Abstract
18
Essential tremor (ET) stands as one of the most prevalent cerebellar movement 19
disorders. However, effective treatment remains elusive, largely due to a limited 20
understanding of its molecular pathology. Harmaline-induced tremor in mouse 21
is a well-established animal model for ET, while with enigmatic mechanism. The 22
aim of this study was to get insight into the molecular intricacies underlying 23
cerebellar dysfunction in harmaline-induced tremor. Combining LC-MS/MS and 24
RNA-Seq analysis, we delved into the variation of the cerebellum between 25
harmaline-induced tremor and the control ones. This comprehensive 26
investigation revealed a profile of this mouse model from mRNA and protein 27
level, highlighting 5194 correlated coding molecules, with 19 proving to be 28
significant. Further KEGG enrichment analysis identified cerebellar serotonin 29
transporter (SERT) as the key molecule in harmaline-induced tremor. The 30
(which was not certified by peer review) is the author/funder.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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
implications of this transcriptomic and proteomic exploration underscore the 31
potential therapeutic value of targeting SERT as a novel treatment approach for 32
ET. In general, our study unveils crucial insights that could pave the way for 33
molecular target identification and effective therapeutic interventions for ET. 34
35
Key Words: 36
Essential tremor, Transcriptomic sequencing, Proteomic sequencing, Serotonin 37
transporter, Therapeutic target 38
39
Introduction
40
Essential tremor (ET) is one of the most common movement disorders 1,2, 41
characterized by the rhythmic oscillation of agonist and antagonist muscle 42
groups, typically occurring at a frequency of 8 to 12 Hz3,4. The incidence of ET 43
has been reported to be around 0.9%, with a significant increase in prevalence 44
among individuals over 65 years old, reaching 4.6% 5. Drugs with established 45
efficacy include propranolol, a β-adrenergic blocker, and primidone, an 46
anticonvulsant. However, these medications are associated with side effects, 47
and their efficacy is limited, resulting in an average tremor reduction of only 48
around 50%. Consequently, there is pressing need for targeted therapies that 49
explore new biological pathways. Nevertheless, the underlying mechanisms of 50
ET remain elusive. Harmaline -induced tremor is a recognized model used to 51
screen new therapies for ET6. In laboratory animals, a tremor at a frequency of 52
8-12 Hz can be generated after intraperitoneal injection of harmaline at doses 53
ranging from 10 to 50 mg/kg, with a time latency of 3-10 minutes7. Furthermore, 54
Louis et al ., discovered elevated concentrations of harmane, another 55
compound of harmala alkaloids, in ET patients compared to controls in the 56
Faroe island 8. This suggests that β-carboline alkaloid may contribute to ET 57
development in both patients and laboratory animals. However, the exact 58
pathology underlying harmaline -induced tremor has not been conclusively 59
elucidated9. 60
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
The prevailing viewpoint suggests that harmaline can instigate abnormal 61
activation of climbing fibers (CF) within the inferior olivary nucleus (ION), 62
leading to the formation of aberrant synapses with Purkinje cells (PC) in the 63
cerebellar cortex 10. While recent findings indicate that harmaline induces a 64
burst pattern of activity in Purkinje cells, and the absence of Purkinje cell 65
neurotransmission can attenuate harmaline -induced tremor 11. This 66
underscores the crucial role of the cerebellar cortex itself, particularly the 67
Purkinje cell s, in harmaline -induced tremor. Understanding the mechanism 68
underlying harmaline -induced tremor in the cerebellum may help reveal the 69
molecular basis of ET. 70
Transcriptomic analysis has been widely recognized as an efficient method for 71
unveiling tissue -specific alterations, including gene splicing, structural 72
variations and transcription al changes12. This technique is capable of 73
uncovering variations in gene expression13. However, the significance of post-74
transcriptional modifications and protein turnover in determining protein 75
function should not be underestimated14. The unique advantage of combined 76
analyses of transcriptomics and proteomics lies in their integration, which helps 77
mitigate systematic errors associated with each method individually. In this 78
study, we employed a comprehensive approach integrating both transcriptomic 79
and proteomic analysis to thoroughly disclose the alteration in the cerebellum 80
induced by harmaline treatment. To gain deeper insights into the mechanism 81
contributing to harmaline -induced tremor in the cerebellum, we conducted a 82
comparative analysis of the cerebellums of mice treated with harmaline and 83
their control counterpart. Through the integration of transcriptomic results and 84
proteomic traits, numerous candidate genes were identified. Subsequent 85
extended biological experiments were conducted to validate the role of the 86
candidate molecule serotonin transporter ( SERT) in cerebellar PC activity 87
during harmaline-induced tremor. Thus, this study revealed a novel molecular 88
mechanism for harmaline -induced ET and screened potential therapeutic 89
targets. 90
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
91
Materials and methods
92
Tremor detection in freely moving mice 93
Tremors were recorded using a tremor detector (Medusa, bio -signal), by pre -94
implanting an electrode slice on the skull of the mice. During tremor 95
