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Xing Y, Zhang Z, Gao W, Song W, Li T. Immune infiltration and prognosis in gastric cancer: role of NAD+ metabolism-related markers. PeerJ 2024; 12:e17833. [PMID: 39099656 PMCID: PMC11297443 DOI: 10.7717/peerj.17833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 07/09/2024] [Indexed: 08/06/2024] Open
Abstract
Background This study endeavored to develop a nicotinamide adenine dinucleotide (NAD+) metabolism-related biomarkers in gastric cancer (GC), which could provide a theoretical foundation for prognosis and therapy of GC patients. Methods In this study, differentially expressed genes (DEGs1) between GC and paraneoplastic tissues were overlapped with NAD+ metabolism-related genes (NMRGs) to identify differentially expressed NMRGs (DE-NMRGs). Then, GC patients were divided into high and low score groups by gene set variation analysis (GSVA) algorithm for differential expression analysis to obtain DEGs2, which was overlapped with DEGs1 for identification of intersection genes. These genes were further analyzed using univariate Cox and least absolute shrinkage and selection operator (LASSO) regression analyses to obtain prognostic genes for constructing a risk model. Enrichment and immune infiltration analyses further investigated investigate the different risk groups, and qRT-PCR validated the prognostic genes. Results Initially, we identified DE-NMRGs involved in NAD biosynthesis, with seven (DNAJB13, CST2, THPO, CIDEA, ONECUT1, UPK1B and SNCG) showing prognostic significance in GC. Subsequent, a prognostic model was constructed in which the risk score, derived from the expression profiles of these genes, along with gender, emerged as robust independent predictors of patient outcomes in GC. Enrichment analysis linked high-risk patients to synaptic membrane pathways and low-risk to the CMG complex pathway. Tumor immune infiltration analysis revealed correlations between risk scores and immune cell abundance, suggesting a relationship between NAD+ metabolism and immune response in GC. The prognostic significance of our identified genes was validated by qRT-PCR, which confirmed their upregulated expression in GC tissue samples. Conclusion In this study, seven NAD+ metabolism-related markers were established, which is of great significance for the development of prognostic molecular biomarkers and clinical prognosis prediction for gastric cancer patients.
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Affiliation(s)
- Yu Xing
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Institute of Hepatobiliary Disease, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
| | - Zili Zhang
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Institute of Hepatobiliary Disease, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
| | - Wenqing Gao
- The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Institute of Hepatobiliary Disease, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
| | - Weiliang Song
- The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Institute of Hepatobiliary Disease, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
| | - Tong Li
- The Third Central Clinical College of Tianjin Medical University, Tianjin, China
- The Third Central Hospital of Tianjin, Tianjin, China
- Tianjin Institute of Hepatobiliary Disease, Tianjin, China
- Artificial Cell Engineering Technology Research Center, Tianjin, China
- Tianjin Key Laboratory of Extracorporeal Life Support for Critical Diseases, Tianjin, China
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Campos Segura AV, Velásquez Sotomayor MB, Gutiérrez Román AIF, Ortiz Rojas CA, Murillo Carrasco AG. Impact of mini-driver genes in the prognosis and tumor features of colorectal cancer samples: a novel perspective to support current biomarkers. PeerJ 2023; 11:e15410. [PMID: 37214090 PMCID: PMC10198153 DOI: 10.7717/peerj.15410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 04/23/2023] [Indexed: 05/24/2023] Open
Abstract
Background Colorectal cancer (CRC) is the second leading cause of cancer-related deaths, and its development is associated with the gains and/or losses of genetic material, which leads to the emergence of main driver genes with higher mutational frequency. In addition, there are other genes with mutations that have weak tumor-promoting effects, known as mini-drivers, which could aggravate the development of oncogenesis when they occur together. The aim of our work was to use computer analysis to explore the survival impact, frequency, and incidence of mutations of possible mini-driver genes to be used for the prognosis of CRC. Methods We retrieved data from three sources of CRC samples using the cBioPortal platform and analyzed the mutational frequency to exclude genes with driver features and those mutated in less than 5% of the original cohort. We also observed that the mutational profile of these mini-driver candidates is associated with variations in the expression levels. The candidate genes obtained were subjected to Kaplan-Meier curve analysis, making a comparison between mutated and wild-type samples for each gene using a p-value threshold of 0.01. Results After gene filtering by mutational frequency, we obtained 159 genes of which 60 were associated with a high accumulation of total somatic mutations with Log2 (fold change) > 2 and p values < 10-5. In addition, these genes were enriched to oncogenic pathways such as epithelium-mesenchymal transition, hsa-miR-218-5p downregulation, and extracellular matrix organization. Our analysis identified five genes with possible implications as mini-drivers: DOCK3, FN1, PAPPA2, DNAH11, and FBN2. Furthermore, we evaluated a combined classification where CRC patients with at least one mutation in any of these genes were separated from the main cohort obtaining a p-value < 0.001 in the evaluation of CRC prognosis. Conclusion Our study suggests that the identification and incorporation of mini-driver genes in addition to known driver genes could enhance the accuracy of prognostic biomarkers for CRC.
