Li Zengjun, Li Xuechao, Fang Si, Liu Dong, Li Fei, Zhu Cairong, Zhao Jian
Department of Epidemiology and Biostatistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China.
Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.
Diabetes Obes Metab. 2025 Jan;27(1):184-195. doi: 10.1111/dom.16000. Epub 2024 Oct 14.
The aim was to investigate the causal relationship between puberty timing and plasma metabolites, accounting for birth weight, childhood and adulthood adiposity.
The meta-analysis of genome-wide association studies (GWAS) for puberty timing was extracted from the ReproGen Consortium, involving 329 345 women of European ancestry. Summary data for 174 plasma metabolites were retrieved from a recently conducted cross-platform GWAS that involved a meta-analysis of three cohort studies (i.e. the Fenland, European Prospective Investigation into Cancer-Norfolk and INTERVAL studies) and three publicly available studies and included up to 86 507 participants. We conducted a two-sample Mendelian randomization (MR) analysis to infer the causal relationship of puberty timing on 174 plasma metabolites, complemented by a two-step and multivariable Mendelian randomization (MVMR) analysis to assess direct and indirect effects. Additionally, summary-level data from the UK Biobank were used for our replication analysis.
The results of the two-sample MR provide moderate evidence supporting a causal relationship between puberty timing and 23 of 174 plasma metabolites (i.e. 7 acylcarnitines, 8 amino acids, 2 biogenic amines and 6 lysophosphatidylcholines). Even after single-nucleotide polymorphisms associated with birth weight and childhood adiposity were excluded, causal effects persisted for 16 metabolites (i.e. 8 acylcarnitines, 4 amino acids, 2 biogenic amines and 2 lysophosphatidylcholines). The two-step MR analysis provided evidence that the relationship between puberty timing and plasma metabolites was mediated by adulthood adiposity. Additionally, moderate evidence emerged for an independent causal effect of puberty timing on 10 metabolites through an MVMR analysis (i.e. 5 acylcarnitines, 2 amino acids, 1 biogenic amine, 1 lysophosphatidylcholine and 1 phosphatidylcholine). Furthermore, the replication analysis suggested the robustness of our results.
In summary, our study provides compelling evidence that puberty timing has a causal influence on certain plasma metabolites, although this influence is largely mediated by adulthood adiposity.
本研究旨在探究青春期启动时间与血浆代谢物之间的因果关系,并考虑出生体重、儿童期和成年期肥胖因素。
从生殖遗传学联盟中提取青春期启动时间的全基因组关联研究(GWAS)的荟萃分析数据,涉及329345名欧洲血统女性。从最近一项跨平台GWAS中检索174种血浆代谢物的汇总数据,该研究对三项队列研究(即芬兰芬兰特研究、欧洲癌症前瞻性调查-诺福克研究和INTERVAL研究)以及三项公开可用研究进行了荟萃分析,纳入了多达86507名参与者。我们进行了两样本孟德尔随机化(MR)分析,以推断青春期启动时间与174种血浆代谢物之间的因果关系,并辅以两步法和多变量孟德尔随机化(MVMR)分析,以评估直接和间接影响。此外,我们使用了英国生物银行的汇总水平数据进行复制分析。
两样本MR的结果提供了中等强度的证据,支持青春期启动时间与174种血浆代谢物中的23种(即7种酰基肉碱、8种氨基酸、2种生物胺和6种溶血磷脂酰胆碱)之间存在因果关系。即使排除了与出生体重和儿童期肥胖相关的单核苷酸多态性,16种代谢物(即8种酰基肉碱、4种氨基酸、2种生物胺和2种溶血磷脂酰胆碱)的因果效应仍然存在。两步法MR分析提供的证据表明,青春期启动时间与血浆代谢物之间的关系是由成年期肥胖介导的。此外,通过MVMR分析发现了中等强度的证据,支持青春期启动时间对10种代谢物具有独立的因果效应(即5种酰基肉碱、2种氨基酸、1种生物胺、1种溶血磷脂酰胆碱和1种磷脂酰胆碱)。此外,复制分析表明我们的结果具有稳健性。
总之,我们的研究提供了令人信服的证据,表明青春期启动时间对某些血浆代谢物有因果影响,尽管这种影响很大程度上是由成年期肥胖介导的。