Guidelines for biomarker discovery in endometrium: correcting for menstrual cycle bias reveals new genes associated with uterine disorders
article
OA: bronze
CC0
⤵ 10 in-corpus citations
Abstract
Transcriptomic approaches are increasingly used in reproductive medicine to identify candidate endometrial biomarkers. However, it is known that endometrial progression in the molecular biology of the menstrual cycle is a main factor that could affect the discovery of disorder-related genes. Therefore, the aim of this study was to systematically review current practices for considering the menstrual cycle effect and to demonstrate its bias in the identification of potential biomarkers. From the 35 studies meeting the criteria, 31.43% did not register the menstrual cycle phase. We analysed the menstrual cycle effect in 11 papers (including 12 studies) from Gene Expression Omnibus: three evaluating endometriosis, two evaluating recurrent implantation failure, one evaluating recurrent pregnancy loss, one evaluating uterine fibroids and five control studies, which collected endometrial samples throughout menstrual cycle. An average of 44.2% more genes were identified after removing menstrual cycle bias using linear models. This effect was observed even if studies were balanced in the proportion of samples collected at different endometrial stages or only in the mid-secretory phase. Our bias correction method increased the statistical power by retrieving more candidate genes than per-phase independent analyses. Thanks to this practice, we discovered 544 novel candidate genes for eutopic endometriosis, 158 genes for ectopic ovarian endometriosis and 27 genes for recurrent implantation failure. In conclusion, we demonstrate that menstrual cycle progression masks molecular biomarkers, provides new guidelines to unmask them and proposes a new classification that distinguishes between biomarkers of disorder or/and menstrual cycle progression.
My notes (saved in your browser only)
Condition tags
MeSH descriptors
Citation neighborhood
Papers in the corpus that this work cites (lower rings, blue) and that cite this one (upper rings, green). Dot size scales with the paper's in-corpus citation count — bigger dot = more influential within the endo/adeno field. Click a dot to open that paper. [ expand to 2 hops ] — adds papers reached through this work's immediate citers/citees. Heavier; up to 60 extra dots.
References (72)
- A molecular tool for menstrual cycle phase dating of endometrial samples in endometriosis transcriptome studies† via openalex
- Analysis of key candidate genes and pathways of endometriosis pathophysiology by a genomics-bioinformatics approach via openalex
- Association of Two Polymorphisms in the Peroxisome Proliferator-Acativated Receptor-γ Gene With Adenomyosis, Endometriosis, and Leiomyomata in Japanese Women via openalex
- DNA repair genes in endometriosis via openalex
- Endometrial receptivity in eutopic endometrium in patients with endometriosis: it is not affected, and let me show you why via openalex
- Endometrial receptivity in the eutopic endometrium of women with endometriosis: it is affected, and let me show you why via openalex
- Endometriosis‐associated infertility: aspects of pathophysiological mechanisms and treatment options via openalex
- Endometriosis Pathoetiology and Pathophysiology: Roles of Vitamin A, Estrogen, Immunity, Adipocytes, Gut Microbiome and Melatonergic Pathway on Mitochondria Regulation via openalex
- Endometriosis, recurrent miscarriage and implantation failure: is there an immunological link? via openalex
- Functional MicroRNA Involved in Endometriosis via openalex
- Gene Expression Analysis of Endometrium Reveals Progesterone Resistance and Candidate Susceptibility Genes in Women with Endometriosis via openalex
- Implantation failure: molecular mechanisms and clinical treatment via openalex
- Is the surgical approach beneficial to subfertile women with symptomatic extensive adenomyosis? via openalex
- Molecular Classification of Endometriosis and Disease Stage Using High-Dimensional Genomic Data via openalex
- Pathogenesis and pathophysiology of endometriosis via openalex
- Pathogenesis of endometriosis: Interaction between Endocrine and inflammatory pathways via openalex
- Progesterone and Estrogen Signaling in the Endometrium: What Goes Wrong in Endometriosis? via openalex
- Revised American Society for Reproductive Medicine classification of endometriosis: 1996 via openalex
- Transcriptional profiling of endometriosis tissues identifies genes related to organogenesis defects via openalex
- Uterine adenomyosis in the infertility clinic via openalex
- W2163315477 via openalex
- W2164002837 via openalex
- W2165583740 via openalex
- W2204640292 via openalex
- W2260691001 via openalex
- W2290195878 via openalex
- W2325674170 via openalex
- W2400783197 via openalex
- W2441569729 via openalex
- W2474747771 via openalex
- W2477008945 via openalex
- W2515052691 via openalex
- W2593345777 via openalex
- W2598378902 via openalex
- W2607899011 via openalex
- W2747531951 via openalex
- W2753371216 via openalex
- W2763505512 via openalex
- W2790395560 via openalex
- W2791681873 via openalex
- W2794521141 via openalex
- W2795837097 via openalex
- W2810370891 via openalex
- W2884641698 via openalex
- W2889357269 via openalex
- W2901752952 via openalex
- W2910025422 via openalex
- W2983166786 via openalex
- W3002417351 via openalex
- W3031105177 via openalex
- W3086909323 via openalex
- W182589694 via openalex
- W4254687493 via openalex
- W1587026990 via openalex
- W2007039255 via openalex
- W2020541351 via openalex
- W2027260347 via openalex
- W2032392978 via openalex
- W2045949302 via openalex
- W2069902854 via openalex
- W2103017472 via openalex
- W2107665951 via openalex
- W2110065044 via openalex
- W2114104545 via openalex
- W2116634113 via openalex
- W2131273916 via openalex
- W2142869543 via openalex
- W2146512944 via openalex
- W2152689989 via openalex
- W2153113454 via openalex
- W2153407128 via openalex
- W2159482845 via openalex
Cited by (10)
- Advances in the diagnosis and management of endometriosis: A comprehensive review 2025
- The composition of menstrual fluid, its applications, and recent advances to understand the endometrial environment: a narrative review 2024
- Advances in the Diagnosis and Management of Endometriosis: A Comprehensive Review 2024
- Endometrial Receptivity in Women with Endometriosis 2024
- Omics-based novel strategies in the diagnosis of endometriosis 2023
- The expression pattern of endometrial receptivity genes is desynchronized between endometrium and matched endometriomas 2022
- The mid-secretory endometrial transcriptomic landscape in endometriosis: a meta-analysis 2022
- Molecular biological profile of the endometrium in patients with endometriosis (literature review) 2022
- Breaking the ageing paradigm in endometrium: endometrial gene expression related to cilia and ageing hallmarks in women over 35 years 2022
- Transcriptomics of receptive endometrium in women with sonographic features of adenomyosis 2022
Source provenance
- europepmc
- last seen: 2026-06-04T01:30:01.192114+00:00
- openalex
- last seen: 2026-06-04T00:00:01.174412+00:00
- pubmed
- last seen: 2026-05-13T22:24:55.077982+00:00
License: CC0
· commercial use OK