ArticleBMC genomics2011
Bimodal distribution of RNA expression levels in human skeletal muscle tissue.
Article in BMC genomics, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 3 of them syntheses that pooled it.
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Who cites it
26 citing papers in PubMed, 3 syntheses or guidelines pooled it, 43 citations in OpenAlex.
- Assessing the Role of 98 Established Loci for BMI in American Indians.Obesity (Silver Spring, Md.) · 2019Pooled it
- Identification of 15 new psoriasis susceptibility loci highlights the role of innate immunity.Nature genetics · 2012Pooled it
- Genome-wide association for abdominal subcutaneous and visceral adipose reveals a novel locus for visceral fat in women.PLoS genetics · 2012Pooled it
- Bimodality in pan-cancer proteomics reveals new opportunities for biomarker discovery.Genome biology · 2026Article
- Switch-like gene expression modulates disease risk.Nature communications · 2025Article
- Pleiotropic Effects of an eQTL in the CELSR2/PSRC1/SORT1 Cluster That Associates With LDL-C and Resting Metabolic Rate.The Journal of clinical endocrinology and metabolism · 2025Article
- Energy landscape analysis based on the Ising model: Tutorial review.PLOS complex systems · 2025Article
- CDK4-E2F3 signals enhance oxidative skeletal muscle fiber numbers and function to affect myogenesis and metabolism.The Journal of clinical investigation · 2023Article
- Functional variants in cytochrome b5 type A (CYB5A) are enriched in Southwest American Indian individuals and associate with obesity.Obesity (Silver Spring, Md.) · 2022Article
- An integrated approach to identify bimodal genes associated with prognosis in câncer.Genetics and molecular biology · 2021Article
- Atg7 Knockdown Reduces Chemerin Secretion in Murine Adipocytes.The Journal of clinical endocrinology and metabolism · 2019Article
- Peptide/Receptor Co-evolution Explains the Lipolytic Function of the Neuropeptide TLQP-21.Cell reports · 2019Article
- Bimodal distribution of fasting, one and two hour post load plasma glucose in Asian Indian pregnant women without pre-gestational diabetes: Gestational age related changes.Journal of clinical & translational endocrinology · 2019Article
- Expression Quantitative Trait Loci in Equine Skeletal Muscle Reveals Heritable Variation in Metabolism and the Training Responsive Transcriptome.Frontiers in genetics · 2019Article
- DGCA: A comprehensive R package for Differential Gene Correlation Analysis.BMC systems biology · 2016Article
- A Molecular Signature of Myalgia in Myotonic Dystrophy 2.EBioMedicine · 2016Observational
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- Multi-omic measurement of mutually exclusive loss-of-function enriches for candidate synthetic lethal gene pairs.BMC genomics · 2016Article
- Overgrazing induces alterations in the hepatic proteome of sheep (Proteome science · 2016Article
- An integrative analysis reveals coordinated reprogramming of the epigenome and the transcriptome in human skeletal muscle after training.Epigenetics · 2014Article
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Authors and funding
7 authors at 1 institution in 1 country.
Funding
Abstract
backgroundMany human diseases and phenotypes are related to RNA expression, levels of which are influenced by a wide spectrum of genetic and exposure-related factors. In a large genome-wide study of muscle tissue expression, we found that some genes exhibited a bimodal distribution of RNA expression, in contrast to what is usually assumed in studies of a single healthy tissue. As bimodality has classically been considered a hallmark of genetic control, we assessed the genome-wide prevalence, cause, and association of this phenomenon with diabetes-related phenotypes in skeletal muscle tissue from 225 healthy Pima Indians using exon array expression chips.
resultsTwo independent batches of microarrays were used for bimodal assessment and comparison. Of the 17,881 genes analyzed, eight (GSTM1, HLA-DRB1, ERAP2, HLA-DRB5, MAOA, ACTN3, NR4A2, and THNSL2) were found to have bimodal expression replicated in the separate batch groups, while 24 other genes had evidence of bimodality in only one group. Some bimodally expressed genes had modest associations with pre-diabetic phenotypes, of note ACTN3 with insulin resistance. Most of the other bimodal genes have been reported to be involved with various other diseases and characteristics. Association of expression with cis genetic variation in a subset of 149 individuals found all but one of the confirmed bimodal genes and nearly half of all potential ones to be highly significant expression quantitative trait loci (eQTL). The rare prevalence of these bimodally expressed genes found after controlling for batch effects was much lower than the prevalence reported in other studies. Additional validation in data from separate muscle expression studies confirmed the low prevalence of bimodality we observed.
conclusionsWe conclude that the prevalence of bimodal gene expression is quite rare in healthy muscle tissue (<0.2%), and is much lower than limited reports from other studies. The major cause of these clearly bimodal expression patterns in homogeneous tissue appears to be cis-polymorphisms, indicating that such bimodal genes are, for the most part, eQTL. The high frequency of disease associations reported with these genes gives hope that this unique feature may identify or actually be an underlying factor responsible for disease development.
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