Cargando…
Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma
BACKGROUND: Increasing evidence indicates that L-dopa decarboxylase (DDC), which mediates aberrant amino acid metabolism, is significantly associated with tumor progression. However, the impacts of DDC are not elucidated clearly in clear cell renal cell carcinoma (ccRCC). This study aimed to evaluat...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9760914/ https://www.ncbi.nlm.nih.gov/pubmed/36544704 http://dx.doi.org/10.3389/fonc.2022.1079446 |
_version_ | 1784852588637716480 |
---|---|
author | Chang, Kun Su, Jiaqi Li, Chuanyu Anwaier, Aihetaimujiang Liu, Wangrui Xu, Wenhao Qu, Yuanyuan Zhang, Hailiang Ye, Dingwei |
author_facet | Chang, Kun Su, Jiaqi Li, Chuanyu Anwaier, Aihetaimujiang Liu, Wangrui Xu, Wenhao Qu, Yuanyuan Zhang, Hailiang Ye, Dingwei |
author_sort | Chang, Kun |
collection | PubMed |
description | BACKGROUND: Increasing evidence indicates that L-dopa decarboxylase (DDC), which mediates aberrant amino acid metabolism, is significantly associated with tumor progression. However, the impacts of DDC are not elucidated clearly in clear cell renal cell carcinoma (ccRCC). This study aimed to evaluate DDC prognostic value and potential mechanisms for ccRCC patients. METHODS: Transcriptomic and proteomic expressions of and clinical data including 532 patients with ccRCC (The Cancer Genome Atlas RNA-seq data), 226 ccRCC samples (Gene Expression Omnibus), 101 ccRCC patients from the E-MTAB-1980 cohort, and 232 patients with ccRCC with proteogenomic data (Fudan University Shanghai Cancer Center) were downloaded and analyzed to investigate the prognostic implications of DDC expression. Cox regression analyses were implemented to explore the effect of DDC expression on the prognosis of pan-cancer. The "limma" package identified the differentially expressed genes (DEGs) between high DDC subgroups and low DDC groups. Functional enrichments were performed based DEGs between DDC subgroups. The differences of immune cell infiltrations and immune checkpoint genes between DDC subgroups were analyzed to identify potential influence on immune microenvironment. RESULTS: We found significantly decreased DDC expression in ccRCC tissues compared with normal tissues from multiple independent cohorts based on multi-omics data. We also found that DDC expression was correlated with tumor grades and stages.The following findings revealed that lower DDC expression levels significantly correlated with shorter overall survival (P <0.001) of patients with ccRCC. Moreover, we found that DDC expression significantly correlated with an immunosuppressive tumor microenvironment, higher intra-tumoral heterogeneity, elevated expression of immune checkpoint CD274, and possibly mediated malignant behaviors of ccRCC cells via the PI3k/Akt signaling pathway. CONCLUSION: The present study is the first to our knowledge to indicate that decreased DDC expression is significantly associated with poor survival and an immune-suppressive tumor microenvironment in ccRCC. These findings suggest that DDC could serve as a biomarker for guiding molecular diagnosis and facilitating the development of novel individual therapeutic strategies for patients with advanced ccRCC. |
format | Online Article Text |
id | pubmed-9760914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97609142022-12-20 Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma Chang, Kun Su, Jiaqi Li, Chuanyu Anwaier, Aihetaimujiang Liu, Wangrui Xu, Wenhao Qu, Yuanyuan Zhang, Hailiang Ye, Dingwei Front Oncol Oncology BACKGROUND: Increasing evidence indicates that L-dopa decarboxylase (DDC), which mediates aberrant amino acid metabolism, is significantly associated with tumor progression. However, the impacts of DDC are not elucidated clearly in clear cell renal cell carcinoma (ccRCC). This study aimed to evaluate DDC prognostic value and potential mechanisms for ccRCC patients. METHODS: Transcriptomic and proteomic expressions of and clinical data including 532 patients with ccRCC (The Cancer Genome Atlas RNA-seq data), 226 ccRCC samples (Gene Expression Omnibus), 101 ccRCC patients from the E-MTAB-1980 cohort, and 232 patients with ccRCC with proteogenomic data (Fudan University Shanghai Cancer Center) were downloaded and analyzed to investigate the prognostic implications of DDC expression. Cox regression analyses were implemented to explore the effect of DDC expression on the prognosis of pan-cancer. The "limma" package identified the differentially expressed genes (DEGs) between high DDC subgroups and low DDC groups. Functional enrichments were performed based DEGs between DDC subgroups. The differences of immune cell infiltrations and immune checkpoint genes between DDC subgroups were analyzed to identify potential influence on immune microenvironment. RESULTS: We found significantly decreased DDC expression in ccRCC tissues compared with normal tissues from multiple independent cohorts based on multi-omics data. We also found that DDC expression was correlated with tumor grades and stages.The following findings revealed that lower DDC expression levels significantly correlated with shorter overall survival (P <0.001) of patients with ccRCC. Moreover, we found that DDC expression significantly correlated with an immunosuppressive tumor microenvironment, higher intra-tumoral heterogeneity, elevated expression of immune checkpoint CD274, and possibly mediated malignant behaviors of ccRCC cells via the PI3k/Akt signaling pathway. CONCLUSION: The present study is the first to our knowledge to indicate that decreased DDC expression is significantly associated with poor survival and an immune-suppressive tumor microenvironment in ccRCC. These findings suggest that DDC could serve as a biomarker for guiding molecular diagnosis and facilitating the development of novel individual therapeutic strategies for patients with advanced ccRCC. Frontiers Media S.A. 2022-12-05 /pmc/articles/PMC9760914/ /pubmed/36544704 http://dx.doi.org/10.3389/fonc.2022.1079446 Text en Copyright © 2022 Chang, Su, Li, Anwaier, Liu, Xu, Qu, Zhang and Ye https://creativecommons.org/licenses/by/4.0/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. |
spellingShingle | Oncology Chang, Kun Su, Jiaqi Li, Chuanyu Anwaier, Aihetaimujiang Liu, Wangrui Xu, Wenhao Qu, Yuanyuan Zhang, Hailiang Ye, Dingwei Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title | Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title_full | Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title_fullStr | Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title_full_unstemmed | Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title_short | Multi-omics profiles refine L-dopa decarboxylase (DDC) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
title_sort | multi-omics profiles refine l-dopa decarboxylase (ddc) as a reliable biomarker for prognosis and immune microenvironment of clear cell renal cell carcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9760914/ https://www.ncbi.nlm.nih.gov/pubmed/36544704 http://dx.doi.org/10.3389/fonc.2022.1079446 |
work_keys_str_mv | AT changkun multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT sujiaqi multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT lichuanyu multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT anwaieraihetaimujiang multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT liuwangrui multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT xuwenhao multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT quyuanyuan multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT zhanghailiang multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma AT yedingwei multiomicsprofilesrefineldopadecarboxylaseddcasareliablebiomarkerforprognosisandimmunemicroenvironmentofclearcellrenalcellcarcinoma |