Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment
Abstract Background Long noncoding (lnc)RNAs and glycolysis are both recognized as key regulators of cancers. Some lncRNAs are also reportedly involved in regulating glycolysis metabolism. However, glycolysis-associated lncRNA signatures and their clinical relevance in cancers remain unclear. We inv...
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doaj-764144b0d025467da65ae4f2dc5d11a62021-03-11T12:07:30ZengBMCBMC Medicine1741-70152021-02-0119111710.1186/s12916-021-01925-6Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironmentKuo-Hao Ho0Tzu-Wen Huang1Chwen-Ming Shih2Yi-Ting Lee3Ann-Jeng Liu4Peng-Hsu Chen5Ku-Chung Chen6Graduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityDepartment of Neurosurgery, Taipei City Hospital Ren-Ai BranchGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityGraduate Institute of Medical Sciences, College of Medicine, Taipei Medical UniversityAbstract Background Long noncoding (lnc)RNAs and glycolysis are both recognized as key regulators of cancers. Some lncRNAs are also reportedly involved in regulating glycolysis metabolism. However, glycolysis-associated lncRNA signatures and their clinical relevance in cancers remain unclear. We investigated the roles of glycolysis-associated lncRNAs in cancers. Methods Glycolysis scores and glycolysis-associated lncRNA signatures were established using a single-sample gene set enrichment analysis (GSEA) of The Cancer Genome Atlas pan-cancer data. Consensus clustering assays and genomic classifiers were used to stratify patient subtypes and for validation. Fisher’s exact test was performed to investigate genomic mutations and molecular subtypes. A differentially expressed gene analysis, with GSEA, transcription factor (TF) activity scoring, cellular distributions, and immune cell infiltration, was conducted to explore the functions of glycolysis-associated lncRNAs. Results Glycolysis-associated lncRNA signatures across 33 cancer types were generated and used to stratify patients into distinct clusters. Patients in cluster 3 had high glycolysis scores and poor survival, especially in bladder carcinoma, low-grade gliomas, mesotheliomas, pancreatic adenocarcinomas, and uveal melanomas. The clinical significance of lncRNA-defined groups was validated using external datasets and genomic classifiers. Gene mutations, molecular subtypes associated with poor prognoses, TFs, oncogenic signaling such as the epithelial-to-mesenchymal transition (EMT), and high immune cell infiltration demonstrated significant associations with cluster 3 patients. Furthermore, five lncRNAs, namely MIR4435-2HG, AC078846.1, AL157392.3, AP001273.1, and RAD51-AS1, exhibited significant correlations with glycolysis across the five cancers. Except MIR4435-2HG, the lncRNAs were distributed in nuclei. MIR4435-2HG was connected to glycolysis, EMT, and immune infiltrations in cancers. Conclusions We identified a subgroup of cancer patients stratified by glycolysis-associated lncRNAs with poor prognoses, high immune infiltration, and EMT activation, thus providing new directions for cancer therapy.https://doi.org/10.1186/s12916-021-01925-6Long noncoding RNAs (lncRNAs)GlycolysisMIR4435-2HGEpithelial-to-mesenchymal transition (EMT)Immune infiltrations |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kuo-Hao Ho Tzu-Wen Huang Chwen-Ming Shih Yi-Ting Lee Ann-Jeng Liu Peng-Hsu Chen Ku-Chung Chen |
spellingShingle |
Kuo-Hao Ho Tzu-Wen Huang Chwen-Ming Shih Yi-Ting Lee Ann-Jeng Liu Peng-Hsu Chen Ku-Chung Chen Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment BMC Medicine Long noncoding RNAs (lncRNAs) Glycolysis MIR4435-2HG Epithelial-to-mesenchymal transition (EMT) Immune infiltrations |
author_facet |
Kuo-Hao Ho Tzu-Wen Huang Chwen-Ming Shih Yi-Ting Lee Ann-Jeng Liu Peng-Hsu Chen Ku-Chung Chen |
author_sort |
Kuo-Hao Ho |
title |
Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
title_short |
Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
title_full |
Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
title_fullStr |
Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
title_full_unstemmed |
Glycolysis-associated lncRNAs identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
title_sort |
glycolysis-associated lncrnas identify a subgroup of cancer patients with poor prognoses and a high-infiltration immune microenvironment |
publisher |
BMC |
series |
BMC Medicine |
issn |
1741-7015 |
publishDate |
2021-02-01 |
description |
Abstract Background Long noncoding (lnc)RNAs and glycolysis are both recognized as key regulators of cancers. Some lncRNAs are also reportedly involved in regulating glycolysis metabolism. However, glycolysis-associated lncRNA signatures and their clinical relevance in cancers remain unclear. We investigated the roles of glycolysis-associated lncRNAs in cancers. Methods Glycolysis scores and glycolysis-associated lncRNA signatures were established using a single-sample gene set enrichment analysis (GSEA) of The Cancer Genome Atlas pan-cancer data. Consensus clustering assays and genomic classifiers were used to stratify patient subtypes and for validation. Fisher’s exact test was performed to investigate genomic mutations and molecular subtypes. A differentially expressed gene analysis, with GSEA, transcription factor (TF) activity scoring, cellular distributions, and immune cell infiltration, was conducted to explore the functions of glycolysis-associated lncRNAs. Results Glycolysis-associated lncRNA signatures across 33 cancer types were generated and used to stratify patients into distinct clusters. Patients in cluster 3 had high glycolysis scores and poor survival, especially in bladder carcinoma, low-grade gliomas, mesotheliomas, pancreatic adenocarcinomas, and uveal melanomas. The clinical significance of lncRNA-defined groups was validated using external datasets and genomic classifiers. Gene mutations, molecular subtypes associated with poor prognoses, TFs, oncogenic signaling such as the epithelial-to-mesenchymal transition (EMT), and high immune cell infiltration demonstrated significant associations with cluster 3 patients. Furthermore, five lncRNAs, namely MIR4435-2HG, AC078846.1, AL157392.3, AP001273.1, and RAD51-AS1, exhibited significant correlations with glycolysis across the five cancers. Except MIR4435-2HG, the lncRNAs were distributed in nuclei. MIR4435-2HG was connected to glycolysis, EMT, and immune infiltrations in cancers. Conclusions We identified a subgroup of cancer patients stratified by glycolysis-associated lncRNAs with poor prognoses, high immune infiltration, and EMT activation, thus providing new directions for cancer therapy. |
topic |
Long noncoding RNAs (lncRNAs) Glycolysis MIR4435-2HG Epithelial-to-mesenchymal transition (EMT) Immune infiltrations |
url |
https://doi.org/10.1186/s12916-021-01925-6 |
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