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A Robust Discovery Platform for the Identification of Novel Mediators of Melanoma Metastasis
Published on: March 8, 2022
Identification of hub anoikis-associated genes and risk signature in cutaneous melanoma
1Department of Hand Plastic Surgery, The First People's Hospital of Linping District, Hangzhou, China. lq23178495@163.com.
Objective:
As one of the most lethal and aggressive cutaneous malignancies, cutaneous melanoma (CM) greatly threatens human health and has long challenged clinicians because of its poor therapeutic response. Anoikis is a newly discovered form of apoptosis that was originally identified in the extracellular matrix (ECM). Recent studies have reported that anoikis is central to cancer metastasis. The aim of this study is to explore the role of anoikis-associated genes in CM.
Materials And Methods:
We identified hub anoikis-associated genes in CM and constructed a risk signature for patients with CM. Gene expression from The Cancer Genome Atlas (TCGA) database was used to screen hub anoikis-associated genes connected with CM, and the Gene Expression Omnibus (GEO) dataset was applied to externally validate the identified genes. Weighted gene co-expression network analysis (WGCNA), differential expression, univariate Cox regression, and least absolute shrinkage and selection operator (LASSO) analyses were used to identify hub genes. Immune cell infiltration in CM was also evaluated to explore the association between hub genes and immune heterogeneity. Finally, an anoikis-associated prognostic model was constructed.
Results:
Following complex analysis, FASLG, SOD2, BST2, PIK3R2, IKZF3, CDK2, and RAC3 were identified as hub anoikis-associated genes. Indeed, Kaplan-Meier and receiver operating characteristic analyses suggested that the expression patterns of hub genes can be used as prognostic factors for CM survival. The expression and survival trends of hub genes were verified in the validation cohort. Immune cell infiltration analysis showed that the number of immune cells varied among patients with CM and identified seven genes. Furthermore, functional analyses indicated that the constructed risk signature was significantly associated with patient survival, age, and tumor growth and could also serve as an independent prognostic factor for patients with CM.
Conclusions:
We suggest that the hub genes FASLG, SOD2, BST2, PIK3R2, IKZF3, CDK2, and RAC3 are involved in the anoikis-associated signature. The pattern of hub anoikis-associated genes may have a prognostic potential for CM progression and overall patient survival.
Insights
This study identifies seven key anoikis-associated genes (FASLG, SOD2, BST2, PIK3R2, IKZF3, CDK2, and RAC3) that can predict cutaneous melanoma (CM) progression and patient survival, offering a new prognostic signature.
Area of Science:
- Oncology
- Molecular Biology
- Genetics
Background:
- Cutaneous melanoma (CM) is a lethal skin cancer with poor therapeutic outcomes.
- Anoikis, a form of programmed cell death, is increasingly recognized for its role in cancer metastasis.
- Understanding anoikis-associated genes is crucial for developing novel prognostic markers in CM.
Purpose of the Study:
- To identify and validate hub anoikis-associated genes in cutaneous melanoma.
- To construct a prognostic risk signature based on these identified genes.
- To explore the association between these genes and immune cell infiltration in CM.
Main Methods:
- Utilized The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases for gene expression analysis.
- Employed Weighted Gene Co-expression Network Analysis (WGCNA), differential expression, and LASSO regression to identify hub genes.
- Performed Kaplan-Meier, receiver operating characteristic, and immune cell infiltration analyses for validation and association studies.
Main Results:
- Identified seven hub anoikis-associated genes: FASLG, SOD2, BST2, PIK3R2, IKZF3, CDK2, and RAC3.
- Established that the expression patterns of these hub genes serve as significant prognostic factors for CM survival.
- Demonstrated that the constructed risk signature is an independent prognostic factor associated with patient survival, age, and tumor growth.
Conclusions:
- The identified hub genes (FASLG, SOD2, BST2, PIK3R2, IKZF3, CDK2, RAC3) form a novel anoikis-associated signature in CM.
- This signature holds prognostic potential for predicting CM progression and overall patient survival.
- Further research into these genes may lead to improved therapeutic strategies for cutaneous melanoma.
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