Susan Raju Paul, Ivan Valiev, Skylar E. Korek, Vladimir Zyrin, Diana Shamsutdinova, Olga Gancharova, Alexander Zaitsev, Ekaterina Nuzhdina, Diane L. Davies, Ibiayi Dagogo-Jack, Felix Frenkel, Jessica H. Brown, Joshua M. Hess, Sarah Viet, Jason L. Petersen, Cameron D. Wright, Harald C. Ott, Hugh G. Auchincloss, Ashok Muniappan, Toshihiro Shioda, Michael Lanuti, Christel M. Davis, Erik A. Ehli, Yin P. Hung, Mari Mino-Kenudson, Maria Tsiper, Ann E. Sluder, Patrick M. Reeves, Nikita Kotlov, Alexander Bagaev, Ravshan Ataullakhanov, Mark C. Poznansky
{"title":"B细胞依赖亚型和基于治疗的免疫与3期和4期肺腺癌的生存相关","authors":"Susan Raju Paul, Ivan Valiev, Skylar E. Korek, Vladimir Zyrin, Diana Shamsutdinova, Olga Gancharova, Alexander Zaitsev, Ekaterina Nuzhdina, Diane L. Davies, Ibiayi Dagogo-Jack, Felix Frenkel, Jessica H. Brown, Joshua M. Hess, Sarah Viet, Jason L. Petersen, Cameron D. Wright, Harald C. Ott, Hugh G. Auchincloss, Ashok Muniappan, Toshihiro Shioda, Michael Lanuti, Christel M. Davis, Erik A. Ehli, Yin P. Hung, Mari Mino-Kenudson, Maria Tsiper, Ann E. Sluder, Patrick M. Reeves, Nikita Kotlov, Alexander Bagaev, Ravshan Ataullakhanov, Mark C. Poznansky","doi":"10.1096/fba.2023-00009","DOIUrl":null,"url":null,"abstract":"<p>Lung cancer is the leading cause of cancer-related deaths worldwide. Surgery and chemoradiation are the standard of care in early stages of non-small cell lung cancer (NSCLC), while immunotherapy is the standard of care in late-stage NSCLC. The immune composition of the tumor microenvironment (TME) is recognized as an indicator for responsiveness to immunotherapy, although much remains unknown about its role in responsiveness to surgery or chemoradiation. In this pilot study, we characterized the NSCLC TME using mass cytometry (CyTOF) and bulk RNA sequencing (RNA-Seq) with deconvolution of RNA-Seq being performed by Kassandra, a recently published deconvolution tool. Stratification of patients based on the intratumoral abundance of B cells identified that the B-cell rich patient group had increased expression of CXCL13 and greater abundance of PD1<sup>+</sup> CD8 T cells. The presence of B cells and PD1<sup>+</sup> CD8 T cells correlated positively with the presence of intratumoral tertiary lymphoid structures (TLS). We then assessed the predictive and prognostic utility of these cell types and TLS within publicly available stage 3 and 4 lung adenocarcinoma (LUAD) RNA-Seq datasets. As previously described by others, pre-treatment expression of intratumoral 12-chemokine TLS gene signature is associated with progression free survival (PFS) in patients who receive treatment with immune checkpoint inhibitors (ICI). Notably and unexpectedly pre-treatment percentages of intratumoral B cells are associated with PFS in patients who receive surgery, chemotherapy, or radiation. Further studies to confirm these findings would allow for more effective patient selection for both ICI and non-ICI treatments.</p>","PeriodicalId":12093,"journal":{"name":"FASEB bioAdvances","volume":"5 4","pages":"156-170"},"PeriodicalIF":2.5000,"publicationDate":"2023-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/ed/74/FBA2-5-156.PMC10068771.pdf","citationCount":"0","resultStr":"{\"title\":\"B cell-dependent subtypes and treatment-based immune correlates to survival in stage 3 and 4 lung adenocarcinomas\",\"authors\":\"Susan Raju Paul, Ivan Valiev, Skylar E. Korek, Vladimir Zyrin, Diana Shamsutdinova, Olga Gancharova, Alexander Zaitsev, Ekaterina Nuzhdina, Diane L. Davies, Ibiayi Dagogo-Jack, Felix Frenkel, Jessica H. Brown, Joshua M. Hess, Sarah Viet, Jason L. Petersen, Cameron D. Wright, Harald C. Ott, Hugh G. Auchincloss, Ashok Muniappan, Toshihiro Shioda, Michael Lanuti, Christel M. Davis, Erik A. Ehli, Yin P. Hung, Mari Mino-Kenudson, Maria Tsiper, Ann E. Sluder, Patrick M. Reeves, Nikita Kotlov, Alexander Bagaev, Ravshan Ataullakhanov, Mark C. Poznansky\",\"doi\":\"10.1096/fba.2023-00009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Lung cancer is the leading cause of cancer-related deaths worldwide. Surgery and chemoradiation are the standard