measurement, the electrode slice was connected to a transformer, enabling the 96
recording of behavioral data and transforming vibratory signals into digital 97
signals for subsequent analysis. The collected data were analyzed using a 98
preset program that employed the power spectrum density function and further 99
transformed it into frequency domains. Normalization of the spectrum data was 100
achieved through logarithmic (lg) calculation. Adult mice were administered 30 101
mg/kg harmaline (Topscience, T2792) via intraperitoneal injection (i .p.). For 102
specific treatments, mice were administered DSP -1053 (10 mg/kg), harmaline 103
(30 mg/kg) or an equal amount of saline as a control. DSP-1053 was applied to 104
mice (i.p.) 1 hour before harmaline, ensuring that the blood concentration of 105
serotonin would almost reach its peak when treated with harmaline15. The mice 106
were then sacrificed 30 min after harmaline injection. 107
108
Animals 109
The study was conducted in accordance with the approval of the Animal Ethics 110
Committee of the (Shanghai, China). Analyses were conducted on 6 -week-old 111
C57BL/6 male mice, which were subjected with harmaline and DSP -1053 112
injections, along with their control wild -type littermates (WT). The mice were 113
housed under controlled conditions of lighting (12-hour light, 12-hour dark cycle) 114
and temperature (22 ± 2°C), with unrestricted access to food and water. 30 115
minutes after injection, animals were anesthetized with isoflurane and 116
subsequently euthanized by decapitation. Cerebellar cortexes samples were 117
promptly dissected and either flash -frozen in liquid nitrogen for proteomic 118
analysis or preserved in RNALater (Beyotime, R0118) for transcriptomic 119
sequencing afterwards. 120
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
121
Experimental design 122
In the proteomic analyses, three mice were included in each group (harmaline-123
induced tremor vs WT). Cerebellar cortex samples were collected, and proteins 124
were extracted, reduced and alkylated. Subsequently, each fraction underwent 125
trypsin digestion to generate peptides. LC -MS/MS spectrometry analysis was 126
performed to identify and quantity proteins , and the resulting data were 127
subjected to the final bioinformatics analysis. For transcriptomic analyses, an 128
equal number of 3 mice were utilized in each group. Following RNA extraction 129
and verification, cDNA libraries were constructed and sequenced to obtain data 130
for the final bioinformatics analysis. 131
132
Protein extraction and digestion and protein-protein interaction analysis 133
The protein samples were dissociated by SDT buffer (4% SDS, 100 mM Tris-134
HCl!1 mM DTT!pH 7.6), and the quantity of which were determined by BCA 135
(Bio-Rad, USA). Filter-aided sample preparation (FASP) procedure was used 136
to digest protein with trypsin 16,17, then the samples were desalted by C18 137
Cartridges (Empore™ SPE Cartridges C18 , Sigma), concentrated and 138
reconstituted by formic acid. 139
The IntAct molecular interaction database ( http://www.ebi.ac.uk/intact/) and 140
STRING software (http://string-db.org/) was used to analyze the protein–protein 141
interaction (PPI) information. Cytoscape software (http://www.cytoscape.org/, 142
version 3.2.1) was then utilized for the PPI visualization. 143
144
RNA extraction and transcriptomic analysis 145
Total RNA was extracted from cerebellum cortex samples preserved in 146
RNALater using TRIzol reagent. The RNA concentration was quantified at 260 147
nm using the RNA 6000 Nanodrop on the Agilent 4150 Bioanalyzer (Agilent). 148
Afterwards, mRNAs were isolated using beads with Oligo (dT) and subjected to 149
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
random fragmentation buffer. Complementary DNAs (cDNAs) were then 150
synthesized based on the extracted mRNA and purified by AMPure XP beads. 151
The enriched cDNAs were further amplified via PCR. 152
153
Liquid chromatograph triple quadrupole mass spectrometer analysis 154
Q Exactive mass spectrometer (Thermo Scientific) was used to analyze Liquid 155
chromatograph triple quadrupole mass spectrometer (LC-MS/MS) coupled with 156
Easy nLC (Proxeon Biosystems, now Thermo Fisher Scientific) . Peptides was 157
dissolved in buffer A ( 0.1% Formic acid) loading into a a reverse phase trap 158
column (Thermo Scientific Acclaim ), the column was connected to a C18-159
reversed phase analytical column (Thermo Scientific Easy Column ). Buffer B 160
(84% acetonitrile and 0.1% Formic acid) was used to separate the peptides with 161
the rate of 300 nL/min. 162
The mass spectrometer was operated under positive ion mode , the most 163
abundant precursor ions were acquired by HCD fragmentation scanning. The 164
dynamic exclusion duration was set at 40.0 s, survey scans were acquired at a 165
resolution of 70,000 at m/z 200, and the resolution for HCD spectra was set at 166
17,500 at m/z 200, the isolation width was 2 m/z. 167
168
Bioinformatic analysis 169
GO annotation 170
NCBI BLAST+ client software were utilized to search th e differentially 171
expressed proteins sequences, after the homologous sequences were 172
identified with InterProScan, the protein sequences were mapped with gene 173
ontology (GO) terms , annotated by Blast2GO software , and subsequently 174
plotted by R scripts. 175
176
KEGG annotation 177
After completing the annotation , Kyoto Encyclopedia of Genes and Genomes 178
(KEGG) orthology was identified by KEGG database (http://geneontology.org/) 179
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
with a BLAST search, and then mapped to pathways. 180
181
Western blot 182
