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A pilot study of peripheral blood DNA methylation models as predictors of knee osteoarthritis radiographic progression: data from the Osteoarthritis Initiative (OAI)
- Source :
- Scientific Reports, Vol 9, Iss 1, Pp 1-11 (2019), Scientific reports, vol 9, iss 1, Scientific Reports
- Publication Year :
- 2019
- Publisher :
- Springer Science and Business Media LLC, 2019.
-
Abstract
- Knee osteoarthritis (OA) is a leading cause of chronic disability worldwide, but no diagnostic or prognostic biomarkers are available. Increasing evidence supports epigenetic dysregulation as a contributor to OA pathogenesis. In this pilot study, we investigated epigenetic patterns in peripheral blood mononuclear cells (PBMCs) as models to predict future radiographic progression in OA patients enrolled in the longitudinal Osteoarthritis Initiative (OAI) study. PBMC DNA was analyzed from baseline OAI visits in 58 future radiographic progressors (joint space narrowing at 24 months, sustained at 48 months) compared to 58 non-progressors. DNA methylation was quantified via Illumina microarrays and beta- and M-values were used to generate linear classification models. Data were randomly split into a 60% development and 40% validation subsets, models developed and tested, and cross-validated in a total of 40 cycles. M-value based models outperformed beta-value based models (ROC-AUC 0.81 ± 0.01 vs. 0.73 ± 0.02, mean ± SEM, comparison p = 0.002), with a mean classification accuracy of 73 ± 1% (mean ± SEM) for M- and 69 ± 1% for beta-based models. Adjusting for covariates did not significantly alter model performance. Our findings suggest that PBMC DNA methylation-based models may be useful as biomarkers of OA progression and warrant additional evaluation in larger patient cohorts.
- Subjects :
- Male
0301 basic medicine
Oncology
Aging
Knee Joint
Radiography
lcsh:Medicine
Pilot Projects
Osteoarthritis
Epigenesis, Genetic
Prognostic markers
0302 clinical medicine
Models
Leukocytes
2.1 Biological and endogenous factors
Longitudinal Studies
Aetiology
lcsh:Science
screening and diagnosis
Multidisciplinary
Pain Research
Osteoarthritis, Knee
Middle Aged
3. Good health
Detection
DNA methylation
Disease Progression
Female
Chronic disability
Chronic Pain
medicine.medical_specialty
Joint space narrowing
Mononuclear
Peripheral blood mononuclear cell
Article
03 medical and health sciences
Genetic
Clinical Research
Internal medicine
Genetics
medicine
Humans
Knee
Epigenetics
030203 arthritis & rheumatology
Models, Genetic
business.industry
Arthritis
lcsh:R
DNA Methylation
medicine.disease
Peripheral blood
4.1 Discovery and preclinical testing of markers and technologies
030104 developmental biology
Musculoskeletal
Leukocytes, Mononuclear
lcsh:Q
business
Biomarkers
Epigenesis
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....e66a6c26256fd1d0e66bda35e64da388