Observational studyThe journal of headache and pain2018
The role of personality, disability and physical activity in the development of medication-overuse headache: a prospective observational study.
Observational study in The journal of headache and pain, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Prediction models for identifying medication overuse or medication overuse headache in migraine patients: a systematic review.The journal of headache and pain · 2024Pooled it
- Prediction of medication overuse in patients with migraine using cox regression and machine learning: a real-world cohort.The journal of headache and pain · 2026Article
- Role of Psychological Factors in Migraine.Cureus · 2024Review
- Prediction and associated factors of non-steroidal anti-inflammatory drugs efficacy in migraine treatment.Frontiers in pharmacology · 2022Article
- Disrupted Functional Connectivity of the Amygdala Predicts the Efficacy of Non-steroidal Anti-inflammatory Drugs in Migraineurs Without Aura.Frontiers in molecular neuroscience · 2022Article
- Candidate Genes and Proteomic Biomarkers of Serum and Urine in Medication-Overuse Headache.International journal of molecular sciences · 2021Review
- Medication Overuse and Medication Overuse Headache: Risk Factors, Comorbidities, Associated Burdens and Nonpharmacologic and Pharmacologic Treatment Approaches.Current pain and headache reports · 2019Review
- Impact of Medical Care on Symptomatic Drug Consumption and Quality of Life in Headache: A One-Year Population Study.Frontiers in neurology · 2019Article
- Personality and Headaches: Findings From Six Prospective Studies.Psychosomatic medicineArticle
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundFactors associated with development of medication-overuse headache (MOH) in migraine patients are not fully understood, but with respect to prevention, the ability to predict the onset of MOH is clinically important. The aims were to examine if personality characteristics, disability and physical activity level are associated with the onset of MOH in a group of migraine patients and explore to which extend these factors combined can predict the onset of MOH.
methodsThe study was a single-center prospective observational study of migraine patients. At inclusion, all patients completed questionnaires evaluating 1) personality (NEO Five-Factor Inventory), 2) disability (Migraine Disability Assessment), and 3) physical activity level (Physical Activity Scale 2.1). Diagnostic codes from patients' electronic health records confirmed if they had developed MOH during the study period of 20 months. Analyses of associations were performed and to identify which of the variables predict onset MOH, a multivariable least absolute shrinkage and selection operator (LASSO) logistic regression model was fitted to predict presence or absence of MOH.
resultsOut of 131 participants, 12 % (n=16) developed MOH. Migraine disability score (OR=1.02, 95 % CI: 1.00 to 1.04), intensity of headache (OR=1.49, 95 % CI: 1.03 to 2.15) and headache frequency (OR=1.02, 95 % CI: 1.00 to 1.04) were associated with the onset of MOH adjusting for age and gender. To identify which of the variables predict onset MOH, we used a LASSO regression model, and evaluating the predictive performance of the LASSO-mode (containing the predictors MIDAS score, MIDAS-intensity and -frequency, neuroticism score, time with moderate physical activity, educational level, hours of sleep daily and number of contacts to the headache clinic) in terms of area under the curve (AUC) was weak (apparent AUC=0.62, 95% CI: 0.41-0.82).
conclusionDisability, headache intensity and frequency were associated with the onset of MOH whereas personality and the level of physical activity were not. The multivariable LASSO model based on personality, disability and physical activity is applicable despite moderate study size, however it can be considered as a weak classifier for discriminating between absence and presence of MOH.
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