Evidence map›Paper›PMID 40927250›Full record

ArticleEnvironmental epidemiology (Philadelphia, Pa.)2025

Comparing mortality burdens attributable to ambient temperature and seasonal variation across major causes of death in Spain.

Aurelio Tobías, Carmen Íñiguez, Dominic Royé, Masahiro Hashizume, Lina Madaniyazi

Abstract read
In one paragraph

Article in Environmental epidemiology (Philadelphia, Pa.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Seasonal fluctuations of cardiovascular risk markers in patients referred to coronary angiography.Photochemical & photobiological sciences : Official journal of the European Photochemistry Association and the European Society for Photobiology · 2026
    Article
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

5 authors.

Aurelio TobíasInstitute of Environmental Assessment and Water Research (IDAEA), Spanish Council for Scientific Research (CSIC), Barcelona, Spain.ORCID https://orcid.org/0000-0001-6428-6755
Carmen ÍñiguezDepartment of Statistics and Computational Research, University of Valencia, Valencia, Spain.
Dominic RoyéBiological Mision of Galicia (MBG), Spanish Council for Scientific Research (CSIC), Madrid, Spain.
Masahiro HashizumeSchool of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan.
Lina MadaniyaziSchool of Tropical Medicine and Global Health, Nagasaki University, Nagasaki, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Seasonal variation in mortality results from a combination of environmental, biological, and social factors, with ambient temperature recognized as a key contributor. However, comprehensive assessments disentangling temperature effects from other seasonal influences across a broad range of mortality causes remain limited. This study aimed to quantify and compare the mortality burden attributable to ambient temperature and broader seasonal variation across major causes of death in Spain. Methods: We analyzed daily mortality counts for major International Classification of Diseases, 10th Revision (ICD-10) chapters and daily mean ambient temperature in Spain from 1999 to 2018. For each cause of death, we used quasi-Poisson regression models with distributed lag nonlinear models to estimate the temperature-mortality association, and cyclic splines to assess residual seasonality. We then calculated the number of deaths attributable to nonoptimal temperatures and seasonal variation over the study period. Results: Annual deaths attributable to ambient temperature were estimated at 5,563 (95% empirical confidence interval: 4,720, 6,382), while those attributable to seasonal variation reached 12,400 (95% empirical confidence interval: 10,245, 14,491). Cold temperatures accounted for a higher fraction of mortality (2.8%) than heat (1.4%), with the greatest temperature-related burden observed for circulatory and respiratory diseases. Seasonal variation had a greater overall impact (9.5%) and was also most strongly associated with respiratory and circulatory causes. Across most mortality chapters, the number of deaths attributable to seasonal variation was nearly twice as high as that from ambient temperature. Conclusion: Seasonal factors beyond ambient temperature may play a substantial and under-recognized role in shaping mortality patterns across diverse causes of death. Identifying and evaluating these factors is critical for developing targeted public health strategies to mitigate seasonal mortality and its underlying determinants.

Indexed as

Ambient temperatureColdDistributed lag nonlinear modelsHeatMortality burdenSeasonal variationSpainTime-series

Identifiers

PMID40927250
PMCPMC12416998

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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 OpenQuestion graph.