Fresh cerebellar cortex samples from mice were solubilized in lysis buffer 183
containing proteinase inhibitors (Thermo Fisher, A32965) and phosphatase 184
inhibitors (Thermo Fisher, 78420), After sonication and centrifugation, the 185
supernatant was combined with loading buffer (Thermo Fisher, AM8547). 186
Protein concentration was determined using the Pierce BCA Protein Assay Kit 187
(Thermo Fisher, 23225). Following sample preparation, the proteins were 188
loaded onto a 10% SDS -PAGE gel and transferred onto a PVDF membrane 189
(Millipore). The membrane was blocked with 3% BSA (BioFroxx, 4240GR100), 190
and then incubated with primary antibodies: SERT (1:1000, Abcam, ab102048) 191
and GAPDH (Thermo Fisher, A300-639A-T). After an overnight incubation with 192
the primary antibodies, the respective secondary antibodies (1:2000) were 193
applied. Signals were detected using Tanon-5200 system (Tanon). 194
195
ELISA assay 196
An ELISA kit (MM -0443M1) was used to determine the concentration of 197
serotonin in the cerebellum of harmaline-treated mice and their corresponding 198
control counterpart. The cerebellum samples were washed, sonicated , and 199
centrifuged with PBS ( pH=7.4, Sangon biotech, B548117 -0500), and the 200
resulting liquid supernatant was collected for further examination. The results 201
were measured using a multi-mode microplate reader. 202
203
Primary culture of cerebellar cortical neuron 204
At embryonic day 18 (E18), mice were anesthetized with diethyl ether. 205
Following sterilization with 75% ethyl alcohol, a midline incision was made in 206
the abdomen to expose and separate the uterus form the pregnant mice. Next, 207
fetal mouse heads were extracted and placed in a Petri plate containing 208
dissection buffer (DMEM + 5% penicillin/ streptomycin). The scalps of the fetal 209
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
mice were then cut open using sterilized scissors, and the brain tissues were 210
carefully extracted. Under an optical microscope, the cerebellum was separated 211
from the whole brain tissue, the meninges were peeled off from the surface of 212
the brain. The isolated cerebellum was placed in a 7 mL centrifuge tube with 213
digestion buffer (2 mL 0.25% trypsin + 2 mL dissection buffer). The centrifuge 214
tube was transferred to a constant -temperature and humidity incubator for 15 215
minutes, with gentle shaking every 5 minutes during incubation. After incubation, 216
excess digestion buffer was removed and 4 mL of complete culture medium 217
(DMEM + 10% FBS + 1% GlutaMAX) was added. The mix ture was then 218
homogenized with the digested brain tissue, filtered through a filter net, and the 219
resulting cell suspension was centrifuged at 1000 rpm for 5 minutes. After 220
centrifugation, the cell pellet was resuspended in 2 mL of complete culture 221
medium. After cell counting, the cell suspension was added to cell -culture 222
dishes preloaded with 2 mL of culture medium for cerebellar neurons (50% 223
complete culture medium + 50% neural selective medium (Neuralbasal + 2% 224
B27 + 1% GlutaMAX) + 2 uL T3 (20 mg/ml)). Cerebellar neurons were cultured 225
in a constant-temperature and humidity incubator. 226
227
Cell electrophysiology 228
The electrophysiological characteristics of cultured cerebellar cortical neuron s 229
were recorded using voltage clamp techniques in the whole-cell mode of patch 230
clamp at room temperature. Data acquisition and analysis were performed 231
using the patch clamp amplifier system (MultiClamp 700B) and digital analog 232
converter (Digidata 1550B and pClamp10). For the recording, glass electrodes 233
filled with filtered electrode fluid (10 mM NaCl, 5 mM KCl, 1 mM MgCl 2, 2 mM 234
CaCl2, 10 mM HEPES, 10 mM Glucose, pH 7.4, 310-320 mOsm/L) were utilized. 235
The resistance of the glass electrode, when immersed in the extracellular fluid 236
(150 mM NaCl, 5 mM KCl, 1 mM MgCl2, 2 mM CaCl2, 210 mM glucose), ranged 237
between 2 -5 M Ω. Following baseline normaliz ation, the glass electrode was 238
connected to the cultured cerebellar cortical neuron under negative pressure. 239
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Then, the cell membrane was aspirated until it broke, achieving high -pressure 240
sealing and establishing the whole-cell mode of patch clamp. 241
242
Virus injection and optical recording 243
The mouse was anesthetized with isoflurane. Then, the mouse’s head was 244
restrained in a stereotaxic instrument, and the scalp above the cerebellar region 245
was incised following fur removal. Adequate sterilization was applied, and a 246
hole was drilled in the skull. A Hamilton syringe containing the virus was inserted 247
into the mouse cerebellum with the coordinates ( relative to Bregma: AP -6.75 248
mm, ML 1.8 mm, DV -2.5 mm). A total of 300 nL of the virus, administered at a 249
rate of 0.1 uL per minute, was injected into the cortex of the mouse’s cerebellum. 250
Ten minutes after completing the injection, the syringe was gradually removed 251
at a rate of 0.05 mm per minute. Subsequently, an optogenetic fiber (Thinker 252
Tech Nanjing Biotech Co., Ltd) was implanted above the virus -injection area 253
(relative to Bregma: AP -6.75 mm, ML 1.8 mm, DV: -2 mm). Following these 254
procedures, the scalp was sutured, and the mice received appropriate post -255
operative care. Upon full recovery and viral transgene expression, the optical 256
signal of serotonin was detected using Signal-channel Fiber Photometry 257
(Thinker Tech Nanjing Biotech Co., Ltd). 258
259
Statistical analysis 260
Tissue level of serotonin system, tremor detection of mice and 261
electrophysiological parameters were evaluated using GraphPad Prism9 262
