -1.12067 0.012097 -2.60688 Down regulator of G protein signaling 4 RXFP1 -1.11321 0.004831 -2.95338 Down relaxin family peptide receptor 1 CDKL5 -1.1096 0.000156 -4.10099 Down cyclin dependent kinase like 5 ABCF2-H2BK1 -1.10676 0.017797 -2.45312 Down ABCF2-H2BK1 readthrough PCYOX1L -1.09446 0.004024 -3.01969 Down prenylcysteine oxidase 1 like FPGT-TNNI3K -1.09118 0.017299 -2.4646 Down FPGT-TNNI3K readthrough LYRM9 -1.08964 0.004983 -2.9421 Down LYR motif containing 9 VWDE -1.08857 0.013468 -2.56467 Down von Willebrand factor D and EGF domains CLGN -1.08148 0.005749 -2.88949 Down calmegin KCNIP4 -1.0801 0.009415 -2.70399 Down potassium voltage-gated channel interacting protein 4 IL1RAPL2 -1.07954 0.002614 -3.17316 Down interleukin 1 r eceptor accessory protein like 2 GEN1 -1.07753 0.011891 -2.61359 Down GEN1 Holliday junction 5' flap endonuclease SMN1 -1.07407 0.035122 -2.16752 Down survival of motor neuron 1, telomeric SORCS1 -1.07082 0.01367 -2.55879 Down sortilin related VPS10 domain containing receptor 1 ADGRF2 -1.07054 0.025838 -2.29909 Down adhesion G protein-coupled receptor F2 SLC17A6 -1.07044 0.017863 -2.45162 Down solute carrier family 17 member 6 SLC8A3 -1.07009 0.01161 -2.62293 Down solute carrier family 8 member A3 ADCYAP1 -1.06957 0.016282 -2.48904 Down adenylatecyclase activating polypeptide 1 TMEM132E- DT -1.06813 0.005486 -2.90678 Down TMEM132E divergent transcript OCA2 -1.06339 0.001542 -3.35593 Down OCA2 melanosomaltransmembrane protein SVEP1 -1.06012 0.000844 -3.55852 Down sushi, von Willebrand factor type A, EGF and pentraxin domain containing 1 ICA1 -1.05835 0.001046 -3.4872 Down islet cell autoantigen 1 FAM218A -1.05726 0.001355 -3.4 Down family with sequence similarity 218 member A (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint UNC13C -1.05692 0.003311 -3.0896 Down unc-13 homolog C ERICH3 -1.05092 0.002382 -3.2057 Down glutamate rich 3 SCG2 -1.04914 0.013528 -2.56292 Down secretogranin II ZNF891 -1.04814 0.008346 -2.74993 Down zinc finger protein 891 SV2C -1.04804 0.002064 -3.25556 Down synaptic vesicle glycoprotein 2C CDH18 -1.04648 0.003863 -3.03438 Down cadherin 18 ALOX12B -1.03825 0.025828 -2.29926 Down arachidonate 12-lipoxygenase, 12R type CARNS1 -1.03793 0.040493 -2.10489 Down carnosine synthase 1 GAS2 -1.03479 0.007327 -2.79915 Down growth arrest specific 2 MEG3 -1.0345 0.016407 -2.48598 Down maternally expressed 3 CKMT1B -1.03298 0.013683 -2.55841 Down creatine kinase, mitochondrial 1B CROT -1.03204 0.006926 -2.82027 Down carnitine O-octanoyltransferase NAP1L2 -1.02971 0.00561 -2.89852 Down nucleosome assembly protein 1 like 2 STAT4 -1.0296 0.003954 -3.02598 Down signal transducer and activator of transcription 4 OVGP1 -1.02583 0.003099 -3.1131 Down oviductal glycoprotein 1 MSLNL -1.02147 0.006999 -2.81632 Down mesothelin like BEX1 -1.02138 0.003384 -3.08182 Down brain expressed X-linked 1 SERPINI1 -1.01729 0.006317 -2.8546 Down serpin family I member 1 SOSTDC1 -1.01589 0.021824 -2.36958 Down sclerostin domain containing 1 FGF9 -1.01278 0.002133 -3.24428 Down fibroblast growth factor 9 MDH1 -1.01175 0.00863 -2.73723 Down malate dehydrogenase 1 DQX1 -1.00898 0.048982 -2.01935 Down DEAQ-box RNA dependent ATPase 1 NEGR1 -1.00784 0.004562 -2.97426 Down neuronal growth regulator 1 IQGAP3 -1.00773 0.024517 -2.32113 Down IQ motif containing GTPase activating protein 3 TNNI3K -1.00735 0.005006 -2.94039 Down TNNI3 interacting kinase SYT1 -1.00522 0.007335 -2.79872 Down synaptotagmin 1 RNF148 -1.00159 0.00137 -3.39606 Down ring finger protein 148 TRHDE -1.00005 0.034736 -2.17233 Down thyrotropin releasing hormone degrading enzyme SNAP25 -0.99637 0.031201 -2.2188 Down synaptosome associated protein 25 THEMIS -0.99627 0.038606 -2.12602 Down thymocyte selection associated SUV39H1 -0.99581 0.042935 -2.0788 Down SUV39H1 histone lysine methyltransferase RSPH4A -0.9934 0.018534 -2.43663 Down radial spoke head component 4A AGBL4-IT1 -0.99072 0.008284 -2.75276 Down AGBL4 intronic transcript 1 ATP2B1 -0.99028 0.01652 -2.48319 Down ATPase plasma membrane Ca2+ transporting 1 PDE10A -0.98495 0.002123 -3.24578 Down phosphodiesterase 10A GVQW3 -0.9841 0.009357 -2.70633 Down GVQW motif containing 3 FLRT3 -0.98232 0.006664 -2.83467 Down fibronectinleucine rich transmembrane protein 3 GLMN -0.97976 0.002248 -3.22595 Down glomulin, FKBP associated protein KCNH5 -0.97936 0.005944 -2.87716 Down potassium voltage-gated channel subfamily H member 5 TAGLN3 -0.97715 0.004012 -3.02081 Down transgelin 3 NCR3LG1 -0.97569 0.001517 -3.36143 Down natural killer cell cytotoxicity receptor 3 ligand 1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint EXT1 -0.97216 0.002502 -3.18861 Down exostosinglycosyltransferase 1 NAP1L3 -0.97078 0.003637 -3.05602 Down nucleosome assembly protein 1 like 3 TTC23L -0.96998 0.006719 -2.83163 Down tetratricopeptide repeat domain 23 like SPTLC2 -0.96883 0.019953 -2.4065 Down serine palmitoyltransferase long chain base subunit 2 DLGAP2 -0.96801 0.025455 -2.30538 Down DLG associated protein 2 ACTR2 -0.96677 0.021429 -2.37712 Down actin related protein 2 DYNLT5 -0.96422 0.019534 -2.4152 Down dynein light chain Tctex-type family member 5 SLC27A2 -0.96281 0.02749 -2.27289 Down solute carrier family 27 member 2 GABRA1 -0.95933 0.021983 -2.36657 Down gamma-aminobutyric acid type A receptor subunit alpha1 H2BC15 -0.95826 0.032737 -2.19807 Down H2B clustered histone 15 MSH5 -0.95709 0.031476 -2.21503 Down mutS homolog 5 FGF12 -0.95626 0.00275 -3.15537 Down fibroblast growth factor 12 KCNB2 -0.95523 0.01113 -2.63938 Down potassium voltage-gated channel subfamily B member 2 INHA -0.95442 0.044407 -2.06369 Down inhibin subunit alpha VTN -0.95398 0.002884 -3.13859 Down vitronectin NOXA1 -0.95318 0.00667 -2.83433 Down NADPH oxidase activator 1 FGF14 -0.95216 0.01217 -2.60454 Down fibroblast growth factor 14 ATP1A3 -0.94665 0.00243 -3.19882 Down ATPase Na+/K+ transporting subunit alpha 3 OPCML -0.94631 0.003547 -3.06503 Down opioid binding protein/cell adhesion molecule like SCG5 -0.94616 0.004488 -2.98021 Down secretogranin V TCEAL6 -0.94554 0.008062 -2.76306 Down transcription elongation factor A like 6 PTH2R -0.94497 0.003616 -3.05808 Down parathyroid hormone 2 receptor TRMT9B -0.94325 0.0009 -3.53723 Down tRNAmethyltransferase 9B (putative) PRMT8 -0.94192 0.017445 -2.46123 Down protein arginine methyltransferase 8 DPH6 -0.94088 0.013073 -2.57642 Down diphthamine biosynthesis 6 CPNE4 -0.93498 0.003848 -3.03578 Down copine 4 PKD2L1 -0.93335 0.027562 -2.27178 Down polycystin 2 like 1, transient receptor potential cation channel IARS1 -0.92449 0.025838 -2.29909 Down isoleucyl-tRNAsynthetase 1 SLC6A7 -0.92045 0.003054 -3.11825 Down solute carrier family 6 member 7 SYT4 -0.91933 0.013906 -2.55199 Down synaptotagmin 4 STX16- NPEPL1 -0.91928 0.03474 -2.17229 Down STX16-NPEPL1 readthrough (NMD candidate) SERTM1 -0.91896 0.017202 -2.46689 Down serine rich and transmembrane domain containing 1 MEF2C -0.91574 0.016771 -2.47713 Down myocyte enhancer factor 2C NRN1 -0.91458 0.002995 -3.12516 Down neuritin 1 STXBP5L -0.91434 0.011167 -2.6381 Down syntaxin binding protein 5L DBET -0.91094 0.002553 -3.1815 Down D4Z4 binding element transcript GABRG2 -0.9062 0.010498 -2.66205 Down gamma-aminobutyric acid type A receptor subunit gamma2 KCNK4-TEX40 -0.90555 0.028626 -2.25567 Down KCNK4-TEX40 readthrough RTCA -0.90291 