Neoantigen quality predicts immunoediting in survivors of pancreatic cancer

被引:109
|
作者
Luksza, Marta [1 ,2 ]
Sethna, Zachary M. [3 ,4 ,5 ]
Rojas, Luis A. [4 ,5 ]
Lihm, Jayon [3 ]
Bravi, Barbara [6 ,7 ]
Elhanati, Yuval [3 ]
Soares, Kevin [5 ,8 ]
Amisaki, Masataka [4 ,5 ]
Dobrin, Anton [9 ,10 ]
Hoyos, David [3 ]
Guasp, Pablo [4 ,5 ]
Zebboudj, Abderezak [4 ,5 ]
Yu, Rebecca [4 ,5 ]
Chandra, Adrienne Kaya [4 ,5 ]
Waters, Theresa [4 ,5 ]
Odgerel, Zagaa [4 ,5 ]
Leung, Joanne [5 ]
Kappagantula, Rajya [8 ,11 ]
Makohon-Moore, Alvin [8 ,11 ]
Johns, Amber [12 ]
Gill, Anthony [12 ,13 ]
Gigoux, Mathieu [4 ,14 ]
Wolchok, Jedd [4 ,14 ]
Merghoub, Taha [4 ,14 ]
Sadelain, Michel [9 ,10 ]
Patterson, Erin [5 ]
Monasson, Remi [6 ]
Mora, Thierry [6 ]
Walczak, Aleksandra M. [6 ]
Cocco, Simona [6 ]
Iacobuzio-Donahue, Christine [8 ,11 ]
Greenbaum, Benjamin D. [3 ,15 ]
Balachandran, Vinod P. [4 ,5 ,8 ,16 ]
机构
[1] Icahn Sch Med Mt Sinai, Tisch Canc Inst, Dept Ontol Sci, New York, NY 10029 USA
[2] Icahn Sch Med Mt Sinai, Tisch Canc Inst, Dept Genet & Genom Sci, New York, NY 10029 USA
[3] Mem Sloan Kettering Canc Ctr, Dept Biostat, Computat Oncol Serv, New York, NY 10021 USA
[4] Mem Sloan Kettering Canc Ctr, Immunooncol Serv, Human Oncol & Pathogenesis Program, 1275 York Ave, New York, NY 10021 USA
[5] Mem Sloan Kettering Canc Ctr, Dept Surg, Hepatopancreatobiliary Serv, 1275 York Ave, New York, NY 10021 USA
[6] Univ PSL, Sorbonne Univ, Univ Paris, Lab Phys,Ecole Normare Super,CNRS, Paris, France
[7] Imperial Coll London, Dept Math, London, England
[8] Mem Sloan Kettering Canc Ctr, David M Rubenstein Ctr Pancreat Canc Res, 1275 York Ave, New York, NY 10021 USA
[9] Mem Sloan Kettering Canc Ctr, Ctr Cell Engn, 1275 York Ave, New York, NY 10021 USA
[10] Mem Sloan Kettering Canc Ctr, Sloan Kettering Inst, Immunol Program, 1275 York Ave, New York, NY 10021 USA
[11] Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, 1275 York Ave, New York, NY 10021 USA
[12] Garvan Inst Med Res, Kingdom Canc Ctr, Darlinghurst, NSW, Australia
[13] Univ Sydney, Sydney, NSW, Australia
[14] Mem Sloan Kettering Canc Ctr, Swim Amer & Ludwig Collaborat Lab, Parker Inst Canc Immunotherapy, 1275 York Ave, New York, NY 10021 USA
[15] Weill Cornell Med Coll, Weill Cornell Med, Physiol Biophys & Syst Biol, New York, NY 10065 USA
[16] Mem Sloan Kettering Canc Ctr, Parker Inst Canc Immunotherapy, 1275 York Ave, New York, NY 10021 USA
关键词
MELANOMA ANTIGEN GP100; PD-1; BLOCKADE; TUMOR; IDENTIFICATION; SPECIFICITY; EPITOPES;
D O I
10.1038/s41586-022-04735-9
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
Cancer immunoediting(1) is a hallmark of cancer(2) that predicts that lymphocytes kill more immunogenic cancer cells to cause less immunogenic clones to dominate a population. Although proven in mice(1,3), whether immunoediting occurs naturally in human cancers remains unclear. Here, to address this, we investigate how 70 human pancreatic cancers evolved over 10 years. We find that, despite having more time to accumulate mutations, rare long-term survivors of pancreatic cancer who have stronger T cell activity in primary tumours develop genetically less heterogeneous recurrent tumours with fewer immunogenic mutations (neoantigens). To quantify whether immunoediting underlies these observations, we infer that a neoantigen is immunogenic (high-quality) by two features-'non-selfness' based on neoantigen similarity to known antigens(4,5), and 'selfness' based on the antigenic distance required for a neoantigen to differentially bind to the MHC or activate a T cell compared with its wild-type peptide. Using these features, we estimate cancer clone fitness as the aggregate cost of T cells recognizing high-quality neoantigens offset by gains from oncogenic mutations. With this model, we predict the clonal evolution of tumours to reveal that long-term survivors of pancreatic cancer develop recurrent tumours with fewer high-quality neoantigens. Thus, we submit evidence that that the human immune system naturally edits neoantigens. Furthermore, we present a model to predict how immune pressure induces cancer cell populations to evolve over time. More broadly, our results argue that the immune system fundamentally surveils host genetic changes to suppress cancer.
引用
收藏
页码:389 / +
页数:22
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