Literature DB >> 32086382

Tumor neoantigenicity assessment with CSiN score incorporates clonality and immunogenicity to predict immunotherapy outcomes.

Tianshi Lu1, Shidan Wang1, Lin Xu1,2, Qinbo Zhou1, Nirmish Singla3,4, Jianjun Gao5, Subrata Manna6, Laurentiu Pop6, Zhiqun Xie1, Mingyi Chen7, Jason J Luke8, James Brugarolas4,9, Raquibul Hannan4,6, Tao Wang10,4.   

Abstract

Lack of responsiveness to checkpoint inhibitors is a central problem in the modern era of cancer immunotherapy. Tumor neoantigens are critical targets of the host antitumor immune response, and their presence correlates with the efficacy of immunotherapy treatment. Many studies involving assessment of tumor neoantigens principally focus on total neoantigen load, which simplistically treats all neoantigens equally. Neoantigen load has been linked with treatment response and prognosis in some studies but not others. We developed a Cauchy-Schwarz index of Neoantigens (CSiN) score to better account for the degree of concentration of immunogenic neoantigens in truncal mutations. Unlike total neoantigen load determinations, CSiN incorporates the effect of both clonality and MHC binding affinity of neoantigens when characterizing tumor neoantigen profiles. By analyzing the clinical responses in 501 treated patients with cancer (with most receiving checkpoint inhibitors) and the overall survival of 1978 patients with cancer at baseline, we showed that CSiN scores predict treatment response to checkpoint inhibitors and prognosis in patients with melanoma, lung cancer, and kidney cancer. CSiN score substantially outperformed prior genetics-based prediction methods of responsiveness and fills an important gap in research involving assessment of tumor neoantigen burden.
Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.

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Year:  2020        PMID: 32086382      PMCID: PMC7239327          DOI: 10.1126/sciimmunol.aaz3199

Source DB:  PubMed          Journal:  Sci Immunol        ISSN: 2470-9468


  81 in total

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Journal:  Nature       Date:  2015-04-22       Impact factor: 49.962

2.  Blockade of B7-H1 improves myeloid dendritic cell-mediated antitumor immunity.

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Journal:  Nat Med       Date:  2003-04-21       Impact factor: 53.440

Review 3.  Immune targets and neoantigens for cancer immunotherapy and precision medicine.

Authors:  Rong-Fu Wang; Helen Y Wang
Journal:  Cell Res       Date:  2016-12-27       Impact factor: 25.617

4.  PD-1 blockade with nivolumab in relapsed or refractory Hodgkin's lymphoma.

Authors:  Stephen M Ansell; Alexander M Lesokhin; Ivan Borrello; Ahmad Halwani; Emma C Scott; Martin Gutierrez; Stephen J Schuster; Michael M Millenson; Deepika Cattry; Gordon J Freeman; Scott J Rodig; Bjoern Chapuy; Azra H Ligon; Lili Zhu; Joseph F Grosso; Su Young Kim; John M Timmerman; Margaret A Shipp; Philippe Armand
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Review 5.  2015: The Year of Anti-PD-1/PD-L1s Against Melanoma and Beyond.

Authors:  Paolo A Ascierto; Francesco M Marincola
Journal:  EBioMedicine       Date:  2015-01-19       Impact factor: 8.143

6.  ATHLATES: accurate typing of human leukocyte antigen through exome sequencing.

Authors:  Chang Liu; Xiao Yang; Brian Duffy; Thalachallour Mohanakumar; Robi D Mitra; Michael C Zody; John D Pfeifer
Journal:  Nucleic Acids Res       Date:  2013-06-08       Impact factor: 16.971

7.  Direct identification of clinically relevant neoepitopes presented on native human melanoma tissue by mass spectrometry.

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Journal:  Nat Commun       Date:  2016-11-21       Impact factor: 14.919

Review 8.  Neoantigen Targeting-Dawn of a New Era in Cancer Immunotherapy?

Authors:  Thomas C Wirth; Florian Kühnel
Journal:  Front Immunol       Date:  2017-12-19       Impact factor: 7.561

9.  Fast and accurate short read alignment with Burrows-Wheeler transform.

Authors:  Heng Li; Richard Durbin
Journal:  Bioinformatics       Date:  2009-05-18       Impact factor: 6.937

10.  The genomic landscape of pediatric and young adult T-lineage acute lymphoblastic leukemia.

Authors:  Yu Liu; John Easton; Ying Shao; Jamie Maciaszek; Zhaoming Wang; Mark R Wilkinson; Kelly McCastlain; Michael Edmonson; Stanley B Pounds; Lei Shi; Xin Zhou; Xiaotu Ma; Edgar Sioson; Yongjin Li; Michael Rusch; Pankaj Gupta; Deqing Pei; Cheng Cheng; Malcolm A Smith; Jaime Guidry Auvil; Daniela S Gerhard; Mary V Relling; Naomi J Winick; Andrew J Carroll; Nyla A Heerema; Elizabeth Raetz; Meenakshi Devidas; Cheryl L Willman; Richard C Harvey; William L Carroll; Kimberly P Dunsmore; Stuart S Winter; Brent L Wood; Brian P Sorrentino; James R Downing; Mignon L Loh; Stephen P Hunger; Jinghui Zhang; Charles G Mullighan
Journal:  Nat Genet       Date:  2017-07-03       Impact factor: 38.330

