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Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma

Because immune checkpoint inhibitors (ICIs) are effective for a subset of melanoma patients, identification of melanoma subtypes responsive to ICIs is crucial. We performed clustering analyses to identify immune subtypes of melanoma based on the enrichment levels of 28 immune cells using transcripto...

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Autores principales: Liu, Qian, Nie, Rongfang, Li, Mengyuan, Li, Lin, Zhou, Haiying, Lu, Hui, Wang, Xiaosheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8379294/
https://www.ncbi.nlm.nih.gov/pubmed/34471493
http://dx.doi.org/10.1016/j.csbj.2021.08.005
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author Liu, Qian
Nie, Rongfang
Li, Mengyuan
Li, Lin
Zhou, Haiying
Lu, Hui
Wang, Xiaosheng
author_facet Liu, Qian
Nie, Rongfang
Li, Mengyuan
Li, Lin
Zhou, Haiying
Lu, Hui
Wang, Xiaosheng
author_sort Liu, Qian
collection PubMed
description Because immune checkpoint inhibitors (ICIs) are effective for a subset of melanoma patients, identification of melanoma subtypes responsive to ICIs is crucial. We performed clustering analyses to identify immune subtypes of melanoma based on the enrichment levels of 28 immune cells using transcriptome datasets for six melanoma cohorts, including four cohorts not treated with ICIs and two cohorts treated with ICIs. We identified three immune subtypes (Im-H, Im-M, and Im-L), reproducible in these cohorts. Im-H displayed strong immune signatures, low stemness and proliferation potential, genomic stability, high immunotherapy response rate, and favorable prognosis. Im-L showed weak immune signatures, high stemness and proliferation potential, genomic instability, low immunotherapy response rate, and unfavorable prognosis. The pathways highly enriched in Im-H included immune, MAPK, apoptosis, calcium, VEGF, cell adhesion molecules, focal adhesion, gap junction, and PPAR. The pathways highly enriched in Im-L included Hippo, cell cycle, and ErbB. Copy number alterations correlated inversely with immune signatures in melanoma, while tumor mutation burden showed no significant correlation. The molecular features correlated with favorable immunotherapy response included immune-promoting signatures and pathways of PPAR, MAPK, VEGF, calcium, and glycolysis/gluconeogenesis. Our data recapture the immunological heterogeneity in melanoma and provide clinical implications for the immunotherapy of melanoma.
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spelling pubmed-83792942021-08-31 Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma Liu, Qian Nie, Rongfang Li, Mengyuan Li, Lin Zhou, Haiying Lu, Hui Wang, Xiaosheng Comput Struct Biotechnol J Research Article Because immune checkpoint inhibitors (ICIs) are effective for a subset of melanoma patients, identification of melanoma subtypes responsive to ICIs is crucial. We performed clustering analyses to identify immune subtypes of melanoma based on the enrichment levels of 28 immune cells using transcriptome datasets for six melanoma cohorts, including four cohorts not treated with ICIs and two cohorts treated with ICIs. We identified three immune subtypes (Im-H, Im-M, and Im-L), reproducible in these cohorts. Im-H displayed strong immune signatures, low stemness and proliferation potential, genomic stability, high immunotherapy response rate, and favorable prognosis. Im-L showed weak immune signatures, high stemness and proliferation potential, genomic instability, low immunotherapy response rate, and unfavorable prognosis. The pathways highly enriched in Im-H included immune, MAPK, apoptosis, calcium, VEGF, cell adhesion molecules, focal adhesion, gap junction, and PPAR. The pathways highly enriched in Im-L included Hippo, cell cycle, and ErbB. Copy number alterations correlated inversely with immune signatures in melanoma, while tumor mutation burden showed no significant correlation. The molecular features correlated with favorable immunotherapy response included immune-promoting signatures and pathways of PPAR, MAPK, VEGF, calcium, and glycolysis/gluconeogenesis. Our data recapture the immunological heterogeneity in melanoma and provide clinical implications for the immunotherapy of melanoma. Research Network of Computational and Structural Biotechnology 2021-08-06 /pmc/articles/PMC8379294/ /pubmed/34471493 http://dx.doi.org/10.1016/j.csbj.2021.08.005 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Liu, Qian
Nie, Rongfang
Li, Mengyuan
Li, Lin
Zhou, Haiying
Lu, Hui
Wang, Xiaosheng
Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title_full Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title_fullStr Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title_full_unstemmed Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title_short Identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
title_sort identification of subtypes correlated with tumor immunity and immunotherapy in cutaneous melanoma
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8379294/
https://www.ncbi.nlm.nih.gov/pubmed/34471493
http://dx.doi.org/10.1016/j.csbj.2021.08.005
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