Estimating tumor mutational burden across multiple cancer types using whole-exome sequencing

被引:16
作者
Zhou, Chuang [1 ]
Chen, Song [2 ]
Xu, Fei [3 ]
Wei, Jinwang [3 ]
Zhou, Xiaoyu [3 ]
Wu, Zhiqiang [2 ]
Zhao, Longshuan [1 ]
Liu, Jun [3 ]
Guo, Wenbo [2 ]
机构
[1] Zhengzhou Univ, Affiliated Hosp 1, Dept Hepatobiliary Pancreat Surg, Zhengzhou, Peoples R China
[2] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Radiat Oncol, 58 Zhongshan 2nd Rd, Guangzhou, Peoples R China
[3] Genomicare Biotechnol Shanghai Co Ltd, Shanghai 201210, Peoples R China
关键词
Tumor mutational burden (TMB); whole-exome sequencing (WES); immunotherapy; NIVOLUMAB;
D O I
10.21037/atm-21-4227
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Tumor mutational burden (TMB) is emerging as a promising biomarker in immune checkpoint inhibitor (ICI) therapy. Despite whole-exome sequencing (WES) being the gold standard for quantifying TMB, TMB is determined by selected targeted panels in most cases, and WES-derived TMB data are lacking due to the greater cost and complexity. Determining TMB thresholds is another issue that needs attention. Methods: A total of 309 patients who had received ICI therapy, representing five cancers (listed in "Results"), were recruited. Among them, 269 patients were evaluable for survival analysis. Tumor and matched blood samples from the patients were analyzed using WES and somatic mutations were determined. TMB is defined as the total number of somatic nonsynonymous mutations in the tumor exome in our study. The patients were divided into different TMB subgroups according to a common fixed number (10 mutations/Mb) or the top tertile within each tumor type. Results: The distribution of WES-derived median TMBs was highly variable across different tumor types, ranging from 2.71 (cholangiocarcinoma) to 2.97 (nervous system tumor), 3.69 (gastric cancer), 4.31 (hepatocellular carcinoma), and 4.64 [colorectal cancer (CRC)] mutations/Mb. In CRC, the survival benefit of TMB-high patients was significant using both the top tertile and the 10 mutations/Mb threshold. In hepatocellular carcinoma, the 10 mutations/Mb threshold showed an advantage over the top tertile threshold. Among patients with nervous system tumors, cholangiocarcinoma, and gastric cancer, no obvious survival differences were observed between the TMB-high and TMB-low groups with either TMB stratification approach. Conclusions: The TMB threshold criterion may vary for different cancers. Our data suggest that TMB is unable to predict ICI benefit across all cancer types in Chinese patients. However, it may be an effective biomarker for predicting the clinical benefit of ICI therapy for patients with CRC.
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页数:10
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共 24 条
[1]   Pembrolizumab in Microsatellite-Instability-High Advanced Colorectal Cancer [J].
Andre, T. ;
Shiu, K-K ;
Kim, T. W. ;
Jensen, B., V ;
Jensen, L. H. ;
Punt, C. ;
Smith, D. ;
Garcia-Carbonero, R. ;
Benavides, M. ;
Gibbs, P. ;
de la Fouchardiere, C. ;
Rivera, F. ;
Elez, E. ;
Bendell, J. ;
Le, D. T. ;
Yoshino, T. ;
Van Cutsem, E. ;
Yang, P. ;
Farooqui, M. Z. H. ;
Marinello, P. ;
Diaz, L. A., Jr. .
NEW ENGLAND JOURNAL OF MEDICINE, 2020, 383 (23) :2207-2218
[2]   Three-fold overestimation of tumor mutation burden using 248 gene panel versus whole exome. [J].
Andrew Nguyen ;
Garner, Chad ;
Reddy, Sandeep K. ;
Sanborn, John Z. ;
Benz, Stephen Charles ;
Seery, Tara Elisabeth ;
Rabizadeh, Shahrooz .
JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (15)
[3]   Nivolumab versus Docetaxel in Advanced Nonsquamous Non-Small-Cell Lung Cancer [J].
Borghaei, H. ;
Paz-Ares, L. ;
Horn, L. ;
Spigel, D. R. ;
Steins, M. ;
Ready, N. E. ;
Chow, L. Q. ;
Vokes, E. E. ;
Felip, E. ;
Holgado, E. ;
Barlesi, F. ;
Kohlhaeufl, M. ;
Arrieta, O. ;
Burgio, M. A. ;
Fayette, J. ;
Lena, H. ;
Poddubskaya, E. ;
Gerber, D. E. ;
Gettinger, S. N. ;
Rudin, C. M. ;
Rizvi, N. ;
Crino, L. ;
Blumenschein, G. R. ;
Antonia, S. J. ;
Dorange, C. ;
Harbison, C. T. ;
Finckenstein, F. Graf ;
Brahmer, J. R. .
NEW ENGLAND JOURNAL OF MEDICINE, 2015, 373 (17) :1627-1639
[4]   High tumor mutation burden predicts better efficacy of immunotherapy: a pooled analysis of 103078 cancer patients [J].
