Optimizing cancer immunotherapy response prediction by tumor aneuploidy score and fraction of copy number alterations

被引:13
作者
Chang, Tian-Gen [1 ]
Cao, Yingying [1 ]
Shulman, Eldad D. [1 ]
Ben-David, Uri [2 ]
Schaffer, Alejandro A. [1 ]
Ruppin, Eytan [1 ]
机构
[1] NCI, Canc Data Sci Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
[2] Tel Aviv Univ, Fac Med, Dept Human Mol Genet & Biochem, Tel Aviv, Israel
基金
美国国家卫生研究院;
关键词
D O I
10.1038/s41698-023-00408-6
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Identifying patients that are likely to respond to cancer immunotherapy is an important, yet highly challenging clinical need. Using 3139 patients across 17 different cancer types, we comprehensively studied the ability of two common copy-number alteration (CNA) scores-the tumor aneuploidy score (AS) and the fraction of genome single nucleotide polymorphism encompassed by copy-number alterations (FGA)-to predict survival following immunotherapy in both pan-cancer and individual cancer types. First, we show that choice of cutoff during CNA calling significantly influences the predictive power of AS and FGA for patient survival following immunotherapy. Remarkably, by using proper cutoff during CNA calling, AS and FGA can predict pan-cancer survival following immunotherapy for both high-TMB and low-TMB patients. However, at the individual cancer level, our data suggest that the use of AS and FGA for predicting immunotherapy response is currently limited to only a few cancer types. Therefore, larger sample sizes are needed to evaluate the clinical utility of these measures for patient stratification in other cancer types. Finally, we propose a simple, non-parameterized, elbow-point-based method to help determine the cutoff used for calling CNAs.
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页数:8
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