Evidence map›Paper›PMID 41934611›Full record

ArticleHuman molecular genetics2026

Transcriptional mechanisms of sex-biased gene expression and their connections to disease-associated variation.

Angela G Jones, Trisha Dalapati, Guinevere G Connelly, Liuyang Wang, Benjamin H Schott, Adrianna K San Roman, Dennis C Ko

Abstract read
In one paragraph

Article in Human molecular genetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Angela G JonesDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0003-1096-8317
Trisha DalapatiDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0001-6319-5253
Guinevere G ConnellyDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0003-4861-8574
Liuyang WangDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0001-9556-2361
Benjamin H SchottDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.
Adrianna K San RomanDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0003-4511-3052
Dennis C KoDepartment of Molecular Genetics and Microbiology, School of Medicine, Duke University, 213 Research Drive, Box 3054, Durham, NC 27710, United States.ORCID 0000-0002-0113-5981

Funding

MEDICAL SCIENTIST TRAINING PROGRAMT32GM007171 · NIGMS · DUKE UNIVERSITY · PI KONTOS, CHRISTOPHER D · 1985 to 2021
$31.2M
Medical Scientist Training Program Training GrantT32GM145449 · NIGMS · DUKE UNIVERSITY · PI Christopher D Kontos · 2022 to 2026
$6.6M
HUMAN GENETIC VARIATION REGULATING SALMONELLA HOST-PATHOGEN INTERACTIONS AND DISEASE SUSCEPTIBILITYR01AI118903 · NIAID · DUKE UNIVERSITY · PI KO, DENNIS CHUN-YONE · 2015 to 2024
$4.2M
Genetic Contributors to the Impact of Sex on Heterogeneity in Flu InfectionR01AI170089 · NIAID · DUKE UNIVERSITY · PI Dennis Chun-Yone Ko · 2022 to 2026
$2.6M
Human Genetic Variation Regulating Transcriptional Response and Cellular Susceptibility to InfluenzaR21AI153812 · NIAID · DUKE UNIVERSITY · PI KO, DENNIS CHUN-YONE · 2021 to 2022
$431k
Duke Precision Genomics CenterNIAID NIH HHS R01 AI118903NIAID NIH HHS R01 AI170089NIAID NIH HHS R21 AI153812NIGMS NIH HHS T32 GM007171NIGMS NIH HHS T32 GM145449NIH HHS R01AI118903NIH HHS R01AI170089NIH HHS R01AI170089S1NIH HHS R21AI153812TriCEM Graduant Student FellowshipsWhitehead Scholar Award
6 · The paper itself

Abstract

Humans display sexual dimorphism across many traits, but little is known about underlying genetic mechanisms and impacts on disease. We utilized single-cell RNA-seq of 480 lymphoblastoid cell lines (LCLs) to identify 1200 genes with significantly sex-biased expression. While reproducibility was highest among LCL datasets, 71% were found to be sex-biased in at least one GTEx tissue, with a core dataset of 21 genes displaying sex-biased expression across all datasets and tissues examined. While 7.7% of sex-biased genes can be directly explained by differences in the number of sex chromosomes, most sex-biased genes (79%) are targets of transcription factors that display sex-biased expression. FOSL1, ZNF730, ZFX, and ZNF726 appear to make the largest contribution to this based on machine learning and linear modeling approaches, and all four of these transcription factors are regulated by the number of X chromosomes. Further, by testing the difference in genetic effect size (β) of conditionally independent expression quantitative trait loci (eQTL) identified in each sex separately, we identified 2390 sex-biased eQTL (sb-eQTL) across the genome, but evidence of replication in an independent dataset was modest. However, permutation analysis demonstrated that sb-eQTL identified using real sex was more likely to have concordant direction of effect. Further exploratory analysis revealed that these sb-eQTL are enriched in over 100 GWAS phenotypes, including many loci associated with female-biased autoimmune diseases such as multiple sclerosis. Our results demonstrate widespread genetic impacts on sexual dimorphism and identify possible mechanisms and clinical targets for sex differences in diverse diseases.

Indexed as

Gene Expression RegulationGenetic Predisposition to DiseaseQuantitative Trait LociFemaleHumansMaleSex CharacteristicsSingle-Cell Gene Expression AnalysisTranscription FactorsTranscription Factors1000 GenomesGxE interactionH2AXrs7117261scHi-HOST

Identifiers

PMID41934611
PMCPMC13050152

What Socratic holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.