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Affiliation(s)
- Anthony Vladimir Campos Segura
- Biochemistry and Molecular Biology Research Laboratory. Faculty of Natural Sciences and Mathematics, Universidad Nacional Federico Villarreal, Lima, Peru
- Research Group in Biochemistry and Synthetic Biology (GIBBS-UNFV), Lima, Peru
- Research Group in Immunology and Cancer (IMMUCA), Lima, Peru
| | - Mariana Belén Velásquez Sotomayor
- Research Group in Immunology and Cancer (IMMUCA), Lima, Peru
- School of Human Medicine, Faculty of Health Sciences, Universidad Cientifica del Sur, Lima, Peru
| | - Ana Isabel Flor Gutiérrez Román
- Biochemistry and Molecular Biology Research Laboratory. Faculty of Natural Sciences and Mathematics, Universidad Nacional Federico Villarreal, Lima, Peru
- Research Group in Biochemistry and Synthetic Biology (GIBBS-UNFV), Lima, Peru
| | - César Alexander Ortiz Rojas
- Research Group in Immunology and Cancer (IMMUCA), Lima, Peru
- Hematology Division, LIM31, Medical School, Universidade de São Paulo, Sao Paulo, Brazil
| | - Alexis Germán Murillo Carrasco
- Research Group in Immunology and Cancer (IMMUCA), Lima, Peru
- Centro de Investigação Translacional em Oncologia (LIM24), Departamento de Radiologia e Oncologia, Faculdade de Medicina, Universidade de São Paulo, Sao Paulo, Brazil
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Huang J, Wang H, Xu Y, Li C, Lv X, Han X, Chen X, Chen Y, Yu Z. The Role of CTNNA1 in Malignancies: An Updated Review. J Cancer 2023; 14:219-230. [PMID: 36741258 PMCID: PMC9891874 DOI: 10.7150/jca.79236] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Accepted: 12/15/2022] [Indexed: 01/04/2023] Open
Abstract
Catenin alpha 1 (CTNNA1), encoding α-catenin, is involved in several physiological activities, such as adherens junction synthesis and signal transduction. Recent studies have suggested additional functions for CTNNA1 malignancies. This review systematically summarizes the varying functions of CTNNA1 in different tumors and briefly describes the diverse pathways and mechanisms involved in different types of tumors. CTNNA1 is abnormally expressed in leukemia and solid tumor such as cancers of digestive system, genitourinary system and breast, and it's related to the occurrence, development, and prognosis of tumors. In addition, the possible physiological processes involving CTNNA1, such as methylation, miRNA interference, or regulatory axes, similar to those of CDH1, SETD2, and hsa-miR-30d-5p/GJA1 are also summarized here. The precise mechanism of CTNNA1 in most cancers remains uncertain; hence, additional pre-clinical studies of CTNNA1 are warranted for potential early tumor diagnosis, prognosis, and treatment.
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Affiliation(s)
- Jinhua Huang
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China.,College of Medicine, Shantou University, Shantou, 515041, Guangdong, China
| | - Huihui Wang
- Institute of Clinical Pharmacology, Anhui Medical University, Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-Inflammatory and Immune Medicine, Hefei, 230023, China
| | - Yuting Xu
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China.,College of Medicine, Shantou University, Shantou, 515041, Guangdong, China
| | - Chunhua Li
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China
| | - Xinyue Lv
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China
| | - Xintong Han
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China
| | - Xiaochun Chen
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China
| | - Yu Chen
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China
| | - Zhiying Yu
- Department of Gynecology, Shenzhen Second People's Hospital/the First Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, 518035, Guangdong, China.,✉ Corresponding author: Zhiying Yu, Shenzhen Second People's Hospital, 3002 Sungang West Road, Shenzhen, Guangdong, China, 518035. Tel: 0755-83366388; Fax: +86 83366388-3048; E-mail:
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Jiang C, Qu S, Liu T, Hao M. Long Noncoding RNA SNHG7 Is a Diagnostic and Prognostic Marker for Colon Adenocarcinoma. Front Oncol 2022; 12:893591. [PMID: 35747807 PMCID: PMC9209656 DOI: 10.3389/fonc.2022.893591] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 05/09/2022] [Indexed: 11/13/2022] Open
Abstract
Numerous studies have shown that long noncoding RNAs (lncRNAs) play a critical role in the malignant progression of cancer. However, the potential involvement of lncRNAs in colon adenocarcinoma (COAD) remains unexplored. In this study, the expression of lncRNA SNHG7 in colon cancer tissues and its correlation with clinical characteristics were analyzed based on data from The Cancer Genome Atlas (TCGA) database. SNHG7 was found to be highly expressed in 17 types of cancer, including COAD. Next, TCGA data were further investigated to identify differentially expressed genes, and Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses were performed. In addition, the relationship between SNHG7 expression and clinical features were analyzed. SNHG7 expression was found to be a potentially valuable indicator for COAD diagnosis and prognosis. Finally, gene set enrichment analysis showed that SNHG7 may affect lupus erythematosus and reactome cellular senescence, possibly influencing the prognosis of patients with COAD. Altogether, these results suggest that SNHG7 may be associated with the occurrence and development of COAD, having potential diagnostic and prognostic value.
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Affiliation(s)
- Chengwei Jiang
- Department of Pathology, China-Japan Union Hospital of Jilin University, Changchun, China
| | - Shanshan Qu
- Department of Pathology, China-The Second Hospital of Jilin University, Changchun, China
| | - Tie Liu
- Biobank, China-Japan Union Hospital of Jilin University, Changchun, China
| | - Miao Hao
- Scientific Research Center, China-Japan Union Hospital of Jilin University, Changchun, China
- *Correspondence: Miao Hao,
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