Systematic assessment and optimizing algorithm of tumor mutational burden calculation and their implications in clinical decision-making

临床决策 计算机科学 算法 医学 重症监护医学
作者
Daqiang Sun,Meilin Xu,Chaohu Pan,Hongzhen Tang,Peng Wang,Dongfang Wu,Haitao Luo
出处
期刊:Frontiers in Oncology [Frontiers Media SA]
卷期号:12 被引量:5
标识
DOI:10.3389/fonc.2022.972972
摘要

Tumor mutation burden (TMB) has been validated as a biomarker to predict the response of immune checkpoint inhibitors (ICIs) treatment in various cancers. However, the effects of different sequencing platforms, cancer types, and calculation algorithms on TMB as well as its cut-off value for predicting immunotherapy efficacy in the East Asian population still need to be further investigated. In this study, the data of 4126 samples generated by targeted panel sequencing or whole-exome sequencing (WES) in different platforms and public sequencing data from 3680 samples that contained targeted panel sequencing, WES and whole-genome sequencing (WGS) were obtained. The impact of different sequencing platforms and methods on TMB calculation was assessed. No significant bias was found in TMB calculated by different platforms. However, TMB calculated from WGS was significantly lower than those calculated from targeted panel sequencing and WES. The distribution of TMB at different sequencing depths and tumor purity were analyzed. There was no significant difference in the distribution of TMB when the sequencing depth was greater than 500, the tumor purity estimated by hematoxylin-eosin (HE) staining was between 0.1-1.0 or estimated by next-generation sequencing (NGS) was greater than 0.4. In addition, the somatic-germline-zygosity (SGZ) algorithm was optimized to calculate TMB from tumor-only sequencing samples in the East Asian population. The correlation coefficient of TMB calculated with the optimized SGZ algorithm and paired normal-tumor sequencing is 0.951. Furthermore, the optimal cut-off value of TMB in East Asian lung cancer patients treated with ICIs was determined to be 7 mut/Mb instead of 10 mut/Mb through the ROC curve and Log-rank analysis in the training cohort and validated in the test cohort. Patients with TMB ≥ 7 mut/Mb had better outcomes than patients with TMB<7 mut/Mb. In conclusion, this study systematically analyzed the factors that influenced the TMB calculation and optimized the SGZ algorithm to calculate TMB from tumor-only sequencing samples in the East Asian population. More importantly, the cut-off value of TMB for predicting immunotherapy efficacy was determined to be 7 mut/Mb instead of 10 mut/Mb in East Asian lung cancer patients, which can help in clinical decision-making.

科研通智能强力驱动
Strongly Powered by AbleSci AI
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
Owen应助火星上的大白菜采纳,获得10
刚刚
左耳东完成签到,获得积分10
刚刚
汉堡包应助无心的梦蕊采纳,获得30
刚刚
刚刚
乐乐应助宝宝哎呀哦采纳,获得10
1秒前
1秒前
王鑫发布了新的文献求助10
1秒前
小丑羊完成签到,获得积分10
1秒前
1秒前
yun完成签到 ,获得积分10
1秒前
2秒前
李健的粉丝团团长应助sun采纳,获得10
3秒前
3秒前
zhouleiwang发布了新的文献求助10
3秒前
kim完成签到,获得积分10
3秒前
螺旋飞天放屁完成签到,获得积分10
3秒前
catesina完成签到,获得积分10
3秒前
ztayx完成签到 ,获得积分10
3秒前
852应助生动成危采纳,获得10
4秒前
4秒前
虚幻的翠霜完成签到,获得积分10
4秒前
QING完成签到,获得积分10
4秒前
4秒前
Chai完成签到,获得积分10
4秒前
李健的粉丝团团长应助luo采纳,获得10
5秒前
nffl发布了新的文献求助10
5秒前
5秒前
李睿嘉完成签到,获得积分20
5秒前
祁尒完成签到,获得积分10
5秒前
ll完成签到,获得积分20
5秒前
5秒前
5秒前
上山打老虎完成签到,获得积分10
6秒前
机智橘子完成签到 ,获得积分10
6秒前
Maple发布了新的文献求助10
6秒前
小薇发布了新的文献求助10
6秒前
小二郎应助水博士采纳,获得10
6秒前
瑶625完成签到,获得积分10
6秒前
6秒前
1111111发布了新的文献求助10
7秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Kinesiophobia : a new view of chronic pain behavior 3000
Les Mantodea de guyane 2500
Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics 2000
What is the Future of Psychotherapy in a Digital Age? 700
The Psychological Quest for Meaning 600
Zeolites: From Fundamentals to Emerging Applications 600
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5953761
求助须知:如何正确求助?哪些是违规求助? 7159422
关于积分的说明 15932109
捐赠科研通 5088538
什么是DOI,文献DOI怎么找? 2734887
邀请新用户注册赠送积分活动 1695721
关于科研通互助平台的介绍 1617018