ArticleClinical epigenetics2021
Skeletal muscle methylome and transcriptome integration reveals profound sex differences related to muscle function and substrate metabolism.
Article in Clinical epigenetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers, 4 of them syntheses that pooled it.
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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.
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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.
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Who cites it
31 citing papers in PubMed, 4 syntheses or guidelines pooled it, 60 citations in OpenAlex.
- Multi-ancestry whole genome sequencing analysis of lean body mass.Genome biology · 2025Pooled it
- Molecular Effects of Physical Activity and Body Composition: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2025Pooled it
- Changes in Cardiorespiratory Fitness Following Exercise Training Prescribed Relative to Traditional Intensity Anchors and Physiological Thresholds: A Systematic Review with Meta-analysis of Individual Participant Data.Sports medicine (Auckland, N.Z.) · 2025Pooled it
- Sex effects on DNA methylation affect discovery in epigenome-wide association study of schizophrenia.Molecular psychiatry · 2024Pooled it
- Multi-omics identifies promoter methylation and gene expression changes associated with human skeletal muscle atrophy.Experimental physiology · 2026Article
- Vigorous Physical Activity Mitigates Susceptibility to Obesity Associated with Risk Genotypes ofEpigenomes · 2026Article
- Skeletal muscle dysfunction in COPD: miRNAs, myokines and exercise.ERJ open research · 2026Review
- Muscle metabolic responses to a 5v5 football game in trained female football players.European journal of applied physiology · 2026Article
- Higher mitochondrial DNA methylation is associated with increased risk of stroke: a nested case-control study.Human genetics · 2026Article
- Integrated analysis of DNA methylome and transcriptome of the backfat and longissimus dorsi muscle of Chinese-European hybrid pigs.BMC genomics · 2026Article
- Skeletal muscle methylome-transcriptome disruptions during the onset and progression of colorectal cancer-induced cachexia.American journal of physiology. Cell physiology · 2026Article
- Epigenetic landscape of hormone-independent sexual dimorphism and characterization of canine XIST.Scientific reports · 2025Article
- Integrated fibre-specific methylome and proteome profiling of human skeletal muscle across males and females with fibre-type deconvolution.Skeletal muscle · 2025Article
- Sex-Specific Gene Expression Differences in Varicose Veins.Biomedicines · 2025Article
- Article
- Extensive differential gene expression and regulation by sex in human skeletal muscle.Cell genomics · 2025Article
- Sex differences in resting skeletal muscle and the acute and long-term response to endurance exercise in individuals with overweight and obesity.Molecular metabolism · 2025Article
- Sex differences in skeletal muscle metabolism in exercise and type 2 diabetes mellitus.Nature reviews. Endocrinology · 2025Review
- Genetic and metabolic insights into sexual dimorphism in the flexor carpi radialis of Asiatic toads (Bufo gargarizans) associated with amplexus behavior.BMC genomics · 2025Article
- Review
Corrections and comments
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Authors and funding
11 authors at 4 institutions in 1 country.
Funding
Abstract
Nearly all human complex traits and diseases exhibit some degree of sex differences, with epigenetics being one of the main contributing factors. Various tissues display sex differences in DNA methylation; however, this has not yet been explored in skeletal muscle, despite skeletal muscle being among the tissues with the most transcriptomic sex differences. For the first time, we investigated the effect of sex on autosomal DNA methylation in human skeletal muscle across three independent cohorts (Gene SMART, FUSION, and GSE38291) using a meta-analysis approach, totalling 369 human muscle samples (222 males and 147 females), and integrated this with known sex-biased transcriptomics. We found 10,240 differentially methylated regions (DMRs) at FDR < 0.005, 94% of which were hypomethylated in males, and gene set enrichment analysis revealed that differentially methylated genes were involved in muscle contraction and substrate metabolism. We then investigated biological factors underlying DNA methylation sex differences and found that circulating hormones were not associated with differential methylation at sex-biased DNA methylation loci; however, these sex-specific loci were enriched for binding sites of hormone-related transcription factors (with top TFs including androgen (AR), estrogen (ESR1), and glucocorticoid (NR3C1) receptors). Fibre type proportions were associated with differential methylation across the genome, as well as across 16% of sex-biased DNA methylation loci (FDR < 0.005). Integration of DNA methylomic results with transcriptomic data from the GTEx database and the FUSION cohort revealed 326 autosomal genes that display sex differences at both the epigenome and transcriptome levels. Importantly, transcriptional sex-biased genes were overrepresented among epigenetic sex-biased genes (p value = 4.6e-13), suggesting differential DNA methylation and gene expression between male and female muscle are functionally linked. Finally, we validated expression of three genes with large effect sizes (FOXO3A, ALDH1A1, and GGT7) in the Gene SMART cohort with qPCR. GGT7, involved in antioxidant metabolism, displays male-biased expression as well as lower methylation in males across the three cohorts. In conclusion, we uncovered 8420 genes that exhibit DNA methylation differences between males and females in human skeletal muscle that may modulate mechanisms controlling muscle metabolism and health.
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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 OpenQuestion graph.