Evidence map›Paper›PMID 41437896›Full record

ArticleBrain : a journal of neurology2026

Sex-aware causal inference assessment of the immune system in complex neurodegenerative diseases.

Frida Lona-Durazo, Ross P Byrne, Marc-Olivier Pilon, Michael D Greicius, Marie-Pierre Dubé, Michael E Belloy, Russell L McLaughlin, Sarah A Gagliano Taliun

Abstract read
In one paragraph

Article in Brain : a journal of neurology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

8 authors.

Frida Lona-DurazoMontréal Heart Institute, Montréal, QC H1T 1C8, Canada.ORCID 0000-0003-2585-5710
Ross P ByrneSmurfit Institute of Genetics, Trinity College Dublin, Dublin, D02 DK07, Republic of Ireland.
Marc-Olivier PilonMontréal Heart Institute, Montréal, QC H1T 1C8, Canada.
Michael D GreiciusNeurology and Neurological Sciences, Standford University, Stanford, CA 94305, USA.
Marie-Pierre DubéMontréal Heart Institute, Montréal, QC H1T 1C8, Canada.
Michael E BelloyNeuroGenomics and Informatics Center, Washington University School of Medicine, St.Louis, MO 63108, USA.
Russell L McLaughlinSmurfit Institute of Genetics, Trinity College Dublin, Dublin, D02 DK07, Republic of Ireland.ORCID 0000-0003-3915-2135
Sarah A Gagliano TaliunMontréal Heart Institute, Montréal, QC H1T 1C8, Canada.ORCID 0000-0003-1306-1868

Funding

Stanford Alzheimer's Disease Research CenterAdmin Supp: Developing iPSC models for AD and PDP30AG066515 · NIA · STANFORD UNIVERSITY · PI ELIZABETH MORMINO · 2020 to 2026
$29.0M
Alzheimer Society of CanadaCanada Research Chairs ProgramCIHR 189919CIHR AD6192920CIHR PJT183817CIHR PJT191687Fonds de Recherche du QuébecFRQSMND association Byrne/Oct22/979-799MND association McLaughlin/Apr21/879-791NIA NIH HHS P30 AG066515NIH HHS P30AG066515Research Ireland 21/RC/10294_P2
6 · The paper itself

Abstract

Sex differences, in terms of prevalence, symptoms and disease progression, are established in the aetiology of complex neurodegenerative diseases, including amyotrophic lateral sclerosis, Parkinson's disease and Alzheimer's disease, but the underlying biology driving these differences remains poorly understood. There is emerging evidence from genetic and functional analyses affirming the role of the immune system in such diseases, but a thorough assessment of sex differences in the link between the immune system and neurodegenerative diseases remains lacking. Here, we applied a robust causal inference approach, two-sample Mendelian randomization, to evaluate the causal effect of immune-related protein levels on three neurodegenerative diseases with large-scale sex-stratified genome-wide association data available: amyotrophic lateral sclerosis (females = 10 895 cases, 57 062 controls; males = 15 547 cases, 50 145 controls); Parkinson's disease (females = 7947 cases, 90 662 controls; males = 13 020 cases, 89 660 controls); and Alzheimer's disease (females = 18 822 cases, 281 415 controls; males = 17 293 cases, 213 339 controls). As exposures, we focused on 932 immune system-related proteins with significant protein cis-quantitative trait loci (false discovery rate cut-off < 0.01) from a large sex-combined plasma protein dataset (n = 33 477), for which corresponding genes were included in the Immunology Database and Analysis Portal gene list. We tested for a causal relationship between genetically predicted levels of each of these proteins and each neurodegenerative disease in sex-stratified and sex-combined data, followed by colocalization and estimation of sex-differential effects. We additionally performed exploratory analyses using sex-combined CSF protein cis-quantitative trait loci (n = 971) as exposures. We observed evidence for a sex-differential causal relationship between FCGR2A and Parkinson's disease and between CD2AP, MAMDC2, PCDH17 or CSF3 and Alzheimer's disease. We validated significant results using two independent protein cis-quantitative trait loci datasets for those plasma proteins available. After performing sensitivity analyses, we validated the potential causal relationships of OMG on Parkinson's disease and of GRN, SERPINF2 and TREM2 on Alzheimer's disease. Mendelian randomization with CSF protein cis-quantitative trait loci showed a potential causal effect of ADGRE2, GPNMB and COLEC11 on Parkinson's disease and of CD33 on Alzheimer's disease, without evidence of sex-differential effects. Finally, we substantiated our findings of protein-disease pairs using triangulation, specifically reporting independent supporting evidence from the literature and drug-related databases. Overall, our results point to potential causal effects of genetically predicted levels of immune system-related plasma and CSF proteins in Alzheimer's disease and Parkinson's disease, some of which may be considered as potential candidates for drug development.

Indexed as

Immune SystemNeurodegenerative DiseasesParkinson DiseaseSex CharacteristicsAlzheimer DiseaseAmyotrophic Lateral SclerosisFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisAlzheimer’s diseaseamyotrophic lateral sclerosisimmune systemMendelian randomizationParkinson’s diseasesex differential effects

Identifiers

PMID41437896
PMCPMC13431771

What OpenQuestion holds

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LicenceCC BY-NC
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.