Evidence map›Paper›PMID 42512509›Full record

ReviewBrain sciences2026

Beyond Relapses: A Multimodal Biomarker Framework for Progression Independent of Relapse Activity and Smouldering Multiple Sclerosis.

Nayeli Alejandra Sánchez-Rosales, Edgar Ricardo Valdivia-Tangarife, Blanca Miriam Torres-Mendoza, Antonio Kobayashi-Gutiérrez, Francisco Javier Frías-Márquez, Betsabe Contreras-Haro, Martha Rocío Hernández-Preciado, Ana Miriam Saldaña-Cruz, Enrique Gomez-Figueroa, José De Jesús García-Rivera and 4 more

Abstract readReview
In one paragraph

Review in Brain sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Nayeli Alejandra Sánchez-RosalesDepartamento de Neurología, Unidad de Alta Especialidad Médica (UMAE), Centro Médico Nacional de Occidente (CMNO), Instituto Mexicano Del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0003-4297-7111
Edgar Ricardo Valdivia-TangarifeDepartamento de Neurociencias, Centro Universitario de Ciencias de La Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0002-0936-7525
Blanca Miriam Torres-MendozaDepartamento de Disciplinas Filosóficas, Metodológicas e Instrumentales, Centro Universitario de Ciencias de la Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0003-2233-571X
Antonio Kobayashi-GutiérrezDivisión de Neurociencias, Centro de Investigación Biomédica de Occidente (CIBO), Instituto Mexicano Del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0002-5540-1923
Francisco Javier Frías-MárquezDepartamento de Neurología, Unidad de Alta Especialidad Médica (UMAE), Centro Médico Nacional de Occidente (CMNO), Instituto Mexicano Del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico.
Betsabe Contreras-HaroDepartamento de Ciencias Biomédicas, Centro Universitario Tonalá, Universidad de Guadalajara, Tonalá 45425, Jalisco, Mexico.
Martha Rocío Hernández-PreciadoDepartamento de Disciplinas Filosóficas, Metodológicas e Instrumentales, Centro Universitario de Ciencias de la Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0003-4757-4792
Ana Miriam Saldaña-CruzInstituto de Terapéutica Experimental y Clínica, Departamento de Fisiología, Centro Universitario de Ciencias de La Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0003-2272-9612
Enrique Gomez-FigueroaHospital Civil de Guadalajara Fray Antonio Alcalde, Guadalajara 44280, Jalisco, Mexico.ORCID 0000-0002-0206-322X
José De Jesús García-RiveraDepartamento de Neurología, Unidad de Alta Especialidad Médica (UMAE), Centro Médico Nacional de Occidente (CMNO), Instituto Mexicano Del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0001-7393-921X
Teresita J Villaseñor-CabreraDepartamento de Neurociencias, Centro Universitario de Ciencias de La Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0001-5403-436X
Miriam E Jiménez-MaldonadoDepartamento de Neurociencias, Centro Universitario de Ciencias de La Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.ORCID 0009-0009-0176-2625
Fabiola González-PonceInstituto de Terapéutica Experimental y Clínica, Departamento de Fisiología, Centro Universitario de Ciencias de La Salud (CUCS), Universidad de Guadalajara, Guadalajara 44340, Jalisco, Mexico.
Jazmin Marquez-PedrozaDivisión de Neurociencias, Centro de Investigación Biomédica de Occidente (CIBO), Instituto Mexicano Del Seguro Social (IMSS), Guadalajara 44340, Jalisco, Mexico.ORCID 0000-0003-2859-726X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Progression independent of relapse activity (PIRA) and smouldering multiple sclerosis (MS) represent major unmet challenges in contemporary MS care. Disability may accumulate independently of clinical relapses, driven in part by chronic compartmentalised inflammation behind a relatively intact blood-brain barrier and incompletely captured by conventional monitoring tools. This narrative review synthesises evidence across four complementary biomarker domains for detecting smouldering MS and PIRA: advanced MRI (paramagnetic rim lesions [PRLs], slowly expanding lesions, deep grey matter atrophy, quantitative susceptibility mapping); fluid biomarkers (serum glial fibrillary acidic protein [sGFAP], serum neurofilament light chain [sNfL]); retinal optical coherence tomography (ganglion cell-inner plexiform layer thinning); and digital health metrics (wearable accelerometry, digital Symbol Digit Modalities Test). In a single prospective cohort, combined elevation of sGFAP and sNfL conferred a 4.71-fold increased hazard for PIRA (HR 4.71; 95% CI 2.05-9.77); independent data suggest sGFAP may carry selectivity for progression beyond sNfL, although this remains to be confirmed. No single domain sufficiently characterises smouldering pathology. We therefore propose a hypothesis-generating Multimodal PIRA Score (MPS) as a conceptual validation scaffold intended to structure-rather than inform-prospective multicentre evaluation against a long-horizon disability endpoint. Harmonisation of acquisition protocols, reference ranges, and digital phenotyping algorithms remains a prerequisite.

Indexed as

digital biomarkersmultimodal biomarker scoremultiple sclerosisoptical coherence tomographyparamagnetic rim lesionsprogression independent of relapse activityserum GFAPsmouldering MS

Identifiers

PMID42512509
PMCPMC13406222

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Registered trials

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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.