(GraphPad Software, La Jolla, CA). A two -tailed Student’s t-test was used for 263
the comparison of two groups, while one -way analysis of variance (ANOVA) 264
was used for comparisons involving more than two groups. The homogeneity 265
of variance was assessed using Brown -Forsythe and Bar tlett’s tests. All data 266
were presented as mean ± SEM (standard error of the mean), with ‘n’ 267
representing the sample number (i.e., the number of independent experiments 268
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
or cell numbers). Significant differences were denoted as *P < 0.05!**P < 0.01!269
***P < 0.001 and ****P < 0.0001. 270
271
Results
272
Rhythmic activity detection of mice induced by harmaline. 273
We established a harmaline -induced tremor model in mice following 274
established protocols from previous studies6,18,19 (Fig. 1A). Upon injection with 275
harmaline (dissolved in DMSO and diluted with saline, in vivo 30 mg/kg), mice 276
exhibited pronounced tremor s manifesting across the head, trunk , and limbs. 277
Compare to their control littermates injected with the vehicle (DMSO diluted with 278
saline), the tremor s presented in harmaline -injected mice exhibited a distinct 279
frequency range of 8 -20 Hz, initiating approximately 3 minutes after 280
intraperitoneal injection ( Fig. 1B-G). Additionally, mice subjected to harmaline 281
treatment displayed significantly higher intensity in the 8 -20 Hz range in 282
contrast with the control group ( Fig. 1H). The tremors persisted for 283
approximately 2 hours, reaching their peak at 30 minutes post -injection. 284
Subsequently, we sacrificed the model mice 30 minutes after harmaline 285
administration and separated cerebellar cortex for protein and RNA extraction. 286
287
Transcriptomic and proteomic workflow and overall characterization 288
following harmaline-induced ET model. 289
To date, no study has documented transcriptomic or proteomic changes in 290
cerebellar cortex of harmaline -administrated mice for ET model. As illustrated 291
in the schematic workflow ( Fig. 2A), we performed both transcriptomic and a 292
proteomic analysis respectively, comparing 3 mice treated with harmaline to 3 293
vehicle-treated littermates so as to unravel the transcriptomic and proteomic 294
profile changes associate with harmaline administration. For each cerebellar 295
cortex lysate sample, we performed LS-MS/MS mass spectrometry analysis in 296
triplicate. The reliability of our analysis can be pledged by the high technical 297
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
reproducibility observed in our experiments and the minimal variation in our 298
cerebellar cortex samples. Notably, for transcriptomic analysis, RNA samples 299
met all the criteria for cDNA library construction standard (all OD 260/280=2.1, 300
RINs (RNA Integrity Number) vary from 8.9 to 9.2). As for proteomic analysis, 301
all electrophoretic bands were clear and the volumes of each sample were 302
sufficient (1431.6 μg ~ 2555.6 μg). 303
304
In total, we identified 35125 genes from RNA-seq and 5661 proteins from LC-305
MS/MS. Through gene and protein difference analysis ( Fig. 2B-C), it is 306
noteworthy that in the transcriptomic analysis, 614 gene s were up-regulated, 307
18 genes were down-regulated; in comparison, 469 proteins were up-regulated, 308
271 proteins were down -regulated for proteomic analysis. However, the 309
correlation of the gene expression level between these up-regulated and down-310
regulated genes and proteins in harmaline -treated mice remain unclear at this 311
point. 312
313
Co-occurring alterations in the cerebellum of harmaline -induced ET 314
identified through integrated analysis of transcriptomics and proteomics. 315
We integrated transcriptomic and proteomic information derived from the same 316
treatment, considering genes that exhibited co -directional changes in 317
transcription and translation as the correlated ones. In this context, 5194 318
correlated genes were identified, among which 19 were deemed significant, all 319
showing upregulation ( Fig.3A). Subsequently, a clustering analysis of these 320
significant correlated genes revealed a consistent pattern of upregulation 321
across all 19 (Fig. 3B). 322
To gain insights into the functional implicat ions of those correlated genes, we 323
conducted enrichment analys is. GO enrichment analysis identified over 30 324
significant GO terms that exhibiting concordance in both omics data (Fig. 3C). 325
Notably, among these terms, proteins and genes located at the cell membrane 326
are considered to undergo most significant changes (Fig . 3D). In KEGG 327
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
enrichment, only the serotonin synapse and GABA synapse pathways stood 328
out as highly significant in both transcriptomic and proteomic analyses (Fig. 3E). 329
Specifically, two genes: serotonin transporter (SERT) and GABA transporter 330
(GAT) were identified as the most significant ones (Fig. 3F). This suggests that 331
SERT and GAT may play a significant role in harmaline-induced tremor. 332
333
The pivotal role of serotonin transporter of cerebellar cortex in harmaline-334
induced tremor. 335
To verify the potential function of SERT in harmaline -induced tremor , we 336
conducted Western Blot analysis. Using the stable mouse model of harmaline-337
induced ET, we observed an increase in SERT protein levels in the mouse 338
cerebellar cortex compared to the vehicle control group, which aligns with our 339
integrated analysis of transcriptomics and proteomics (Fig . 4A-B). However, 340
despite an upward trend, the quantification of GABA transporter (GAT) showed 341
