Evidence map›Paper›PMID 42432507›Full record

ArticleBMC neurology2026

Cluster Analysis of Migraine-Associated Symptoms (CAMS) across the lifespan: a cross-sectional study.

Carlyn Patterson Gentile, Eric Kaiser, Christina L Szperka, Andrew D Hershey, Geoffrey K Aguirre

Abstract read
In one paragraph

Article in BMC 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.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Carlyn Patterson GentileChildren's Hospital of Philadelphia, 3501 Civic Center Blvd, Philadelphia, Pennsylvania, 19104, USA. pattersonc@chop.edu.ORCID http://orcid.org/0000-0003-4996-2457
Eric KaiserPerelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID http://orcid.org/0000-0001-9750-2434
Christina L SzperkaChildren's Hospital of Philadelphia, 3501 Civic Center Blvd, Philadelphia, Pennsylvania, 19104, USA.ORCID http://orcid.org/0000-0003-4786-8889
Andrew D HersheyDivision of Neurology, Cincinnati Children's Hospital Medical Center, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, U.S.A.ORCID http://orcid.org/0000-0002-1598-7536
Geoffrey K AguirrePerelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID http://orcid.org/0000-0002-4028-3100

Funding

Trigeminovascular sensitization in post-traumatic headache: electrophysiologic and blood biomarkers in youthK23NS124986 · NINDS · CHILDREN'S HOSP OF PHILADELPHIA · PI Carlyn Anne Patterson Gentile · 2022 to 2026
$1.0M
NIH/NINDS K23NS124986NINDS NIH HHS K23 NS124986
6 · The paper itself

Abstract

background/purposeHeadache-associated symptoms (e.g., sensory sensitivity, nausea) are used to classify primary headache disorders and define treatment outcomes. We developed Cluster Analysis of Migraine-Associated Symptoms (CAMS) to provide an aggregate measure that captures relationships between several headache-associated symptoms. CAMS reveals that a greater number of symptoms, particularly if they include symptoms of autonomic and vestibular dysfunction, are associated with older age and greater headache burden in children and adolescents. Here, we aim to determine if CAMS is generalizable to adults.

methodsThe Penn Online Evaluation of Migraine (POEM) survey collected headache characteristics on participants ([Formula: see text]18 years) who reported headache. CAMS models were generated based on the presence or absence of 12 headache-associated symptoms. Three models were compared: the original CAMS model developed for children and adolescents, a model generated with adult data, and a comparison pediatric model for data collected across the same timeframe as the adult data. Changes in CAMS as a function of age and headache burden were measured.

resultsCAMS generated from the adult (n = 350) and pediatric comparison (n = 471) datasets were consistent with the original CAMS model (n = 6,662). Across models, the first dimension (CAMS 1; 25.4-31.0% explained variance) represented the absence or abundance of symptoms; the second dimension (CAMS 2; 10.8-11.6% explained variance) separated the typical symptoms of migraine (photophobia, phonophobia, nausea/vomiting) and osmophobia, from vestibular symptoms (vertigo, imbalance, lightheadedness, tinnitus, diplopia). CAMS symptom number increased throughout childhood and adolescence, reaching a plateau in early adulthood. A greater number of symptoms and more autonomic and vestibular symptoms were associated with greater headache burden and allodynia.

conclusionCAMS is generalizable across the lifespan, providing a reliable outcome measure that aggregates information about many headache-associated symptoms. Greater symptom number that includes vestibular symptoms is associated with increased headache burden and allodynia.

Indexed as

Migraine DisordersAdolescentAdultAgedAge FactorsChildCluster AnalysisCross-Sectional StudiesFemaleHumansMaleMiddle AgedNauseaYoung AdultChronic migraineDizzinessMigraineOutcomesSensory hypersensitivityVestibular

Identifiers

PMID42432507
PMCPMC13637248

What Socratic holds

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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 Socratic graph.