Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts.
Am J Epidemiol. 2019 Nov 1;188(11):1932-1943. doi: 10.1093/aje/kwz171.
We identified plasma metabolites associated with habitual physical activity among 5,197 US participants from the Nurses' Health Study (NHS), Nurses' Health Study II (NHS II), and the Health Professionals Follow-up Study (HPFS). Physical activity was assessed every 2-4 years via self-report questionnaires. Blood was collected in the NHS in 1989-1990, in NHS II during 1996-1999, and in the HPFS during 1993-1995. Metabolic profiling was conducted by liquid chromatography-mass spectrometry. Our study included 337 known metabolites, with 256 of them classified as lipids. We corrected for multiple testing by controlling the tail probability of the proportion of false positives (TPPFP) and accounted for correlated tests using bootstrapping. Physical activity was significantly associated with 20 metabolites after correction for multiple testing (TPPFP < 0.05), and positive associations were found for most of the metabolites, including 2 amino acids (citrulline and glycine), 4 cholesteryl esters (C18:2, C18:1, C16:0, C18:3), 8 phosphocholines (PCs) (C36:4 PC-A, C34:3 PC plasmalogen, C36:3 PC plasmalogen, C34:2 PC plasmalogen, C36:2 PC) and lysophosphatidylcholines (C18:2, C20:5, C18:1), and 3 phosphatidylethanolamines (PEs) (C38:3 PE plasmalogen) and lysophosphatidylethanolamines (C18:2, C18:1). We independently replicated the 20 metabolites among 2,305 women in the Women's Health Initiative using 1993 data, and half of the metabolites were replicated. Our study may help identify biomarkers of physical activity and provide insight into biological mechanisms underlying the beneficial effect of being physically active on cardiometabolic health.
我们在来自护士健康研究(NHS)、护士健康研究 II(NHS II)和健康专业人员随访研究(HPFS)的 5197 名美国参与者中确定了与习惯性体力活动相关的血浆代谢物。通过自我报告问卷每 2-4 年评估一次体力活动。NHS 于 1989-1990 年采集血液,NHS II 于 1996-1999 年采集血液,HPFS 于 1993-1995 年采集血液。通过液相色谱-质谱法进行代谢物分析。我们的研究包括 337 种已知代谢物,其中 256 种归类为脂质。我们通过控制假阳性比例的尾部概率(TPPFP)来纠正多重检验,并通过自举法对相关检验进行了校正。在进行多重检验校正(TPPFP<0.05)后,体力活动与 20 种代谢物显著相关,大多数代谢物呈正相关,包括 2 种氨基酸(瓜氨酸和甘氨酸)、4 种胆固醇酯(C18:2、C18:1、C16:0、C18:3)、8 种磷酯酰胆碱(PC)(C36:4 PC-A、C34:3 PC 脑磷脂、C36:3 PC 脑磷脂、C34:2 PC 脑磷脂、C36:2 PC)和溶血磷酯酰胆碱(C18:2、C20:5、C18:1),以及 3 种磷酯乙醇胺(PE)(C38:3 PE 脑磷脂)和溶血磷酯乙醇胺(C18:2、C18:1)。我们使用 1993 年的数据,在妇女健康倡议中的 2305 名女性中独立复制了这 20 种代谢物,其中一半的代谢物被复制。我们的研究可能有助于识别体力活动的生物标志物,并为了解积极体力活动对心血管代谢健康的有益影响的生物学机制提供新的视角。