of care in early stages of non-small cell lung cancer (NSCLC), while immunotherapy is the standard of care in late-stage NSCLC. The immune composition of the tumor microenvironment (TME) is recognized as an indicator for responsiveness to immunotherapy, although much remains unknown about its role in responsiveness to surgery or chemoradiation. In this pilot study, we characterized the NSCLC TME using mass cytometry (CyTOF) and bulk RNA sequencing (RNA-Seq) with deconvolution of RNA-Seq being performed by Kassandra, a recently published deconvolution tool. Stratification of patients based on the intratumoral abundance of B cells identified that the B-cell rich patient group had increased expression of CXCL13 and greater abundance of PD1<sup>+</sup> CD8 T cells. The presence of B cells and PD1<sup>+</sup> CD8 T cells correlated positively with the presence of intratumoral tertiary lymphoid structures (TLS). We then assessed the predictive and prognostic utility of these cell types and TLS within publicly available stage 3 and 4 lung adenocarcinoma (LUAD) RNA-Seq datasets. As previously described by others, pre-treatment expression of intratumoral 12-chemokine TLS gene signature is associated with progression free survival (PFS) in patients who receive treatment with immune checkpoint inhibitors (ICI). Notably and unexpectedly pre-treatment percentages of intratumoral B cells are associated with PFS in patients who receive surgery, chemotherapy, or radiation. Further studies to confirm these findings would allow for more effective patient selection for both ICI and non-ICI treatments.</p>\",\"PeriodicalId\":12093,\"journal\":{\"name\":\"FASEB bioAdvances\",\"volume\":\"5 4\",\"pages\":\"156-170\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2023-01-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/ed/74/FBA2-5-156.PMC10068771.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"FASEB bioAdvances\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1096/fba.2023-00009\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BIOCHEMISTRY & MOLECULAR BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"FASEB bioAdvances","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1096/fba.2023-00009","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
B cell-dependent subtypes and treatment-based immune correlates to survival in stage 3 and 4 lung adenocarcinomas
Lung cancer is the leading cause of cancer-related deaths worldwide. Surgery and chemoradiation are the standard of care in early stages of non-small cell lung cancer (NSCLC), while immunotherapy is the standard of care in late-stage NSCLC. The immune composition of the tumor microenvironment (TME) is recognized as an indicator for responsiveness to immunotherapy, although much remains unknown about its role in responsiveness to surgery or chemoradiation. In this pilot study, we characterized the NSCLC TME using mass cytometry (CyTOF) and bulk RNA sequencing (RNA-Seq) with deconvolution of RNA-Seq being performed by Kassandra, a recently published deconvolution tool. Stratification of patients based on the intratumoral abundance of B cells identified that the B-cell rich patient group had increased expression of CXCL13 and greater abundance of PD1+ CD8 T cells. The presence of B cells and PD1+ CD8 T cells correlated positively with the presence of intratumoral tertiary lymphoid structures (TLS). We then assessed the predictive and prognostic utility of these cell types and TLS within publicly available stage 3 and 4 lung adenocarcinoma (LUAD) RNA-Seq datasets. As previously described by others, pre-treatment expression of intratumoral 12-chemokine TLS gene signature is associated with progression free survival (PFS) in patients who receive treatment with immune checkpoint inhibitors (ICI). Notably and unexpectedly pre-treatment percentages of intratumoral B cells are associated with PFS in patients who receive surgery, chemotherapy, or radiation. Further studies to confirm these findings would allow for more effective patient selection for both ICI and non-ICI treatments.