This study aimed to find potential diagnostic markers for osteoarthritis (OA) and analyze the role of immune cells infiltration in this pathology. We used OA datasets from the Gene Expression Omnibus database. First, R software was used to identify differentially expressed genes (DEGs) and perform functional correlation analysis. Then least absolute shrinkage and selection operator (LASSO) logistic regression and support vector machine-recursive feature elimination algorithms were used to screen and verify the diagnostic markers of OA. Finally, CIBERSORT was used to evaluate the infiltration of immune cells in OA tissues, and the correlation between diagnostic markers and infiltrating immune cells was analyzed. A total of 458 DEGs were screened in this study. GRB10 and E2F3 (AUC = 0.962) were identified as diagnostic markers of OA. Immune cell infiltration analysis found that resting mast cells, T regulatory cells, CD4 memory resting T cells, activated NK cells, and eosinophils may be involved in the OA process. In addition, GRB10 was correlated with NK resting cells, naive CD4 + T cells, and M1 macrophages, while E2F3 was correlated with resting mast cells. In conclusion, GRB10 and E2F3 can be used as diagnostic markers of osteoarthritis, and immune cell infiltration plays an important role in the occurrence and progression of OA.
机构:
Sichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
Cao, Yiling
Tang, Weihao
论文数: 0引用数: 0
h-index: 0
机构:
Chengdu Foreign Language Sch, Chengdu 610000, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
Tang, Weihao
Tang, Wanxin
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Cross, Marita
Smith, Emma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Smith, Emma
Hoy, Damian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Queensland, Sch Populat Hlth, Herston, Qld, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Hoy, Damian
Nolte, Sandra
论文数: 0引用数: 0
h-index: 0
机构:
Charite, Med Clin, Dept Psychosomat Med, D-13353 Berlin, Germany
Deakin Univ, Sch Hlth & Social Dev, Populat Hlth Strateg Res Ctr, Burwood, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Nolte, Sandra
Ackerman, Ilana
论文数: 0引用数: 0
h-index: 0
机构:
Univ Melbourne, Royal Melbourne Hosp, Dept Med, Melbourne EpiCtr, Parkville, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Ackerman, Ilana
Fransen, Marlene
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Hlth Sci, Lidcombe, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Fransen, Marlene
Bridgett, Lisa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Hlth Sci, Lidcombe, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Bridgett, Lisa
Williams, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Sydney, Sch Med, Campbelltown, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Williams, Sean
Guillemin, Francis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lorraine, EA APEMAC 4360, Nancy, FranceUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Guillemin, Francis
Hill, Catherine L.
论文数: 0引用数: 0
h-index: 0
机构:
Queen Elizabeth Hosp, Rheumatol Unit, Woodville, SA 5011, Australia
Univ Adelaide, Hlth Observ, Adelaide, SA, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Hill, Catherine L.
Laslett, Laura L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tasmania, Menzies Res Inst Tasmania, Hobart, Tas, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Laslett, Laura L.
Jones, Graeme
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tasmania, Menzies Res Inst Tasmania, Hobart, Tas, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Jones, Graeme
Cicuttini, Flavia M.
论文数: 0引用数: 0
h-index: 0
机构:
Monash Univ, Dept Epidemiol & Prevent Med, Melbourne, Vic 3004, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Cicuttini, Flavia M.
Osborne, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Deakin Univ, Sch Hlth & Social Dev, Fac Hlth, Melbourne, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Osborne, Richard
Vos, Theo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Queensland, Sch Populat Hlth, Herston, Qld, Australia
Univ Washington, Inst Hlth Metr & Evaluat, Seattle, WA 98195 USAUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Vos, Theo
Buchbinder, Rachelle
论文数: 0引用数: 0
h-index: 0
机构:
Cabrini Inst, Monash Dept Clin Epidemiol, Melbourne, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Buchbinder, Rachelle
Woolf, Anthony
论文数: 0引用数: 0
h-index: 0
机构:
Royal Cornwall Hosp, Dept Rheumatol, Truro, EnglandUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Woolf, Anthony
March, Lyn
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, EnglandUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
de Andres, M. C.