no significant difference between the two groups (Fig . 4A-C), indicating that 342
SERT may play a more crucial role in harmaline-induced tremor. 343
To further investigate the relationship between SERT and serotonin (5-HT), we 344
utilized Enzyme-Linked Immunosorbent Assay (ELISA) and found a significant 345
down-regulation of 5-HT in the cerebellum during harmaline -induced tremor 346
(Fig. 4D). We then locally expressed genetic sensor of 5-HT in the cerebellar 347
cortex by AAV to continuously monitor the fluctuation of 5-HT with high temporal 348
and spatial resolution (Fig. 4E). The results revealed that within 30 minutes of 349
harmaline administration (intraperitoneal), the content of 5-HT declined with 350
fluctuations (Fig. 4E, G), confirming the ELISA findings. This suggests that the 351
down-regulation of 5-HT may be one of the consequences of the increase in 352
SERT. 353
354
Targeted inhibition of SERT reverses the excitability and tremor induced 355
by harmaline. 356
To functionally elucidate the role of SERT in harmaline -induced tremor, we 357
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
conducted behavioral experiments in mice by inhibiting SERT. The mice were 358
pre-injected with DSP -1053, an inhibitor of SERT, one hour before harmaline 359
administration (Fig . 5A). Remarkably, w ith DSP -1053 pre -treatment, the 360
harmaline-induced tremors were significantly attenuated in mice ( Fig. 5B-D). 361
These results emphasize the critical role of SERT in harmaline-induced tremor. 362
To further investigate the potential mechanism of harmaline-induced tremor and 363
targeted inhibition of SERT , we conducted electrophysiology experiments on 364
cultured primary cerebellar cortical neurons. Using the whole-cell patch clamp 365
technique, we observed that harmaline perfusion enhance d the activity of 366
Purkinje cells (PCs) by increasing spike firing, both in amplitude and frequency 367
(Fig. 5H-L), confirming the impact of harmaline on PC activity. Importantly, pre-368
perfusion with DSP -1053 significantly reverse d the effect of harmaline, 369
highlighting the involvement of SERT in harmaline-enhanced cerebellar activity 370
(Fig. 5H-L). These results demonstrated that SERT plays a pivotal role in 371
harmaline-induced tremor by affecting PC excitability. 372
373
Discussion
374
The mounting evidence implicates alterations in cerebellum in ET. Postmortem 375
examinations of ET patients have revealed characteristic neuropathological 376
changes, including torpedo-shaped swelling of neuronal branches 20 and 377
decreased density in Purkinje cells21 , as well as changes in hairy baskets for 378
basket cells22, among others. In laboratory animals, harmaline-induced tremor 379
serves as a recognized model for studying ET, providing a valuable tool for 380
qualitatively assessing the effectiveness of pharmaceutical interventions. 381
However, the potential mechanisms underlying harmaline -induced tremor 382
remain largely unknown. 383
Our approach, which combines proteomic and transcriptomic sequencing 384
technologies, introduces a novel dimension to elucidating gene signatures by 385
reducing the false discovery rates inherent in individual technologies and 386
utilizing a more precise bioinformatics infrastructure23,24. Within our dataset, we 387
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
observed significant up -regulation of 19 genes along with their associated 388
proteins. Through KEGG pathway analysis , we identified two specific genes, 389
GAT and SERT. However, our Western blot results revealed a disparity between 390
the two. Unlike SERT, the quantity of GAT did not show a significant increase 391
after harmaline treatment. This discrepancy may be attributed to the lower 392
precision of WB, as it only reflects proteins with marked variations at the protein 393
level. 394
SERT, a component of the serotonin system , is known for its involvement in 395
various neuropsychiatric disorders, including depression, bipolar disorder, 396
anxiety, and neurodegenerative conditions25. The structural similarity between 397
β-carboline alkaloid and serotonin has been reported 26. However, the role of 398
serotonin system in harmaline -induced tremor, particularly in olivocerebellar 399
function, remains a highly debated topic27-30 , with limited research highlighting 400
its role in ET. Our research group made a pioneering discovery by revealing a 401
conspicuous up-regulation of SERT in harmaline-induced tremor, suggesting its 402
potential as a key regulatory factor in this context. 403
To strengthen the validity of our findings, we employed multiple experimental 404
Methods
including WB, ELISA, and optical fiber recording. The collective results 405
consistently confirmed that harmaline induces the up -regulation of SERT, 406
leading to an increase in serotonin uptake and subsequently causing a 407
decrease in cerebellar serotonin levels. Furthermore, we conducted 408
electrophysiological assessments on cultured primary cerebellar cortical 409
neurons and observed tremors in mice. These experiments demonstrated that 410
the excitability of neurons and harmaline -induced tremors can be significantly 411
suppressed. This further validated the critical role of SERT in harmaline -412
induced tremor. To provide additional support for this conclusion, we utilized 413
DSP-1053, an inhibitor of SERT, and observed its effect on tremor suppression. 414
The application of DSP -1053 further confirmed the involvement of SERT in 415
harmaline-induced tremor. 416
Our findings align closely with previous studies that have suggested the 417
