Frontiers in Endocrinology · 2024 · 14 citations · 31 references
MedicineEndocrinologyGeneticsDiabetologyMitochondrial BiologyMitochondrial GeneticsDiabetes MellitusGenome-wide Association StudiesInsulin ResistanceMitochondrial DiseaseMitochondrial DysfunctionCausal Effects Of Genetic VariantsCausal Variant PrioritizationColocalization AnalysisHorizontal PleiotropyPleiotropyPleiotropy AnalysisType 2 Diabetes Mellitus PathogenesisType 2 Diabetes Susceptibility
Background Mitochondrial dysfunction plays a crucial role in Type 2 Diabetes Mellitus (T2DM) and its complications. However, the genetic pathophysiology remains under investigation. Through multi-omics Mendelian Randomization (MR) and colocalization analyses, we identified mitochondrial-related genes causally linked with T2DM and its complications. Methods Summary-level quantitative trait loci data at methylation, RNA, and protein levels were retrieved from European cohort studies. GWAS summary statistics for T2DM and its complications were collected from the DIAGRAM and FinnGen consortiums, respectively. Summary-data-based MR was utilized to estimate the causal effects. The heterogeneity in dependent instrument test assessed horizontal pleiotropy, while colocalization analysis determined whether genes and diseases share the same causal variant. Enrichment analysis, drug target analysis, and phenome-wide MR were conducted to further explore the biological functions, potential drugs, and causal associations with other diseases. Results Integrating evidence from multi-omics, we identified 18 causal mitochondrial-related genes. Enrichment analysis revealed they were not only related to nutrient metabolisms but also to the processes like mitophagy, autophagy, and apoptosis. Among these genes, Tu translation elongation factor mitochondrial ( TUFM ), 3-hydroxyisobutyryl-CoA hydrolase ( HIBCH ), and iron-sulfur cluster assembly 2 ( ISCA2 ) were identified as Tier 1 genes, showing causal links with T2DM and strong colocalization evidence. TUFM and ISCA2 were causally associated with an increased risk of T2DM, while HIBCH showed an inverse causal relationship. The causal associations and colocalization effects for TUFM and HIBCH were validated in specific tissues. TUFM was also found to be a risk factor for microvascular complications in T2DM patients including retinopathy, nephropathy, and neuropathy. Furthermore, drug target analysis and phenome-wide MR underscored their significance as potential therapeutic targets. Conclusions This study identified 18 mitochondrial-related genes causally associated with T2DM at multi-omics levels, enhancing the understanding of mitochondrial dysfunction in T2DM and its complications. TUFM , HIBCH , and ISCA2 emerge as potential therapeutic targets for T2DM and its complications.
31
clusterProfiler 4.0: A universal enrichment tool for interpreting omics data
Tianzhi Wu, Erqiang Hu, Shuangbin Xu et al. · The Innovation · 2021 · 12.7K citations · Full text
The GTEx Consortium atlas of genetic regulatory effects across human tissues
François Aguet, Shankara Anand, Kristin Ardlie et al. · Science · 2020 · 5.8K citations · Full text
FinnGen provides genetic insights from a well-phenotyped isolated population
Mitja Kurki, Juha Karjalainen, Priit Palta et al. · Nature · 2023 · 4.1K citations · Full text
Integration of summary data from GWAS and eQTL studies predicts complex trait gene targets
Zhihong Zhu, Futao Zhang, Han Hu et al. · Nature Genetics · 2016 · 3.5K citations