Gu Pan, Zheng Shuai, Zhang Sijie, Yuan Jie, Hong Hao, Dai Jinglan, Zhao Jingyi, Xu Kuanfeng, Yang Tao, Fu Qi, Shen Sipeng, Dai Hao
Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, China.
Department of Endocrinology and Metabolism, The First Affiliated Hospital With Nanjing Medical University, Nanjing, China.
J Diabetes. 2025 Jul;17(7):e70131. doi: 10.1111/1753-0407.70131.
To identify genetic loci that exhibit potential interactions with smoking status on insulin sensitivity and islet β-cell function within normal glucose tolerance (NGT) populations.
All participants underwent an OGTT to confirm NGT status, followed by assessments of insulin sensitivity and β-cell function. Analyses were performed in NGT participants from Nanjing (N = 4808) and Jurong (N = 508) for discovery and validation, respectively. Smoking status was categorized into nonsmokers and smokers. After excluding ineligible individuals, a two-stage genome-wide interaction association analysis (GWIS) was conducted in NGT individuals, with the discovery phase (N = 1377) identifying gene-environment interactions and the validation phase (N = 485) confirming significant loci. Subsequent analyses included stratified analysis and expression quantitative trait locus (eQTL) colocalization.
GWIS identified ten SNPs in three loci, including rs4713207 (OR14J1, P = 3.95 × 10) for insulin resistance, rs17708475 (NKAIN2, P = 4.83 × 10) for insulin sensitivity, and rs201613 (MYH3, P = 1.05 × 10) for disposition index. Stratified analyses revealed differential effects of smoking across genotypes at these loci. Specifically, smoking was associated with increased insulin resistance in rs4713207 homozygotes (p = 2.15 × 10), while an opposite effect was observed in wild-type individuals (p = 0.022). Colocalization analysis indicated that the smoking-related interaction near rs4713207 is driven by a shared causal variant influencing HCG4 (PP.H4 = 0.70) and ZNF311 (PP.H4 = 0.74) expression in the pancreas.
Our findings reveal gene-smoking interactions that affect insulin sensitivity and β-cell function, providing new insights into the heterogeneity of metabolic phenotypes and advancing personalized risk assessment.
在正常糖耐量(NGT)人群中,确定与吸烟状态在胰岛素敏感性和胰岛β细胞功能方面存在潜在相互作用的基因位点。
所有参与者均接受口服葡萄糖耐量试验(OGTT)以确认NGT状态,随后评估胰岛素敏感性和β细胞功能。分别对来自南京(N = 4808)和句容(N = 508)的NGT参与者进行分析以进行发现和验证。吸烟状态分为非吸烟者和吸烟者。在排除不符合条件的个体后,对NGT个体进行两阶段全基因组相互作用关联分析(GWIS),发现阶段(N = 1377)识别基因 - 环境相互作用,验证阶段(N = 485)确认显著位点。后续分析包括分层分析和表达数量性状位点(eQTL)共定位。
GWIS在三个基因座中鉴定出10个单核苷酸多态性(SNP),包括与胰岛素抵抗相关的rs4713207(OR14J1,P = 3.95×10)、与胰岛素敏感性相关的rs17708475(NKAIN2,P = 4.83×10)以及与处置指数相关的rs201613(MYH3,P = 1.05×10)。分层分析揭示了吸烟在这些基因座上对不同基因型的不同影响。具体而言,吸烟与rs4713207纯合子中胰岛素抵抗增加相关(p = 2.15×10),而在野生型个体中观察到相反的效果(p = 0.022)。共定位分析表明,rs4713207附近与吸烟相关的相互作用是由影响胰腺中HCG4(PP.H4 = 0.70)和ZNF311(PP.H4 = 0.74)表达的共同因果变异驱动的。
我们的研究结果揭示了影响胰岛素敏感性和β细胞功能的基因 - 吸烟相互作用,为代谢表型的异质性提供了新见解,并推进了个性化风险评估。