Ting Zhang, Steven C Moore, Sheng Fu, Xiaoyu Wang, Demetrius Albanes, Stephanie J Weinstein, Kai Yu, Rachael Z Stolzenberg-Solomon
{"title":"在两个前瞻性队列中,诊断前血清代谢物与胰腺导管腺癌风险之间的关系","authors":"Ting Zhang, Steven C Moore, Sheng Fu, Xiaoyu Wang, Demetrius Albanes, Stephanie J Weinstein, Kai Yu, Rachael Z Stolzenberg-Solomon","doi":"10.1002/ijc.35479","DOIUrl":null,"url":null,"abstract":"<p><p>Pancreatic ductal adenocarcinoma (PDAC) is highly fatal, with incidence rising worldwide. Metabolomics may provide insight into etiology and mechanisms contributing to pancreatic carcinogenesis. We examined associations between 1483 prediagnostic (up to 24 years) serum metabolites and PDAC in nested case-control studies within a cohort of male Finnish smokers and another of American men and women (n = 732 matched pairs). We used conditional logistic regression to calculate odds ratios (OR) and 95% confidence intervals per standard deviation increase in log-metabolite level within each cohort and combined using fixed-effect meta-analyses. We performed elastic net regression (EN) to select metabolites and calculated area under the curve (AUC) for established PDAC risk factors (smoking, diabetes, and overweight/obesity), selected metabolites, and their combination. Sixty-six metabolites were associated with PDAC at false discovery rate <0.05, with 26 below Bonferroni threshold (p < 3.4 × 10<sup>-5</sup>) and 38 not reported previously. Notable findings include fibrinopeptide B (1-9); 13 modified, di- or poly-peptides; 11 tobacco-chemical related xenobiotics; glycolysis-gluconeogenesis-tricarboxylic acid (TCA) cycle metabolites (aspartate, glutamate, lactate, α-ketoglutarate, and pyruvate); and four secondary and two primary bile acids that were positively (OR = 1.18-1.58) and five fibrinogen cleavage peptides that were inversely (OR = 0.70-0.84) associated with PDAC. AUCs for combined metabolites-risk factors outperformed known risk factors (p ≤ .01) but not metabolites (p ≥ .31) alone. Systemic metabolism is prospectively associated with PDAC. New metabolite associations include those related to immune response, tobacco, microbiome, glycolysis-gluconeogenesis and TCA cycle, and adiposity or diabetes. The EN selected metabolites were more sensitive indicators of prediagnostic metabolic processes and exposures associated with PDAC than established risk factors.</p>","PeriodicalId":180,"journal":{"name":"International Journal of Cancer","volume":" ","pages":""},"PeriodicalIF":5.7000,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Association between prediagnostic serum metabolites and pancreatic ductal adenocarcinoma risk in two prospective cohorts.\",\"authors\":\"Ting Zhang, Steven C Moore, Sheng Fu, Xiaoyu Wang, Demetrius Albanes, Stephanie J Weinstein, Kai Yu, Rachael Z Stolzenberg-Solomon\",\"doi\":\"10.1002/ijc.35479\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Pancreatic ductal adenocarcinoma (PDAC) is highly fatal, with incidence rising worldwide. Metabolomics may provide insight into etiology and mechanisms contributing to pancreatic carcinogenesis. We examined associations between 1483 prediagnostic (up to 24 years) serum metabolites and PDAC in nested case-control studies within a cohort of male Finnish smokers and another of American men and women (n = 732 matched pairs). We used conditional logistic regression to calculate odds ratios (OR) and 95% confidence intervals per standard deviation increase in log-metabolite level within each cohort and combined using fixed-effect meta-analyses. We performed elastic net regression (EN) to select metabolites and calculated area under the curve (AUC) for established PDAC risk factors (smoking, diabetes, and overweight/obesity), selected metabolites, and their combination. Sixty-six metabolites were associated with PDAC at false discovery rate <0.05, with 26 below Bonferroni threshold (p < 3.4 × 10<sup>-5</sup>) and 38 not reported previously. Notable findings include fibrinopeptide B (1-9); 13 modified, di- or poly-peptides; 11 