Cao, Dedong ;
Xu, Huilin ;
Xu, Ximing ;
Guo, Tao ;
Ge, Wei .
ONCOIMMUNOLOGY, 2019, 8 (09)
[5]   First-Line Nivolumab in Stage IV or Recurrent Non-Small-Cell Lung Cancer [J].
Carbone, D. P. ;
Reck, M. ;
Paz-Ares, L. ;
Creelan, B. ;
Horn, L. ;
Steins, M. ;
Felip, E. ;
van den Heuvel, M. M. ;
Ciuleanu, T. -E. ;
Badin, F. ;
Ready, N. ;
Hiltermann, T. J. N. ;
Nair, S. ;
Juergens, R. ;
Peters, S. ;
Minenza, E. ;
Wrangle, J. M. ;
Rodriguez-Abreu, D. ;
Borghaei, H. ;
Blumenschein, G. R. ;
Villaruz, L. C. ;
Havel, L. ;
Krejci, J. ;
Corral Jaime, J. ;
Chang, H. ;
Geese, W. J. ;
Bhagavatheeswaran, P. ;
Chen, A. C. ;
Socinski, M. A. .
NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (25) :2415-2426
[6]   Mutational Landscape and Sensitivity to Immune Checkpoint Blockers [J].
Chabanon, Roman M. ;
Pedrero, Marion ;
Lefebvre, Celine ;
Marabelle, Aurelien ;
Soria, Jean-Charles ;
Postel-Vinay, Sophie .
CLINICAL CANCER RESEARCH, 2016, 22 (17) :4309-4321
[7]   Analysis of 100,000 human cancer genomes reveals the landscape of tumor mutational burden [J].
Chalmers, Zachary R. ;
Connelly, Caitlin F. ;
Fabrizio, David ;
Gay, Laurie ;
Ali, Siraj M. ;
Ennis, Riley ;
Schrock, Alexa ;
Campbell, Brittany ;
Shlien, Adam ;
Chmielecki, Juliann ;
Huang, Franklin ;
He, Yuting ;
Sun, James ;
Tabori, Uri ;
Kennedy, Mark ;
Lieber, Daniel S. ;
Roels, Steven ;
White, Jared ;
Otto, Geoffrey A. ;
Ross, Jeffrey S. ;
Garraway, Levi ;
Miller, Vincent A. ;
Stephens, Phillip J. ;
Frampton, Garrett M. .
GENOME MEDICINE, 2017, 9
[8]   Nivolumab plus Ipilimumab in Lung Cancer with a High Tumor Mutational Burden [J].
Hellmann, M. D. ;
Ciuleanu, T. -E. ;
Pluzanski, A. ;
Lee, J. S. ;
Otterson, G. A. ;
Audigier-Valette, C. ;
Minenza, E. ;
Linardou, H. ;
Burgers, S. ;
Salman, P. ;
Borghaei, H. ;
Ramalingam, S. S. ;
Brahmer, J. ;
Reck, M. ;
O'Byrne, K. J. ;
Geese, W. J. ;
Green, G. ;
Chang, H. ;
Szustakowski, J. ;
Bhagavatheeswaran, P. ;
Healey, D. ;
Fu, Y. ;
Nathan, F. ;
Paz-Ares, L. .
NEW ENGLAND JOURNAL OF MEDICINE, 2018, 378 (22) :2093-2104
[9]   Association of tumour mutational burden with outcomes in patients with advanced solid tumours treated with pembrolizumab: prospective biomarker analysis of the multicohort, open-label, phase 2 KEYNOTE-158 study [J].
Marabelle, Aurelien ;
Fakih, Marwan ;
Lopez, Juanita ;
Shah, Manisha ;
Shapira-Frommer, Ronnie ;
Nakagawa, Kazuhiko ;
Chung, Hyun Cheol ;
Kindler, Hedy L. ;
Lopez-Martin, Jose A. ;
Miller, Wilson H., Jr. ;
Italiano, Antoine ;
Kao, Steven ;
Piha-Paul, Sarina A. ;
Delord, Jean-Pierre ;
McWilliams, Robert R. ;
Fabrizio, David A. ;
Aurora-Garg, Deepti ;
Xu, Lei ;
Jin, Fan ;
Norwood, Kevin ;
Bang, Yung-Jue .
LANCET ONCOLOGY, 2020, 21 (10) :1353-1365
[10]   High tumor mutation burden fails to predict immune checkpoint blockade response across all cancer types [J].
McGrail, D. J. ;
Pilie, P. G. ;
Rashid, N. U. ;
Voorwerk, L. ;
Slagter, M. ;
Kok, M. ;
Jonasch, E. ;
Khasraw, M. ;
Heimberger, A. B. ;
Lim, B. ;
Ueno, N. T. ;
Litton, J. K. ;
Ferrarotto, R. ;
Chang, J. T. ;
Moulder, S. L. ;
Lin, S-Y .
ANNALS OF ONCOLOGY, 2021, 32 (05) :661-672