Identification of copper metabolism and cuproptosis-related subtypes for predicting prognosis tumor microenvironment and drug candidates in hepatocellular carcinoma

Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used a...

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Published inFrontiers in immunology Vol. 13; p. 996308
Main Authors Liu, Xianglong, Sun, Bo, Yao, Yiyang, Lai, Linying, Wang, Xueyuan, Xiong, Jie, Zhang, Xiaoan, Jiang, Jie
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 06.10.2022
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Abstract Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used as the validation set. We screened out a class of copper metabolism and cuproptosis-related genes (CMCRGs) that could influence hepatic carcinoma prognosis by survival analysis and differential comparison. Based on CMCRGs, patients were divided into two subtypes by cluster analysis. The C2 subtype was defined as the high copper related subtype, while the C1 subtype was defied as the low copper related subtype. At the clinical level, compared with the C1 subtype, the C2 subtype had higher grade pathological features, risk scores, and worse survival. In addition, the immune response and metabolic status also differed between C1 and C2. Specifically, C2 subtype had a higher proportion of immune cell composition and highly expressed immune checkpoint genes. C2 subtype had a higher TIDE score with a higher proportion of tumor immune dysfunction and exclusion. At the molecular level, the C2 subtype had a higher frequency of driver gene mutations (TP53 and OBSCN). Mechanistically, the single nucleotide polymorphisms of C2 subtype had a very strong transcriptional strand bias for C>A mutations. Copy number variations in the C2 subtype were characterized by LOXL3 CNV gain, which also showed high association with PDCD1/CTLA4. Finally, drug sensitivity responsiveness was assessed in both subtypes. C2 subtype had lower IC50 values for targeted and chemotherapeutic agents (sorafenib, imatinib and methotrexate, etc.). Thus, CMCRGs related subtypes showed poor response to immunotherapy and better responsiveness to targeted agents, and the results might provide a reference for precision treatment of hepatic carcinoma.
AbstractList Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic carcinoma is still unclear. In this study, the TCGA database was used as the test set, and the ICGC database and self-built database were used as the validation set. We screened out a class of copper metabolism and cuproptosis-related genes (CMCRGs) that could influence hepatic carcinoma prognosis by survival analysis and differential comparison. Based on CMCRGs, patients were divided into two subtypes by cluster analysis. The C2 subtype was defined as the high copper related subtype, while the C1 subtype was defied as the low copper related subtype. At the clinical level, compared with the C1 subtype, the C2 subtype had higher grade pathological features, risk scores, and worse survival. In addition, the immune response and metabolic status also differed between C1 and C2. Specifically, C2 subtype had a higher proportion of immune cell composition and highly expressed immune checkpoint genes. C2 subtype had a higher TIDE score with a higher proportion of tumor immune dysfunction and exclusion. At the molecular level, the C2 subtype had a higher frequency of driver gene mutations (TP53 and OBSCN). Mechanistically, the single nucleotide polymorphisms of C2 subtype had a very strong transcriptional strand bias for C>A mutations. Copy number variations in the C2 subtype were characterized by LOXL3 CNV gain, which also showed high association with PDCD1/CTLA4. Finally, drug sensitivity responsiveness was assessed in both subtypes. C2 subtype had lower IC50 values for targeted and chemotherapeutic agents (sorafenib, imatinib and methotrexate, etc.). Thus, CMCRGs related subtypes showed poor response to immunotherapy and better responsiveness to targeted agents, and the results might provide a reference for precision treatment of hepatic carcinoma.
Author Yao, Yiyang
Sun, Bo
Xiong, Jie
Lai, Linying
Zhang, Xiaoan
Liu, Xianglong
Jiang, Jie
Wang, Xueyuan
AuthorAffiliation 5 School of Clinical Medicine, Henan University of Science and Technology , Luoyang , China
1 Department of Radiology, Zhengzhou Central Hospital Affiliated to Zhengzhou University , Zhengzhou , China
4 Department of Radiology, The Third Affiliated Hospital of Zhengzhou University , Zhengzhou , China
3 Department of Gastroenterology, Qidong People’s Hospital , Nantong , China
2 Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine , Shanghai , China
6 National Center for Liver Cancer, Second Military Medical University , Shanghai , China
AuthorAffiliation_xml – name: 2 Department of Gastroenterology and Hepatology, Institute of Digestive Disease, Tongji Hospital, Tongji University School of Medicine , Shanghai , China
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Keywords hepatic carcinoma
cuproptosis
tumor immune microenvironment
copper metabolism
prognosis
therapy
Language English
License Copyright © 2022 Liu, Sun, Yao, Lai, Wang, Xiong, Zhang and Jiang.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
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Notes Edited by: Xinwei Han, Zhengzhou University, China
Reviewed by: Sarun Juengpanich, Sir Run Run Shaw Hospital, China; Yan Yao, Columbia University, United States; Qi Hu, University of Florida, United States
These authors have contributed equally to this work and share first authorship
This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology
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Snippet Copper (Cu) is an essential element of organisms, which can affect the survival of cells. However, the role of copper metabolism and cuproptosis on hepatic...
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SubjectTerms Apoptosis
Carcinoma, Hepatocellular - drug therapy
Carcinoma, Hepatocellular - genetics
Copper
copper metabolism
CTLA-4 Antigen - genetics
cuproptosis
DNA Copy Number Variations
hepatic carcinoma
Humans
Imatinib Mesylate
Immunology
Liver Neoplasms - drug therapy
Liver Neoplasms - genetics
Methotrexate
Prognosis
Sorafenib
therapy
tumor immune microenvironment
Tumor Microenvironment - genetics
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Title Identification of copper metabolism and cuproptosis-related subtypes for predicting prognosis tumor microenvironment and drug candidates in hepatocellular carcinoma
URI https://www.ncbi.nlm.nih.gov/pubmed/36275743
https://pubmed.ncbi.nlm.nih.gov/PMC9582144
https://doaj.org/article/f88e3b58da134b3695393ee310cd5a80
Volume 13
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