PLoS ONEGenetic & Genomic MedicinePeer-reviewed journal article
Genome-wide Discovery for Diabetes-Dependent Triglycerides-Associated Loci
Margaret Sunitha SelvarajiD, Kaavya ParuchuriiD, Sara HaidermotaiD, Rachel C. BernardoiD, Stephen S. RichiD, Gina Marie PelosoiD, Pradeep NatarajaniD
Abstract
We aimed to discover loci associated with triglyceride (TG) levels in the context of type 2 diabetes (T2D). We conducted a genome-wide association study (GWAS) in 424,120 genotyped participants of the UK Biobank (UKB) with T2D status and TG levels. We stratified the cohort based on T2D status and conducted association analyses of TG levels for genetic variants with minor allele count (MAC) at least 20 in each stratum. Effect differences of genetic variants by T2D status were determined by Cochrans Q-test and we validated the significantly associated variants in the Mass General Brigham Biobank (MGBB). Among 21,176 T2D and 402,944 non-T2D samples from UKB, stratified GWAS identified 19 and 315 genomic risk loci significantly associated with TG levels, respectively. Only chr6p21.32 exhibited genome-wide significant heterogeneity (I2=98.4%; pheterogeneity=2.1x10-15), with log(TG) effect estimates of -0.066 (95%CI: - 0.082, -0.050) and 0.002 (95%CI: -0.002, 0.006) for T2D and non-T2D, respectively. The lead variant rs9274619:A (allele frequency 0.095) is located 2Kb upstream of the HLA-DQB1 gene. We replicated this finding among 25,137 participants (6,951 T2D cases) of MGBB (pheterogeneity=9.5x10-3). Phenome-wide interaction association analyses showed that the lead variant was strongly associated with a concomitant diagnosis of type 1 diabetes (T1D) as well as diabetes-associated complications. In conclusion, we identified an intergenic variant near HLA-DQB1 significantly associates with decreased triglycerides only among those with T2D and highlights an immune overlap with T1D.
- organism: human
- assay: GWAS summary statistics
- research focus: GWAS / association mapping
- approach: statistical model
- Citations
- 11
- FWCI
- 1.51
- Field percentile
- top 18%
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
- Type-2 diabetes with low LDL-C: genetic insights into a unique phenotype
Yann C. Klimentidis, Amit Arora, … Alexis C. Wood·bioRxiv·Nov 13, 2019
- Genetic association of T1D stratified by HLA DR3 and DR4 status reveals heterogeneity in pathways of progression to T1D
Amber M Luckett, Carolyn McGrail, … Kyle J. Gaulton·medRxiv·Aug 13, 2025
- Time-to-Event Genome-Wide Association Study for Incident Cardiovascular Disease in People with Type 2 Diabetes Mellitus
Soo Heon Kwak, Ryan B. Hernandez-Cancela, … James B. Meigs·Diabetes CarePeer-reviewed·Apr 23, 2024
- Identification of type 2 diabetes loci in 433,540 East Asian individuals
Cassandra Nichole Spracklen, Momoko Horikoshi, … Kyong Soo Park·NaturePeer-reviewed·May 6, 2020
- Independent Genetic Effects of Glucagon-like Peptide-1 Receptor Locus on Body Mass Index and Type 2 Diabetes
Chang Liu, Qin Hui, … Yan V. Sun·medRxiv·Apr 13, 2026
- Multi-omics Integration with GWAS Unveils Molecular Mechanistic Insights for Type 2 Diabetes
Malak Abbas, Huishi Toh, … Amadou Gaye·bioRxiv·Nov 21, 2025