Takahashi, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
Tohoku Univ Hosp, Dept Orthopaed Surg, Sendai, Miyagi, JapanUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
Takahashi, A.
Oreffo, R. O. C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, EnglandUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
机构:
Sichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
Cao, Yiling
Tang, Weihao
论文数: 0引用数: 0
h-index: 0
机构:
Chengdu Foreign Language Sch, Chengdu 610000, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
Tang, Weihao
Tang, Wanxin
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Nephrol, 37 Guoxue Alley, Chengdu, Sichuan, Peoples R China
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Cross, Marita
Smith, Emma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Smith, Emma
Hoy, Damian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Queensland, Sch Populat Hlth, Herston, Qld, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Hoy, Damian
Nolte, Sandra
论文数: 0引用数: 0
h-index: 0
机构:
Charite, Med Clin, Dept Psychosomat Med, D-13353 Berlin, Germany
Deakin Univ, Sch Hlth & Social Dev, Populat Hlth Strateg Res Ctr, Burwood, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Nolte, Sandra
Ackerman, Ilana
论文数: 0引用数: 0
h-index: 0
机构:
Univ Melbourne, Royal Melbourne Hosp, Dept Med, Melbourne EpiCtr, Parkville, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Ackerman, Ilana
Fransen, Marlene
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Hlth Sci, Lidcombe, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Fransen, Marlene
Bridgett, Lisa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Fac Hlth Sci, Lidcombe, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Bridgett, Lisa
Williams, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Sydney, Sch Med, Campbelltown, NSW, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Williams, Sean
Guillemin, Francis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lorraine, EA APEMAC 4360, Nancy, FranceUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Guillemin, Francis
Hill, Catherine L.
论文数: 0引用数: 0
h-index: 0
机构:
Queen Elizabeth Hosp, Rheumatol Unit, Woodville, SA 5011, Australia
Univ Adelaide, Hlth Observ, Adelaide, SA, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Hill, Catherine L.
Laslett, Laura L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tasmania, Menzies Res Inst Tasmania, Hobart, Tas, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Laslett, Laura L.
Jones, Graeme
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tasmania, Menzies Res Inst Tasmania, Hobart, Tas, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Jones, Graeme
Cicuttini, Flavia M.
论文数: 0引用数: 0
h-index: 0
机构:
Monash Univ, Dept Epidemiol & Prevent Med, Melbourne, Vic 3004, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Cicuttini, Flavia M.
Osborne, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Deakin Univ, Sch Hlth & Social Dev, Fac Hlth, Melbourne, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Osborne, Richard
Vos, Theo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Queensland, Sch Populat Hlth, Herston, Qld, Australia
Univ Washington, Inst Hlth Metr & Evaluat, Seattle, WA 98195 USAUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Vos, Theo
Buchbinder, Rachelle
论文数: 0引用数: 0
h-index: 0
机构:
Cabrini Inst, Monash Dept Clin Epidemiol, Melbourne, Vic, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Buchbinder, Rachelle
Woolf, Anthony
论文数: 0引用数: 0
h-index: 0
机构:
Royal Cornwall Hosp, Dept Rheumatol, Truro, EnglandUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
Woolf, Anthony
March, Lyn
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, AustraliaUniv Sydney, Royal N Shore Hosp, Inst Bone & Joint Res, 7C Adm, St Leonards, NSW 2065, Australia
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, EnglandUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
de Andres, M. C.
Takahashi, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
Tohoku Univ Hosp, Dept Orthopaed Surg, Sendai, Miyagi, JapanUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England
Takahashi, A.
Oreffo, R. O. C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, EnglandUniv Southampton, Sch Med, Bone & Joint Res Grp, Ctr Human Dev Stem Cells & Regenerat,Inst Dev Sci, Southampton, Hants, England