0.033979 -2.18192 Down RNA 3'-terminal phosphate cyclase HCN1 -0.90068 0.027849 -2.26739 Down hyperpolarization activated cyclic nucleotide gated potassium channel 1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint EPM2AIP1 -0.90025 0.006321 -2.85437 Down EPM2A interacting protein 1 STYK1 -0.89835 0.00923 -2.71159 Down serine/threonine/tyrosine kinase 1 PCP4 -0.89227 0.022083 -2.3647 Down Purkinje cell protein 4 PCDH8 -0.88991 0.003402 -3.07991 Down protocadherin 8 NIPAL2 -0.88963 0.029589 -2.24156 Down NIPA like domain containing 2 FCGR1A -0.88958 0.019881 -2.40797 Down Fc gamma receptor Ia ST8SIA3 -0.88938 0.012426 -2.59636 Down ST8 alpha-N-acetyl-neuraminide alpha-2,8- sialyltransferase 3 KCNH1 -0.88937 0.003124 -3.11025 Down potassium voltage-gated channel subfamily H member 1 YPEL4 -0.88893 0.000948 -3.51998 Down yippee like 4 PARP2 -0.88879 0.000552 -3.69838 Down poly(ADP-ribose) polymerase 2 RCOR3 -0.88824 0.000225 -3.98554 Down REST corepressor 3 ROBO2 -0.88651 0.004138 -3.00964 Down roundabout guidance receptor 2 TRIM45 -0.88634 0.007929 -2.76938 Down tripartite motif containing 45 C2orf16 -0.88624 0.013131 -2.57467 Down chromosome 2 open reading frame 16 CSMD3 -0.88287 0.011067 -2.64159 Down CUB and Sushi multiple domains 3 OSGEP -0.88172 0.000269 -3.92994 Down O-sialoglycoproteinendopeptidase MGAT4C -0.88026 0.004489 -2.98013 Down MGAT4 family member C PCDH11X -0.87924 0.003222 -3.09933 Down protocadherin 11 X-linked RTKN2 -0.87897 0.005757 -2.88898 Down rhotekin 2 RNU5A-1 -0.87711 0.003671 -3.05272 Down RNA, U5A small nuclear 1 DOP1A -0.87634 0.004367 -2.9901 Down DOP1 leucine zipper like protein A ZNF449 -0.87571 0.003193 -3.10248 Down zinc finger protein 449 TCERG1 -0.87558 0.026545 -2.2877 Down transcription elongation regulator 1 TRIM66 -0.87552 0.009854 -2.68647 Down tripartite motif containing 66 PAK1 -0.87433 0.005153 -2.92978 Down p21 (RAC1) activated kinase 1 GSTA4 -0.87335 0.002473 -3.19263 Down glutathione S-transferase alpha 4 CES4A -0.87313 0.00934 -2.70702 Down carboxylesterase 4A RBM3 -0.87297 0.000916 -3.5314 Down RNA binding motif protein 3 ZNF441 -0.87247 0.004843 -2.9525 Down zinc finger protein 441 GOLGA8B -0.86931 0.030726 -2.2254 Down golgin A8 family member B RAB3C -0.86879 0.009123 -2.71605 Down RAB3C, member RAS oncogene family TMEM233 -0.86671 0.043506 -2.07288 Down transmembrane protein 233 NMNAT2 -0.86578 0.002742 -3.15644 Down nicotinamide nucleotide adenylyltransferase 2 GPR61 -0.8647 0.021519 -2.3754 Down G protein-coupled receptor 61 RAB3A -0.86443 0.003879 -3.03291 Down RAB3A, member RAS oncogene family CSRNP3 -0.86436 0.014299 -2.54095 Down cysteine and serine rich nuclear protein 3 TECTA -0.86397 0.025115 -2.31103 Down tectorin alpha SLC44A5 -0.8634 0.009916 -2.68406 Down solute carrier family 44 member 5 SYCP2L -0.86335 0.024949 -2.31381 Down synaptonemal complex protein 2 like SNCB -0.86175 0.008631 -2.73719 Down synuclein beta SPIN2B -0.86099 0.009993 -2.68106 Down spindlin family member 2B HAPLN1 -0.86085 0.046529 -2.04265 Down hyaluronan and proteoglycan link protein 1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint STMN4 -0.85848 0.008073 -2.76254 Down stathmin 4 NSF -0.85747 0.026481 -2.28872 Down N-ethylmaleimide sensitive factor, vesicle fusing ATPase GRIA3 -0.85645 0.008114 -2.76065 Down glutamate ionotropic receptor AMPA type subunit 3 SIDT1 -0.85644 0.003401 -3.07998 Down SID1 transmembrane family member 1 PRLHR -0.85543 0.025587 -2.3032 Down prolactin releasing hormone receptor CAP2 -0.85492 0.003957 -3.0257 Down cyclase associated actin cytoskeleton regulatory protein 2 ZMYND12 -0.85479 0.01675 -2.47764 Down zinc finger MYND-type containing 12 RIMS2 -0.85449 0.004648 -2.96745 Down regulating synaptic membrane exocytosis 2 THSD7B -0.8541 0.037772 -2.13565 Down thrombospondin type 1 domain containing 7B NEFM -0.8521 0.013795 -2.55518 Down neurofilament medium chain UBXN10 -0.85128 0.0012 -3.441 Down UBX domain protein 10 ZNF304 -0.84933 0.045985 -2.04797 Down zinc finger protein 304 DSN1 -0.84776 0.002032 -3.26108 Down DSN1 component of MIS12 kinetochore complex UBLCP1 -0.84628 0.011977 -2.61078 Down ubiquitin like domain containing CTD phosphatase 1 NIPSNAP3B -0.84502 0.005671 -2.89457 Down nipsnap homolog 3B PLEKHH1 -0.84363 0.037823 -2.13505 Down pleckstrin homology, MyTH4 and FERM domain containing H1 CFAP69 -0.84335 0.004944 -2.94496 Down cilia and flagella associated protein 69 ATAT1 -0.84267 0.0448 -2.05973 Down alpha tubulin acetyltransferase 1 DDX39B -0.84118 0.00014 -4.13501 Down DExD-box helicase 39B RGS7 -0.84084 0.002861 -3.14133 Down regulator of G protein signaling 7 AHI1 -0.84058 0.01605 -2.49482 Down Abelson helper integration site 1 PPP3CA -0.8386 0.004834 -2.95315 Down protein phosphatase 3 catalytic subunit alpha EXOC1 -0.83567 0.005934 -2.87778 Down exocyst complex component 1 CADPS -0.83532 0.007582 -2.78629 Down calcium dependent secretion activator DIRAS3 -0.83531 0.00631 -2.85503 Down DIRAS family GTPase 3 CSMD1 -0.83519 0.016033 -2.49524 Down CUB and Sushi multiple domains 1 STMN1 -0.8321 0.007049 -2.81366 Down stathmin 1 SCN2A -0.82984 0.013132 -2.57464 Down sodium voltage-gated channel alpha subunit 2 ZSCAN1 -0.82978 0.01921 -2.42202 Down zinc finger and SCAN domain containing 1 AA06 -0.82895 0.029587 -2.24158 Down uncharacterized LOC100506677 GAD1 -0.82739 0.004722 -2.96171 Down glutamate decarboxylase 1 LRRC7 -0.82732 0.024539 -2.32076 Down leucine rich repeat containing 7 SCN5A -0.82714 0.046565 -2.04231 Down sodium voltage-gated channel alpha subunit 5 CRHR2 -0.82626 0.013459 -2.56492 Down corticotropin releasing hormone receptor 2 ZNF544 -0.82593 0.042342 -2.08501 Down zinc finger protein 544 ENO2 -0.82379 0.002352 -3.21016 Down enolase 2 DCLK1 -0.81755 0.004621 -2.96957 Down doublecortin like kinase 1 MIAT -0.81704 0.028927 -2.25122 Down myocardial infarction associated transcript CHML -0.81531 0.04708 -2.03732 Down CHM like Rab escort protein CCKBR -0.81514 0.009193 -2.71311 Down cholecystokinin B receptor ATP1B1 -0.81457 0.018085 -2.44661 Down ATPase Na+/K+ transporting subunit beta 1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint MCF2 -0.8145 0.016691 -2.47906 Down MCF.2 cell line derived transforming sequence CNTNAP2 -0.81392 0.018307 -2.44166 Down contactin associated protein 2 SRI -0.81219 0.011113 -2.63999 Down sorcin TRIM9 -0.81214 0.001411 -3.3862 Down tripartite motif containing 9 ADAT2 -0.81077 0.010241 -2.67162 Down adenosine deaminasetRNA specific 2 UNC50 -0.80877 0.001248 -3.42771 Down unc-50 inner nuclear membrane RNA binding protein ALKBH8 -0.80496 0.026834 -2.28312 Down alkB homolog 8, tRNAmethyltransferase SPTSSB -0.80454 0.021716 -2.37163 Down serine palmitoyltransferase small subunit B PLCH1 -0.80435 0.041878 -2.08993 Down phospholipase C eta 1 KCNH8 -0.80397 0.023839 -2.33286 Down potassium voltage-gated channel subfamily H member 8 VWA5B2 -0.80378 0.010687 -2.65516 Down von Willebrand factor A domain containing 5B2 TTC8 -0.80371 0.011973 -2.61091 Down tetratricopeptide repeat domain 8 HHIP -0.80153 0.002578 -3.17803 Down hedgehog interacting protein RFESD -0.80028 0.042809 -2.08012 Down Rieske Fe-S domain containing GABRB3 -0.79986 0.039405 -2.11697 Down gamma-aminobutyric acid type A receptor subunit beta3 SEC16B -0.7991 0.01812 -2.44582 Down SEC16 homolog B, endoplasmic reticulum export factor