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
potential effectiveness of serotonergic agonist, such as trazodone , in 418
ameliorating ET31-34. While significant improvements were observed in only two 419
small clinical trials (involving 2 patients32 in one study and 5 out of 6 patients33 420
in another), our results make a contribution to the increasing body of evidence 421
supporting the involvement of the serotonin system in ET. These collective 422
findings emphasize the potential relevance of targeting the serotonin system as 423
a therapeutic approach for ET. 424
Nonetheless, some published articles have presented contrasting views. For 425
instance, citalopram, a selective serotonin reuptake inhibitor, has been reported 426
to augment harmaline-induced tremor35. Additionally, after harmaline injection, 427
elevated level of 5 -HT level was observed in striatum, cortex, hypothalamus, 428
hippocampus 36,37 and brainstem35. Furthermore, sertraline escitalopram, one 429
of the SSRI, was implicated in inducing movement disorders, including dystonia, 430
akathisia, parkinsonian symptoms in a 38-year-old male patient38. 431
Several factors may contribute to the discrepancies noted above. Firstly, 432
previous studies did not specifically focus on serotonin level in the cerebellar 433
cortex, where our findings revealed a decline in 5 -HT. Moreover, the observed 434
augmentation in climbing fiber reuptake of 5 -HT matches with the elevation of 435
5-HT in brainstem. Additionally, citalopram exihibits low affinity for various 436
receptors35, including SERT, dopamine receptors and monoamine oxidase 437
inhibitor receptors. As the citalopram dosage rise, the inhibition of these 438
receptors could contribute to the augmentation of tremors. Conversely, it is 439
theorized that SSRI may lead to a further reduction of serotonergic activity in 440
brainstem, enhancing glucose metabolism and adenosine, eventually bringing 441
about tremors35. 442
443
Conclusion
and perspective 444
The current study employed transcriptomic and proteomic analysis to elucidate 445
alterations within cerebellar cortex following harmaline treatment in mice. Our 446
findings confirm the up -regulation of SERT, a component of the serotonin 447
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
system, in harmaline-induced tremor. This highlights a potential role for SERT 448
in the pathogenesis of ET, offering a novel research strategy and identifying a 449
potential molecular target for further investigation. Moving forward, several 450
avenues for further research are suggested. Firstly, it is crucial to demonstrate 451
the molecular pathway of SERT in the pathophysiology of ET. Secondly, 452
exploring the potential of 5 -HT in peripheral blood as an auxiliary indicator for 453
the diagnosis of ET could enhance diagnostic approach. In addition, 454
considering the widespread use of 5 -HT reuptake inhibitors in depression, a 455
similar therapeutic targeting SERT could be investigated for its applicability in 456
ET treatment. 457
458
Conflict of interest 459
The authors claim that there are no conflicts of interest. 460
461
Acknowledgements
462
We thank Dr. Jun Zhou (Ruijin Hospital) for advice and help in English writing. 463
This work was supported by grants from 1. the National Natural Science 464
Foundation of China (82171239, 82371248); 2. Shanghai Jiao Tong University 465
School of Medicine physician-scientist program. 466
467
Reference
468
1. Louis ED. Essential tremor. Lancet Neurology 2005; 4(2): 100-10. 469
2. Louis ED. Essential tremor. New England Journal of Medicine 2001; 345(12): 887-91. 470
3. Zesiewicz TA, Elble R, Louis ED, et al. Practice parameter: Therapies for essential tremor - 471
Report of the quality standards subcommittee of the American Academy of Neurology. Neurology 472
2005; 64(12): 2008-20. 473
4. Elias WJ, Huss D, Voss T, et al. A Pilot Study of Focused Ultrasound Thalamotomy for Essential 474
Tremor. New England Journal of Medicine 2013; 369(7): 640-8. 475
5. Louis ED, Ferreira JJ. How Common Is the Most Common Adult Movement Disorder? Update 476
on the Worldwide Prevalence of Essential Tremor. Movement Disorders 2010; 25(5): 534-41. 477
6. Miwa H. Rodent models of tremor. Cerebellum 2007; 6(1): 66-72. 478
7. Handforth A. Harmaline tremor: underlying mechanisms in a potential animal model of 479
essential tremor. Tremor Other Hyperkinet Mov (N Y) 2012; 2. 480
8. Louis ED, Eliasen EH, Ferrer M, et al. Blood Harmane (1-Methyl-9H-Pyrido 3,4-b indole) and 481
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Mercury in Essential Tremor: A Population-Based, Environmental Epidemiology Study in the Faroe 482
Islands. Neuroepidemiology 2020; 54(3): 272-80. 483
9. Kosmowska B, Wardas J. The Pathophysiology and Treatment of Essential Tremor: The Role 484
of Adenosine and Dopamine Receptors in Animal Models. Biomolecules 2021; 11(12). 485
10. Brown AM, White JJ, van der Heijden ME, Zhou J, Lin T, Sillitoe RV. Purkinje cell misfiring 486
generates high-amplitude action tremors that are corrected by cerebellar deep brain stimulation. 487
eLife 2020; 9: e51928. 488
11. Brown AM, White JJ, van der Heijden ME, Zhou J, Lin T, Sillitoe RV. Purkinje cell misfiring 489
generates high-amplitude action tremors that are corrected by cerebellar deep brain stimulation. 490
Elife 2020; 9. 491
12. Trapnell C, Williams BA, Pertea G, et al. Transcript assembly and quantification by RNA -Seq 492
reveals unannotated transcripts and isoform switching during cell differentiation. Nature 493
Biotechnology 2010; 28(5): 511-U174. 494
13. Su AI, Wiltshire T, Batalov S, et al. A gene atlas of the mouse and human protein -encoding 495
