Evidence map›Paper›PMID 41776751›Full record

ArticleBrain pathology (Zurich, Switzerland)2026

Proteomic profile of CSF obtained at the time of diagnosis determines amyotrophic lateral sclerosis progression and survival: CXCL7 levels in disease prognosis and survival.

Sergio Roca-Pereira, Yaiza López-Sampere, Pol Mengod-Soler, Mario Peña-Fonteboa, Carla Marco, Alejandro Caravaca-Puchades, Raúl Domínguez, Juan Francisco Vázquez-Costa, Enrique Santamaría, Joaquín Fernández-Irigoyen and 10 more

Abstract read
In one paragraph

Article in Brain pathology (Zurich, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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.

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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.

Sergio Roca-PereiraNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0009-0003-7393-0057
Yaiza López-SampereNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0009-0002-7963-2694
Pol Mengod-SolerNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0009-0003-0313-5584
Mario Peña-FonteboaNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0009-0005-1685-1496
Carla MarcoNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0009-0008-6330-1376
Alejandro Caravaca-PuchadesNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0003-2223-7335
Raúl DomínguezNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0001-5035-9212
Juan Francisco Vázquez-CostaNeuromuscular Unit and ERN-NMD Group, Department of Neurology, Hospital Universitario y Politécnico La Fe and IIS La Fe, Valencia, Spain.ORCID https://orcid.org/0000-0002-3043-7938
Enrique SantamaríaProteomics Unit, Clinical Neuroproteomics Laboratory, Navarrabiomed, Hospital Universitario de Navarra (HUN), Universidad Pública de Navarra (UPNA), Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.ORCID https://orcid.org/0000-0001-8046-8102
Joaquín Fernández-IrigoyenProteomics Unit, Clinical Neuroproteomics Laboratory, Navarrabiomed, Hospital Universitario de Navarra (HUN), Universidad Pública de Navarra (UPNA), Instituto de Investigación Sanitaria de Navarra (IdiSNA), Pamplona, Spain.ORCID https://orcid.org/0000-0001-5072-4099
María J ColominaAnesthesia and Critical Care Department, Bellvitge University Hospital-University of Barcelona L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0003-0106-0956
Isabel León MorenoNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0002-4352-0730
Antonio Martínez YélamosNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0002-3725-0180
Sergio Martínez YélamosNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0001-9889-2040
Gabriel SantpereNeurogenomics Group, Hospital del Mar Research Institute, Parc de Recerca Biomèdica de Barcelona (PRBB), Barcelona, Catalonia, Spain.ORCID https://orcid.org/0000-0001-5909-8637
Elia ObisMetabolic Pathophysiology Research Group, Department of Experimental Medicine, University of Lleida-IRB, Lleida, Spain.ORCID https://orcid.org/0000-0002-6838-1634
Manuel Portero-OtínMetabolic Pathophysiology Research Group, Department of Experimental Medicine, University of Lleida-IRB, Lleida, Spain.
Gerard Piñol-RipollCognition and Behavior Study Group, Institute for Research in Biomedicine of Lleida (IRBLleida), Lleida, Spain.ORCID https://orcid.org/0000-0002-4495-2113
Mónica PovedanoNeurology and Neurogenetics Group- Neuroscience Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0001-5146-6183
Pol Andrés-BenitoNetwork Centre of Biomedical Research of Neurodegenerative Diseases (CIBERNED), Institute of Health Carlos III, L'Hospitalet de Llobregat, Barcelona, Spain.ORCID https://orcid.org/0000-0003-3000-0338

Funding

Elles contra l'Esclerosi Lateral Amiotròfica (ELA)Fundació Catalana d'Esclerosi Lateral Amiotròfica (ELA) Miquel VallsInstituto de Salud Carlos III CD23/00097Instituto de Salud Carlos III PI20/000155Instituto de Salud Carlos III PI23/00176Instituto de Salud Carlos III PI24/01516Mà amigaSwim for Esclerosi Lateral Amiotròfica (ELA)
6 · The paper itself

Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease primarily affecting motor neurons. Neurofilament light chain (NfL) is the most established prognostic biomarker; however, its diagnostic resolution is limited, particularly within intermediate concentration ranges, and it does not capture the molecular heterogeneity of ALS. This study aimed to identify complementary cerebrospinal fluid (CSF) biomarkers and pathway-specific signatures through a non-targeted multiomic approach. We performed SWATH-MS-based proteomics and LC-MS/MS lipidomics on CSF from ALS patients stratified by survival (ALS-SS and ALS-LS) and healthy controls. Weighted protein co-expression network analysis (WPCNA) was applied to identify biologically coherent protein modules associated with disease phenotype and progression. Top biomarker candidates were further evaluated using immunoassays in an independent cohort. Post-mortem ALS spinal cord tissues were analyzed to explore the pathophysiological relevance of identified proteins. CSF proteomic profiles robustly distinguished ALS patients from controls and stratified patient subgroups by survival, revealing a molecular signature characterized by inflammation, downregulation of detoxification mechanisms, and synaptic dysregulation in aggressive disease forms. In contrast, lipidomic profiles showed limited discriminatory power. WPCNA identified modular proteomic signatures capturing ALS heterogeneity, and machine learning models based on these profiles yielded optimal biomarker panels for diagnosis and prognosis. CXCL7 emerged as a promising complementary biomarker, and shed light in disease physiopathology. Immunoassay validation supported the diagnostic and prognostic potential of CXCL7 and its association with survival time. Histopathological analysis further confirmed CXCL7 localization in anterior horn motor neurons, despite no detectable changes in whole spinal cord lysates at late disease stages. Comprehensive CSF proteomic profiling, combined with network-based analysis, enhances our understanding of ALS molecular heterogeneity and provides a framework for precision biomarker discovery. CXCL7 complements NfL as a diagnostic and prognostic biomarker, supporting improved patient stratification and advancing the development of personalized therapeutic strategies in ALS.

Indexed as

Amyotrophic Lateral Sclerosisbeta-ThromboglobulinAgedBiomarkersDisease ProgressionFemaleHumansMaleMiddle AgedPrognosisProteomicsSpinal Cordbeta-ThromboglobulinBiomarkersPPBP protein, humanALSbiomarkersCSFCXCL7lipidomicsprognosisproteomics

Identifiers

PMID41776751
PMCPMC13429306

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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.