SLC25A14 -0.79901 0.00324 -3.09731 Down solute carrier family 25 member 14 TP53TG5 -0.79805 0.016711 -2.47857 Down TP53 target 5 NEK10 -0.79805 0.015119 -2.51873 Down NIMA related kinase 10 SLC25A12 -0.79603 0.001855 -3.29248 Down solute carrier family 25 member 12 TTC21B -0.796 0.00915 -2.71491 Down tetratricopeptide repeat domain 21B SCN1A -0.79555 0.041546 -2.09348 Down sodium voltage-gated channel alpha subunit 1 RBFOX2 -0.79526 0.000538 -3.70681 Down RNA binding fox-1 homolog 2 SLIT2 -0.79472 0.005044 -2.93763 Down slit guidance ligand 2 ZC2HC1A -0.79375 0.000761 -3.59284 Down zinc finger C2HC-type containing 1A RSAD2 -0.79307 0.026904 -2.28201 Down radical S-adenosyl methionine domain containing 2 HAUS7 -0.7919 0.000752 -3.597 Down HAUS augmin like complex subunit 7 SLC4A8 -0.79168 0.021252 -2.38055 Down solute carrier family 4 member 8 AGBL4 -0.79117 0.016804 -2.47634 Down AGBL carboxypeptidase 4 PLK4 -0.79052 0.029935 -2.23659 Down polo like kinase 4 RORB -0.79014 0.00451 -2.97842 Down RAR related orphan r eceptor B ALDH1L2 -0.78998 0.001893 -3.28557 Down aldehyde dehydrogenase 1 family member L2 PAK3 -0.78827 0.003278 -3.09316 Down p21 (RAC1) activated kinase 3 SOWAHB -0.78778 0.00791 -2.77026 Down sosondowahankyrin repeat domain family member B SEMA3A -0.78739 0.006671 -2.83428 Down semaphorin 3A GNG3 -0.7845 0.014509 -2.53515 Down G protein subunit gamma 3 PRR16 -0.7844 0.007995 -2.76624 Down proline rich 16 SV2B -0.78389 0.00981 -2.68818 Down synaptic vesicle glycoprotein 2B FAM81A -0.78334 0.005676 -2.89425 Down family with sequence similarity 81 member A ATP6V1E1 -0.78246 0.002992 -3.12553 Down ATPase H+ transporting V1 subunit E1 UCHL1 -0.78175 0.008278 -2.75306 Down ubiquitin C-terminal hydrolase L1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint MAP7D2 -0.78002 0.031797 -2.21065 Down MAP7 domain containing 2 SLC4A10 -0.77937 0.015568 -2.50704 Down solute carrier family 4 member 10 GOT1 -0.77868 0.01036 -2.66715 Down glutamic-oxalo acetic transaminase 1 NECAB1 -0.77793 0.004416 -2.98604 Down N-terminal EF-hand calcium binding protein 1 SPAG6 -0.77491 0.033028 -2.19423 Down sperm associated antigen 6 ELAVL4 -0.77453 0.008066 -2.76288 Down ELAV like RNA binding protein 4 BTBD8 -0.77056 0.015302 -2.51393 Down BTB domain containing 8 ZNF711 -0.76987 0.028177 -2.2624 Down zinc finger protein 711 R3HDM1 -0.76973 0.019257 -2.42103 Down R3H domain containing 1 RAB6C -0.76886 0.039852 -2.11197 Down RAB6C, member RAS oncogene family GK -0.76882 0.017572 -2.45827 Down glycerol kinase ADAM23 -0.76845 0.006682 -2.83365 Down ADAM metallopeptidase domain 23 ZNF385D -0.76761 0.004718 -2.962 Down zinc finger protein 385D MSTO1 -0.76618 0.015417 -2.51094 Down misato mitochondrial distribution and morphology regulator 1 TC2N -0.76572 0.03599 -2.15685 Down tandem C2 domains, nuclear ASB2 -0.76491 0.039125 -2.12012 Down ankyrin repeat and SOCS box containing 2 ANKK1 -0.76382 0.029604 -2.24134 Down ankyrin repeat and kinase domain containing 1 HTR2C -0.76362 0.017768 -2.45377 Down 5-hydroxytryptamine receptor 2C NCALD -0.76305 0.012906 -2.58149 Down neurocalcin delta ZFP37 -0.76237 0.00465 -2.96732 Down ZFP37 zinc finger protein EGR1 -0.76201 0.015412 -2.51106 Down early growth response 1 OR2L3 -0.76141 0.028147 -2.26286 Down olfactory receptor family 2 subfamily L member 3 CCDC15 -0.76068 0.024043 -2.32929 Down coiled-coil domain containing 15 ALDH1A3 -0.75914 0.012634 -2.58984 Down aldehyde dehydrogenase 1 family member A3 SYN3 -0.75873 0.003083 -3.11499 Down synapsin III GABRB2 -0.75647 0.007487 -2.79099 Down gamma-aminobutyric acid type A receptor subunit beta2 SLC16A7 -0.75585 0.002788 -3.15051 Down solute carrier family 16 member 7 CHRM1 -0.75573 0.002164 -3.2392 Down cholinergic receptor muscarinic 1 HSPA14 -0.75564 0.008114 -2.76063 Down heat shock protein family A (Hsp70) member 14 PAX5 -0.75531 0.024115 -2.32805 Down paired box 5 COL25A1 -0.75389 0.025044 -2.31221 Down collagen type XXV alpha 1 chain CNTNAP5 -0.75368 0.009659 -2.69417 Down contactin associated protein family member 5 NAPB -0.75234 0.017193 -2.4671 Down NSF attachment protein beta NDUFAF7 -0.7515 0.007071 -2.81248 Down NADH:ubiquinoneoxidoreductase complex assembly factor 7 TUBB3 -0.75149 0.002604 -3.17459 Down tubulin beta 3 class III BEX5 -0.75095 0.044407 -2.06369 Down brain expressed X-linked 5 GNL1 -0.74952 0.049197 -2.01735 Down G protein nucleolar 1 (putative) STRBP -0.74914 0.002666 -3.16625 Down spermatid perinuclear RNA binding protein SPDEF -0.74834 0.03996 -2.11078 Down SAM pointed domain containing ETS transcription factor FAXC -0.74819 0.011561 -2.6246 Down failed axon connections homolog, metaxin like GST domain containing LAMP5 -0.74795 0.049794 -2.01186 Down lysosomal associated membrane protein family member 5 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint TTC12 -0.74715 0.010399 -2.6657 Down tetratricopeptide repeat domain 12 SLITRK3 -0.74694 0.006291 -2.85611 Down SLIT and NTRK like family member 3 EIF5A2 -0.74671 0.013531 -2.56283 Down eukaryotic translation initiation factor 5A2 MAP2 -0.74629 0.004324 -2.9937 Down microtubule associated protein 2 CITED2 -0.74528 0.001054 -3.48453 Down Cbp/p300 interacting transactivator with Glu/Asp rich carboxy-terminal domain 2 NLRP2B -0.74477 0.033602 -2.18676 Down NLR family pyrin domain containing 2B PCSK2 -0.74465 0.009055 -2.71888 Down proproteinconvertasesubtilisin/kexin type 2 GPATCH2 -0.7444 0.003953 -3.02612 Down G-patch domain containing 2 MYBPHL -0.74419 0.002735 -3.15731 Down myosin binding protein H like PREP -0.74247 0.042423 -2.08416 Down prolylendopeptidase PTPRO -0.7424 0.028999 -2.25016 Down protein tyrosine phosphatase r eceptor type O PRMT9 -0.74236 0.021135 -2.38283 Down protein arginine methyltransferase 9 CIT -0.74129 0.015558 -2.50729 Down citron rho-interacting serine/threonine kinase DYNC2LI1 -0.74055 0.005615 -2.8982 Down dynein cytoplasmic 2 light intermediate chain 1 SLITRK4 -0.73822 0.019092 -2.42454 Down SLIT and NTRK like family member 4 RAB3B -0.73788 0.009327 -2.70757 Down RAB3B, member RAS oncogene family ANK3 -0.73632 0.00967 -2.69372 Down ankyrin 3 C11orf87 -0.73623 0.006117 -2.86652 Down chromosome 11 open reading frame 87 C2CD5 -0.73622 0.01064 -2.65686 Down C2 calcium dependent domain containing 5 NAALAD2 -0.73616 0.039152 -2.11981 Down N-acetylated alpha-linked acidic dipeptidase 2 CDK7 -0.73528 0.004512 -2.97826 Down cyclin dependent kinase 7 PYROXD1 -0.73512 0.004409 -2.98662 Down pyridine nucleotide-disulphide oxidoreductase domain 1 FSTL5 -0.73489 0.024805 -2.31625 Down follistatin like 5 HMGCR -0.73399 0.046517 -2.04277 Down 3-hydroxy-3-methylglutaryl-CoA reductase ITFG1 -0.73054 0.017692 -2.45552 Down integrin alpha FG-GAP repeat containing 1 PDP1 -0.73029 0.004413 -2.98634 Down pyruvate dehydrogenase phosphatase catalytic subunit 1 CD200 -0.73025 0.00936 -2.7062 Down CD200 molecule RMND1 -0.72884 0.005477 -2.90736 Down required for meiotic nuclear division 1 homolog HTR5A -0.72882 0.014342 -2.53976 Down 5-hydroxytryptamine r eceptor 5A LRRK2 -0.72729 0.013561 -2.56195 Down leucine rich repeat kinase 2 NSG2 -0.72652 0.003814 -3.03901 Down neuronal vesicle trafficking associated 2 CCSER1 -0.72633 0.021549 -2.37482 Down coiled-coil serine rich protein 1 GLRB -0.72469 0.009361 -2.70616 Down glycine receptor beta NUP35 -0.72343 0.006133 -2.8656 Down nucleoporin 35 STX1B -0.72317 0.006041 -2.87115 Down syntaxin 1B PTPRT-DT -0.72204 0.017456 -2.46095 Down PTPRT divergent transcript ATP6V1B2 -0.72098 0.00981 -2.68819 Down ATPase H+ transporting V1 subunit B2 SYTL2 -0.7206 0.004864 -2.95093 Down synaptotagmin like 2 PLCB1 -0.72017 0.024854 -2.31541 Down phospholipase C beta 1 OR2L5 -0.71969 0.04497 -2.05802 Down olfactory receptor family 2 subfamily L member 5 CCPG1 -0.71858 0.000925 -3.52808 Down cell cycle progression 1 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint NRXN1 -0.71812 0.025793 -2.29982 Down neurexin 1 NQO2 -0.71702 0.000678 -3.63089 Down N- ribosyldihydronicotinamide:quinonereductase 2 ATP2B2 -0.71558 0.003959 -3.0256 Down ATPase plasma membrane Ca2+ transporting 2 FMN1 -0.71519 0.006551 -2.84106 Down formin 1 PLA2G7 -0.715 0.034044 -2.1811 Down phospholipase A2 group VII HTR3B -0.71426 0.001885 -3.28699 Down 5-hydroxytryptamine receptor 3B CISD1 -0.71406 0.006717 -2.83171 Down CDGSH iron sulfur domain 1 C20orf203 -0.71269 0.020043 -2.40465 Down chromosome 20 open reading frame 203 SH3GL2 -0.71211 0.029752 -2.2392 Down SH3 domain containing GRB2 like 2, endophilin A1 CHRM4 -0.71197 0.00292 -3.1342 Down cholinergic receptor muscarinic 4 LNCOC1 -0.70914 0.004554 -2.97486 Down lncRNA associated with ovarian cancer 1 NELL2 -0.709 0.025363 -2.30689 Down neural EGFL like 2 VWC2L -0.70894 0.02655 -2.28763 Down von Willebrand factor C domain containing 2 like CYP4X1 -0.70744 0.005183 -2.92768 Down cytochrome P450 family 4 subfamily X member 1 PARM1 -0.70623 0.007727 -2.77914 Down prostate androgen-regulated mucin-like protein 1 CHN1 -0.70609 0.012687 -2.5882 Down chimerin 1 SRSF5 -0.70553 0.002226 -3.22934 Down serine and arginine rich splicing factor 5 FHAD1 -0.70546 0.020175 -2.40195 Down forkhead associated phosphopeptide binding domain 1 SCART1 -0.7025 0.035045 -2.16847 Down scavenger receptor family member expressed on T cells 1 RNF133 -0.70053 0.02337 -2.34115 Down ring finger protein 133 ENTPD3 -0.69868 0.004725 -2.96149 Down ectonucleoside triphosphate diphosphohydrolase 3 LANCL2 -0.69846 0.027557 -2.27186 Down LanC like glutathione S-transferase 2 DMXL2 -0.69659 0.004755 -2.95917 Down Dmx like 2 ZNF540 -0.69557 0.009323 -2.70775 Down zinc finger protein 540 FASTKD3 -0.69516 0.03717 -2.1427 Down FAST kinase domains 3 LNX1 -0.69514 0.013506 -2.56356 Down ligand of numb-protein X 1 TSPAN7 -0.69477 0.02575 -2.30052 Down tetraspanin 7 GPRASP1 -0.69287 0.002721 -3.15913 Down G protein-coupled receptor associated sorting protein 1 NSMAF -0.69267 0.016083 -2.494 Down neutral sphingomyelinase activation associated factor ABCA5 -0.69251 0.01249 -2.59434 Down ATP binding cassette subfamily A member 5 CLSTN3 -0.69159 0.005685 -2.89368 Down calsyntenin 3 GAD2 -0.69125 0.039866 -2.11182 Down glutamate decarboxylase 2 TRIM67 -0.69103 0.029154 -2.24788 Down tripartite motif containing 67 ZNF365 -0.69086 0.018706 -2.43288 Down zinc finger protein 365 SKOR1 -0.69065 0.032556 -2.20047 Down SKI family transcriptional corepressor 1 MAP1A -0.69018 0.015508 -2.50859 Down microtubule associated protein 1A LRRTM2 -0.69011 0.0222 -2.3625 Down leucine rich repeat transmembrane neuronal 2 MYL5 -0.68916 0.044508 -2.06266 Down myosin light chain 5 ABCA10 -0.68868 0.033377 -2.18968 Down ATP binding cassette subfamily A member 10 DPYS -0.68786 0.036965 -2.14513 Down dihydropyrimidinase (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint KYAT3 -0.6874 0.032815 -2.19704 Down kynurenine aminotransferase 3 LGALS8 -0.68701 0.002975 -3.12756 Down galectin 8 ABRACL -0.68688 0.014361 -2.53922 Down ABRA C-terminal like CCER2 -0.68685 0.028577 -2.25641 Down coiled-coil glutamate rich protein 2 C5orf34 -0.68676 0.026537 -2.28782 Down chromosome 5 open reading frame 34 SLC35A1 -0.68644 0.035124 -2.16749 Down solute carrier family 35 member A1 KDM4D -0.68549 0.021538 -2.37503 Down lysine demethylase 4D TTC39C -0.68527 0.025683 -2.30162 Down tetratricopeptide repeat domain 39C TRPC3 -0.68403 0.034243 -2.17856 Down transient receptor potential cation channel subfamily C member 3 RYR2 -0.68348 0.030393 -2.23007 Down ryanodine receptor 2 MED23 -0.68347 0.012278 -2.60107 Down mediator complex subunit 23 PPL -0.68283 0.047326 -2.03497 Down periplakin UPP2 -0.68228 0.011795 -2.61678 Down uridinephosphorylase 2 FASTKD2 -0.6819 0.002769 -3.15298 Down FAST kinase domains 2 BEX4 -0.6819 0.007081 -2.81195 Down brain expressed X-linked 4 MYSM1 -0.68134 0.006089 -2.86825 Down Myb like, SWIRM and MPN domains 1 CCDC184 -0.68075 0.02264 -2.35435 Down coiled-coil domain containing 184 RNF128 -0.68028 0.011381 -2.6307 Down ring finger protein 128 VPS13A -0.67928 0.011253 -2.63509 Down vacuolar protein sorting 13 homolog A ATP1A1 -0.67921 0.011228 -2.63598 Down ATPase Na+/K+ transporting subunit alpha 1 KALRN -0.67908 0.01211 -2.60646 Down kalirinRhoGEF kinase CLASP2 -0.67844 0.01211 -2.60648 Down cytoplasmic linker associated protein 2 CPLANE1 -0.67829 0.026527 -2.28799 Down ciliogenesis and planar polarity effector complex subunit 1 SEC61A2 -0.67792 0.014803 -2.52717 Down SEC61 translocon subunit alpha 2 PHF14 -0.67785 0.041126 -2.098 Down PHD finger protein 14 GPR149 -0.67772 0.025117 -2.31099 Down G protein-coupled receptor 149 CENATAC -0.67767 0.005305 -2.91915 Down centrosomal AT-AC splicing factor FABP3 -0.67698 0.037594 -2.13771 Down fatty acid binding protein 3 MTR -0.67672 0.000967 -3.51355 Down 5-methyltetrahydrofolate-homocysteine methyltransferase TAF9 -0.67609 0.024936 -2.31402 Down TATA-box binding protein associated factor 9 PHF24 -0.67443 0.00466 -2.96651 Down PHD finger protein 24 RELL2 -0.67429 0.023512 -2.33863 Down RELT like 2 DGKB -0.67426 0.012273 -2.60122 Down diacylglycerol kinase beta FARSB -0.67364 0.001985 -3.26911 Down phenylalanyl-tRNAsynthetase subunit beta VDAC3 -0.67301 0.012952 -2.58007 Down voltage dependent anion channel 3 RNF165 -0.67278 0.00407 -3.01555 Down ring finger protein 165 AP1G2 -0.67271 0.017901 -2.45077 Down adaptor related protein complex 1 subunit gamma 2 ODAD4 -0.6726 0.042462 -2.08375 Down outer dynein arm docking complex subunit 4 ZNF780B -0.67212 0.009043 -2.71939 Down zinc finger protein 780B TCEAL5 -0.67157 0.006785 -2.82797 Down transcription elongation factor A like 5 ZIM2 -0.67153 0.041275 -2.09639 Down zinc finger imprinted 2 SKP1 -0.67085 0.007158 -2.80793 Down S-phase kinase associated protein 1 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint TEKT3 -0.67062 0.034003 -2.18162 Down tektin 3 DHX36 -0.67049 0.001856 -3.29242 Down DEAH-box helicase 36 PLCXD3 -0.67022 0.007109 -2.81047 Down phosphatidylinositol specific phospholipase C X domain containing 3 PLK2 -0.67008 0.024615 -2.31946 Down polo like kinase 2 COG1 -0.66994 0.000964 -3.51442 Down component of oligomericgolgi complex 1 SERPINB8 -0.66991 0.02609 -2.295 Down serpin family B member 8 DNAH1 -0.66991 0.031517 -2.21446 Down dynein axonemal heavy chain 1 TUBB2A -0.66942 0.005408 -2.91206 Down tubulin beta 2A class IIa CACNA1E -0.66886 0.004428 -2.98511 Down calcium voltage-gated channel subunit alpha1 E MAGEE1 -0.66868 0.001522 -3.36042 Down MAGE family member E1 FAM228A -0.66818 0.008539 -2.74127 Down family with sequence similarity 228 member A ARPP21 -0.6678 0.044898 -2.05874 Down cAMP regulated phosphoprotein 21 C9orf72 -0.66767 0.024416 -2.32286 Down C9orf72-SMCR8 complex