transcriptomes. Proceedings of the National Academy of Sciences of the United States of America 496
2004; 101(16): 6062-7. 497
14. Vogel C, Marcotte EM. Insights into the regulation of protein abundance from proteomic and 498
transcriptomic analyses. Nature Reviews Genetics 2012; 13(4): 227-32. 499
15. Yoshinaga H, Nishida T, Sasaki I, et al. Discovery of DSP -1053, a novel benzylpiperidine 500
derivative with potent serotonin transporter inhibitory activity and partial 5 -HT1A receptor 501
agonistic activity. Bioorganic & Medicinal Chemistry 2018; 26(8): 1614-27. 502
16. Wisniewski JR. Filter Aided Sample Preparation - A tutorial. Analytica Chimica Acta 2019; 1090: 503
23-30. 504
17. Wisniewski JR, Zougman A, Nagaraj N, Mann M. Universal sample preparation method for 505
proteome analysis. Nature Methods 2009; 6(5): 359-U60. 506
18. Wilms H, Sievers J, Deuschl G. Animal models of tremor. Movement Disorders 1999; 14(4): 507
557-71. 508
19. Martin FC, Le AT, Handforth A. Harmaline-induced tremor as a potential preclinical screening 509
Method
for essential tremor medications. Movement Disorders 2005; 20(3): 298-305. 510
20. Louis ED, Faust PL, Vonsattel JPG, et al. Neuropathological changes in essential tremor: 33 511
cases compared with 21 controls. Brain 2007; 130: 3297-307. 512
21. Axelrad JE, Louis ED, Honig LS, et al. Reduced Purkinje cell number in essential tremor. 513
Archives of Neurology 2008; 65(1): 101-7. 514
22. Louis ED. Essential tremor: evolving clinicopathological concepts in an era of intensive post-515
mortem enquiry. Lancet Neurology 2010; 9(6): 613-22. 516
23. Qie J, Liu Y, Wang Y, et al. Integrated proteomic and transcriptomic landscape of 517
macrophages in mouse tissues. Nature communications 2022; 13(1): 7389. 518
24. Nesvizhskii AI. Proteogenomics: concepts, applications and computational strategies. Nature 519
Methods
2014; 11(11): 1114-25. 520
25. Heils A, Teufel A, Petri S, et al. Allelic variation of human serotonin transporter gene 521
expression. Journal of Neurochemistry 1996; 66(6): 2621-4. 522
26. Hamid HA, Ramli ANM, Yusoff MM. Indole Alkaloids from Plants as Potential Leads for 523
Antidepressant Drugs: A Mini Review. Frontiers in Pharmacology 2017; 8. 524
27. Shen HW, Jiang XL, Winter JC, Yu AM. Psychedelic 5 -Methoxy-N,N-Dimethyltryptamine: 525
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Metabolism, Pharmacokinetics, Drug Interactions, and Pharmacological Actions. Current Drug 526
Metabolism 2010; 11(8): 659-66. 527
28. McIsaac WM, Khairallah PA, Page IH. 10 -METHOXYHARMALAN, A POTENT SEROTONIN 528
ANTAGONIST WHICH AFFECTS CONDITIONED BEHAVIOR. Science 1961; 134(348): 674-&. 529
29. Beaszarate C, Moralesvillagran A, Tapiaarizmendi G, Feriavelasco A. EFFECT OF 3 -530
ACETYLPYRIDINE ON SEROTONIN UPTAKE AND RELEASE FROM RAT CEREBELLAR SLICES. 531
European Journal of Pharmacology 1991; 198(1): 7-14. 532
30. Sugihara I, Lang EJ, Llinas R. SEROTONIN MODULATION OF INFERIOR OLIVARY 533
OSCILLATIONS AND SYNCHRONICITY - A MULTIPLE -ELECTRODE STUDY IN THE RAT 534
CEREBELLUM. European Journal of Neuroscience 1995; 7(4): 521-34. 535
31. Marin-Lahoz J, Gironell A. Linking Essential Tremor to the Cerebellum: Neurochemical 536
Evidence. Cerebellum 2016; 15(3): 243-52. 537
32. McLeod NA, White LE, Jr. Trazodone in essential tremor. Jama 1986; 256(19): 2675-6. 538
33. Sanson F, Schergna E, Semenzato D, et al. Therapeutic effects of trazodone in the treatment 539
of tremor. Multicentric double-blind study. Rivista di neurologia 1986; 56(6): 358-64. 540
34. Koller WC. Tradozone in essential tremor. Probe of serotoninergic mechanisms. Clinical 541
neuropharmacology 1989; 12(2): 134-7. 542
35. Arshaduddin M, Al Kadasah S, Biary N, Al Deeb S, Al Moutaery K, Tariq M. Citalopram, a 543
selective serotonin reuptake inhibitor augments harmaline -induced tremor in rats. Behavioural 544
Brain Research 2004; 153(1): 15-20. 545
36. Abdel-Fattah AF, Matsumoto K, Murakami Y, Adel -Khalek Gammaz H, Mohamed MF, 546
Watanabe H. Central serotonin level -dependent changes in body temperature following 547
administration of tryptophan to pargyline- and harmaline-pretreated rats. Gen Pharmacol 1997; 548
28(3): 405-9. 549
37. Abdel-Fattah AF, Matsumoto K, Murakami Y, El -Hady KA, Mohamed MF, Watanabe H. 550
Facilitatory and inhibitory effects of harmaline on the tryptophan -induced 5-hydroxytryptamine 551
syndrome and body temperature changes in pargyline -pretreated rats. Jpn J Pharmacol 1996; 552
72(1): 39-47. 553
38. Ozalp E, Soygur H, Cankurtaran ES, et al. Sertraline, escitalopram and tianeptine related 554
abnormal movements but not with bupropion: A case report. Progress in Neuro -555
Psychopharmacology & Biological Psychiatry 2006; 30(7): 1337-9. 556
557
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Fig 1. Establishment and phenotypic characterization of the Harmaline -
induced mouse tremor model. (A) Schematic paradigm for detection of
harmaline-induced essential tremor. ( B-C) Representative s pectrograph
calculated from 30 -minute tremor measurements based on head vibration
respectively in control group ( B) and harmaline -exposure group ( C). ( D-E)
Representative raw data of weight measurement using tremor detector based
on head vibration in control group (D) and harmaline-exposure group (E). (F-G)
Averaged power spectrum from data in (B) and (C). n = 8 for control group (F)
and n = 3 for harmaline-exposure group (G). (H) Comparison of averaged peak
power from 8 to 20 Hz between control (n = 8) and harmaline-exposure (n = 3)
group. Data presented as mean ± SEM , Ctrl, -59.34 ± 0.3005; Harmaline, -
45.43 ± 0.6715. ****P < 0.0001, two-tailed Students’ t-test.
