Integration of Germline and Somatic Variation Improves Chronic Lymphocytic Leukemia Risk Stratification.

IF 12.5 1区 医学 Q1 ONCOLOGY
Aubrey K Hubbard,Derek W Brown,Jie Liu,Irenaeus C Chan,Weiyin Zhou,Giulio Genovese,Alexander DePaulis,Sruthi Srinivasan,Shu-Hong Lin,Batel Blechter,Ian D Buller,Qinglin Zeng,Yin Cao,Wen-Yi Huang,Neal D Freedman,Haoyu Zhang,Diptavo Dutta,Stephen J Chanock,Kelly L Bolton,Mitchell J Machiela
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Abstract

Both acquired mutations and germline genetic variation are known risk factors for chronic lymphocytic leukemia (CLL). Joint characterization of germline, acquired, and clinical risk has the potential to improve CLL risk prediction. Here, we investigated whether inclusion of a CLL-associated polygenic score (PGS) and two common types of clonal hematopoiesis (CH), autosomal mosaic chromosomal alterations (mCAs) and CH of indeterminate potential (CHIP), could improve CLL risk stratification in 436,784 participants in the UK Biobank and a replication set of 35,382 participants in the Prostate, Lung, Colorectal, and Ovarian (PLCO) Cancer Screening Trial. Individual mCAs on chromosomes 11, 12, 23, 14, and 22, as well as CHIP mutations in known lymphoid driver genes, were strongly associated with CLL risk. Integrative models that included sex, age, smoking status, blood cell traits, genetic similarity, CLL PGS, autosomal mCAs, and CHIP had the greatest discriminative ability with predictive utility waning five years after measurement of CH. Sensitivity analyses removing individuals with abnormal blood cell counts and CH commonly observed in CLL showed persistent increased discriminative ability. Evaluating cumulative absolute risk, the CLL PGS and CH had improved ability to stratify CLL cases into higher risk categories and controls into lower risk categories. Overall, this analysis details the enhanced ability to identify individuals at high risk of CLL when integrating germline and somatic data derived from peripheral blood.
种系和体细胞变异的整合提高了慢性淋巴细胞白血病的风险分层。
获得性突变和种系遗传变异都是慢性淋巴细胞白血病(CLL)的已知危险因素。生殖系、获得性和临床风险的联合表征有可能改善CLL风险预测。在这里,我们研究了是否包括CLL相关的多基因评分(PGS)和两种常见类型的克隆造血(CH),常染色体嵌合染色体改变(mCAs)和不确定潜力的CH (CHIP),可以改善英国生物银行436,784名参与者的CLL风险分层,以及35,382名参与者的复制组前列腺,肺,结直肠癌和卵巢癌(PLCO)癌症筛查试验。11、12、23、14和22号染色体上的单个mCAs以及已知淋巴细胞驱动基因的CHIP突变与CLL风险密切相关。包括性别、年龄、吸烟状况、血细胞特征、遗传相似性、CLL PGS、常染色体mCAs和CHIP在内的综合模型具有最大的判别能力,但在测量CH后5年,预测效用减弱。敏感性分析显示,去除CLL中常见的血细胞计数和CH异常个体的判别能力持续增强。在评估累积绝对风险时,CLL PGS和CH提高了将CLL病例划分为高风险类别和将对照组划分为低风险类别的能力。总体而言,该分析详细介绍了在整合来自外周血的种系和体细胞数据时识别CLL高风险个体的增强能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cancer research
Cancer research 医学-肿瘤学
CiteScore
16.10
自引率
0.90%
发文量
7677
审稿时长
2.5 months
期刊介绍: Cancer Research, published by the American Association for Cancer Research (AACR), is a journal that focuses on impactful original studies, reviews, and opinion pieces relevant to the broad cancer research community. Manuscripts that present conceptual or technological advances leading to insights into cancer biology are particularly sought after. The journal also places emphasis on convergence science, which involves bridging multiple distinct areas of cancer research. With primary subsections including Cancer Biology, Cancer Immunology, Cancer Metabolism and Molecular Mechanisms, Translational Cancer Biology, Cancer Landscapes, and Convergence Science, Cancer Research has a comprehensive scope. It is published twice a month and has one volume per year, with a print ISSN of 0008-5472 and an online ISSN of 1538-7445. Cancer Research is abstracted and/or indexed in various databases and platforms, including BIOSIS Previews (R) Database, MEDLINE, Current Contents/Life Sciences, Current Contents/Clinical Medicine, Science Citation Index, Scopus, and Web of Science.
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