Evidence map›Paper›PMID 42618980›Full record

ArticleAnnals of clinical and translational neurology2026

CSF Cytokine Network Organization Predicts Progression Independent of Relapse and MRI Activity in Multiple Sclerosis.

Antonio Bruno, Matteo Conti, Ettore Dolcetti, Federica Azzolini, Angela Borrelli, Roberta Fantozzi, Mario Stampanoni Bassi, Giovanni Galifi, Giuseppe Maccarrone, Luca Montaguti and 10 more

Abstract read
In one paragraph

Article in Annals of clinical and translational neurology, 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

20 authors.

Antonio BrunoIRCCS Neuromed, Pozzilli, (IS), Italy.
Matteo ContiDepartment of Systems Medicine, University of Rome Tor Vergata, Rome, Italy.ORCID https://orcid.org/0000-0003-2879-2209
Ettore DolcettiIRCCS Neuromed, Pozzilli, (IS), Italy.
Federica AzzoliniIRCCS Neuromed, Pozzilli, (IS), Italy.
Angela BorrelliIRCCS Neuromed, Pozzilli, (IS), Italy.
Roberta FantozziIRCCS Neuromed, Pozzilli, (IS), Italy.
Mario Stampanoni BassiFaculty of Psychology, Uninettuno Telematic International University, Rome, Italy.
Giovanni GalifiIRCCS Neuromed, Pozzilli, (IS), Italy.
Giuseppe MaccarroneDepartment of Systems Medicine, University of Rome Tor Vergata, Rome, Italy.
Luca MontagutiDepartment of Systems Medicine, University of Rome Tor Vergata, Rome, Italy.
Marco CervigniClinica Neurologica, Azienda Ospedaliero Universitaria Delle Marche, Università Politecnica Delle Marche, Ancona, Italy.
Maddalena Dal PozzoDepartment of Systems Medicine, University of Rome Tor Vergata, Rome, Italy.
Roberto FurlanClinical Neuroimmunology Unit, Institute of Experimental Neurology (INSpe), Division of Neuroscience, San Raffaele Scientific Institute, Milan, Italy.ORCID https://orcid.org/0000-0001-7376-9425
Annamaria FinardiClinical Neuroimmunology Unit, Institute of Experimental Neurology (INSpe), Division of Neuroscience, San Raffaele Scientific Institute, Milan, Italy.
Girolama Alessandra MarfiaDepartment of Systems Medicine, University of Rome Tor Vergata, Rome, Italy.
Marco SalvettiIRCCS Neuromed, Pozzilli, (IS), Italy.
Antonella ConteIRCCS Neuromed, Pozzilli, (IS), Italy.ORCID https://orcid.org/0000-0002-6338-2961
Fabio ButtariIRCCS Neuromed, Pozzilli, (IS), Italy.
Diego CentonzeIRCCS Neuromed, Pozzilli, (IS), Italy.ORCID https://orcid.org/0000-0002-8390-8545
Luana GilioIRCCS Neuromed, Pozzilli, (IS), Italy.

Funding

"5 per mille" public fundingFondazione Italiana Sclerosi MultiplaMinistero Della Salute PNRR-MCNT2-2023-12377850Ministero dell'Università e Della Ricerca PNC0000001-CUP B53C22005940008
6 · The paper itself

Abstract

objectiveProgression independent of relapse activity is a major determinant of long-term disability in multiple sclerosis, but its immunopathologic basis remains incompletely understood. We investigated whether relapse-independent progression in radiologically stable relapsing-remitting multiple sclerosis is associated with distinct cerebrospinal fluid inflammatory profiles and whether cytokine-network features provide information beyond single-mediator levels.

methodsIn this prospective observational cohort study, baseline cerebrospinal fluid cytokine and chemokine profiling was performed in 346 RRMS patients, 61 primary progressive multiple sclerosis (PPMS) patients, and 196 neurological controls without inflammatory or neurodegenerative central nervous system disease. After 2-year clinical and MRI follow-up, 37 RRMS patients with clinical relapse and/or MRI activity were excluded, leaving 309 relapse-free and MRI-stable RRMS patients classified as stable RRMS (n = 241) or RRMS with PIRMA (n = 68). Cytokines were analyzed using two-part hurdle models, cytokine interactomes, and machine-learning classifiers.

resultsQuantitative cytokine analyses distinguished multiple sclerosis from controls but showed substantial overlap across multiple sclerosis phenotypes. RRMS with PIRMA showed higher cerebrospinal fluid levels of tumor necrosis factor-α, interleukin-17, and RANTES than stable RRMS. Network analyses showed a more integrated cytokine interactome in RRMS with PIRMA. The network-level model best distinguished RRMS with PIRMA from stable RRMS, with an area under the curve of 0.86, sensitivity of 77%, and specificity of 76%.

interpretationRelapse-independent progression in multiple sclerosis is associated with selective cytokine changes and broader reorganization of inflammatory network architecture, supporting cerebrospinal fluid cytokine interactome profiling as a translational approach to immune stratification.

Indexed as

autoimmunitycytokinesmultiple sclerosisneuroinflammationPIRMA

Identifiers

PMID42618980
PMCPMC13490313

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.