Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy

Although immunotherapy has made great strides in cancer therapy, its effectiveness varies widely among individual patients as well as tumor types, and there is an urgent need to develop biomarkers for effectively assessing immunotherapy response. In recent years, RNA methylation regulators have demo...

Full description

Bibliographic Details
Main Authors: Wei Wei, Chao Liu, Caihong Wang, Meng Wang, Wei Jiang, Yaqian Zhou, Shuqun Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-10-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2022.1016797/full
_version_ 1811344618175856640
author Wei Wei
Chao Liu
Caihong Wang
Meng Wang
Wei Jiang
Yaqian Zhou
Shuqun Zhang
author_facet Wei Wei
Chao Liu
Caihong Wang
Meng Wang
Wei Jiang
Yaqian Zhou
Shuqun Zhang
author_sort Wei Wei
collection DOAJ
description Although immunotherapy has made great strides in cancer therapy, its effectiveness varies widely among individual patients as well as tumor types, and there is an urgent need to develop biomarkers for effectively assessing immunotherapy response. In recent years, RNA methylation regulators have demonstrated to be novel potential biomarkers for prognosis as well as immunotherapy of cancers, such as N6-methyladenine (m6A) and 5-methylcytosine (m5C). N7-methylguanosine (m7G) is a prevalent RNA modification in eukaryotes, but the relationship between m7G regulators and prognosis as well as tumor immune microenvironment is still unclear. In this study, a pan-cancer analysis of 26 m7G regulators across 17 cancer types was conducted based on the bioinformatics approach. On the one hand, a comprehensive analysis of expression features, genetic variations and epigenetic regulation of m7G regulators was carried out, and we found that the expression tendency of m7G regulators were different among tumors and their aberrant expression in cancers could be affected by single nucleotide variation (SNV), copy number variation (CNV), DNA methylation and microRNA (miRNA) separately or simultaneously. On the other hand, the m7Gscore was modeled based on single sample gene set enrichment analysis (ssGSEA) for evaluating the relationships between m7G regulators and cancer clinical features, hallmark pathways, tumor immune microenvironment, immunotherapy response as well as pharmacotherapy sensitivity, and we illustrated that the m7Gscore exhibited tight correlations with prognosis, several immune features, immunotherapy response and drug sensitivity in most cancers. In conclusion, our pan-cancer analysis revealed that m7G regulators may exert critical roles in the tumor progression and immune microenvironment, and have the potential as biomarkers for predicting prognosis, immunotherapy response as well as candidate drug compounds for cancer patients.
first_indexed 2024-04-13T19:49:52Z
format Article
id doaj.art-381898221c904b4dad96667777965455
institution Directory Open Access Journal
issn 1664-8021
language English
last_indexed 2024-04-13T19:49:52Z
publishDate 2022-10-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Genetics
spelling doaj.art-381898221c904b4dad966677779654552022-12-22T02:32:34ZengFrontiers Media S.A.Frontiers in Genetics1664-80212022-10-011310.3389/fgene.2022.10167971016797Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapyWei Wei0Chao Liu1Caihong Wang2Meng Wang3Wei Jiang4Yaqian Zhou5Shuqun Zhang6Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaDepartment of Vascular Surgery, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaDepartment of Pathology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaDepartment of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaDepartment of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaCollege of Chemistry and Materials Science, Northwest University, Xi’an, Shaanxi, ChinaDepartment of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, ChinaAlthough immunotherapy has made great strides in cancer therapy, its effectiveness varies widely among individual patients as well as tumor types, and there is an urgent need to develop biomarkers for effectively assessing immunotherapy response. In recent years, RNA methylation regulators have demonstrated to be novel potential biomarkers for prognosis as well as immunotherapy of cancers, such as N6-methyladenine (m6A) and 5-methylcytosine (m5C). N7-methylguanosine (m7G) is a prevalent RNA modification in eukaryotes, but the relationship between m7G regulators and prognosis as well as tumor immune microenvironment is still unclear. In this study, a pan-cancer analysis of 26 m7G regulators across 17 cancer types was conducted based on the bioinformatics approach. On the one hand, a comprehensive analysis of expression features, genetic variations and epigenetic regulation of m7G regulators was carried out, and we found that the expression tendency of m7G regulators were different among tumors and their aberrant expression in cancers could be affected by single nucleotide variation (SNV), copy number variation (CNV), DNA methylation and microRNA (miRNA) separately or simultaneously. On the other hand, the m7Gscore was modeled based on single sample gene set enrichment analysis (ssGSEA) for evaluating the relationships between m7G regulators and cancer clinical features, hallmark pathways, tumor immune microenvironment, immunotherapy response as well as pharmacotherapy sensitivity, and we illustrated that the m7Gscore exhibited tight correlations with prognosis, several immune features, immunotherapy response and drug sensitivity in most cancers. In conclusion, our pan-cancer analysis revealed that m7G regulators may exert critical roles in the tumor progression and immune microenvironment, and have the potential as biomarkers for predicting prognosis, immunotherapy response as well as candidate drug compounds for cancer patients.https://www.frontiersin.org/articles/10.3389/fgene.2022.1016797/fullN7-methylguanosineimmunotherapyprognosistumor immune microenvironmentpan-cancer analysis
spellingShingle Wei Wei
Chao Liu
Caihong Wang
Meng Wang
Wei Jiang
Yaqian Zhou
Shuqun Zhang
Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
Frontiers in Genetics
N7-methylguanosine
immunotherapy
prognosis
tumor immune microenvironment
pan-cancer analysis
title Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
title_full Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
title_fullStr Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
title_full_unstemmed Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
title_short Comprehensive pan-cancer analysis of N7-methylguanosine regulators: Expression features and potential implications in prognosis and immunotherapy
title_sort comprehensive pan cancer analysis of n7 methylguanosine regulators expression features and potential implications in prognosis and immunotherapy
topic N7-methylguanosine
immunotherapy
prognosis
tumor immune microenvironment
pan-cancer analysis
url https://www.frontiersin.org/articles/10.3389/fgene.2022.1016797/full
work_keys_str_mv AT weiwei comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT chaoliu comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT caihongwang comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT mengwang comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT weijiang comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT yaqianzhou comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy
AT shuqunzhang comprehensivepancanceranalysisofn7methylguanosineregulatorsexpressionfeaturesandpotentialimplicationsinprognosisandimmunotherapy