Climatic determinants of rheumatic and autoimmune musculoskeletal pain: a fourteen-year primary care time-series study.

Publication date: Jul 03, 2026

Climatic variability has been proposed as a modulator of musculoskeletal and rheumatic pain; however, long-term population-based evidence examining healthcare utilization remains limited. To evaluate the association between climatic variables and primary care consultations for autoimmune and immune-mediated musculoskeletal pain over a fourteen-year period, and to explore potential modification by sex and diagnostic category. A retrospective ecological time-series study was conducted using electronic health records from three primary care centers in the Community of Madrid (Spain) between January 2010 and December 2023. The weekly consultation counts for fibromyalgia, myalgia, and combined autoimmune pain processes were analyzed. Meteorological data were obtained from the Spanish State Meteorological Agency (AEMET). Associations were assessed using Time Series Generalized Linear Models (TSGLM) with a negative binomial distribution, adjusting for autocorrelation, seasonality, age, and the COVID-19 period. Effects were expressed as Incidence Rate Ratios (IRR) with Holm-Bonferroni correction. Across 728 weeks, we recorded 6715 primary care consultations related to autoimmune pain processes (mean 9. 23 consultations/week, 62. 07% female). Myalgia accounted for 94. 83% of the consultations. Clinically relevant biometeorological trends were identified across several stratified models, particularly for diurnal temperature range and barometric pressure. No significant climatic effects were observed in the aggregated models. No significant climatic effects were observed in the aggregated models. Forecasting analyses suggest the stabilization of consultation volumes over the next four years. Climatic influences on primary care consultations for autoimmune musculoskeletal pain were statistically detectable, but modest and heterogeneous. Intra-daily temperature variability appears to be more relevant than absolute temperature values. These findings underscore the complexity of the climate-pain relationship and the importance of stratified time-series modeling in biometeorological research.

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Concepts Keywords
Autoimmune pain
Biometeorology
Fibromyalgia
Musculoskeletal pain
Myalgia
Primary care
Time-series analysis

Semantics

Type Source Name
disease MESH musculoskeletal pain
disease MESH pain
disease MESH fibromyalgia
disease MESH myalgia
disease MESH COVID-19
pathway REACTOME Reproduction
disease MESH included
drug DRUGBANK Iron
disease MESH Orofacial Pain
disease MESH pathological processes
disease MESH chronic pain
drug DRUGBANK Isoxaflutole
disease MESH osteoarthritis
disease MESH headache disorders
disease MESH syndromes
disease MESH low back pain
disease MESH rheumatoid arthritis
pathway KEGG Rheumatoid arthritis
disease MESH rheumatic diseases
disease MESH gust
drug DRUGBANK D-Tryptophan
disease MESH symptom exacerbation
disease MESH joint pain
disease MESH chronic diseases
drug DRUGBANK Medical air
drug DRUGBANK Aminosalicylic Acid
disease MESH medication overuse headache
disease MESH Headache
disease MESH CFD
drug DRUGBANK Elm
drug DRUGBANK Fluocinonide
disease MESH Dis
drug DRUGBANK Guanosine
drug DRUGBANK Ozone

Original Article

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