tobacco-chemical related xenobiotics; glycolysis-gluconeogenesis-tricarboxylic acid (TCA) cycle metabolites (aspartate, glutamate, lactate, α-ketoglutarate, and pyruvate); and four secondary and two primary bile acids that were positively (OR = 1.18-1.58) and five fibrinogen cleavage peptides that were inversely (OR = 0.70-0.84) associated with PDAC. AUCs for combined metabolites-risk factors outperformed known risk factors (p ≤ .01) but not metabolites (p ≥ .31) alone. Systemic metabolism is prospectively associated with PDAC. New metabolite associations include those related to immune response, tobacco, microbiome, glycolysis-gluconeogenesis and TCA cycle, and adiposity or diabetes. The EN selected metabolites were more sensitive indicators of prediagnostic metabolic processes and exposures associated with PDAC than established risk factors.</p>\",\"PeriodicalId\":180,\"journal\":{\"name\":\"International Journal of Cancer\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":5.7000,\"publicationDate\":\"2025-05-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Cancer\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1002/ijc.35479\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Cancer","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/ijc.35479","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
Association between prediagnostic serum metabolites and pancreatic ductal adenocarcinoma risk in two prospective cohorts.
Pancreatic ductal adenocarcinoma (PDAC) is highly fatal, with incidence rising worldwide. Metabolomics may provide insight into etiology and mechanisms contributing to pancreatic carcinogenesis. We examined associations between 1483 prediagnostic (up to 24 years) serum metabolites and PDAC in nested case-control studies within a cohort of male Finnish smokers and another of American men and women (n = 732 matched pairs). We used conditional logistic regression to calculate odds ratios (OR) and 95% confidence intervals per standard deviation increase in log-metabolite level within each cohort and combined using fixed-effect meta-analyses. We performed elastic net regression (EN) to select metabolites and calculated area under the curve (AUC) for established PDAC risk factors (smoking, diabetes, and overweight/obesity), selected metabolites, and their combination. Sixty-six metabolites were associated with PDAC at false discovery rate <0.05, with 26 below Bonferroni threshold (p < 3.4 × 10-5) and 38 not reported previously. Notable findings include fibrinopeptide B (1-9); 13 modified, di- or poly-peptides; 11 tobacco-chemical related xenobiotics; glycolysis-gluconeogenesis-tricarboxylic acid (TCA) cycle metabolites (aspartate, glutamate, lactate, α-ketoglutarate, and pyruvate); and four secondary and two primary bile acids that were positively (OR = 1.18-1.58) and five fibrinogen cleavage peptides that were inversely (OR = 0.70-0.84) associated with PDAC. AUCs for combined metabolites-risk factors outperformed known risk factors (p ≤ .01) but not metabolites (p ≥ .31) alone. Systemic metabolism is prospectively associated with PDAC. New metabolite associations include those related to immune response, tobacco, microbiome, glycolysis-gluconeogenesis and TCA cycle, and adiposity or diabetes. The EN selected metabolites were more sensitive indicators of prediagnostic metabolic processes and exposures associated with PDAC than established risk factors.
期刊介绍:
The International Journal of Cancer (IJC) is the official journal of the Union for International Cancer Control—UICC; it appears twice a month. IJC invites submission of manuscripts under a broad scope of topics relevant to experimental and clinical cancer research and publishes original Research Articles and Short Reports under the following categories:
-Cancer Epidemiology-
Cancer Genetics and Epigenetics-
Infectious Causes of Cancer-
Innovative Tools and Methods-
Molecular Cancer Biology-
Tumor Immunology and Microenvironment-
Tumor Markers and Signatures-
Cancer Therapy and Prevention