Nishino Kirsten, Kitzman Jacob O, Parker Stephen C J, Tovar Adelaide
Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109.
Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109.
bioRxiv. 2025 Jan 20:2024.11.28.625886. doi: 10.1101/2024.11.28.625886.
Type 2 diabetes (T2D) is a common metabolic disorder characterized by dysregulation of glucose metabolism. Genome-wide association studies have defined hundreds of signals associated with T2D and related metabolic traits, predominantly in noncoding regions. While pancreatic islets have been a focal point given their central role in insulin production and glucose homeostasis, other metabolic tissues, including liver, adipose, and skeletal muscle, also contribute to T2D pathogenesis and risk. Here, we examined context-specific genetic regulation under basal and stimulated states. Using LHCN-M2 human skeletal muscle cells, we generated transcriptomic profiles and characterized regulatory activity of 327 metabolic trait-associated variants via a massively parallel reporter assay (MPRA). To identify condition-specific effects, we compared four different conditions: (1) undifferentiated, or (2) differentiated with basal media, (3) media supplemented with the AMP analog AICAR (to simulate exercise) or (4) media containing sodium palmitate (to induce insulin resistance). RNA-seq revealed these treatments extensively perturbed transcriptional regulation, with 498-3,686 genes showing significant differential expression between pairs of conditions. Among differentially expressed genes, we observed enrichment of relevant biological pathways including muscle differentiation (undifferentiated vs. differentiated), oxidoreductase activity (differentiated vs. AICAR), and glycogen binding (differentiated vs. palmitate). The results of our MPRA found broadly different levels of activity between all conditions. Our MPRA screen revealed a shared set of 7 variants with significant allelic activity across all conditions, along with a proportional number of variants showing condition-specific allelic bias and the total number of active oligos per condition. We found that a lead variant for serum triglyceride levels, rs490972, overlaps SP transcription factor motifs and has differential regulatory activity between conditions. Comparison of MPRA activity with paired gene expression data allowed us to predict that regulatory activity at this locus is mediated by SP1 transcription factor binding. While several of the MPRA variants have been previously characterized in other metabolic tissues, none have been studied in these stimulated states. Together, this work uncovers context-dependent transcriptomic and regulatory dynamics of T2D- and metabolic trait-associated variants in skeletal muscle cells, offering new insights into their functional roles in metabolic processes.
2型糖尿病(T2D)是一种常见的代谢紊乱疾病,其特征为葡萄糖代谢失调。全基因组关联研究已经确定了数百个与T2D及相关代谢性状相关的信号,主要位于非编码区域。尽管胰岛因其在胰岛素产生和葡萄糖稳态中的核心作用而成为研究焦点,但其他代谢组织,包括肝脏、脂肪和骨骼肌,也对T2D的发病机制和风险有影响。在此,我们研究了基础状态和刺激状态下特定背景的基因调控。我们使用LHCN-M2人骨骼肌细胞生成转录组图谱,并通过大规模平行报告基因检测(MPRA)对327个代谢性状相关变异的调控活性进行了表征。为了确定特定条件下的效应,我们比较了四种不同条件:(1)未分化状态,或(2)用基础培养基分化,(3)添加AMP类似物AICAR的培养基(以模拟运动)或(4)含有棕榈酸钠的培养基(以诱导胰岛素抵抗)。RNA测序显示这些处理广泛干扰了转录调控,498 - 3686个基因在不同条件对之间表现出显著差异表达。在差异表达基因中,我们观察到相关生物途径的富集,包括肌肉分化(未分化与分化)、氧化还原酶活性(分化与AICAR)和糖原结合(分化与棕榈酸酯)。我们的MPRA结果发现所有条件之间的活性水平大致不同。我们的MPRA筛选揭示了一组在所有条件下具有显著等位基因活性的7个变异,以及成比例数量的显示条件特异性等位基因偏向的变异和每个条件下活性寡核苷酸的总数。我们发现血清甘油三酯水平的一个主要变异rs490972与SP转录因子基序重叠,并且在不同条件之间具有差异调控活性。将MPRA活性与配对的基因表达数据进行比较,使我们能够预测该位点的调控活性是由SP1转录因子结合介导的。虽然一些MPRA变异先前已在其他代谢组织中得到表征,但在这些刺激状态下尚未进行研究。这项工作共同揭示了骨骼肌细胞中T2D和代谢性状相关变异的背景依赖性转录组和调控动态,为它们在代谢过程中的功能作用提供了新的见解。