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Fig 2. Transcriptomic and proteomic workflow and preliminary screening
of candidate genes involved in harmaline -ET. (A) Schematic workflow of
RNA-seq and LC-MS/MS and joint bioinformatic analysis based on mouse
cerebellar cortex. After vehicle or harmaline treatment, mouse cerebellar
cortexes were dissected, followed by independent mass spectrometry and bulk
RNA-Seq and combined analysis. ( B) 5661 proteins were identified from
proteomic analysis, including 469 up -regulated proteins and 271 down -
regulated proteins. (C) 35125 genes were identified in transcriptomic analysis,
including 614 up-regulated genes and 18 down-regulated 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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Fig 3. Integrated informatic analysis based on transcriptomic and
proteomic data. (A) Integrated analysis revealed 5194 correlated genes with
19 significant upregulation. (B) The profile and expression richness of 19 genes
based on clustering analysis . (C) GO analysis of e nrichment correlation
between proteome and transcriptome. (D) Combined GO analysis of
enrichment correlation between proteome and transcriptome. ( E) Combined
KEGG analysis of enrichment correlation between proteome and transcriptome.
(F) KEGG analysis of enrichment correlation between proteome and
transcriptome.
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Fig 4. Regulation of SERT expression and 5 -HT content in harmaline -
induced tremor. (A-C) Representative blots (A) and quantification of SERT (B)
and GAT (C) from cerebellar cortex in mice following vehicle or harmaline
treatment as indicated. GAPDH was used as a cytoplasmic protein control. The
protein level presented as mean ± SEM. For GAT, P = 0.1039, no significance
between two groups (ctrl, 0.4331±0.0473; harmaline, 0.5471±0.268). For SERT,
**P < 0.01 ( ctrl, 0.7003±0.0192; harmaline, 1.008±0.426). 3 independent
experiments. (D) ELISA quantification of 5 -HT content in mouse cerebellar
cortex 30 minutes after vehicle/harmaline treatment. Based on the standard
curve, the 5-HT concentration: ctrl, 0.3378±0.0047; harmaline, 0.3152±0.0016.
**P < 0.01. 3 independent experiments. (E) Schematic diagram for 5-HT sensor
transfection and fiber photometry. ( F) Quantification analysis of 5 -HT sensor
fluorescent fluctuation following harmaline treatment. n = 4 mice. (G)
Representative heatmap of time-lapse recording of 5-HT sensor fluorescence.
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Fig 5. The cellular and molecular mechanisms underlying harmaline -
induce tremor. (A) Schematic paradigm for behavioral experiments targeting
SERT inhibition. (B) Representative raw data of head vibration using tremor
detector in vehicle, harmaline with or without DSP-1053 treatment group. (C-D)
Averaged power spectrum from data in ( B). n = 8 for control group , n = 3 for
harmaline-exposure group and n =3 for harmaline with DSP -1053 group. (D)
Comparison of averaged peak power from 8 to 20 Hz among control (n = 8) ,
harmaline (n = 3) and harmaline with DSP -1053 group. Data presented as
mean ± SEM, Ctrl, -48 ± 0.4252; Harmaline, -39.82 ± 0.6153; Harmaline+DSP-
1053, -58.6±0.2877. ****P < 0.0001, one-way ANOVA. (E-G) Representative
spectrograph calculated from 30-minute tremor measurements based on head
vibration respectively in control group , harmaline group and harmaline+DSP-
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
1053 group . (H) Representative traces of spontaneous postsynaptic current
(sPSC) on cultured primary cerebellar neurons at DIV10. ( I-J) Amplitude
quantification of sPSC. (K-L) Frequency quantification of sPSC. n = 4 cells. *P
< 0.05, **P < 0.01, ***P < 0.001, one-way ANOVA.
(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 March 20, 2024. ; https://doi.org/10.1101/2024.03.18.585649doi: bioRxiv preprint
Text is read by the "Ask this paper" AI Q&A widget below.
Extraction quality varies by source — PMC NXML preserves structure
cleanly, OA-HTML may include some navigation residue, and OA-PDF can
have broken hyphenation. The publisher copy
(via DOI)
is the canonical version.