ArticleAnnals of neurology2017
Molecular-based diagnosis of multiple sclerosis and its progressive stage.
Article in Annals of neurology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04496830 (Cerebrospinal Fluid-biomarkers-based Diagnostic and Prognostic Models for Multiple Sclerosis), which is not on this map. Cited by 35 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Cerebrospinal Fluid-biomarkers-based Diagnostic and Prognostic Models for Multiple Sclerosis
Who cites it
35 citing papers in PubMed, 2 syntheses or guidelines pooled it, 54 citations in OpenAlex.
- Current Status and Future Opportunities in Modeling Clinical Characteristics of Multiple Sclerosis.Frontiers in neurology · 2022Pooled it
- Early diagnosis of secondary progressive multiple sclerosis: focus on fluid and neurophysiological biomarkers.Journal of neurology · 2021Pooled it
- Clemastine fumarate accelerates accumulation of disability in progressive multiple sclerosis by enhancing pyroptosis.The Journal of clinical investigation · 2025Trial
- Dimethyl Fumarate Treatment in Patients With Primary Progressive Multiple Sclerosis: A Randomized, Controlled Trial.Neurology(R) neuroimmunology & neuroinflammation · 2021Trial
- Idebenone does not inhibit disability progression in primary progressive MS.Multiple sclerosis and related disorders · 2020Trial
- Cerebrospinal fluid biomarkers link toxic astrogliosis and microglial activation to multiple sclerosis severity.Multiple sclerosis and related disorders · 2019Trial
- From Diagnosis to Disease Staging: Multisite Validation of Cerebrospinal Fluid Molecular Tests in Multiple Sclerosis.Annals of neurology · 2026Article
- Profiling the Cerebrospinal Fluid Proteome in Progressive Multiple Sclerosis: Treatment Effects and Associations with IgM Oligoclonal Bands.Journal of neuroimmune pharmacology : the official journal of the Society on NeuroImmune Pharmacology · 2025Article
- The Phenotypes of Multiple Sclerosis Differ Significantly in Relative and Excess Mortality.European journal of neurology · 2025Article
- CSF biomarkers of B-cell activation in multiple sclerosis: a clinical perspective.Journal of neurology · 2025Review
- Identifying Biomarkers for Remyelination and Recovery in Multiple Sclerosis: A Measure of Progress.Biomedicines · 2025Review
- MRI versus relapse: optimal activity monitoring for management of progressive multiple sclerosis.Brain communications · 2025Article
- Association of Baseline Lipopolysaccharide-Binding Protein with Expanded Disability Status Score Dynamics in Patients with Relapsing-Remitting Multiple Sclerosis: A Pilot Study.International journal of molecular sciences · 2024Article
- Review of evidence linking exposure to environmental stressors and associated alterations in the dynamics of immunosenescence (ISC) with the global increase in multiple sclerosis (MS).Immunity & ageing : I & A · 2024Review
- Aptamer Technologies in Neuroscience, Neuro-Diagnostics and Neuro-Medicine Development.Molecules (Basel, Switzerland) · 2024Review
- Proteomics reveal biomarkers for diagnosis, disease activity and long-term disability outcomes in multiple sclerosis.Nature communications · 2023Article
- Exploring the Potential of Aptamers in Targeting Neuroinflammation and Neurodegenerative Disorders: Opportunities and Challenges.International journal of molecular sciences · 2023Review
- Cellular and Molecular Evidence of Multiple Sclerosis Diagnosis and Treatment Challenges.Journal of clinical medicine · 2023Review
- Disease phenotype prediction in multiple sclerosis.iScience · 2023Article
- Are EPB41 and alpha-synuclein diagnostic biomarkers of sport-related concussion? Findings from the NCAA and Department of Defense CARE Consortium.Journal of sport and health science · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
14 authors at 6 institutions in 3 countries.
Funding
Abstract
objectiveBiomarkers aid diagnosis, allow inexpensive screening of therapies, and guide selection of patient-specific therapeutic regimens in most internal medicine disciplines. In contrast, neurology lacks validated measurements of the physiological status, or dysfunction(s) of cells of the central nervous system (CNS). Accordingly, patients with chronic neurological diseases are often treated with a single disease-modifying therapy without understanding patient-specific drivers of disability. Therefore, using multiple sclerosis (MS) as an example of a complex polygenic neurological disease, we sought to determine whether cerebrospinal fluid (CSF) biomarkers are intraindividually stable, cell type-, disease- and/or process-specific, and responsive to therapeutic intervention.
methodsWe used statistical learning in a modeling cohort (n = 225) to develop diagnostic classifiers from DNA-aptamer-based measurements of 1,128 CSF proteins. An independent validation cohort (n = 85) assessed the reliability of derived classifiers. The biological interpretation resulted from in vitro modeling of primary or stem cell-derived human CNS cells and cell lines.
resultsThe classifier that differentiates MS from CNS diseases that mimic MS clinically, pathophysiologically, and on imaging achieved a validated area under the receiver operating characteristic curve (AUROC) of 0.98, whereas the classifier that differentiates relapsing-remitting from progressive MS achieved a validated AUROC of 0.91. No classifiers could differentiate primary progressive from secondary progressive MS better than random guessing. Treatment-induced changes in biomarkers greatly exceeded intraindividual and technical variabilities of the assay.
interpretationCNS biological processes reflected by CSF biomarkers are robust, stable, disease specific, or even disease stage specific. This opens opportunities for broad utilization of CSF biomarkers in drug development and precision medicine for CNS disorders. Ann Neurol 2017;82:795-812.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.