Development and validation of a novel diagnostic model for musculoskeletal aging (sarcopenia) based on cuproptosis-related genes associated with immunity

被引:2
作者
Lin, Shangjin [1 ,2 ]
Huang, Hou [1 ,2 ]
Ling, Ming [1 ,2 ]
Zhang, Chaobao [2 ]
Yang, Fengjian [1 ,3 ]
Fan, Yongqian [1 ,3 ]
机构
[1] Fudan Univ, Huadong Hosp, Dept Orthoped, Shanghai 200040, Peoples R China
[2] Shanghai Key Lab Clin Geriatr Med, Shanghai 200040, Peoples R China
[3] Fudan Univ, Huadong Hosp, Dept Orthoped, 221 Yanan West Rd,Jingan Dist, Shanghai 200040, Peoples R China
来源
AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH | 2022年 / 14卷 / 12期
关键词
Sarcopenia; musculoskeletal aging; cuproptosis; immune infiltration; nomogram model; DEHYDROGENASE COMPLEX; MUSCLE; EXERCISE; SYSTEM;
D O I
暂无
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective: Sarcopenia is a geriatric disease characterized by accelerated skeletal muscle mass and func-tion loss due to aging. Cell death plays a pivotal role in the onset and progress of sarcopenia. The purpose of this study was to investigate the role of cuproptosis-related genes (CRGs) and immune infiltration in sarcopenia devel-opment. Methods: Three microarray expression datasets from the Gene Expression Omnibus (GEO) database were merged and batch-corrected by R software to identify differentially expressed genes (DEGs) between old and young skeletal muscles. Subsequently, DEGs were subjected to functional enrichment and gene set enrichment analysis (GSEA) to investigate the roles of DEGs and immune infiltration in the pathogenesis of musculoskeletal aging. Then, ssGSEA was performed to calculate the proportion of immune cells and functions within each muscle sample to analyze the differences between the older and young healthy muscle groups. In order to select candidate CRGs, the correlation between CRGs and immune infiltration was analyzed. Finally, a novel nomogram model of muscu-loskeletal aging was constructed based on candidate CRGs associated with immunity. Additionally, the diagnostic model based on key CRGs was tested using a validation dataset, and its diagnostic performance was evaluated by the area under curve (AUC) value. Results: 141 DEGs were identified between 45 older samples and 50 young healthy samples. Compared to young healthy muscle tissues, significantly lower infiltration levels of T-regulatory cells were identified in older muscle tissues, while dendritic cells (DCs) and mast cells were relatively higher. Based on the CRGs from seven candidates, a novel model with high prediction efficiency (AUC = 0.856) was established to diagnose and screen for sarcopenia. Conclusion: The CRGs associated with immunity may play a vital role in the development of musculoskeletal aging, providing a novel avenue for early diagnosis. Furthermore, immune cell infiltration is essential for the progression of musculoskeletal aging.
引用
收藏
页码:8523 / 8538
页数:16
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