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Identification of RRM2 as a Potential Biomarker for the Diagnosis and Prognosis of Rheumatoid Arthritis
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Abstract
Background: Rheumatoid arthritis (RA) is a common autoimmune disease that can occur at any age. If treatment is delayed, RA can seriously affect the patients’ quality of life. However, there is no diagnostic criteria for RA and the positive predictive value of the current biomarkers is moderate. Objective: to identify RA-associated susceptibility genes and explore their potential as a novel biomarker for diagnosis and evaluation of the prognosis of RA.Methods: Peripheral blood mononuclear cells (PBMCs) were collected from healthy human donors and RA patients. RNA-seq analyses were performed to identify the differentially expressed genes (DEGs) between RA and control samples. The PBMCs-mRNA in DEGs were further subjected to enrichment analysis. Furthermore, the hub genes and key modules associated with RA were screened by bioinformatics analyses. Then, the expression of hub genes in RA were assessed in mRNA expression profiles. Next, real time-quantitative PCR (RT-qPCR) analyses were performed to further confirm the expression of the hub genes from the PBMCs that collected from 47 patients with RA and 40 healthy controls. Finally, we evaluated the clinical characters for the candidate mRNAs.Results: RNA-seq analyses revealed the expression of 178 mRNAs from PBMCs were disregulated between the healthy controls and the RA patients. Bioinformatics analyses revealed 10 hub mRNAs. The top 3 significant functional modules screened from PPI network functionally were involved in DNA replication origin binding, chemokine activity, etc. After validating the 10 hub mRNAs in GSE93272 dataset and clinical samples, we identified 3 candidate mRNAs, including ASPM, DTL and RRM2. Among which, RRM2 showed great capacity in discriminating between remissive RA and active RA. Significant correlations were observed between DTL and IL-8, TNF-α, between RRM2 and CDAI, DAS-28, tender joints and swollen joints, respectively. The AUC values of ASPM, DTL and RRM2 were 0.654, 0.995 and 0.990, respectively.Conclusion: We successfully identified multiple candidate mRNAs associated with RA. RRM2 showed high diagnosis efficiency with the AUC of 0.990 (sensitivity=100%, specificity=97.5%). And RRM2 severed as an additional biomarker for evaluating disease activity. The findings provided a novel candidate biomarker for diagnosis and evaluation of the prognosis of RA.
Springer Science and Business Media LLC
Title: Identification of RRM2 as a Potential Biomarker for the Diagnosis and Prognosis of Rheumatoid Arthritis
Description:
Abstract
Background: Rheumatoid arthritis (RA) is a common autoimmune disease that can occur at any age.
If treatment is delayed, RA can seriously affect the patients’ quality of life.
However, there is no diagnostic criteria for RA and the positive predictive value of the current biomarkers is moderate.
Objective: to identify RA-associated susceptibility genes and explore their potential as a novel biomarker for diagnosis and evaluation of the prognosis of RA.
Methods: Peripheral blood mononuclear cells (PBMCs) were collected from healthy human donors and RA patients.
RNA-seq analyses were performed to identify the differentially expressed genes (DEGs) between RA and control samples.
The PBMCs-mRNA in DEGs were further subjected to enrichment analysis.
Furthermore, the hub genes and key modules associated with RA were screened by bioinformatics analyses.
Then, the expression of hub genes in RA were assessed in mRNA expression profiles.
Next, real time-quantitative PCR (RT-qPCR) analyses were performed to further confirm the expression of the hub genes from the PBMCs that collected from 47 patients with RA and 40 healthy controls.
Finally, we evaluated the clinical characters for the candidate mRNAs.
Results: RNA-seq analyses revealed the expression of 178 mRNAs from PBMCs were disregulated between the healthy controls and the RA patients.
Bioinformatics analyses revealed 10 hub mRNAs.
The top 3 significant functional modules screened from PPI network functionally were involved in DNA replication origin binding, chemokine activity, etc.
After validating the 10 hub mRNAs in GSE93272 dataset and clinical samples, we identified 3 candidate mRNAs, including ASPM, DTL and RRM2.
Among which, RRM2 showed great capacity in discriminating between remissive RA and active RA.
Significant correlations were observed between DTL and IL-8, TNF-α, between RRM2 and CDAI, DAS-28, tender joints and swollen joints, respectively.
The AUC values of ASPM, DTL and RRM2 were 0.
654, 0.
995 and 0.
990, respectively.
Conclusion: We successfully identified multiple candidate mRNAs associated with RA.
RRM2 showed high diagnosis efficiency with the AUC of 0.
990 (sensitivity=100%, specificity=97.
5%).
And RRM2 severed as an additional biomarker for evaluating disease activity.
The findings provided a novel candidate biomarker for diagnosis and evaluation of the prognosis of RA.
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