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Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis.

Publication ,  Journal Article
Zhou, L; Zhou, Q; Guo, Q; Lai, P; Rui, C; Li, W; Chen, X; Zhuo, Y; Zhong, X; Lin, S
Published in: BMC Cancer
January 20, 2025

BACKGROUND: Cutaneous melanoma (CM) is strongly associated with ultraviolet (UV) radiation, which contributes to the transformation of melanocytes into melanoma by inducing specific DNA damage. Here, we investigated the causal relationship between CM and genes related to sun-damaged skin, exploring specific target genes through various bioinformatics analyses. METHODS: The Gene Expression Omnibus (GEO) database was used to obtain differential genes for CM and normal skin, and the Genome-Wide Association Studies (GWAS) analysis offered summary-level melanoma data for CM. Mendelian randomization (MR) analyses were used to examine the correlated linkage between CM and sun-exposed skin genes. The MR studies were conducted mainly using Inverse Variance Weighting (IVW), MR-Egger, Weighted Median, simple and weighted patterns to predict the correlation between sun-exposed skin and CM. Finally, the role of target genes in CM was revealed by pan-cancer analysis, expression and immune-infiltration evaluations, immuno-checking targeting analysis, immunotherapy response analysis, survival analysis, and protein-protein interactions (PPI) network and enrichment analyses. RESULT: Using matrix data from the GSE15605, GSE46517, and GSE111452 datasets, bioinformatics analysis revealed 232 differentially expressed genes (DEGs) between CM and typical tissues. MR analysis indicated that only CTSS has a deleterious effect linking skin exposure to sunlight and CM. Analysis of CTSS expression in tumors and tissues, along with the construction of a prognostic model, revealed that CTSS expression was higher in both primary CM and metastatic CM compared to normal skin tissue. However, patients with higher CTSS expression had a higher prognosis. In addition, high CTSS expression was significantly and positively correlated with tumor mutation rate, tumor microenvironment, immune cell infiltration, immune checkpoints and immunotherapy efficacy. CONCLUSION: Using MR analysis, we found a positive causal relationship between the CTSS gene in sun-exposed skin and CM. Additionally, increased CTSS may provide a basis for biomarker prediction of CM prognosis, immune status and immunotherapy.

Duke Scholars

Published In

BMC Cancer

DOI

EISSN

1471-2407

Publication Date

January 20, 2025

Volume

25

Issue

1

Start / End Page

104

Location

England

Related Subject Headings

  • Ultraviolet Rays
  • Skin Neoplasms
  • Protein Interaction Maps
  • Prognosis
  • Oncology & Carcinogenesis
  • Mendelian Randomization Analysis
  • Melanoma, Cutaneous Malignant
  • Melanoma
  • Humans
  • Genome-Wide Association Study
 

Citation

APA
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MLA
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Zhou, L., Zhou, Q., Guo, Q., Lai, P., Rui, C., Li, W., … Lin, S. (2025). Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis. BMC Cancer, 25(1), 104. https://doi.org/10.1186/s12885-025-13481-w
Zhou, Linsa, Qiang Zhou, Qian Guo, Peng Lai, Chen Rui, Wanqing Li, Xuemei Chen, Yue Zhuo, Xiaoping Zhong, and Sen Lin. “Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis.BMC Cancer 25, no. 1 (January 20, 2025): 104. https://doi.org/10.1186/s12885-025-13481-w.
Zhou L, Zhou Q, Guo Q, Lai P, Rui C, Li W, et al. Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis. BMC Cancer. 2025 Jan 20;25(1):104.
Zhou, Linsa, et al. “Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis.BMC Cancer, vol. 25, no. 1, Jan. 2025, p. 104. Pubmed, doi:10.1186/s12885-025-13481-w.
Zhou L, Zhou Q, Guo Q, Lai P, Rui C, Li W, Chen X, Zhuo Y, Zhong X, Lin S. Dual role of Cathepsin S in cutaneous melanoma: insights from mendelian randomization and bioinformatics analysis. BMC Cancer. 2025 Jan 20;25(1):104.
Journal cover image

Published In

BMC Cancer

DOI

EISSN

1471-2407

Publication Date

January 20, 2025

Volume

25

Issue

1

Start / End Page

104

Location

England

Related Subject Headings

  • Ultraviolet Rays
  • Skin Neoplasms
  • Protein Interaction Maps
  • Prognosis
  • Oncology & Carcinogenesis
  • Mendelian Randomization Analysis
  • Melanoma, Cutaneous Malignant
  • Melanoma
  • Humans
  • Genome-Wide Association Study