bioRxivSystems BiologyPreprint
EndoTwin-W: glycodelin-A and CA-125 as non-invasive biomarkers of endometrial receptivity derived from a multiscale computational digital twin
- Citations
- 0
Abstract
Endometrial receptivity assessment currently requires an invasive tissue biopsy, yet recent randomized trials have called into question the clinical utility of biopsy-based approaches. Here we present EndoTwin-W, a four-layer mechanistic computational model that simulates human endometrial remodeling from hormone inputs through receptor binding, pathway scoring, and continuous-time Markov chain cell-state transitions across 17 cell states. Transition rates were optimized against scRNA-seq and microarray data, then validated by 5-fold cross-validation on an independent bulk RNA-seq cohort (n=236 biopsies), achieving significant correlations for 16 of 17 cell states (mean Spearman r = 0.505) with benchmark dominance over three null models for 13 of 17 states. The model identifies glycodelin-A (PAEP) and CA-125 (MUC16) as mechanistically grounded candidate circulating biomarkers capturing two principal receptivity failure modes: inadequate decidualization and excessive inflammation. Hill-function prediction of serum glycodelin-A shows strong rank-order calibration (Spearman rho = 0.833, p = 0.010). Cross-condition held-out validation against 9 independent datasets (244 samples) achieves significant concordance in 5 of 9 datasets (median rho = 0.435). A cross-dataset receptivity index analysis across 18 GEO datasets (21 comparisons) demonstrates mean AUC = 0.599 with correct direction in 76% of analyses, including significant RNA-seq validation (AUC = 0.770, p = 0.003). The divergence between predicted and measured biomarker values defines a Progesterone Resistance Score quantifying decidualization deficit and inflammation burden. EndoTwin-W provides a mechanistic framework and candidate blood-based biomarkers for receptivity assessment; prospective paired serum-tissue validation is required before clinical use. An open research version of EndoTwin-W is available at https://endotwin-w.com (mirror: https://endotwinw.com).
- organism: human
- assay: scRNA-seq
- assay: bulk RNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Targeted gene expression profiling for accurate endometrial receptivity testing
Alvin Meltsov, Merli Saare, … Priit Palta·Scientific ReportsPeer-reviewed·Aug 26, 2023
- Human receptive endometrial assembloid for deciphering the implantation window
- Dynamic Changes in Endometrial Folding and Secretory Activity Across the Menstrual Cycle
Jessica Garcia de Paredes, Anat Chemerinski, … Ripla Arora·bioRxiv·Sep 28, 2026
- Prognostic Significance of preoperative serum CA125, CA19-9, CA72-4, CEA, and AFP in Patients with Endometrial cancer
Z.-h. Wang, Y.-z. Zhang, … X.-x. Ma·bioRxiv·Jan 23, 2024
- Metabolomic signatures support the diagnostics of peritoneal endometriosis using generalised linear models.
Alexander Cecil, Katja Vouk, … Tea Lanišnik Rižner·bioRxiv·Jul 7, 2026
- Human Endometrial Transcriptome and Progesterone Receptor Cistrome Reveal Important Pathways and Epithelial Regulators
Alicia Chi, Tianyuan Wang, … Francesco John DeMayo·The Journal of Clinical Endocrinology & MetabolismPeer-reviewed·Oct 29, 2019