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血浆代谢物、代谢风险评分与结直肠癌风险:一项前瞻性队列研究。

Plasma metabolites, metabolic risk score and colorectal cancer risk: a prospective cohort study.

作者信息

Deng Ying, Yang Miaomiao, Peng Panxin, Lin Ying, Lin Jiaqi, Huang Jingyao, Wu Kejia, Hu Xingxing, Ni Zibo, Hu Dongsheng, Zhang Ming, He Baochang, Chen Yinggang, Tian Lin, Cheng Chunsheng, Luo Qingtian, Qin Pei, Chen Xiuyun, Yang Jian, Hu Fulan

机构信息

Department of Biostatistics and Epidemiology, School of Public Health, Shenzhen University Medical School, Shenzhen, Guangdong, People's Republic of China.

Department of Epidemiology and Health Statistics, Fujian Provincial Key Laboratory of Environment Factors and Cancer, School of Public Health, Fujian Medical University, Fujian, People's Republic of China.

出版信息

Eur J Epidemiol. 2025 Sep 4. doi: 10.1007/s10654-025-01284-z.

Abstract

The associations of colorectal cancer (CRC) risk with metabolites, lifestyle factors and their joint effects have not been fully elucidated. Therefore, we conducted a prospective cohort study to estimate the associations of CRC risk with metabolites, metabolic risk score (MRS) and its joint associations with lifestyle factors. This study included 82,514 participants with plasma metabolites data in the UK Biobank. LASSO-COX and Random Forest was used to select metabolites. Cox regression was utilized to construct MRS and estimate the associations of CRC risk with metabolites, MRS and its joint associations with lifestyle factors. Single-cell RNA sequencing data were analyzed to identify metabolism-related genes and metabolic pathways during CRC progression. During a median follow-up of 13.28 years, 1151 incident CRC cases were identified. MRS, constructed using 6 metabolites, was significantly associated with increased CRC risk (HR = 1.39, 95% CI 1.22-1.56 for high vs. low MRS), with the strongest association for proximal colon cancer (HR = 1.51, 95% CI 1.24-1.84), followed by distal colon cancer and rectal cancer (HR = 1.35, 95% CI 1.05-1.72; HR = 1.37, 95% CI 1.11-1.69). Joint associations were identified between MRS and lifestyle factors with CRC risk. Individuals with healthy sleep, never smoking, healthy diet, and healthy lifestyle but high MRS also exhibited elevated CRC risk. Linoleic acid, histidine and tyrosine metabolism pathways played important roles during normal intestinal mucosa to CRC progression. Pre-diagnostic metabolites and MRS were significantly associated with increased CRC risk, especially proximal colon cancer. Individuals should maintain normal metabolite levels and healthy lifestyles for CRC prevention.

摘要

结直肠癌(CRC)风险与代谢物、生活方式因素及其联合作用之间的关联尚未完全阐明。因此,我们进行了一项前瞻性队列研究,以评估CRC风险与代谢物、代谢风险评分(MRS)及其与生活方式因素的联合关联。本研究纳入了英国生物银行中82514名有血浆代谢物数据的参与者。使用LASSO-COX和随机森林方法筛选代谢物。采用Cox回归构建MRS,并评估CRC风险与代谢物、MRS及其与生活方式因素的联合关联。分析单细胞RNA测序数据,以识别CRC进展过程中与代谢相关的基因和代谢途径。在中位随访13.28年期间,共确定了1151例新发CRC病例。使用6种代谢物构建的MRS与CRC风险增加显著相关(高MRS与低MRS相比,HR = 1.39,95%CI 1.22 - 1.56),与近端结肠癌的关联最强(HR = 1.51,95%CI 1.24 - 1.84),其次是远端结肠癌和直肠癌(HR = 1.35,95%CI 1.05 - 1.72;HR = 1.37,95%CI 1.11 - 1.69)。MRS与生活方式因素和CRC风险之间存在联合关联。睡眠健康、从不吸烟、饮食健康且生活方式健康但MRS高的个体也表现出CRC风险升高。亚油酸、组氨酸和酪氨酸代谢途径在正常肠黏膜到CRC进展过程中起重要作用。诊断前的代谢物和MRS与CRC风险增加显著相关,尤其是近端结肠癌。个体应保持正常的代谢物水平和健康的生活方式以预防CRC。

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