SSR1 and CKAP4 as potential biomarkers for intervertebral disc degeneration based on integrated bioinformatics analysis

被引:3
作者
Guo, Danqing [1 ,2 ,5 ]
Zeng, Min [3 ]
Yu, Miao [4 ]
Shang, Jingjing [4 ]
Lin, Jinxing [4 ]
Liu, Lichu [1 ]
Yang, Kuangyang [1 ]
Cao, Zhenglin [4 ,6 ]
机构
[1] Guangzhou Univ Chinese Med, Inst Orthopaed & Traumatol, Clin Med Coll 8, Foshan, Guangdong, Peoples R China
[2] Guangzhou Univ Chinese Med, Affiliated Hosp 1, Guangzhou, Peoples R China
[3] Guangzhou Univ Chinese Med, Clin Med Coll 8, Pathol Dept, Foshan, Guangdong, Peoples R China
[4] Guangzhou Univ Chinese Med, Clin Med Coll 8, Spinal Surg Dept, Foshan, Guangdong, Peoples R China
[5] Guangzhou Univ Chinese Med, Clin Med Coll 8, Inst Orthopaed & Traumatol, 6 Qinren Rd, Foshan 528000, Guangdong, Peoples R China
[6] Guangzhou Univ Chinese Med, Spinal Surg Dept, Clin Med Coll 8, 6 Qinren Rd, Foshan 528000, Guangdong, Peoples R China
来源
JOR SPINE | 2024年 / 7卷 / 01期
关键词
immune infiltration; intervertebral disc degeneration; single-cell sequencing; WGCNA; LOW-BACK-PAIN; CHONDROGENIC PROGENITOR CELLS; ENDOPLASMIC-RETICULUM; MEMBRANE-PROTEIN; ER STRESS; R PACKAGE; TISSUE; P63; RECEPTOR; REVEALS;
D O I
10.1002/jsp2.1309
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
摘要
Background: Intervertebral disc degeneration (IDD) is a significant cause of low back pain and poses a significant public health concern. Genetic factors play a crucial role in IDD, highlighting the need for a better understanding of the underlying mechanisms.Aim: The aim of this study was to identify potential IDD-related biomarkers using a comprehensive bioinformatics approach and validate them in vitro.Materials and Methods: In this study, we employed several analytical approaches to identify the key genes involved in IDD. We utilized weighted gene coexpression network analysis (WGCNA), MCODE, LASSO algorithms, and ROC curves to identify the key genes. Additionally, immune infiltrating analysis and a single-cell sequencing dataset were utilized to further explore the characteristics of the key genes. Finally, we conducted in vitro experiments on human disc tissues to validate the significance of these key genes in IDD.Results: we obtained gene expression profiles from the GEO database (GSE23130 and GSE15227) and identified 1015 DEGs associated with IDD. Using WGCNA, we identified the blue module as significantly related to IDD. Among the DEGs, we identified 47 hub genes that overlapped with the genes in the blue module, based on criteria of |logFC| >= 2.0 and p.adj <0.05. Further analysis using both MCODE and LASSO algorithms enabled us to identify five key genes, of which CKAP4 and SSR1 were validated by GSE70362, demonstrating significant diagnostic value for IDD. Additionally, immune infiltrating analysis revealed that monocytes were significantly correlated with the two key genes. We also analyzed a single-cell sequencing dataset, GSE199866, which showed that both CKAP4 and SSR1 were highly expressed in fibrocartilage chondrocytes. Finally, we validated our findings in vitro by performing real time polymerase chain reaction (RT-PCR) and immunohistochemistry (IHC) on 30 human disc samples. Our results showed that CKAP4 and SSR1 were upregulated in degenerated disc samples. Taken together, our findings suggest that CKAP4 and SSR1 have the potential to serve as disease biomarkers for IDD.
引用
收藏
页数:15
相关论文
共 64 条
[1]   Scale-free networks [J].
Barabási, AL ;
Bonabeau, E .
SCIENTIFIC AMERICAN, 2003, 288 (05) :60-69
[2]   Immuno-Modulatory Effects of Intervertebral Disc Cells [J].
Bermudez-Lekerika, Paola ;
Crump, Katherine B. ;
Tseranidou, Sofia ;
Nueesch, Andrea ;
Kanelis, Exarchos ;
Alminnawi, Ahmad ;
Baumgartner, Laura ;
Munoz-Moya, Estefano ;
Compte, Roger ;
Gualdi, Francesco ;
Alexopoulos, Leonidas G. ;
Geris, Liesbet ;
Wuertz-Kozak, Karin ;
Le Maitre, Christine L. ;
Noailly, Jerome ;
Gantenbein, Benjamin .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2022, 10
[3]   Pirfenidone reduces subchondral bone loss and fibrosis after murine knee cartilage injury [J].
Chan, Deva D. ;
Li, Jun ;
Luo, Wei ;
Predescu, Dan N. ;
Cole, Brian J. ;
Plaas, Anna .
JOURNAL OF ORTHOPAEDIC RESEARCH, 2018, 36 (01) :365-376
[4]   CKAP4/p63 is a receptor for the frizzled-8 protein-related antiproliferative factor from interstitial cystitis patients [J].
Conrads, Thomas P. ;
Tocci, Gillian M. ;
Hood, Brian L. ;
Zhang, Chen-Ou ;
Guo, Li ;
Koch, Kristopher R. ;
Michejda, Christopher J. ;
Veenstra, Timothy D. ;
Keay, Susan K. .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2006, 281 (49) :37836-37843
[5]   COST, CONTROVERSY, CRISIS - LOW-BACK-PAIN AND THE HEALTH OF THE PUBLIC [J].
DEYO, RA ;
CHERKIN, D ;
CONRAD, D ;
VOLINN, E .
ANNUAL REVIEW OF PUBLIC HEALTH, 1991, 12 :141-156
[6]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[7]   Single-Cell Sequencing of the Healthy and Diseased Heart Reveals Cytoskeleton-Associated Protein 4 as a New Modulator of Fibroblasts Activation [J].
Gladka, Monika M. ;
Molenaar, Bas ;
de Ruiter, Hesther ;
van der Elst, Stefan ;
Tsui, Hoyee ;
Versteeg, Danielle ;
Lacraz, Gregory P. A. ;
Huibers, Manon M. H. ;
van Oudenaarden, Alexander ;
van Rooij, Eva .
CIRCULATION, 2018, 138 (02) :166-180
[8]   Modified Pfirrmann grading system for lumbar intervertebral disc degeneration [J].
Griffith, James F. ;
Wang, Yi-Xiang J. ;
Antonio, Gregory E. ;
Choi, Kai Chow ;
Yu, Alfred ;
Ahuja, Anil T. ;
Leung, Ping Chung .
SPINE, 2007, 32 (24) :E708-E712
[9]   Genome-wide analysis of pain-, nerve- and neurotrophin -related gene expression in the degenerating human annulus [J].
Gruber, Helen E. ;
Hoelscher, Gretchen L. ;
Ingram, Jane A. ;
Hanley, Edward N., Jr. .
MOLECULAR PAIN, 2012, 8
[10]   Prostaglandin E1 and misoprostol increase epidermal growth factor production in 3D-cultured human annulus cells [J].
Gruber, Helen E. ;
Hoelscher, Gretchen ;
Loeffler, Bryan ;
Chow, Yin ;
Ingram, Jane A. ;
Halligan, Will ;
Hanley, Edward N., Jr. .
SPINE JOURNAL, 2009, 9 (09) :760-766