Tumour neoantigen heterogeneity thresholds provide a time window for combination immunotherapy

被引:14
作者
Aguade-Gorgorio, Guim [1 ,2 ]
Sole, Ricard [1 ,2 ,3 ]
机构
[1] Univ Pompeu Fabra, ICREA Complex Syst Lab, Barcelona 08003, Spain
[2] Inst Biol Evolut CSIC UPF, Psg Maritim Barceloneta 37, Barcelona 08003, Spain
[3] Santa Fe Inst, 399 Hyde Pk Rd, Santa Fe, NM 87501 USA
关键词
antigen diversity; immune escape; checkpoint blockade immunotherapy; neutral evolution; IMMUNE CHECKPOINT BLOCKADE; COLORECTAL-CANCER; CTLA-4; BLOCKADE; DYNAMICS; RESISTANCE; LANDSCAPE; EVOLUTION; MIGRATION; CELLS; IMMUNODOMINANCE;
D O I
10.1098/rsif.2020.0736
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Following the advent of cancer immunotherapy, increasing insight has been gained on the role of mutational load and neoantigens as key ingredients in T cell recognition of malignancies. However, not all highly mutational tumours react to immune therapies, and initial success is often followed by eventual relapse. Heterogeneity in the neoantigen landscape of a tumour might be key in the failure of immune surveillance. In this work, we present a mathematical framework to describe how neoantigen distributions shape the immune response. The model predicts the existence of an antigen diversity threshold level beyond which T cells fail at controlling heterogeneous tumours. Incorporating this diversity marker adds predictive value to antigen load for two cohorts of anti-CTLA-4 treated melanoma patients. Furthermore, our analytical approach indicates rapid increases in epitope heterogeneity in early malignancy growth following immune escape. We propose a combination therapy scheme that takes advantage of preexisting resistance to a targeted agent. The model indicates that the selective sweep for a resistant subclone reduces neoantigen heterogeneity, and we postulate the existence of a time window before tumour relapse where checkpoint blockade immunotherapy can become more effective.
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页数:10
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