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Prognostic biomarkers of IFNb therapy in multiple sclerosis patients
- Source :
- Baranzini, SE; Madireddy, LR; Cromer, A; D'Antonio, M; Lehr, L; Beelke, M; et al.(2015). Prognostic biomarkers of IFNb therapy in multiple sclerosis patients. Multiple Sclerosis, 21(7), 894-904. doi: 10.1177/1352458514555786. UCSF: Retrieved from: http://www.escholarship.org/uc/item/4t3870fr, Multiple sclerosis (Houndmills, Basingstoke, England), vol 21, iss 7
- Publication Year :
- 2015
- Publisher :
- eScholarship, University of California, 2015.
-
Abstract
- Background: Interferon beta (IFNb) reduces relapse frequency and disability progression in patients with multiple sclerosis (MS). Objectives: Early identification of prognostic biomarkers of IFNb-treated patients will allow more effective management of MS. Methods: The IMPROVE study evaluated subcutaneous IFNb versus placebo in 180 patients with relapsing–remitting MS. Magnetic resonance imaging scans, clinical assessments, and blood samples were obtained at baseline and every 4 weeks from every participant. Thirty-nine biomarkers (32 transcripts; seven proteins) were studied in 155 patients from IMPROVE. Therapeutic response was defined by absence of new combined unique lesions, relapses, and sustained increase in Expanded Disability Status Scale over 1 year. A machine learning approach was used to examine the association between biomarker expression and treatment response. Results: While baseline levels of individual genes were relatively poor predictors, combinations of three genes were able to identify subjects with sub-optimal therapeutic responses. The triplet CASP2/IRF4/IRF6, previously identified in an independent dataset, was tested among other combinations. This triplet showed acceptable predictive accuracy (0.68) and specificity (0.88), but had relatively low sensitivity (0.22) resulting in an area under the curve (AUC) of 0.63. Other combinations of biomarkers resulted in AUC of up to 0.80 (e.g. CASP2/IL10/IL12Rb1). Conclusions: Baseline expression, or induction ratios, of specific gene combinations correlate with future therapeutic response to IFNb, and have the potential to be prognostically useful.
- Subjects :
- Oncology
Male
Neurology
Neurodegenerative
Relapsing-Remitting
Polymerase Chain Reaction
interferon beta
Cancer
screening and diagnosis
medicine.diagnostic_test
Medicine (all)
Area under the curve
Caspase 2
bioinformatics
Biomarker
multiple sclerosis
prognostic
RNA
Adult
Area Under Curve
Biomarkers
Cysteine Endopeptidases
Enzyme-Linked Immunosorbent Assay
Female
Humans
Immunologic Factors
Interferon Regulatory Factors
Interferon-beta
Magnetic Resonance Imaging
Multiple Sclerosis, Relapsing-Remitting
Prognosis
ROC Curve
Sensitivity and Specificity
Treatment Outcome
Neurology (clinical)
Detection
Biomarker (medicine)
4.2 Evaluation of markers and technologies
medicine.medical_specialty
Multiple Sclerosis
Clinical Trials and Supportive Activities
Clinical Sciences
Placebo
Autoimmune Disease
Clinical Research
Internal medicine
medicine
Genetics
Interleukin 12 receptor, beta 1 subunit
Expanded Disability Status Scale
Neurology & Neurosurgery
business.industry
Multiple sclerosis
Prevention
Neurosciences
Magnetic resonance imaging
medicine.disease
Brain Disorders
4.1 Discovery and preclinical testing of markers and technologies
Immunology
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Baranzini, SE; Madireddy, LR; Cromer, A; D'Antonio, M; Lehr, L; Beelke, M; et al.(2015). Prognostic biomarkers of IFNb therapy in multiple sclerosis patients. Multiple Sclerosis, 21(7), 894-904. doi: 10.1177/1352458514555786. UCSF: Retrieved from: http://www.escholarship.org/uc/item/4t3870fr, Multiple sclerosis (Houndmills, Basingstoke, England), vol 21, iss 7
- Accession number :
- edsair.doi.dedup.....104eebedd94b0017398cb29c442e69de
- Full Text :
- https://doi.org/10.1177/1352458514555786.