Measurement of tumor mutational burden (TMB) in routine molecular diagnostics: in silico and real‐life analysis of three larger gene panels

生物信息学 计算生物学 基因 遗传学 分子诊断学 生物 生物信息学
作者
Volker Endris,Ivo Buchhalter,Michael Allgäuer,Eugen Rempel,Amelie Lier,Anna‐Lena Volckmar,Martina Kirchner,Moritz von Winterfeld,Jonas Leichsenring,Olaf Neumann,Roland Penzel,Wilko Weichert,Hanno Glimm,Stefan Fröhling,Hauke Winter,Felix Herth,Michael Thomas,Peter Schirmacher,Jan Budczies,Albrecht Stenzinger
出处
期刊:International Journal of Cancer [Wiley]
卷期号:144 (9): 2303-2312 被引量:92
标识
DOI:10.1002/ijc.32002
摘要

Assessment of Tumor Mutational Burden (TMB) for response stratification of cancer patients treated with immune checkpoint inhibitors is emerging as a new biomarker. Commonly defined as the total number of exonic somatic mutations, TMB approximates the amount of neoantigens that potentially are recognized by the immune system. While whole exome sequencing (WES) is an unbiased approach to quantify TMB, implementation in diagnostics is hampered by tissue availability as well as time and cost constrains. Conversely, panel-based targeted sequencing is nowadays widely used in routine molecular diagnostics, but only very limited data are available on its performance for TMB estimation. Here, we evaluated three commercially available larger gene panels with covered genomic regions of 0.39 Megabase pairs (Mbp), 0.53 Mbp and 1.7 Mbp using i) in silico analysis of TCGA (The Cancer Genome Atlas) data and ii) wet-lab sequencing of a total of 92 formalin-fixed and paraffin-embedded (FFPE) cancer samples grouped in three independent cohorts (non-small cell lung cancer, NSCLC; colorectal cancer, CRC; and mixed cancer types) for which matching WES data were available. We observed a strong correlation of the panel data with WES mutation counts especially for the gene panel >1Mbp. Sensitivity and specificity related to TMB cutpoints for checkpoint inhibitor response in NSCLC determined by wet-lab experiments well reflected the in silico data. Additionally, we highlight potential pitfalls in bioinformatics pipelines and provide recommendations for variant filtering. In summary, our study is a valuable data source for researchers working in the field of immuno-oncology as well as for diagnostic laboratories planning TMB testing.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
2秒前
和平星发布了新的文献求助10
3秒前
清浅溪完成签到 ,获得积分10
4秒前
5秒前
pizi发布了新的文献求助10
5秒前
5秒前
桐桐应助圆芋头采纳,获得10
5秒前
xuanx237完成签到,获得积分10
8秒前
8秒前
9秒前
所所应助如果我沉默采纳,获得10
10秒前
希望天下0贩的0应助shanks采纳,获得10
10秒前
11秒前
yiding发布了新的文献求助10
13秒前
李爱国应助dd采纳,获得10
13秒前
贤嘚嘚发布了新的文献求助10
14秒前
14秒前
神奇的柜子完成签到,获得积分10
14秒前
房LY完成签到,获得积分10
15秒前
17秒前
林夕儿发布了新的文献求助30
17秒前
打打应助和平星采纳,获得10
18秒前
琴风晓雨给琴风晓雨的求助进行了留言
19秒前
21秒前
小欧文完成签到,获得积分10
23秒前
fleeper完成签到,获得积分10
23秒前
wu完成签到 ,获得积分10
24秒前
24秒前
11111完成签到,获得积分10
25秒前
明理千雁完成签到 ,获得积分20
26秒前
ZC发布了新的文献求助10
26秒前
Gaoning发布了新的文献求助10
29秒前
直率的拉米完成签到,获得积分10
31秒前
32秒前
可靠的冰烟完成签到,获得积分10
33秒前
慕青应助Sev采纳,获得10
38秒前
如意歌曲发布了新的文献求助10
38秒前
38秒前
39秒前
高分求助中
Evolution 10000
Sustainability in Tides Chemistry 2800
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
A new species of Coccus (Homoptera: Coccoidea) from Malawi 500
A new species of Velataspis (Hemiptera Coccoidea Diaspididae) from tea in Assam 500
Diagnostic immunohistochemistry : theranostic and genomic applications 6th Edition 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3155891
求助须知:如何正确求助?哪些是违规求助? 2807086
关于积分的说明 7871889
捐赠科研通 2465477
什么是DOI,文献DOI怎么找? 1312260
科研通“疑难数据库(出版商)”最低求助积分说明 629958
版权声明 601905