Genetic characterization of pancreatic cancer patients and prediction of carrier status of germline pathogenic variants in cancer-predisposing genes

被引:49
|
作者
Mizukami, Keijiro [1 ]
Iwasaki, Yusuke [1 ]
Kawakami, Eiryo [2 ,3 ]
Hirata, Makoto [4 ,5 ]
Kamatani, Yoichiro [6 ]
Matsuda, Koichi [6 ]
Endo, Mikiko [1 ]
Sugano, Kokichi [7 ]
Yoshida, Teruhiko [5 ]
Murakami, Yoshinori [4 ]
Nakagawa, Hidewaki [8 ]
Spurdle, Amanda B. [9 ]
Momozawa, Yukihide [1 ]
机构
[1] RIKEN Ctr Integrat Med Sci, Lab Genotyping Dev, Tsurumi Ku, 1-7-22 Suehiro Cho, Yokohama, Kanagawa 2300045, Japan
[2] RIKEN, Med Sci Innovat Hub Program, Yokohama, Kanagawa, Japan
[3] Chiba Univ, Grad Sch Med, Artificial Intelligence Med, Chiba, Japan
[4] Univ Tokyo, Inst Med Sci, Tokyo, Japan
[5] Natl Canc Ctr, Dept Genet Med & Serv, Tokyo, Japan
[6] Univ Tokyo, Grad Sch Frontier Sci, Tokyo, Japan
[7] Tochigi Canc Ctr, Genome Ctr, Div Canc Prevent & Genet Counseling, Utsunomiya, Tochigi, Japan
[8] RIKEN Ctr Integrat Med Sci, Lab Canc Genom, Yokohama, Kanagawa, Japan
[9] QIMR Berghofer Med Res Inst, Div Genet & Populat Hlth, Brisbane, Qld, Australia
来源
EBIOMEDICINE | 2020年 / 60卷
关键词
Pancreatic cancer; Pathogenic variants; Universal screening for patients; Machine learning; BRCA; ATM; RISK; MUTATIONS; ASSOCIATION; BREAST;
D O I
10.1016/j.ebiom.2020.103033
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: National Comprehensive Cancer Network (NCCN) recently recommended germline genetic testing for all pancreatic cancer patients. However, the genes targeted by genetic testing and the feasibility of selecting patients likely to carry pathogenic variants have not been sufficiently verified. The purpose of this study was to genetically characterize Japanese patients and examine whether the current guideline is applicable in this population. Methods: Using targeted sequencing, we analyzed the coding regions of 27 cancer-predisposing genes in 1,005 pancreatic cancer patients and 23,705 controls in Japan. We compared the pathogenic variant frequency between cases and controls and documented the demographic and clinical characteristics of carrier patients. We then examined if it was possible to use machine learning to predict carrier status based on those characteristics. Findings: We identified 205 pathogenic variants across the 27 genes. Pathogenic variants in BRCA2, ATM, and BRCA1 were significantly associated with pancreatic cancer. Characteristics associated with carrier status were inconsistent with previous investigations. Machine learning classifiers had a low performance in determining the carrier status of pancreatic cancer patients, while the same classifiers, when applied to breast cancer data as a positive control, had a higher performance that was comparable to that of the NCCN guideline. Interpretation: Our findings support the clinical significance of multigene panel testing for pancreatic cancer and indicate that at least 3.4% of Japanese patients may respond to poly (ADP ribose) polymerase inhibitor treatments. The difficulty in predicting carrier status suggests that offering germline genetic testing for all pancreatic cancer patients is reasonable. Funding: AMED under Grant Number JP19kk0305010 and Australian National Health and Medical Research funding (ID177524) (c) 2020 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/)
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页数:9
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