Li Lin, Chen Canping, Wang Xiaosheng
Biomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.
Brief Bioinform. 2021 Nov 5;22(6). doi: 10.1093/bib/bbab202.
Intratumor heterogeneity (ITH) is associated with tumor development, prognosis, immune evasion and therapeutic effects. We proposed the Defining ITH based on EntRopy (DITHER) algorithm for evaluating ITH. We first evaluated the entropies of somatic mutation profiles and copy number alteration (CNA) profiles in a tumor, respectively, and defined their average as the ITH level for the tumor. Using DITHER, we analyzed 33 cancer types from The Cancer Genome Atlas (TCGA) program. We demonstrated that the ITH defined by DITHER had the typical properties of ITH, namely its strong correlations with tumor progression, unfavorable phenotype, genomic instability and immune evasion. Compared with two other ITH evaluation methods: MATH and PhyloWGS, the DITHER ITH had more prominent characteristics of ITH. Moreover, different from MATH and PhyloWGS, DITHER scores were positively correlated with tumor purity, suggesting that DITHER tends to capture the ITH between tumor cells. Interestingly, microsatellite instability (MSI)-high tumors had significantly lower DITHER scores than microsatellite stability (MSS)/MSI-low tumors, although the former had significantly higher tumor mutation loads than the latter. It suggests that the hypermutability of MSI is homogeneous between different cellular populations in bulk tumors. The DITHER ITH may provide novel insights into tumor biology and potential clinical applications.
肿瘤内异质性(ITH)与肿瘤的发生发展、预后、免疫逃逸及治疗效果相关。我们提出了基于熵的肿瘤内异质性定义(DITHER)算法来评估ITH。我们首先分别评估肿瘤中体细胞突变谱和拷贝数改变(CNA)谱的熵,并将它们的平均值定义为该肿瘤的ITH水平。使用DITHER算法,我们分析了来自癌症基因组图谱(TCGA)计划的33种癌症类型。我们证明,由DITHER定义的ITH具有ITH的典型特征,即它与肿瘤进展、不良表型、基因组不稳定和免疫逃逸密切相关。与其他两种ITH评估方法:MATH和PhyloWGS相比,DITHER定义的ITH具有更突出的ITH特征。此外,与MATH和PhyloWGS不同,DITHER评分与肿瘤纯度呈正相关,这表明DITHER倾向于捕捉肿瘤细胞之间的ITH。有趣的是,微卫星高度不稳定(MSI)的肿瘤的DITHER评分显著低于微卫星稳定(MSS)/微卫星低度不稳定(MSI)的肿瘤,尽管前者的肿瘤突变负荷明显高于后者。这表明MSI的高突变性在实体瘤的不同细胞群体之间是均匀的。DITHER定义的ITH可能为肿瘤生物学和潜在的临床应用提供新的见解。