The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer
Abstract Background Stromal components of the tumor microenvironment contribute to bladder cancer progression, and Cancer-Associated Fibroblasts (CAFs) were reported to play an important role. Accumulating pieces of evidence indicate that CAFs participate in the crosstalk with tumor cells and have a...
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doaj-413c7126bf8343849568a9d1db89b2542021-05-30T11:23:49ZengBMCCancer Cell International1475-28672021-05-0121111510.1186/s12935-021-01896-xThe cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancerYiHeng Du0Xiang Jiang1Bo Wang2Jin Cao3Yi Wang4Jiang Yu5XiZhi Wang6HaiTao Liu7Department of Urology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Pathology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Urology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Pathology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Urology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Urology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Urology, Suzhou Kowloon Hospital, Shanghai Jiaotong University School of MedicineDepartment of Urology, Shanghai General Hospital, Shanghai Jiaotong University School of Medicine (originally named “Shanghai First Hospital”)Abstract Background Stromal components of the tumor microenvironment contribute to bladder cancer progression, and Cancer-Associated Fibroblasts (CAFs) were reported to play an important role. Accumulating pieces of evidence indicate that CAFs participate in the crosstalk with tumor cells and have a complex interaction network with immune components. Further studies on the role of CAFs in the bladder cancer microenvironment and searching for possible specific markers are important for a deeper understanding of CAFs in bladder cancer progression and immunomodulation. Methods In the present study, we examined the abundance of CAFs in the TCGA and GEO datasets using the MCP-COUNTER algorithm. Additionally, the expression of genes related to CAFs was analyzed through the Weighted Gene Co-expression Network Analysis (WGCNA). The CIBERSORT and ESTIMATE algorithms were used to discuss the correlation of the key CAFs-related gene and the tumor microenvironment components. Immunohistochemistry analysis in clinical samples was used to validate the results of bioinformatics analysis. Results The results showed that CAFs were closely associated with the progression and prognosis of bladder cancer. WGCNA also revealed that CALD1 was a key CAFs-related gene in bladder cancer. Moreover, further in-depth analysis showed that CALD1 significantly affected the progression and prognosis of bladder cancer. The CIBERSORT and ESTIMATE algorithms demonstrated significant correlations between CALD1 and the tumor microenvironment components, including CAFs, macrophages, T cells, and multiple immune checkpoint related genes. Finally, immunohistochemistry results validated the strong association of CALD1 with CAFs and macrophages. Conclusions In the present study, we confirmed the cancer-promoting roles of CAFs in bladder cancer. Being a key gene associated with CAFs, CALD1 may promote bladder cancer progression by remodeling the tumor microenvironment. The bioinformatics methods, including the CIBERSORT, MCP-COUNTER and ESTIMATE algorithms, may provide important value for studying the tumor microenvironment.https://doi.org/10.1186/s12935-021-01896-xBladder cancerCancer‐associated fibroblastsCALD1ImmunosuppressionPrognostic biomarker |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
YiHeng Du Xiang Jiang Bo Wang Jin Cao Yi Wang Jiang Yu XiZhi Wang HaiTao Liu |
spellingShingle |
YiHeng Du Xiang Jiang Bo Wang Jin Cao Yi Wang Jiang Yu XiZhi Wang HaiTao Liu The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer Cancer Cell International Bladder cancer Cancer‐associated fibroblasts CALD1 Immunosuppression Prognostic biomarker |
author_facet |
YiHeng Du Xiang Jiang Bo Wang Jin Cao Yi Wang Jiang Yu XiZhi Wang HaiTao Liu |
author_sort |
YiHeng Du |
title |
The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
title_short |
The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
title_full |
The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
title_fullStr |
The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
title_full_unstemmed |
The cancer‐associated fibroblasts related gene CALD1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
title_sort |
cancer‐associated fibroblasts related gene cald1 is a prognostic biomarker and correlated with immune infiltration in bladder cancer |
publisher |
BMC |
series |
Cancer Cell International |
issn |
1475-2867 |
publishDate |
2021-05-01 |
description |
Abstract Background Stromal components of the tumor microenvironment contribute to bladder cancer progression, and Cancer-Associated Fibroblasts (CAFs) were reported to play an important role. Accumulating pieces of evidence indicate that CAFs participate in the crosstalk with tumor cells and have a complex interaction network with immune components. Further studies on the role of CAFs in the bladder cancer microenvironment and searching for possible specific markers are important for a deeper understanding of CAFs in bladder cancer progression and immunomodulation. Methods In the present study, we examined the abundance of CAFs in the TCGA and GEO datasets using the MCP-COUNTER algorithm. Additionally, the expression of genes related to CAFs was analyzed through the Weighted Gene Co-expression Network Analysis (WGCNA). The CIBERSORT and ESTIMATE algorithms were used to discuss the correlation of the key CAFs-related gene and the tumor microenvironment components. Immunohistochemistry analysis in clinical samples was used to validate the results of bioinformatics analysis. Results The results showed that CAFs were closely associated with the progression and prognosis of bladder cancer. WGCNA also revealed that CALD1 was a key CAFs-related gene in bladder cancer. Moreover, further in-depth analysis showed that CALD1 significantly affected the progression and prognosis of bladder cancer. The CIBERSORT and ESTIMATE algorithms demonstrated significant correlations between CALD1 and the tumor microenvironment components, including CAFs, macrophages, T cells, and multiple immune checkpoint related genes. Finally, immunohistochemistry results validated the strong association of CALD1 with CAFs and macrophages. Conclusions In the present study, we confirmed the cancer-promoting roles of CAFs in bladder cancer. Being a key gene associated with CAFs, CALD1 may promote bladder cancer progression by remodeling the tumor microenvironment. The bioinformatics methods, including the CIBERSORT, MCP-COUNTER and ESTIMATE algorithms, may provide important value for studying the tumor microenvironment. |
topic |
Bladder cancer Cancer‐associated fibroblasts CALD1 Immunosuppression Prognostic biomarker |
url |
https://doi.org/10.1186/s12935-021-01896-x |
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