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  11 in total

1.  Bayesian multiple instance regression for modeling immunogenic neoantigens.

Authors:  Seongoh Park; Xinlei Wang; Johan Lim; Guanghua Xiao; Tianshi Lu; Tao Wang
Journal:  Stat Methods Med Res       Date:  2020-05-13       Impact factor: 3.021

2.  Deep learning-based prediction of the T cell receptor-antigen binding specificity.

Authors:  Tianshi Lu; Ze Zhang; James Zhu; Yunguan Wang; Peixin Jiang; Xue Xiao; Chantale Bernatchez; John V Heymach; Don L Gibbons; Jun Wang; Lin Xu; Alexandre Reuben; Tao Wang
Journal:  Nat Mach Intell       Date:  2021-09-23

3.  Construction and validation of an immunoediting-based optimized neoantigen load (ioTNL) model to predict the response and prognosis of immune checkpoint therapy in various cancers.

Authors:  Xiaofan Su; Haoxuan Jin; Jiaqian Wang; Huiping Lu; Tiantian Gu; Zhibo Gao; Manxiang Li
Journal:  Aging (Albany NY)       Date:  2022-05-25       Impact factor: 5.955

4.  Neoantigen landscape in metastatic nasopharyngeal carcinoma.

Authors:  Mei Lin; Xiao-Long Zhang; Rui You; Qi Yang; Xiong Zou; Kai Yu; You-Ping Liu; Ru-Hai Zou; Yi-Jun Hua; Pei-Yu Huang; Jin Wang; Qi Zhao; Xiao-Bing Jiang; Jun Tang; Yang-Kui Gu; Tao Yu; Gui-Ping He; Yu-Long Xie; Zhi-Qiang Wang; Ting Liu; Si-Yuan Chen; Zhi-Xiang Zuo; Ming-Yuan Chen
Journal:  Theranostics       Date:  2021-04-19       Impact factor: 11.556

Review 5.  Identification of neoantigens for individualized therapeutic cancer vaccines.

Authors:  Franziska Lang; Barbara Schrörs; Martin Löwer; Özlem Türeci; Ugur Sahin
Journal:  Nat Rev Drug Discov       Date:  2022-02-01       Impact factor: 112.288

6.  Pancreatic tropism of metastatic renal cell carcinoma.

Authors:  Nirmish Singla; Zhiqun Xie; Ze Zhang; Ming Gao; Qurratulain Yousuf; Oreoluwa Onabolu; Tiffani McKenzie; Vanina Toffessi Tcheuyap; Yuanqing Ma; Jacob Choi; Renee McKay; Alana Christie; Oscar Reig Torras; Isaac A Bowman; Vitaly Margulis; Ivan Pedrosa; Christopher Przybycin; Tao Wang; Payal Kapur; Brian Rini; James Brugarolas
Journal:  JCI Insight       Date:  2020-04-09

7.  Prediction of neo-epitope immunogenicity reveals TCR recognition determinants and provides insight into immunoediting.

Authors:  Julien Schmidt; Angela R Smith; Morgane Magnin; Julien Racle; Jason R Devlin; Sara Bobisse; Julien Cesbron; Victor Bonnet; Santiago J Carmona; Florian Huber; Giovanni Ciriello; Daniel E Speiser; Michal Bassani-Sternberg; George Coukos; Brian M Baker; Alexandre Harari; David Gfeller
Journal:  Cell Rep Med       Date:  2021-02-06

8.  The Neoantigen Landscape of Mycosis Fungoides.

Authors:  Arunima Sivanand; Dylan Hennessey; Aishwarya Iyer; Sandra O'Keefe; Philip Surmanowicz; Gauravi Vaid; Zixuan Xiao; Robert Gniadecki
Journal:  Front Immunol       Date:  2020-11-23       Impact factor: 7.561

Review 9.  Cancer Neoantigens: Challenges and Future Directions for Prediction, Prioritization, and Validation.

Authors:  Elizabeth S Borden; Kenneth H Buetow; Melissa A Wilson; Karen Taraszka Hastings
Journal:  Front Oncol       Date:  2022-03-03       Impact factor: 6.244

10.  DNA Repair Gene Mutations as Predictors of Immune Checkpoint Inhibitor Response beyond Tumor Mutation Burden.

Authors:  David Hsiehchen; Antony Hsieh; Robert M Samstein; Tianshi Lu; Muhammad S Beg; David E Gerber; Tao Wang; Luc G T Morris; Hao Zhu
Journal:  Cell Rep Med       Date:  2020-06-23
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