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Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers

BACKGROUND: Ferroptosis is associated with the development of many cancers; the molecular features of colorectal carcinoma (CRC) based on ferroptosis-related genes (FRGs) remain unknown. Herein, we aimed to identify ferroptosis-associated molecular subtypes of CRC based on the expression profiles of...

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Autores principales: Yue, Qingfang, Zhang, Yuan, Wang, Fei, Cao, Fei, Duan, Xianglong, Bai, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9004151/
https://www.ncbi.nlm.nih.gov/pubmed/35410338
http://dx.doi.org/10.1186/s12957-022-02575-5
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author Yue, Qingfang
Zhang, Yuan
Wang, Fei
Cao, Fei
Duan, Xianglong
Bai, Jun
author_facet Yue, Qingfang
Zhang, Yuan
Wang, Fei
Cao, Fei
Duan, Xianglong
Bai, Jun
author_sort Yue, Qingfang
collection PubMed
description BACKGROUND: Ferroptosis is associated with the development of many cancers; the molecular features of colorectal carcinoma (CRC) based on ferroptosis-related genes (FRGs) remain unknown. Herein, we aimed to identify ferroptosis-associated molecular subtypes of CRC based on the expression profiles of FRGs. METHODS: To explore ferroptosis-associated subtypes of CRC, the gene expression data and clinical information of 682 patients were extracted from The Cancer Genome Atlas and Gene Expression Omnibus databases. We performed consensus clustering to identify robust clusters of patients. Then the distribution of the subtypes in terms of prognosis significance, transcriptome features, immune microenvironment, drug sensitivity, gene mutations, and copy number alternations (CNAs) were evaluated respectively. In addition, we analyzed the correlation of these ferroptosis-associated molecular subtypes with the distribution of conventional clinical indicators in CRC. RESULTS: Four subtypes of CRC (C1, C2, C3, and C4) were identified in which the prognosis, immune cell infiltration, immune score, stromal score, and tumor purity were significantly different between the four subtypes. The C3 subtype had a higher infiltration of B cells, M2 macrophages, resting mast cells, monocytes, natural killer cells, plasma cells, and CD8 T cells. The C3 subtype had the highest immune and stromal scores and the lowest tumor purity. In contrast, the C4 subtype demonstrated the lowest immune and stromal scores and the highest tumor purity. Programmed cell death ligand 1 (PD-L1), an immune checkpoint protein, was differentially expressed in the four subtypes (P < 2e–16) and was significantly correlated with the expression of several FRGs in all subtypes. Significant differences in stem cell indices (P < 0.01) and drug sensitivity (P < 0.01) were observed in the four subtypes. Additionally, gene mutations analysis showed that FRGs such as TP53 had a high frequency of mutation in the four subtypes (49%, 62%, 61%, and 71%, respectively), and the CNAs showed significant difference among all subtypes (P < 0.001). CONCLUSION: In summary, the ferroptosis-associated subtypes could serve as an independent biomarker for estimating oncological outcomes in patients with CRC. Our results demonstrated that the high level of heterogeneity in the expression of FRGs might be useful for the stratification of patients with CRC and the implementation of individualized therapeutic strategies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12957-022-02575-5.
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spelling pubmed-90041512022-04-13 Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers Yue, Qingfang Zhang, Yuan Wang, Fei Cao, Fei Duan, Xianglong Bai, Jun World J Surg Oncol Research BACKGROUND: Ferroptosis is associated with the development of many cancers; the molecular features of colorectal carcinoma (CRC) based on ferroptosis-related genes (FRGs) remain unknown. Herein, we aimed to identify ferroptosis-associated molecular subtypes of CRC based on the expression profiles of FRGs. METHODS: To explore ferroptosis-associated subtypes of CRC, the gene expression data and clinical information of 682 patients were extracted from The Cancer Genome Atlas and Gene Expression Omnibus databases. We performed consensus clustering to identify robust clusters of patients. Then the distribution of the subtypes in terms of prognosis significance, transcriptome features, immune microenvironment, drug sensitivity, gene mutations, and copy number alternations (CNAs) were evaluated respectively. In addition, we analyzed the correlation of these ferroptosis-associated molecular subtypes with the distribution of conventional clinical indicators in CRC. RESULTS: Four subtypes of CRC (C1, C2, C3, and C4) were identified in which the prognosis, immune cell infiltration, immune score, stromal score, and tumor purity were significantly different between the four subtypes. The C3 subtype had a higher infiltration of B cells, M2 macrophages, resting mast cells, monocytes, natural killer cells, plasma cells, and CD8 T cells. The C3 subtype had the highest immune and stromal scores and the lowest tumor purity. In contrast, the C4 subtype demonstrated the lowest immune and stromal scores and the highest tumor purity. Programmed cell death ligand 1 (PD-L1), an immune checkpoint protein, was differentially expressed in the four subtypes (P < 2e–16) and was significantly correlated with the expression of several FRGs in all subtypes. Significant differences in stem cell indices (P < 0.01) and drug sensitivity (P < 0.01) were observed in the four subtypes. Additionally, gene mutations analysis showed that FRGs such as TP53 had a high frequency of mutation in the four subtypes (49%, 62%, 61%, and 71%, respectively), and the CNAs showed significant difference among all subtypes (P < 0.001). CONCLUSION: In summary, the ferroptosis-associated subtypes could serve as an independent biomarker for estimating oncological outcomes in patients with CRC. Our results demonstrated that the high level of heterogeneity in the expression of FRGs might be useful for the stratification of patients with CRC and the implementation of individualized therapeutic strategies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12957-022-02575-5. BioMed Central 2022-04-12 /pmc/articles/PMC9004151/ /pubmed/35410338 http://dx.doi.org/10.1186/s12957-022-02575-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Yue, Qingfang
Zhang, Yuan
Wang, Fei
Cao, Fei
Duan, Xianglong
Bai, Jun
Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title_full Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title_fullStr Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title_full_unstemmed Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title_short Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
title_sort classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9004151/
https://www.ncbi.nlm.nih.gov/pubmed/35410338
http://dx.doi.org/10.1186/s12957-022-02575-5
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