Evidence map›Paper›PMID 36503273›Full record

ArticleCirculation2023

Associations Between Extreme Temperatures and Cardiovascular Cause-Specific Mortality: Results From 27 Countries.

Barrak Alahmad, Haitham Khraishah, Dominic Royé, Ana Maria Vicedo-Cabrera, Yuming Guo, Stefania I Papatheodorou, Souzana Achilleos, Fiorella Acquaotta, Ben Armstrong, Michelle L Bell and 36 more

Open access · bronzeAbstract read
In one paragraph

Article in Circulation, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 214 papers, 11 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
214citing papers in PubMed, 11 pooled it
34.1field-weighted citation impact, top 1% of its field
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

214 citing papers in PubMed, 11 syntheses or guidelines pooled it, 357 citations in OpenAlex.

  1. Building the model: a review of input structures in extreme temperature-health.Environmental health : a global access science source · 2026
    Pooled it
  2. Pooled it
  3. Association between extreme weather events and postoperative adverse outcomes: a systematic review.Canadian journal of anaesthesia = Journal canadien d'anesthesie · 2025
    Pooled it
  4. Pooled it
  5. Society for Cardiovascular Magnetic Resonance recommendations toward environmentally sustainable cardiovascular magnetic resonance.Journal of cardiovascular magnetic resonance : official journal of the Society for Cardiovascular Magnetic Resonance · 2025
    Guideline
  6. Pooled it
  7. Pooled it
  8. Pooled it
  9. Pooled it
  10. Pooled it
  11. Pooled it
  12. The Japanese Society of Hypertension Practical Consensus Guidelines for Seasonal Blood Pressure Management.Hypertension research : official journal of the Japanese Society of Hypertension · 2026
    Article
  13. Article
  14. Article
  15. Review
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article

154 more citing papers are in PubMed but not listed here.

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

46 authors at 20 institutions in 20 countries.