subunit DLGAP1 -0.66746 0.005813 -2.88545 Down DLG associated protein 1 GTF2H3 -0.66677 0.001717 -3.31903 Down general transcription factor IIH subunit 3 ARMCX5 -0.66641 0.019471 -2.41651 Down armadillo repeat containing X-linked 5 WSB1 -0.66627 0.026415 -2.28977 Down WD repeat and SOCS box containing 1 PDE1A -0.66614 0.015975 -2.49669 Down phosphodiesterase 1A KIFAP3 -0.66582 0.020768 -2.39004 Down kinesin associated protein 3 ZRANB3 -0.66533 0.005802 -2.88611 Down zinc finger RANBP2-type containing 3 PLRG1 -0.66494 0.027915 -2.26639 Down pleiotropic regulator 1 UNC80 -0.66479 0.006736 -2.83065 Down unc-80 homolog, NALCN channel complex subunit ZNF502 -0.6647 0.002678 -3.16465 Down zinc finger protein 502 CDK14 -0.66455 0.009864 -2.68606 Down cyclin dependent kinase 14 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Table 2 The enriched GO terms of the up and down regulated differentially expressed genes GO ID CATEGORY GO Name adjusted_p_v alue negative_log10_of_adjuste d_p_value Gene Count Gene Up regulated genes GO:0050896 BP response to stimulus 3.95E-21 20.40375707 126 HSP90AA1,FN1,KIT,YAP1,PECAM 1,ITGB5,DHX16,ZAP70,TTN,DNAJ B1,SMAD7,RRAS,STIP1,HSPA1A, LEF1,PGR,EPHA2,ITPR3,KLF4,CO L1A2,HSPA2,HSPB1,FLT1,NFKB2, TAB2,PPP2R1B,FLT4,ITGA5,GNG 12,FOXO4,GLI2,GATA2,ADCY4,A NXA2,CYP1A1,RHOQ,WWTR1,CA SP7,CGAS,MMP2,EPAS1,SMAD6,F ZD2,SERPINH1,FZD1,TGFB2,LAT S2,GSTM1,VANGL2,RUNX3,CDK N1C,CCL2,LTF,MAP1LC3C,FGR,H SD17B1,DSP,KCNQ1,HLA- DQB1,S100A10,SMAD9,EFNB1,DU SP1,MECOM,TCF7L1,EDN3,ACVR L1,DLL4,BMP6,SOX17,NFATC1,T BX3,MLKL,S100A4,TP63,TRIP10,Z FPM1,MASP2,ABCC2,KRT19,MSX 1,TGFB1I1,DHH,APOBEC3F,ADO RA2A,CYP27B1,ABCB1,MMP14,A SPN,SLC7A5,NAIP,WNK4,HIC1,T RIM5,JMJD6,FLOT1,YBX3,FOXJ1, FOXC1,FOXF1,HGFAC,CACNA1H ,TEAD2,CSF1,PTGER4,ENG,MAP K4,RASIP1,CELSR1,RASA4,OLFM 2,GAS1,TCAP,NPR1,TIE1,ID3,EDN RB,ARHGEF16,RRAD,NFATC4,SL C12A3,EFNA4,RGL2,PGF,EPHX1, ORAI1 GO:0065007 BP biological regulation 3.21E-12 11.49352852 135 HSP90AA1,FN1,KIT,YAP1,LSM2,P ECAM1,ITGB5,ZAP70,TTN,DNAJB 1,SMAD7,RRAS,HSPA1A,LEF1,PG R,EPHA2,ITPR3,KLF4,COL1A2,HS PA2,HSPB1,ESPL1,FLT1,NFKB2,T AB2,PPP2R1B,FLT4,ITGA5,GNG12 ,FOXO4,GLI2,GATA2,ADCY4,AN XA2,CYP1A1,RHOQ,WWTR1,CAS P7,CGAS,MMP2,EPAS1,SMAD6,F ZD2,NES,FZD1,TGFB2,LATS2,RC C1,VANGL2,RUNX3,CDKN1C,CC L2,LTF,LMO2,FGR,HSD17B1,DSP, (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint KCNQ1,S100A10,SMAD9,EFNB1,D USP1,MECOM,TCF7L1,EDN3,ACV RL1,DLL4,BMP6,SOX17,NFATC1, TBX3,MLKL,S100A4,TP63,TRIP10, ZFPM1,MASP2,ABCC2,KRT19,MS X1,TGFB1I1,DHH,APOBEC3F,SER PINA5,ADORA2A,CYP27B1,ABCB 1,FOXL2,CDKN2C,MMP14,ASPN, SLC7A5,NAIP,WNK4,HIC1,TRIM5, JMJD6,FLOT1,ZIC2,YBX3,FOXJ1, DES,FOXC1,FOXF1,HGFAC,CACN A1H,TEAD2,CSF1,ATP6V1G2,PTG ER4,KCNG2,ENG,MAPK4,RASIP1, RDH10,CELSR1,RASA4,OLFM2,G AS1,ECM2,PPP1R13L,NPR1,TIE1,I D3,EDNRB,ARHGEF16,RRAD,NF ATC4,SLC12A3,MDGA1,EFNA4,R GL2,PGF,ORAI1,FOXF2 GO:0005737 CC cytoplasm 7.53125E-05 4.123133079 115 HSP90AA1,FN1,KIT,YAP1,LSM2,P ECAM1,ITGB5,DHX16,ZAP70,TTN ,DNAJB1,SMAD7,STIP1,HSPA1A, LEF1,PGR,ITPR3,KLF4,COL1A2,H SPA2,HSPB1,ESPL1,FLT1,LRTOM T,NFKB2,TAB2,PPP2R1B,FLT4,IT GA5,CLTB,FOXO4,GLI2,GATA2,A DCY4,ANXA2,CYP1A1,RHOQ,AT P5MGL,WWTR1,CASP7,CGAS,M MP2,EPAS1,SMAD6,FZD2,NES,SE RPINH1,TGFB2,LATS2,GSTM1,RC C1,RUNX3,CDKN1C,LTF,MAP1LC 3C,TUBAL3,FGR,PYGM,HSD17B1, DSP,KCNQ1,HLA- DQB1,S100A10,SMAD9,EFNB1,DU SP1,MECOM,TCF7L1,NFATC1,ML KL,S100A4,TP63,TRIP10,KRT19,T GFB1I1,DHH,APOBEC3F,SERPIN A5,CYP27B1,COL8A2,ABCB1,CD KN2C,MMP14,SLC7A5,NAIP,WNK 4,TRIM5,JMJD6,FLOT1,ZIC2,YBX 3,DES,FOXC1,HGFAC,KCNA6,TE AD2,CSF1,ATP6V1G2,MAPK4,RA SIP1,RDH10,RASA4,OLFM2,TCAP ,PPP1R13L,ID3,ARHGEF16,RRAD, NFATC4,SLC12A3,MDGA1,PRICK LE4,RGL2,FBXL7,EPHX1 GO:0016020 CC membran e 0.031323662 1.504127464 86 HSP90AA1,FN1,KIT,YAP1,PECAM 1,ITGB5,ZAP70,SMAD7,RRAS,PG R,EPHA2,ITPR3,HSPA2,HSPB1,FL T1,LRTOMT,TAB2,PPP2R1B,FLT4, ITGA5,GNG12,CLTB,GLI2,ADCY4 ,ANXA2,CYP1A1,RHOQ,ATP5MG L,WWTR1,CGAS,MMP2,FZD2,SER PINH1,FZD1,VANGL2,LTF,MAP1L C3C,FGR,DSP,KCNQ1,HLA- DQB1,S100A10,EFNB1,ACVRL1,D LL4,MLKL,TRIP10,ABCC2,KRT19, DHH,SERPINA5,ADORA2A,CYP2 7B1,ABCB1,MMP14,SLC7A5,NAIP ,WNK4,JMJD6,FLOT1,DES,KCNA6 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint ,CACNA1H,CSF1,ATP6V1G2,PTG ER4,KCNG2,ENG,RDH10,PRRG2, CELSR1,RASA4,OLFM2,GAS1,OR AI2,NPR1,TIE1,EDNRB,ABHD16A, RRAD,SLC12A3,MDGA1,EFNA4,P GF,EPHX1,ORAI1 GO:0036094 MF small molecule binding 7.67834E-05 4.114732511 77 HSP90AA1,KIT,ITGB5,DHX16,ZA P70,TTN,SMAD7,RRAS,HSPA1A,P GR,EPHA2,ITPR3,KLF4,COL1A2,H SPA2,FLT1,TAB2,FLT4,ITGA5,GLI 2,GATA2,ADCY4,ANXA2,CYP1A1 ,RHOQ,CGAS,MMP2,SMAD6,LAT S2,GSTM1,RCC1,RUNX3,LTF,LM O2,TUBAL3,FGR,PYGM,HSD17B1 ,KCNQ1,S100A10,SMAD9,MECOM ,ACVRL1,DLL4,MLKL,S100A4,HS PA12B,TP63,ZFPM1,MASP2,ABCC 2,TGFB1I1,DHH,APOBEC3F,SERPI NA5,CYP27B1,ABCB1,MMP14,AS PN,NAIP,WNK4,HIC1,TRIM5,JMJ D6,ZIC2,CACNA1H,ENG,MAPK4, PRRG2,CELSR1,RASA4,NPR1,TIE 1,ID3,RRAD,SLC12A3,PRICKLE4 GO:0042802 MF identical protein binding 0.000159686 3.796732628 36 HSP90AA1,FN1,KIT,PECAM1,TTN ,PGR,COL1A2,HSPB1,FLT4,FOXO 4,ANXA2,WWTR1,CGAS,SMAD6, TGFB2,GSTM1,LMO2,HSD17B1,S1 00A10,MECOM,MLKL,S100A4,TP6 3,TRIP10,MASP2,APOBEC3F,ADO RA2A,TRIM5,JMJD6,DES,CSF1,EN G,MAPK4,RASIP1,PPP1R13L,ORA I1 Down regulated genes GO:0007275 BP multicellula r organism developme nt 1.16E-09 8.936560173 152 PLPPR4,HLA- DRB1,KAT14,PCSK1,VGF,GAP43, MAS1,UMODL1,RFX8,LAMB1,TH Y1,TAFA1,SCN8A,STMN2,OPN4,A K8,SYT2,NELL1,CNTN5,NEUROD 6,RGS4,RXFP1,CDKL5,IL1RAPL2, SLC17A6,SLC8A3,ADCYAP1,SVE P1,SCG2,GAS2,NAP1L2,BEX1,SER PINI1,SOSTDC1,FGF9,NEGR1,SYT 1,SNAP25,ATP2B1,FLRT3,GLMN, TAGLN3,EXT1,GABRA1,FGF12,IN HA,VTN,FGF14,OPCML,SYT4,ME F2C,NRN1,GABRG2,RTCA,HCN1, PCP4,PCDH8,PARP2,ROBO2,TRIM 45,CSMD3,PAK1,NMNAT2,RAB3A ,TECTA,HAPLN1,STMN4,RIMS2,Z NF304,ATAT1,AHI1,PPP3CA,CSM D1,STMN1,SCN2A,SCN5A,DCLK1 ,CCKBR,MCF2,CNTNAP2,SRI,TTC 8,HHIP,GABRB3,TTC21B,SCN1A, RBFOX2,SLIT2,AGBL4,PLK4,ROR B,PAK3,SEMA3A,UCHL1,SLC4A1 0,NECAB1,SPAG6,ELAVL4,ADAM 23,ASB2,EGR1,ALDH1A3,GABRB (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint 2,CHRM1,PAX5,TUBB3,SPDEF,SL ITRK3,MAP2,CITED2,PCSK2,MYB PHL,PTPRO,CIT,DYNC2LI1,SLITR K4,ANK3,HTR5A,LRRK2,GLRB,S TX1B,PLCB1,NRXN1,ATP2B2,FM N1,SH3GL2,NELL2,VWC2L,CHN1, CLSTN3,TRIM67,ZNF365,MAP1A, LRRTM2,LGALS8,TTC39C,RYR2, MYSM1,VPS13A,KALRN,CLASP2, CPLANE1,PHF14,GPR149,MTR,RN F165,ODAD4,DHX36,PLK2,TUBB2 A,C9ORF72,KIFAP3 GO:0032502 BP developme ntal process 3.19E-08 7.495787075 187 PLPPR4,HLA- DRB1,KAT14,PCSK1,FLT3,VGF,G AP43,MAS1,UMODL1,RFX8,LAM B1,THY1,TAFA1,SCN8A,STMN2,O PN4,AK8,RBM11,SYT2,NELL1,SP ARCL1,CFAP221,CNTN5,NEURO D6,RGS4,RXFP1,CDKL5,VWDE,IL 1RAPL2,SLC17A6,SLC8A3,ADCY AP1,OCA2,SVEP1,UNC13C,SCG2, CDH18,ALOX12B,GAS2,NAP1L2,S TAT4,BEX1,SERPINI1,SOSTDC1,F GF9,NEGR1,IQGAP3,SYT1,SNAP2 5,THEMIS,SUV39H1,ATP2B1,FLR T3,GLMN,TAGLN3,EXT1,SPTLC2, GABRA1,FGF12,INHA,VTN,FGF14 ,OPCML,IARS1,SYT4,MEF2C,NRN 1,GABRG2,RTCA,HCN1,PCP4,PCD H8,KCNH1,PARP2,ROBO2,TRIM4 5,CSMD3,RTKN2,ZNF449,PAK1,N MNAT2,RAB3A,TECTA,HAPLN1, STMN4,CAP2,RIMS2,ZNF304,CFA P69,ATAT1,AHI1,PPP3CA,DIRAS3 ,CSMD1,STMN1,SCN2A,SCN5A,D CLK1,MIAT,CCKBR,MCF2,CNTN AP2,SRI,TTC8,HHIP,GABRB3,TTC 21B,SCN1A,RBFOX2,SLIT2,RSAD 2,AGBL4,PLK4,RORB,PAK3,SEM A3A,ATP6V1E1,UCHL1,SLC4A10, NECAB1,SPAG6,ELAVL4,ADAM2 3,ASB2,HTR2C,EGR1,ALDH1A3,G ABRB2,CHRM1,PAX5,TUBB3,STR BP,SPDEF,TTC12,SLITRK3,EIF5A 2,MAP2,CITED2,PCSK2,MYBPHL, PTPRO,CIT,DYNC2LI1,SLITRK4,A NK3,FSTL5,HTR5A,LRRK2,GLRB, STX1B,ATP6V1B2,PLCB1,NRXN1, ATP2B2,FMN1,SH3GL2,NELL2,V WC2L,CHN1,ABCA5,CLSTN3,TRI M67,ZNF365,MAP1A,LRRTM2,LG ALS8,TTC39C,RYR2,PPL,MYSM1, VPS13A,KALRN,CLASP2,CPLANE 