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

机译:胰腺癌患者的遗传表征及癌症预测基因种系致病变异载体状态的预测

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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)
机译:背景:国家综合癌症网络(NCCN)最近推荐的所有胰腺癌患者的种系遗传学测试。然而,通过遗传检测靶向的基因和选择可能携带致病变异性的患者的可行性尚未得到充分验证。本研究的目的是遗传表征日本患者,并检查目前的指导方针是否适用于本人。方法:使用靶向测序,我们分析了在1,005名胰腺癌患者中的27个癌症预感基因的编码区和日本的23,705例。我们比较了病例与对照之间的致病变异频率,并记录了载体患者的人口统计学和临床​​特征。然后,我们检查是否有可能使用机器学习来基于这些特征来预测运营商状态。结果:我们鉴定了27个基因的205种致病变体。 BRCA2,ATM和BRCA1的病原变体与胰腺癌显着相关。与载体状况相关的特征与先前的调查不一致。机器学习分类器在确定胰腺癌患者的载体状态方面具有较低的性能,而当乳腺癌数据作为阳性对照时,相同的分类器具有更高的性能,与NCCN指南相当。解释:我们的研究结果支持胰腺癌的多烯面板检测的临床意义,表明至少3.4%的日本患者可能会对聚(ADP核糖)聚合酶抑制剂治疗作出反应。预测载体状态的困难表明,为所有胰腺癌患者提供种种遗传学测试是合理的。资金:按照赠款编号JP19KK0305010和澳大利亚国家卫生和医学研究资金(ID177524)

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