Genetic and Circulating Biomarker Data Improve Risk Prediction for Pancreatic Cancer in the General Population

被引:19
作者
Kim, Jihye [1 ,2 ]
Yuan, Chen [3 ]
Babic, Ana [3 ]
Bao, Ying [4 ,5 ]
Clish, Clary B. [6 ]
Pollak, Michael N. [7 ]
Amundadottir, Laufey T. [8 ]
Klein, Alison P. [9 ,10 ]
Stolzenberg-Solomon, Rachael Z. [11 ]
Pandharipande, Pari V. [12 ,13 ]
Brais, Lauren K. [3 ]
Welch, Marisa W. [3 ]
Ng, Kimmie [3 ]
Giovannucci, Edward L. [2 ,4 ,5 ,14 ]
Sesso, Howard D. [2 ,5 ,15 ]
Manson, Joann E. [2 ,5 ,15 ]
Stampfer, Meir J. [2 ,4 ,5 ,14 ]
Fuchs, Charles S. [16 ,17 ,18 ]
Wolpin, Brian M. [3 ]
Kraft, Peter [1 ,2 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Program Genet Epidemiol & Stat Genet, Boston, MA USA
[2] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[3] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[4] Brigham & Womens Hosp, Dept Med, Channing Div Network Med, Boston, MA USA
[5] Harvard Med Sch, Boston, MA 02115 USA
[6] Broad Inst Massachusetts Inst Technol & Harvard U, Cambridge, MA USA
[7] McGill Univ, Fac Med, Dept Oncol, Canc Prevent Res Unit, Montreal, PQ, Canada
[8] NCI, Lab Translat Genom, Div Canc Epidemiol & Genet, NIH, Bethesda, MD 20892 USA
[9] Johns Hopkins Sch Med, Sidney Kimmel Comprehens Canc Ctr, Dept Oncol, Baltimore, MD USA
[10] Johns Hopkins Sch Med, Sol Goldman Pancreat Canc Res Ctr, Dept Pathol, Baltimore, MD USA
[11] NCI, Div Canc Epidemiol & Genet, NIH, Bethesda, MD 20892 USA
[12] Massachusetts Gen Hosp, Dept Radiol, Boston, MA USA
[13] Massachusetts Gen Hosp, Inst Technol Assessment, Boston, MA 02114 USA
[14] Harvard TH Chan Sch Publ Hlth, Dept Nutr, Boston, MA USA
[15] Brigham & Womens Hosp, Dept Med, Div Prevent Med, 75 Francis St, Boston, MA 02115 USA
[16] Yale Canc Ctr, Dept Med Oncol, New Haven, CT USA
[17] Yale Sch Med, Dept Med, New Haven, CT USA
[18] Smilow Canc Hosp, Dept Med Oncol, New Haven, CT USA
关键词
GENOME-WIDE ASSOCIATION; SUSCEPTIBILITY LOCI; DIABETES-MELLITUS; PHYSICAL-ACTIVITY; POOLED ANALYSIS; HISTORY; OBESITY; HEALTH;
D O I
10.1158/1055-9965.EPI-19-1389
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Pancreatic cancer is the third leading cause of cancer death in the United States, and 80% of patients present with advanced, incurable disease. Risk markers for pancreatic cancer have been characterized, but combined models are not used clinically to identify individuals at high risk for the disease. Methods: Within a nested case-control study of 500 pancreatic cancer cases diagnosed after blood collection and 1,091 matched controls enrolled in four U.S. prospective cohorts, we characterized absolute risk models that included clinical factors (e.g., body mass index, history of diabetes), germline genetic polymorphisms, and circulating biomarkers. Results: Model discrimination showed an area under ROC curve of 0.62 via cross-validation. Our final integrated model identified 3.7% of men and 2.6% of women who had at least 3 times greater than average risk in the ensuing 10 years. Individuals within the top risk percentile had a 4% risk of developing pancreatic cancer by age 80 years and 2% 10-year risk at age 70 years. Conclusions: Risk models that include established clinical, genetic, and circulating factors improved disease discrimination over models using clinical factors alone. Impact: Absolute risk models for pancreatic cancer may help identify individuals in the general population appropriate for disease interception.
引用
收藏
页码:999 / 1008
页数:10
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