1,PHF14,GPR149,FABP3,MTR,VD AC3,RNF165,ODAD4,DHX36,PLK2 ,DNAH1,TUBB2A,C9ORF72,KIFAP 3 GO:0030054 CC cell 6.28E-23 22.20213075 120 PLPPR4,VAMP1,PCSK1,SST,VGF, GAP43,RPH3A,PVALB,TAC1,THY (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint junction 1,SCN8A,SYT2,SPARCL1,CNTN5, CDKL5,IL1RAPL2,SLC17A6,SLC8 A3,ICA1,UNC13C,SV2C,CDH18,IQ GAP3,SYT1,SNAP25,THEMIS,ATP 2B1,FLRT3,EXT1,DLGAP2,ACTR2 ,GABRA1,FGF12,ATP1A3,SLC6A7, SYT4,MEF2C,NRN1,STXBP5L,GA BRG2,HCN1,PCDH8,KCNH1,PAK1 ,RAB3C,NMNAT2,RAB3A,SNCB,H APLN1,NSF,GRIA3,CAP2,RIMS2,N EFM,ATAT1,AHI1,PPP3CA,CADPS ,SCN2A,GAD1,SCN5A,CRHR2,DC LK1,ATP1B1,CNTNAP2,TRIM9,G ABRB3,SCN1A,SLC4A8,PAK3,SE MA3A,GNG3,SV2B,FAM81A,ATP6 V1E1,SLC4A10,ELAVL4,BTBD8,A DAM23,HTR2C,SYN3,GABRB2,SL C16A7,CHRM1,NAPB,LAMP5,SLI TRK3,PTPRO,SLITRK4,RAB3B,AN K3,HTR5A,LRRK2,GLRB,STX1B, ATP6V1B2,PLCB1,NRXN1,ATP2B 2,FMN1,HTR3B,SH3GL2,CHRM4, VWC2L,DMXL2,CLSTN3,GAD2,M AP1A,LRRTM2,PPL,ATP1A1,KAL RN,CLASP2,DGKB,VDAC3,PLCX D3,CACNA1E,MAGEE1,C9ORF72, DLGAP1 GO:0005886 CC plasma membrane 5.69E-07 6.245120873 165 PLPPR4,HLA- DRB1,LY6G5B,VAMP1,FLT3,GAP 43,MAS1,RPH3A,UMODL1,CIP2A, THY1,SCN8A,OPN4,SYT2,CNTN5, CAMK1G,RGS4,RXFP1,CDKL5,KC NIP4,IL1RAPL2,SLC17A6,SLC8A3, UNC13C,SV2C,CDH18,NEGR1,IQ GAP3,SYT1,TRHDE,SNAP25,SUV3 9H1,ATP2B1,FLRT3,KCNH5,NCR3 LG1,DLGAP2,SLC27A2,GABRA1, KCNB2,INHA,VTN,NOXA1,ATP1 A3,OPCML,PTH2R,PRMT8,CPNE4, PKD2L1,SLC6A7,SYT4,NRN1,STX BP5L,GABRG2,HCN1,STYK1,PCD H8,FCGR1A,KCNH1,ROBO2,CSM D3,RTKN2,PAK1,RAB3C,TMEM23 3,GPR61,RAB3A,TECTA,SLC44A5, NSF,GRIA3,SIDT1,PRLHR,CAP2,R IMS2,THSD7B,RGS7,PPP3CA,EXO C1,DIRAS3,SCN2A,GAD1,LRRC7, SCN5A,CRHR2,ENO2,DCLK1,CCK BR,ATP1B1,CNTNAP2,SRI,PLCH1, KCNH8,TTC8,HHIP,GABRB3,SLC 25A14,SCN1A,HAUS7,SLC4A8,PL K4,PAK3,GNG3,SV2B,ATP6V1E1, UCHL1,SLC4A10,BTBD8,ADAM23 ,HTR2C,OR2L3,GABRB2,SLC16A7 ,CHRM1,COL25A1,LAMP5,SLITR K3,PTPRO,SLITRK4,RAB3B,ANK3 ,C2CD5,NAALAD2,CDK7,ITFG1,C D200,HTR5A,LRRK2,GLRB,NUP35 ,STX1B,ATP6V1B2,SYTL2,OR2L5, NRXN1,ATP2B2,FMN1,HTR3B,SH (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint 3GL2,CHRM4,VWC2L,PARM1,SC ART1,ENTPD3,LANCL2,TSPAN7, ABCA5,CLSTN3,GAD2,LRRTM2,S LC35A1,TRPC3,RYR2,PPL,ATP1A 1,CLASP2,GPR149,RELL2,DGKB, CACNA1E,MAGEE1,DLGAP1,KIF AP3,UNC80,CDK14 GO:0043167 MF ion binding 1.15845E-06 5.936124465 189 ZBTB41,TRIM26,MPO,NUAK1,VA RS2,FLT3,GAP43,RPH3A,PVALB, UMODL1,RPP21,ZNF112,PRORP,S CN8A,AK8,PNMA3,TRANK1,SYT2 ,NELL1,SPARCL1,VSNL1,ABCC12 ,CAMK1G,RXFP1,CDKL5,ABCF2- H2BK1,FPGT- TNNI3K,VWDE,CLGN,KCNIP4,GE N1,SLC8A3,SVEP1,UNC13C,ZNF8 91,CDH18,ALOX12B,CARNS1,BE X1,DQX1,TNNI3K,SYT1,RNF148,T RHDE,SUV39H1,ATP2B1,PDE10A, EXT1,SPTLC2,ACTR2,SLC27A2,M SH5,ATP1A3,SCG5,PRMT8,DPH6, CPNE4,PKD2L1,IARS1,SYT4,RTC A,HCN1,STYK1,PCP4,PCDH8,ST8 SIA3,YPEL4,TRIM45,OSGEP,MGA T4C,ZNF449,TRIM66,PAK1,ZNF44 1,RAB3C,NMNAT2,RAB3A,SNCB, NSF,ZMYND12,RIMS2,ZNF304,UB LCP1,DDX39B,PPP3CA,EXOC1,C ADPS,DIRAS3,ZSCAN1,GAD1,ZN F544,ENO2,DCLK1,SRI,TRIM9,AD AT2,ALKBH8,PLCH1,HHIP,RFESD ,NEK10,SLC25A12,SLIT2,ZC2HC1 A,RSAD2,AGBL4,PLK4,RORB,PA K3,GOT1,NECAB1,ZNF711,RAB6C ,GK,ZNF385D,ANKK1,HTR2C,NC ALD,ZFP37,EGR1,ALDH1A3,SYN3 ,HSPA14,TUBB3,BEX5,GNL1,CIT, RAB3B,C2CD5,NAALAD2,CDK7,P YROXD1,FSTL5,HMGCR,PDP1,HT R5A,LRRK2,GLRB,ATP6V1B2,SY TL2,PLCB1,NRXN1,NQO2,ATP2B2 ,CISD1,NELL2,CYP4X1,CHN1,RN F133,ENTPD3,LANCL2,ZNF540,L NX1,ABCA5,CLSTN3,GAD2,TRIM 67,ZNF365,MYL5,ABCA10,DPYS, KYAT3,KDM4D,TRPC3,RYR2,BE X4,MYSM1,RNF128,ATP1A1,KAL RN,PHF14,FABP3,MTR,PHF24,DG KB,FARSB,RNF165,ZNF780B,ZIM 2,DHX36,PLK2,DNAH1,TUBB2A,C ACNA1E,GTF2H3,PDE1A,ZRANB 3,ZNF502,CDK14 GO:0043168 MF anion binding 0.0001546 3.810791607 86 NUAK1,VARS2,FLT3,GAP43,RPH3 A,SCN8A,AK8,TRANK1,SYT2,AB CC12,CAMK1G,CDKL5,ABCF2- H2BK1,FPGT- TNNI3K,CARNS1,DQX1,TNNI3K,S YT1,ATP2B1,PDE10A,SPTLC2,AC TR2,SLC27A2,MSH5,ATP1A3,SCG (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint 5,DPH6,IARS1,RTCA,HCN1,STYK 1,ST8SIA3,PAK1,RAB3C,NMNAT2 ,RAB3A,NSF,DDX39B,EXOC1,DIR AS3,GAD1,DCLK1,NEK10,PLK4,P AK3,GOT1,RAB6C,GK,ANKK1,AL DH1A3,SYN3,HSPA14,TUBB3,GN L1,CIT,RAB3B,CDK7,PYROXD1,H MGCR,LRRK2,GLRB,ATP6V1B2,S YTL2,PLCB1,NQO2,ATP2B2,CISD 1,ENTPD3,LANCL2,ABCA5,GAD2, ABCA10,KYAT3,TRPC3,RYR2,AT P1A1,KALRN,FABP3,DGKB,FARS B,DHX36,PLK2,DNAH1,TUBB2A, ZRANB3,CDK14 Table 3 The enriched pathway terms of the up and down regulated differentially expressed genes Pathway ID Pathway Name adjusted_p_ value negative_log10_of_adjust ed_p_value Gene Count Gene Up regulated genes REAC:R-HSA-162582 Signal Transduction 2.59E-08 7.586277137 65 HSP90AA1,FN1,KIT,YAP1,ITG B5,ZAP70,DNAJB1,SMAD7,ST IP1,LEF1,PGR,EPHA2,ITPR3,C OL1A2,HSPB1,FLT1,TAB2,PPP 2R1B,FLT4,ITGA5,GNG12,CL TB,FOXO4,GLI2,ADCY4,RHO Q,WWTR1,MMP2,EPAS1,SMA D6,FZD2,FZD1,TGFB2,LATS2, VANGL2,RUNX3,CCL2,TUBA L3,DSP,SMAD9,DUSP1,MECO M,TCF7L1,EDN3,ACVRL1,DL L4,SOX17,NFATC1,TRIP10,DH H,ADORA2A,FLOT1,HGFAC, ATP6V1G2,PTGER4,MAPK4,R DH10,RASA4,GAS1,ID3,EDNR B,ARHGEF16,RRAD,RGL2,PG F REAC:R-HSA-397014 Muscle contraction 0.001058341 2.97537425 12 ITGB5,TTN,ITPR3,ANXA2,W WTR1,KCNQ1,DES,CACNA1H ,TCAP,ORAI2,NPR1,ORAI1 REAC:R-HSA-9006934 Signaling by Receptor Tyrosine Kinases 0.003972621 2.400922828 18 HSP90AA1,FN1,KIT,YAP1,PG R,ITPR3,COL1A2,HSPB1,FLT1 ,TAB2,PPP2R1B,FLT4,ADORA 2A,HGFAC,ATP6V1G2,ID3,RR AD,PGF REAC:R-HSA-109582 Hemostasis 0.015840211 1.80023904 19 FN1,PECAM1,TTN,ITPR3,COL 1A2,PPP2R1B,ITGA5,GNG12,G ATA2,ANXA2,TGFB2,TUBAL 3,FGR,S100A10,ZFPM1,SERPI (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint NA5,SLC7A5,ORAI2,ORAI1 REAC:R-HSA-195721 Signaling by WNT 0.017580784 1.75496175 12 LEF1,ITPR3,PPP2R1B,GNG12, CLTB,FZD2,FZD1,VANGL2,R UNX3,TCF7L1,SOX17,NFATC 1 REAC:R-HSA-1474244 Extracellular matrix organization 0.025433553 1.594592972 11 FN1,PECAM1,ITGB5,COL1A2, ITGA5,MMP2,SERPINH1,TGF B2,COL8A2,MMP14,ASPN Down regulated genes REAC:R-HSA-5576891 Cardiac conduction 1.98007E-06 5.703319324 13 SCN5A,RYR2,SCN2A,SCN1A, SCN8A,ATP1A1,ATP1A3,ATP 2B2,ATP2B1,ATP1B1,FGF14,F GF12,SRI REAC:R-HSA-112316 Neuronal System 2.51263E-06 5.599871714 21 SNAP25,NSF,TUBB2A,GNG3, TUBB3,SYT1,RAB3A,GRIA3,N RXN1,GAD2,GAD1,DLGAP1,C ACNA1E,SYT2,KCNB2,SYN3, PLCB1,GABRB3,DLGAP2,GA BRB2,LRRTM2 REAC:R-HSA-112315 Transmission across Chemical Synapses 6.58789E-05 4.181253733 15 SNAP25,NSF,TUBB2A,GNG3, TUBB3,SYT1,RAB3A,GRIA3,G AD2,GAD1,CACNA1E,SYN3,P LCB1,GABRB3,GABRB2 REAC:R-HSA-983712 Ion channel transport 0.002710765 2.566908054 10 ATP6V1B2,RYR2,ATP6V1E1, ATP1A1,ATP1A3,ATP2B2,ATP 2B1,ATP1B1,SRI,TRPC3 REAC:R-HSA-9675108 Nervous system development 0.005628954 2.249572309 18 ANK3,ACTR2,SCN5A,TUBB2 A,PAK1,TUBB3,SCN2A,LAMB 1,SCN1A,HMGCR,SCN8A,SH3 GL2,KALRN,PAK3,SLIT2,ROB O2,SEMA3A,TRPC3 REAC:R-HSA-5663205 Infectious disease 0.017468304 1.757749269 24 SKP1,TAF9,CDK7,H2BC15,GT F2H4,GTF2H3,SNAP25,ACTR2 ,TUBB2A,GNG3,STX1B,TUBB 3,VAMP1,SYT1,NUP35,FCGR1 A,SH3GL2,ATP1A1,ATP1A3,S YT2,PLK2,ATP1B1,SV2C,SV2 B Table 4 Topology table for up and down regulated genes Regulation Node Degree Betweenness Stress Closeness Up HSP90AA1 412 0.331748 3.3E+08 0.364335 Up FN1 151 0.051517 55951306 0.29276 Up KIT 107 0.025536 9005534 0.307407 Up YAP1 98 0.021899 16566854 0.288116 Up LSM2 97 0.012707 7183354 0.246369 Up PECAM1 95 0.027311 15598130 0.285389 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Up ITGB5 89 0.019065 10823778 0.2632 Up DHX16 87 0.006795 7680748 0.242817 Up ZAP70 84 0.020196 14434054 0.27588 Up TTN 82 0.022649 15929072 0.268318 Up DNAJB1 79 0.00724 4527968 0.301469 Up SMAD7 79 0.023933 12249154 0.291294 Up RRAS 77 0.020444 23708134 0.258534 Up STIP1 