ArticleFrontiers in immunology2026
CCS-mediated mechanistic link between gestational diabetes mellitus and carpal tunnel syndrome: a multi-omics MR framework.
Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Carpal tunnel syndrome (CTS) is a common condition in pregnancy, yet reliable tools for identifying women at high risk-particularly those with gestational diabetes mellitus (GDM)-remain lacking. Although GDM shares metabolic features with type 2 diabetes, a recognised CTS risk factor, whether GDM itself causally increases CTS risk and through which molecular pathways has not been established. Methods: We used linkage disequilibrium score regression and two-sample Mendelian randomization across FinnGen and UK Biobank to evaluate the genetic correlation and causal effect of GDM on CTS. To identify molecular mediators, we integrated CTS GWAS with whole-blood cis-eQTLs and plasma protein QTLs using summary-data MR and Bayesian colocalization. We then characterised trait specificity through phenome-wide MR and quantified mediation effects through two-step MR. Bulk RNA-seq of CTS tissue, single-cell RNA-seq of placental cell from women with and without GDM, murine histology and immunofluorescence, and molecular docking were used to delineate downstream mechanisms and therapeutic potential. Results: GDM and CTS showed significant genetic correlation (rg = 0.219). Genetic liability to GDM causally increased CTS risk across discovery, replication, and female-only models, independent of other metabolic or pregnancy-related traits. Multi-omics integration identified CCS as the only gene supported at both eQTL and pQTL levels and revealed its strongest and most specific causal association with CTS. Mediation MR demonstrated that circulating CCS accounts for a substantial proportion of the GDM-CTS effect. Transcriptomic, single-cell, and animal analyses confirmed a CCS-high, inflamed, and collagen-rich microenvironment in CTS, whereas docking analyses indicated that CCS-centred pathways are pharmacologically tractable. Conclusion: GDM exerts a causal effect on CTS, largely mediated through CCS-driven oxidative, immune, and fibrotic pathways. CCS emerges as a promising biomarker for risk stratification and a potential therapeutic target. These findings provide a mechanistic foundation for early CTS surveillance and personalised management in women with GDM, addressing an important unmet clinical need in perinatal care.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.