An Exon Signature to Estimate the Tumor Mutational Burden of Right-sided Colon Cancer Patients

被引:5
|
作者
Guo, Wenbing [1 ]
Fu, Yelin [1 ]
Jin, Liangliang [1 ]
Song, Kai [1 ]
Yu, Ruihan [1 ]
Li, Tianhao [1 ]
Qi, Lishuang [1 ]
Gu, Yunyan [1 ]
Zhao, Wenyuan [1 ]
Guo, Zheng [1 ,2 ,3 ]
机构
[1] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150086, Heilongjiang, Peoples R China
[2] Fujian Med Univ, Sch Basic Med Sci, Minist Educ Gastrointestinal Canc, Dept Bioinformat,Key Lab, Fuzhou 350122, Fujian, Peoples R China
[3] Key Lab Med Bioinformat, Fuzhou 350122, Fujian, Peoples R China
来源
JOURNAL OF CANCER | 2020年 / 11卷 / 04期
基金
中国国家自然科学基金;
关键词
tumor mutational burden; the right-sided colon cancer; the coding DNA sequences; a cancer-specific signature; PD-1; BLOCKADE; TARGETED CAPTURE; IMPACT; VALIDATION; LANDSCAPE; ANTIBODY; FUSIONS; LOAD;
D O I
10.7150/jca.34363
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The clinical applicability of the whole-exome sequencing (WES) in estimating tumor mutational burden (TMB) is currently limited by high cost, time-consuming and tissue availability. And given to the differences in the mutational landscapes among different types of cancer, we aimed to develop a cancer-specific signature to estimate TMB for right-sided colon cancer patients (RCC). Using WES data of 315 RCC patients, we identified the exons in which the number of mutational sites of the coding DNA sequences associated with TMB through linear regression analysis. Then, among these exons, we extracted a signature composed by 102 exons (similar to 0.13 Mbp) through a heuristic selection procedure. The TMB estimated by the signature was highly correlated with those calculated by WES in the discovery dataset (R-2 =0.9869) and three independent validation datasets (R-2 =0.9351, R-2 =0.8063 and R-2 =0.9527, respectively). And the performance of the signature was superior to a colorectal-specific TMB estimation model contained 22 genes (similar to 0.24 Mbp). Moreover, between TMB-high and TMB-low RCC patients, there were significantly differences in the frequencies of microsatellite instability status, CpG island methylator phenotype, BRAF, KRAS and POLE/POLD1 mutation status (p<0.01). However, the performances of the signature in other types of cancer were dramatically degraded (left-sided colon cancer, R-2 =0.7849 and 0.9407, respectively; rectum, R-2 =0.5955 and R-2 =0.965, respectively; breast cancer, R-2 =0.8444; lung cancer, R-2 =0.5963), suggesting that it was necessary to develop cancer-specific TMB estimated signatures to estimate precisely the TMB in different types of cancer. In summary, we developed an exon signature that can accurately estimate TMB in RCC patients, and the cost and time required for the assessment of TMB can be considerably decreased, making it more suitable for blood and/or biopsy samples.
引用
收藏
页码:883 / 892
页数:10
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