77 0.010281 3740162 0.299124 Up HSPA1A 72 0.006524 4403126 0.303322 Up LEF1 70 0.014415 9742488 0.276771 Up PGR 70 0.017751 10178210 0.311226 Up EPHA2 69 0.021947 7616462 0.298612 Up ITPR3 68 0.019343 18949700 0.276348 Up KLF4 68 0.01472 11190300 0.283057 Up COL1A2 67 0.012102 4568578 0.254401 Up HSPA2 65 0.008224 2662732 0.290895 Up HSPB1 64 0.017318 15454858 0.317703 Up ESPL1 60 0.013489 6685380 0.250654 Up FLT1 58 0.003177 2562430 0.261664 Up LRTOMT 56 0.008281 6446570 0.233587 Up NFKB2 55 0.009331 6295740 0.281281 Up TAB2 54 0.010248 9176286 0.266213 Up PPP2R1B 53 0.011781 4253812 0.254958 Up FLT4 52 0.001855 1563378 0.251674 Up ITGA5 52 0.005695 3427082 0.25452 Up GNG12 51 0.006008 7389770 0.217469 Up CLTB 50 0.01384 13710394 0.232221 Up FOXO4 49 0.006871 10748042 0.26882 Up GLI2 49 0.024173 12043054 0.283451 Up GATA2 48 0.009184 7348172 0.260672 Up ADCY4 47 0.011675 15177860 0.251947 Up ANXA2 47 0.016961 13826622 0.28878 Up CYP1A1 47 0.024307 10892992 0.253806 Up RHOQ 46 0.011169 4034056 0.257688 Up ATP5MGL 46 0.014235 8195802 0.215303 Up WWTR1 45 0.003202 2701564 0.266911 Up CASP7 44 0.011044 7838022 0.272221 Up CGAS 44 0.005352 11621556 0.225656 Up MMP2 43 0.01023 5291268 0.290463 Up EPAS1 42 0.010661 3106168 0.295398 Up SMAD6 40 0.002268 1241912 0.250474 Up FZD2 39 0.005417 5968842 0.245169 Up NES 39 0.009746 3886682 0.279159 Up SERPINH1 39 0.008666 6132574 0.254454 Up FZD1 38 0.004448 4967756 0.24425 Up TGFB2 38 0.005502 3456016 0.265129 Up LATS2 38 0.005622 3681742 0.268998 Up GSTM1 37 0.009107 2221432 0.228731 Up RCC1 37 0.010461 9618220 0.244446 Up VANGL2 36 0.009535 4508478 0.241139 Up RUNX3 36 0.005861 3907114 0.268672 Up CDKN1C 36 0.0059 2575264 0.274084 Up CCL2 35 0.00964 3836526 0.249095 Up LTF 35 0.011048 9198250 0.236367 Up LMO2 35 0.006484 3494992 0.245046 Up MAP1LC3C 35 0.012003 5588556 0.227061 Up TUBAL3 33 0.003243 2422636 0.25407 Up FGR 32 0.004805 2532834 0.286057 Up PYGM 30 0.006312 8543430 0.245206 Up HSD17B1 30 0.00426 2515692 0.208904 Up DSP 30 0.006533 4060330 0.246394 Up KCNQ1 29 0.007088 5503300 0.251454 Up HLA-DQB1 29 0.006178 1698602 0.25448 Up S100A10 28 0.005224 1469632 0.252259 Up SMAD9 28 8.90E-04 415468 0.247029 Up EFNB1 27 0.007689 4284116 0.248664 Up DUSP1 27 0.002586 2743748 0.266053 Up MECOM 26 0.003811 2444116 0.259275 Up TCF7L1 26 0.001281 1022458 0.24926 Up EDN3 26 0.007731 7367014 0.193849 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Up ACVRL1 26 0.002133 750930 0.250616 Up DLL4 25 0.005242 2298644 0.258973 Up BMP6 25 0.002674 1418790 0.228634 Up SOX17 25 0.003327 910874 0.256242 Up NFATC1 25 0.002674 1329822 0.260867 Up TBX3 24 0.004447 1550508 0.260784 Up MLKL 24 0.003586 661900 0.276426 Up S100A4 24 0.005845 2855694 0.277588 Up HSPA12B 23 5.63E-04 213422 0.277715 Up TP63 23 0.003467 1818626 0.264512 Up TRIP10 22 0.004064 2368940 0.239191 Up ZFPM1 22 0.002089 1372496 0.238409 Up MASP2 22 0.006972 2040132 0.202521 Up ABCC2 22 0.005714 3339104 0.225844 Up KRT19 21 0.003614 1048462 0.268112 Up MSX1 21 0.005651 3074290 0.214537 Up TGFB1I1 21 0.003102 916034 0.265749 Up DHH 21 0.004871 2005552 0.22468 Up APOBEC3F 20 0.003972 1224604 0.204342 Up SERPINA5 19 0.004552 24449500 0.190433 Up ADORA2A 19 0.005036 4063672 0.239613 Up CYP27B1 18 0.002865 1872814 0.254998 Up COL8A2 18 0.002495 2274174 0.201203 Up ABCB1 18 0.005 2929012 0.241366 Up FOXL2 18 0.003634 1805108 0.235467 Up CDKN2C 16 0.001251 998572 0.251687 Up MMP14 16 0.002025 1858998 0.242107 Up ASPN 16 7.16E-04 383744 0.216649 Up SLC7A5 15 0.004566 2045024 0.215502 Up NAIP 15 0.003326 1247474 0.236299 Up WNK4 13 0.003148 916772 0.217314 Up HIC1 13 0.001492 953204 0.247292 Up TRIM5 13 0.002298 1483978 0.220821 Up JMJD6 13 0.001116 1194080 0.231901 Up FLOT1 12 0.002949 1951616 0.234935 Up ZIC2 11 0.001198 459526 0.215075 Up YBX3 10 0.00218 749988 0.235683 Up FOXJ1 10 0.002514 612922 0.219847 Up DES 10 0.00121 319774 0.24335 Up FOXC1 10 0.001656 354088 0.251157 Up FOXF1 8 0.001274 442252 0.225312 Up HGFAC 7 9.03E-04 370528 0.225146 Up KCNA6 6 8.87E-04 829840 0.190107 Up CACNA1H 6 3.49E-04 199244 0.242191 Up TEAD2 5 3.69E-05 46644 0.231692 Up CSF1 4 5.28E-06 23196 0.240155 Up ATP6V1G2 2 0 0 0.192946 Up PTGER4 2 7.00E-08 84 0.180232 Up KCNG2 2 9.47E-06 10176 0.186237 Up ENG 2 2.43E-05 4930 0.212244 Up MAPK4 2 9.51E-06 4202 0.245947 Up RASIP1 1 0 0 0.205433 Up RDH10 1 0 0 0.175827 Up PRRG2 1 0 0 0.223682 Up CELSR1 1 0 0 0.194296 Up RASA4 1 0 0 0.205433 Up OLFM2 1 0 0 0.193465 Up GAS1 1 0 0 0.183467 Up TCAP 1 0 0 0.211563 Up ECM2 1 0 0 0.200583 Up ORAI2 1 0 0 0.216524 Up PPP1R13L 1 0 0 0.20919 Up NPR1 1 0 0 0.188792 Up TIE1 1 0 0 0.222035 Up ID3 1 0 0 0.198763 Up EDNRB 1 0 0 0.162379 Up ARHGEF16 1 0 0 0.229958 Up ABHD16A 1 0 0 0.202655 Up RRAD 1 0 0 0.215854 Up NFATC4 1 0 0 0.217604 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Up SLC12A3 1 0 0 0.178526 Up MDGA1 1 0 0 0.226472 Up PRICKLE4 1 0 0 0.194296 Up EFNA4 1 0 0 0.229958 Up RGL2 1 0 0 0.205433 Up FBXL7 1 0 0 0.242745 Up PGF 1 0 0 0.207405 Up EPHX1 1 0 0 0.202437 Up ORAI1 1 0 0 0.216524 Up FOXF2 1 0 0 0.183889 Down SKP1 199 0.070684 26927550 0.320538 Down EIF5A2 160 0.050446 78530446 0.25777 Down TAF9 160 0.037517 18387236 0.279558 Down DDX39B 141 0.035937 36971660 0.254149 Down CDK7 136 0.02791 22833198 0.279638 Down PLRG1 132 0.026894 22725890 0.250899 Down H2BC15 129 0.02747 40803386 0.263983 Down SEC61A2 110 0.017258 26359526 0.242673 Down GTF2H4 108 0.005426 4930418 0.252429 Down MED23 108 0.008873 7193154 0.259937 Down LRRK2 107 0.036607 24311442 0.315568 Down GTF2H3 104 0.004084 3318070 0.253898 Down SNAP25 98 0.032441 19736590 0.261552 Down SUV39H1 96 0.020265 23012784 0.26444 Down TCERG1 80 0.019382 17644130 0.259289 Down SRSF5 78 0.012469 17636146 0.234811 Down PLK4 76 0.02204 12740236 0.257024 Down ANK3 76 0.027163 15120894 0.286057 Down ACTR2 74 0.020618 23249388 0.263101 Down PPP3CA 73 0.02563 17665202 0.27811 Down FLT3 72 0.008082 6196950 0.275755 Down EGR1 69 0.013312 18218852 0.275258 Down NSF 66 0.010088 3020688 0.234969 Down SCN5A 63 0.013935 5839408 0.269949 Down RTCA 61 0.014035 10031336 0.233732 Down TUBB2A 60 0.011767 8903740 0.281022 Down PAK1 57 0.016453 6642310 0.304267 Down MYSM1 57 0.013733 15649402 0.250333 Down DQX1 55 0.010089 6556852 0.235819 Down GNG3 53 0.006601 7640394 0.218422 Down ATP6V1B2 52 0.012394 17971322 0.239039 Down STX1B 51 0.003375 2627738 0.23939 Down RYR2 51 0.009482 5614804 0.258918 Down TUBB3 50 0.010008 3112238 0.290428 Down ENO2 50 0.016186 10220232 0.2651 Down DLAT 49 0.015356 7473230 0.234102 Down VAMP1 49 0.001243 436186 0.225198 Down SYT1 48 0.013247 6304394 0.254242 Down CSNK2B 48 0.011334 8822638 0.267877 Down SMN1 47 0.01445 11032158 0.26374 Down HLA-DRB1 46 0.013564 5885448 0.26165 Down GNL1 46 0.011154 5806374 0.225625 Down NAPB 45 7.12E-04 252222 0.216141 Down ATP6V1E1 41 0.006263 9470862 0.236379 Down RAB3A 40 0.012805 8328118 0.246332 Down PARP2 40 0.008522 5192346 0.250013 Down GRIA3 40 0.009484 6833460 0.239861 Down HSPA14 39 0.002131 661700 0.276849 Down TEKT3 39 0.018873 10587676 0.216361 Down NRXN1 39 0.010329 4908658 0.220552 Down SCN2A 39 0.00527 3303488 0.254493 Down LAMB1 38 0.001249 1140898 0.220224 Down MYL5 38 0.00599 5912158 0.237044 Down SCN1A 37 0.003954 1562880 0.245675 Down STAT4 37 0.008984 5199728 0.262903 Down GAD2 37 0.011492 3161516 0.247555 Down NUP35 36 0.010017 4683956 0.228463 Down FCGR1A 36 0.007319 4492710 0.251999 Down DSN1 36 0.008536 5697012 0.225022 Down AP1G2 35 0.006174 3518330 0.208672 (which was not certified by peer review) is the author/funder. 