Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, United States of America.
Bioinformatics Interdepartmental Program, UCLA, Los Angeles, California, United States of America.
PLoS Genet. 2020 Sep 14;16(9):e1009018. doi: 10.1371/journal.pgen.1009018. eCollection 2020 Sep.
Reverse causality has made it difficult to establish the causal directions between obesity and prediabetes and obesity and insulin resistance. To disentangle whether obesity causally drives prediabetes and insulin resistance already in non-diabetic individuals, we utilized the UK Biobank and METSIM cohort to perform a Mendelian randomization (MR) analyses in the non-diabetic individuals. Our results suggest that both prediabetes and systemic insulin resistance are caused by obesity (p = 1.2×10-3 and p = 3.1×10-24). As obesity reflects the amount of body fat, we next studied how adipose tissue affects insulin resistance. We performed both bulk RNA-sequencing and single nucleus RNA sequencing on frozen human subcutaneous adipose biopsies to assess adipose cell-type heterogeneity and mitochondrial (MT) gene expression in insulin resistance. We discovered that the adipose MT gene expression and body fat percent are both independently associated with insulin resistance (p≤0.05 for each) when adjusting for the decomposed adipose cell-type proportions. Next, we showed that these 3 factors, adipose MT gene expression, body fat percent, and adipose cell types, explain a substantial amount (44.39%) of variance in insulin resistance and can be used to predict it (p≤2.64×10-5 in 3 independent human cohorts). In summary, we demonstrated that obesity is a strong determinant of both prediabetes and insulin resistance, and discovered that individuals' adipose cell-type composition, adipose MT gene expression, and body fat percent predict their insulin resistance, emphasizing the critical role of adipose tissue in systemic insulin resistance.
肥胖与糖尿病前期和胰岛素抵抗之间的因果关系一直难以确定。为了厘清肥胖是否会导致非糖尿病个体发生糖尿病前期和胰岛素抵抗,我们利用英国生物库和 METSIM 队列,在非糖尿病个体中进行了孟德尔随机化 (MR) 分析。我们的结果表明,糖尿病前期和系统性胰岛素抵抗都是由肥胖引起的(p=1.2×10-3 和 p=3.1×10-24)。由于肥胖反映了体内脂肪的含量,我们接下来研究了脂肪组织如何影响胰岛素抵抗。我们对冷冻的人体皮下脂肪活检进行了批量 RNA 测序和单核 RNA 测序,以评估胰岛素抵抗时脂肪细胞类型异质性和线粒体 (MT) 基因表达。我们发现,在调整分解的脂肪细胞类型比例后,脂肪 MT 基因表达和体脂百分比均与胰岛素抵抗独立相关(每个因素的 p 值均≤0.05)。接下来,我们表明这 3 个因素,即脂肪 MT 基因表达、体脂百分比和脂肪细胞类型,可以解释胰岛素抵抗的很大一部分(44.39%),并且可以用于预测胰岛素抵抗(在 3 个独立的人类队列中,p 值均≤2.64×10-5)。总之,我们证明了肥胖是糖尿病前期和胰岛素抵抗的一个重要决定因素,并且发现个体的脂肪细胞类型组成、脂肪 MT 基因表达和体脂百分比可以预测他们的胰岛素抵抗,强调了脂肪组织在系统性胰岛素抵抗中的关键作用。