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Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma

Angioimmunoblastic T-cell lymphoma (AITL) is a subtype of peripheral T-cell lymphoma (PTCL) strongly correlated with worse clinical outcomes. However, the role of characteristic pathway-related genes in patients with AITL (e.g., subtype typing and pathogenesis) remains unknown. In this study, we int...

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Autores principales: Zhu, Shicong, Zhao, Yan, Xing, Cheng, Guo, Wancheng, Huang, Zineng, Zhang, Huifang, Yin, Le, Ruan, Xueqin, Li, Heng, Cheng, Zhao, Wang, Zhihua, Peng, Hongling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412840/
https://www.ncbi.nlm.nih.gov/pubmed/37576233
http://dx.doi.org/10.1016/j.heliyon.2023.e18836
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author Zhu, Shicong
Zhao, Yan
Xing, Cheng
Guo, Wancheng
Huang, Zineng
Zhang, Huifang
Yin, Le
Ruan, Xueqin
Li, Heng
Cheng, Zhao
Wang, Zhihua
Peng, Hongling
author_facet Zhu, Shicong
Zhao, Yan
Xing, Cheng
Guo, Wancheng
Huang, Zineng
Zhang, Huifang
Yin, Le
Ruan, Xueqin
Li, Heng
Cheng, Zhao
Wang, Zhihua
Peng, Hongling
author_sort Zhu, Shicong
collection PubMed
description Angioimmunoblastic T-cell lymphoma (AITL) is a subtype of peripheral T-cell lymphoma (PTCL) strongly correlated with worse clinical outcomes. However, the role of characteristic pathway-related genes in patients with AITL (e.g., subtype typing and pathogenesis) remains unknown. In this study, we intended to understand the potential role and prognostic value of characteristic pathways in AITL and identified a model for subtype identification based on pathway-related functional status. Transcriptomic (RNA-seq) data were obtained from the Gene Expression Omnibus database for three sets of tumor tissues from AITL patients. AITL was divided into three clusters based on the pathway profile of patients and the best clustering k = 3, and differentially expressed genes (DEGs) in the three clusters were analyzed. The top 45 important variables associated with characteristic pathways, such as Huntington's disease, VEGF signaling pathway, nucleotide excision repair, ubiquitin-mediated proteolysis, purine metabolism, olfactory transduction, etc., were used to construct a subtype identification model. The model was experimentally validated and proved to possess good predictive efficacy. In addition, pathway-related subtype typing was significantly associated with different immune cell infiltration in AITL. Further analysis revealed that the drug IC(50) values predicted also differed markedly among the different subtypes, thus further identifying some subtype-specific drugs. Our study indicates a potential role of characteristic pathways in AITL staging for the first time, provides novel insights for future research targeting AITL, and points to potential therapeutic options for patients with different subtypes of AITL.
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spelling pubmed-104128402023-08-11 Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma Zhu, Shicong Zhao, Yan Xing, Cheng Guo, Wancheng Huang, Zineng Zhang, Huifang Yin, Le Ruan, Xueqin Li, Heng Cheng, Zhao Wang, Zhihua Peng, Hongling Heliyon Research Article Angioimmunoblastic T-cell lymphoma (AITL) is a subtype of peripheral T-cell lymphoma (PTCL) strongly correlated with worse clinical outcomes. However, the role of characteristic pathway-related genes in patients with AITL (e.g., subtype typing and pathogenesis) remains unknown. In this study, we intended to understand the potential role and prognostic value of characteristic pathways in AITL and identified a model for subtype identification based on pathway-related functional status. Transcriptomic (RNA-seq) data were obtained from the Gene Expression Omnibus database for three sets of tumor tissues from AITL patients. AITL was divided into three clusters based on the pathway profile of patients and the best clustering k = 3, and differentially expressed genes (DEGs) in the three clusters were analyzed. The top 45 important variables associated with characteristic pathways, such as Huntington's disease, VEGF signaling pathway, nucleotide excision repair, ubiquitin-mediated proteolysis, purine metabolism, olfactory transduction, etc., were used to construct a subtype identification model. The model was experimentally validated and proved to possess good predictive efficacy. In addition, pathway-related subtype typing was significantly associated with different immune cell infiltration in AITL. Further analysis revealed that the drug IC(50) values predicted also differed markedly among the different subtypes, thus further identifying some subtype-specific drugs. Our study indicates a potential role of characteristic pathways in AITL staging for the first time, provides novel insights for future research targeting AITL, and points to potential therapeutic options for patients with different subtypes of AITL. Elsevier 2023-08-01 /pmc/articles/PMC10412840/ /pubmed/37576233 http://dx.doi.org/10.1016/j.heliyon.2023.e18836 Text en © 2023 The Authors 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
Zhu, Shicong
Zhao, Yan
Xing, Cheng
Guo, Wancheng
Huang, Zineng
Zhang, Huifang
Yin, Le
Ruan, Xueqin
Li, Heng
Cheng, Zhao
Wang, Zhihua
Peng, Hongling
Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title_full Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title_fullStr Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title_full_unstemmed Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title_short Immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic T-cell lymphoma
title_sort immune infiltration and drug specificity analysis of different subtypes based on functional status in angioimmunoblastic t-cell lymphoma
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10412840/
https://www.ncbi.nlm.nih.gov/pubmed/37576233
http://dx.doi.org/10.1016/j.heliyon.2023.e18836
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