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The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Down MEF2C 35 0.004675 4297274 0.255518 Down IARS1 34 0.012131 4019176 0.220005 Down EXOC1 34 0.00761 4201490 0.247605 Down RBFOX2 34 0.008396 5244808 0.245539 Down GAD1 33 0.006124 1803704 0.234473 Down VDAC3 33 0.006881 13258408 0.233286 Down DLGAP1 32 0.005186 2246220 0.237297 Down HMGCR 31 0.009995 5551748 0.241581 Down CHML 31 0.007292 4555202 0.231286 Down GOT1 31 0.008139 2743078 0.208921 Down UBLCP1 30 0.003775 2387996 0.237044 Down SCN8A 30 0.001804 1760756 0.25 Down MAP2 30 0.006918 4304670 0.268717 Down RGS4 30 0.005679 8175476 0.249949 Down UCHL1 29 0.00401 4640212 0.306693 Down PDE10A 29 0.006758 2751630 0.232719 Down SH3GL2 29 0.006272 3162582 0.267818 Down ATP1A1 29 0.004868 8285510 0.240581 Down PVALB 28 0.006348 1786680 0.249057 Down ALDH1A3 28 0.005678 1488464 0.213328 Down GEN1 28 0.007053 3690664 0.205494 Down ATP1A3 28 0.003899 5971992 0.238293 Down VTN 27 0.004554 2927376 0.237217 Down CACNA1E 26 0.004408 3042884 0.23189 Down KALRN 25 0.004496 3106758 0.241461 Down AHI1 25 0.006639 5041052 0.234844 Down RGS7 25 0.003446 1710074 0.236768 Down SYT2 25 0.001559 640028 0.226252 Down FGF9 25 0.003504 1440734 0.248033 Down NEFM 24 0.002659 1735210 0.248866 Down TTC8 24 0.00825 3037596 0.223355 Down MSH5 23 0.00746 3218116 0.234551 Down PAX5 22 0.002303 1260182 0.248058 Down ATP2B2 21 0.002769 2487270 0.243253 Down CNTNAP2 21 0.004905 1441942 0.234304 Down FASTKD2 21 0.007028 2073946 0.222106 Down ATP2B1 20 0.00219 3441182 0.235683 Down PAK3 19 1.98E-04 85320 0.243471 Down MDH1B 19 0.002601 1209440 0.212947 Down CIT 19 0.002448 2238854 0.230316 Down STMN1 19 0.004024 1948708 0.271479 Down TRIM66 19 0.002065 4729006 0.221071 Down DHX36 18 0.003066 3004952 0.221381 Down IQGAP3 17 0.002194 2262706 0.244091 Down LNX1 16 0.002705 3005710 0.235342 Down TARBP1 15 0.0038 1934228 0.227675 Down SLIT2 15 0.002991 1605730 0.233397 Down ZRANB3 14 0.002104 886186 0.222958 Down LRRC7 14 0.00111 401628 0.216812 Down PRMT8 14 0.001704 962642 0.227941 Down RBM3 12 0.001459 1452996 0.219019 Down GK 11 0.002523 902064 0.221582 Down PLK2 10 8.84E-04 290958 0.232774 Down SPAG6 10 0.003682 2041884 0.151201 Down DCLK1 9 6.22E-04 417902 0.241664 Down CDK14 9 0.001263 851908 0.22599 Down STMN2 9 0.002254 721108 0.232841 Down KCNB2 9 0.001206 802372 0.198416 Down CIP2A 7 2.24E-04 241298 0.239978 Down SYN3 4 1.46E-04 145294 0.227633 Down DMXL2 4 0.002655 1926438 0.251713 Down SLC17A6 3 0 0 0.211747 Down STXBP5L 3 0 0 0.208761 Down PLCB1 3 2.10E-05 18594 0.221502 Down ATP1B1 3 6.26E-06 15332 0.199217 Down ROBO2 3 3.54E-05 31552 0.234057 Down SYT4 2 0 0 0.208725 Down HTR5A 2 7.00E-08 84 0.180232 Down MAP1A 2 2.46E-04 133368 0.213477 Down GABRB3 2 0 0 0.198505 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Down FGF14 2 0 0 0.20453 Down CHGB 2 2.14E-04 426162 0.248651 Down RPH3A 2 0 0 0.20852 Down FGF12 2 0 0 0.214725 Down SV2C 2 0 0 0.202739 Down MCF2 2 0 0 0.20201 Down DLGAP2 2 0 0 0.197047 Down MPO 1 0 0 0.191186 Down RSPH4A 1 0 0 0.131345 Down KYAT3 1 0 0 0.172822 Down FASTKD3 1 0 0 0.181747 Down SEMA3A 1 0 0 0.205433 Down SRI 1 0 0 0.205676 Down GABRB2 1 0 0 0.189945 Down LRRTM2 1 0 0 0.180705 Down FARSB 1 0 0 0.180338 Down RAB3C 1 0 0 0.197653 Down NMNAT2 1 0 0 0.267057 Down HHIP 1 0 0 0.183467 Down CSMD3 1 0 0 0.211563 Down TRIM9 1 0 0 0.207334 Down SYTL2 1 0 0 0.197653 Down STMN4 1 0 0 0.219383 Down GLMN 1 0 0 0.242745 Down GSTA4 1 0 0 0.202437 Down RAB3B 1 0 0 0.197653 Down TRPC3 1 0 0 0.216524 Down SMN1 1 0 0 0.208707 Down SV2B 1 0 0 0.202714 Down PDP1 1 0 0 0.189701 Down VSNL1 1 0 0 0.207334 Down KAT14 1 0 0 0.21849 Down CFAP221 1 0 0 0.131345 Down GAS2 1 0 0 0.213982 Down RIMS2 1 0 0 0.197653 Down VARS2 1 0 0 0.180338 Down ZIM2 1 0 0 0.172822 Table 5 MiRNA - hub gene and TF – hub gene topology table Regulation Hub Genes Degree MicroRNA Regulation Hub Genes Degree TF Up HSP90AA1 538 hsa-mir-545-3p Up LSM2 57 PLAG1 Up FN1 439 hsa-mir-296-3p Up SMAD7 14 NFIC Up YAP1 412 hsa-mir-183-5p Up FN1 14 CREB1 Up STIP1 309 hsa-miR-23a-5p Up ZAP70 14 USF2 Up TTN 297 hsa-miR-3909 Up HSP90AA1 13 SREBF1 Up SMAD7 296 hsa-miR-3616-5p Up RRAS 12 RELA Up DNAJB1 196 hsa-mir-1976 Up DHX16 11 SRY Up ITGB5 159 hsa-miR-598-3p Up TTN 11 PDX1 Up KIT 150 hsa-miR-6736-5p Up HSPA1A 10 YY1 Up HSPA1A 140 hsa-mir-22-5p Up YAP1 9 STAT3 Up DHX16 130 hsa-miR-769-3p Up KIT 8 TFAP2A Up LSM2 102 hsa-mir-4739 Up STIP1 7 ARID3A Up RRAS 86 hsa-mir-1245b-3p Up DNAJB1 7 HINFP Up PECAM1 77 hsa-miR-148a-3p Up ITGB5 3 ELK1 Up ZAP70 9 hsa-miR-631 Up PECAM1 2 FOXC1 Down DDX39B 370 hsa-miR-548f-5p Down DDX39B 56 MEF2A Down TCERG1 334 hsa-miR-429 Down EIF5A2 10 MAX Down EIF5A2 273 hsa-mir-4521 Down CDK7 9 CEBPB Down SKP1 234 hsa-miR-4735-5p Down GTF2H4 9 POU2F2 Down PLRG1 216 hsa-miR-489-3p Down SUV39H1 9 NFYA Down MED23 185 hsa-miR-301b-3p Down TCERG1 9 FOXA1 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Down GTF2H3 183 hsa-miR-302e Down TAF9 8 NFKB1 Down SUV39H1 154 hsa-miR-4632-5p Down LRRK2 8 TEAD1 Down LRRK2 122 hsa-mir-582-3p Down SNAP25 6 SP1 Down SEC61A2 121 hsa-miR-1180-3p Down PLK4 6 HOXA5 Down TAF9 88 hsa-miR-30e-3p Down GTF2H3 6 ESR1 Down SNAP25 77 hsa-miR-153-3p Down MED23 5 EN1 Down CDK7 57 hsa-miR-1264 Down PLRG1 4 SRF Down GTF2H4 43 hsa-miR-15b-3p Down SKP1 4 FOXL1 Down H2BC15 20 hsa-miR-21-5p Down SEC61A2 4 GATA3 Fig. 1. Volcano plot of differentially expressed genes. Genes with a significant change of more than two-fold were selected. Green dot represented up regulated significant genes and red dot represented down regulated significant genes. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Fig. 2. Heat map of differentially expressed genes. Legend on the top left indicate log fold change of genes. (A1 – A39 = AD samples; B1 – B8 = Normal control samples) Fig. 3. PPI network of DEGs. Up regulated genes are marked in t green; down regulated genes are marked in red. Fig. 4. Modules selected from the PPI network. (A) The most significant module was obtained from PPI network with 37 nodes and 179 edges for up regulated genes (B) The most significant module was obtained from PPI network with 37 nodes and 179 edges for down regulated genes. Up regulated genes are marked in parrot green; down regulated genes are marked in red. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Fig. 5. Hub gene - miRNA regulatory network. The light gray color diamond nodes represent the key miRNAs; up regulated genes are marked in green; down regulated genes are marked in red. Fig. 6. Hub gene - TF regulatory network. The brown color triangle nodes represent the key TFs; up regulated genes are marked in dark green; down regulated genes are marked in dark red. (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint Fig. 7. ROC curve analyses of hub genes. A) HSP90AA1 B) FN1 C) KIT D) YAP1 E) LSM2 F) SKP1 G) EIF5A2 H) TAF9 I) DDX39B J) CDK7 (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. The copyright holder for this preprintthis version posted December 6, 2024. ; https://doi.org/10.1101/2024.12.03.626535doi: bioRxiv preprint

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