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Original Research

Open Access Special Issue

Climatic sensitivity of migraine: a 14-year time series analysis of primary care consultations in Spain

  • Juan Nicolás Cuenca-Zaldívar1,2,3
  • Carmen Corral del Villar4
  • Silvia García Torres4
  • Rafael Araujo Zamora1
  • Paula Gragera Peña5
  • Nina Cadeau Comte3,6
  • André Mariz de Almeida7,*,
  • Rob Sillevis8
  • Eleuterio A. Sánchez-Romero2,3,8,9,*,
  • Rosana Cid-Verdejo3,10,11

1Physical Therapy Unit, Primary Health Care Center “El Abajón”, 28231 Las Rozas de Madrid, Spain

2Research Group in Nursing and Health Care, Puerta de Hierro–Segovia de Arana Health Research Institute (IDIPHISA), 28222 Majadahonda, Spain

3Interdisciplinary Research Group on Musculoskeletal Disorders, 28016 Madrid, Spain

4Physical Therapy Unit, Primary Health Care Center “Cerro del Aire”, 28220 Majadahonda, Spain

5Physical Therapy Unit, Primary Health Care Center “San Juan de la Cruz”, 28223 Majadahonda, Spain

6Université Toulouse–Jean Jaurès, 31058 Toulouse, France

7CiiEM—Egas Moniz Center for Interdisciplinary Research, Egas Moniz School of Health & Science, 2829-511 Costa da Caparica, Portugal

8Department of Rehabilitation Sciences, Florida Gulf Coast University, Fort Myers, FL 33965, USA

9Physiotherapy and Orofacial Pain Working Group, Sociedad Española de Disfunción Craneomandibular y Dolor Orofacial (SEDCYDO), 28009 Madrid, Spain

10Faculty of Dentistry, Universidad Complutense de Madrid, 28040 Madrid, Spain

11Department of Clinical Dentistry, Faculty of Biomedical Sciences, Universidad Europea de Madrid, 28005 Madrid, Spain

DOI: 10.22514/jofph.2026.015

Submitted: 01 November 2025 Accepted: 15 December 2025

Online publish date: 22 January 2026

(This article belongs to the Special Issue Comprehensive Approach to Patients with Orofacial Pain)

*Corresponding Author(s): André Mariz de Almeida E-mail: aalmeida@egasmoniz.edu.pt
*Corresponding Author(s): Eleuterio A. Sánchez-Romero E-mail: esanchezromero@fgcu.edu

Abstract

Background: Climatic variability has been proposed as a trigger for migraine; however, evidence from long-term primary care datasets remains scarce. Understanding how atmospheric conditions influence healthcare utilization may improve migraine prediction and management. This study aimed to analyze the association between climatic variables and weekly migraine consultations over a 14-year period in Spanish primary care and to identify the most accurate predictive time-series model. Methods: Weekly migraine consultations from 2010 to 2023 were extracted from electronic medical records using the International Classification of Primary Care, Second Edition (ICPC-2) code N89.01. Meteorological variables—temperature, diurnal variability, day-to-day change, wind direction and speed, barometric pressure, and sunshine hours—were obtained from the Spanish State Meteorological Agency (AEMET). Time-series analyses used exponential smoothing state-space models with external regressors (ETSX) and AutoRegressive Integrated Moving Average models with eXogenous regressors (ARIMAX). Model performance was assessed using Root Mean Squared Error (RMSE), Symmetric Mean Absolute Percentage Error (SMAPE), and Mean Absolute Scaled Error (MASE). Results: A total of 3176 migraine consultations were identified (mean age 47.6 ± 15.3 years; 81.7% female). The ARIMAX model showed the best predictive performance (RMSE = 3.485, SMAPE = 73.840, MASE = 0.875). Stationarity was confirmed using the Augmented Dickey–Fuller test (p = 0.01), and residuals showed no autocorrelation (Ljung–Box test, p = 0.833). After multivariable adjustment, female sex was the only variable independently associated with weekly migraine consultations; temperature, barometric pressure, diurnal variability, and wind speed showed no independent effects. Forecasting indicated a stable trend over the subsequent four years. Conclusions: This long-term time-series analysis showed that female sex was the only variable independently associated with weekly migraine consultations in primary care. Although most atmospheric indicators did not retain significance, climate-informed ARIMAX modeling improved prediction accuracy and may support personalized, weather-adapted preventive strategies.


Keywords

Migraine; Climatic factors; Biometeorology; Barometric pressure; Wind direction; Meteorosensitivity; Time-series analysis; Primary care


Cite and Share

Juan Nicolás Cuenca-Zaldívar,Carmen Corral del Villar,Silvia García Torres,Rafael Araujo Zamora,Paula Gragera Peña,Nina Cadeau Comte,André Mariz de Almeida,Rob Sillevis,Eleuterio A. Sánchez-Romero,Rosana Cid-Verdejo. Climatic sensitivity of migraine: a 14-year time series analysis of primary care consultations in Spain. Journal of Oral & Facial Pain and Headache. 2026.doi:10.22514/jofph.2026.015.

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