Barrak AlahmadEnvironmental Health Department (B.Alahmad, A.Z., J.S., P.K.), Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0002-9523-9537
Haitham KhraishahCardiology Division, University of Maryland Medical Center, University of Maryland, Baltimore (H.Khraishah).ORCID 0000-0003-0003-5089
Dominic RoyéDepartment of Geography, University of Santiago de Compostela, Spain (D.R.).
Ana Maria Vicedo-CabreraInstitute of Social and Preventive Medicine (A.M.V-C.).
Yuming GuoDepartment of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia (Y.G., S.L.).
Stefania I PapatheodorouDepartment of Epidemiology (S.I.P.), Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0002-9451-9094
Souzana AchilleosSchool of Health Sciences, Cyprus University of Technology, Limassol (S.A.).ORCID 0000-0002-1688-9225
Fiorella AcquaottaDepartment of Earth Sciences, University of Torino, Turin, Italy (F.A.).ORCID 0000-0002-9498-3313
Ben ArmstrongDepartment of Public Health Environments and Society (A.M.V-C., B.Armstrong), London School of Hygiene and Tropical Medicine, UK.
Michelle L BellSchool of the Environment, Yale University, New Haven, CT (M.L.B., W.L.).ORCID 0000-0002-3965-1359
Shih-Chun PanNational Institute of Environmental Health Science, National Health Research Institutes, Zhunan, Taiwan (S-C.P., Y-L.L.G.).
Micheline de Sousa Zanotti Stagliorio CoelhoInstitute of Advanced Studies (M.S.Z.S.C.), University of São Paulo, Brazil.ORCID 0000-0002-9732-1278
Valentina ColistroDepartment of Quantitative Methods, School of Medicine, University of the Republic, Montevideo, Uruguay (V.C.).ORCID 0000-0002-5727-4980
Tran Ngoc DangDepartment of Environmental Health, Faculty of Public Health, University of Medicine and Pharmacy at Ho Chi Minh City, Vietnam (T.N.D., D.V.D.).
Do Van DungDepartment of Environmental Health, Faculty of Public Health, University of Medicine and Pharmacy at Ho Chi Minh City, Vietnam (T.N.D., D.V.D.).ORCID 0000-0001-6872-3481
Francesca K De' DonatoDepartment of Epidemiology, Lazio Regional Health Service, Rome, Italy (F.K.D'D., M.S.).ORCID 0000-0002-2225-9457
Alireza EntezariFaculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar, Iran (A.E., F.M.).
Yue-Liang Leon GuoNational Institute of Environmental Health Science, National Health Research Institutes, Zhunan, Taiwan (S-C.P., Y-L.L.G.).ORCID 0000-0002-8530-4809
Masahiro HashizumeDepartment of Global Health Policy, Graduate School of Medicine, University of Tokyo, Japan (M.H.).ORCID 0000-0003-4720-1750
Yasushi HondaCenter for Climate Change Adaptation, National Institute for Environmental Studies, Tsukuba, Japan (Y.H.).
Ene IndermitteDepartment of Family Medicine and Public Health, University of Tartu, Estonia (E.I., H.O.).
Carmen ÍñiguezCIBER de Epidemiología y Salud Pública, Madrid, Spain (D.R., C.Í.).ORCID 0000-0003-3471-4928
Jouni J K JaakkolaCenter for Environmental and Respiratory Health Research (J.J.K.J.), University of Oulu, Finland.
Ho KimGraduate School of Public Health, Seoul National University, South Korea (H.Kim).
Eric LavigneSchool of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Canada (E.L.).ORCID 0000-0001-6146-9839
Whanhee LeeSchool of the Environment, Yale University, New Haven, CT (M.L.B., W.L.).
Shanshan LiDepartment of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia (Y.G., S.L.).
Joana MadureiraDepartment of Environmental Health, Instituto Nacional de Saúde Dr Ricardo Jorge, Porto, Portugal (J.M.).ORCID 0000-0001-5279-877X
Fatemeh MayvanehFaculty of Geography and Environmental Sciences, Hakim Sabzevari University, Sabzevar, Iran (A.E., F.M.).
Hans OrruDepartment of Family Medicine and Public Health, University of Tartu, Estonia (E.I., H.O.).
Ala OvercencoLaboratory of Management in Science and Public Health, National Agency for Public Health of the Ministry of Health, Chisinau, Moldova (A.O.).ORCID 0000-0002-6970-9216
Martina S RagettliDepartment of Epidemiology and Public Health, Swiss Tropical and Public Health Institute (M.S.R.), Switzerland.
Niilo R I RytiBiocenter Oulu (N.R.I.R., J.J.K.J.), University of Oulu, Finland.ORCID 0000-0001-5357-1251
Paulo Hilario Nascimento SaldivaDepartment of Pathology, Faculty of Medicine (P.H.N.S.), University of São Paulo, Brazil.ORCID 0000-0003-2005-8253
Noah ScovronickDepartment of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA (N.S.).ORCID 0000-0003-1410-3337
Xerxes SeposoSchool of Tropical Medicine and Global Health, Nagasaki University, Japan (X.S., A.T.).
Francesco SeraDepartment of Statistics, Computer Science and Applications G. Parenti, University of Florence, Italy (F.S.).
Susana Pereira SilvaDepartment of Epidemiology, Instituto Nacional de Saúde Dr Ricardo Jorge, Lisboa, Portugal (S.P.S.).ORCID 0000-0003-2524-0548
Massimo StafoggiaDepartment of Epidemiology, Lazio Regional Health Service, Rome, Italy (F.K.D'D., M.S.).ORCID 0000-0003-2843-2908
Aurelio TobiasSchool of Tropical Medicine and Global Health, Nagasaki University, Japan (X.S., A.T.).ORCID 0000-0001-6428-6755
Eric GarshickPulmonary, Allergy, Sleep and Critical Care Medicine Section, Department of Medicine, Veterans Affairs Boston Healthcare System, Harvard Medical School, West Roxbury, MA (E.G.).
Aaron S BernsteinCenter for Climate, Health and the Global Environment (A.S.B.), Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0003-1703-1041
Antonella ZanobettiEnvironmental Health Department (B.Alahmad, A.Z., J.S., P.K.), Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0001-8170-4736
Joel SchwartzEnvironmental Health Department (B.Alahmad, A.Z., J.S., P.K.), Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0001-6168-378X
Antonio GasparriniCentre for Statistical Methodology (A.G.), London School of Hygiene and Tropical Medicine, UK.
Petros KoutrakisEnvironmental Health Department (B.Alahmad, A.Z., J.S., P.K.), Harvard T.H. Chan School of Public Health, Boston, MA.
Harvard University · USNational Health Research Institutes · TWBiocenter Finland · FIHakim Sabzevari University · IRRegional Health · USUniversidade de São Paulo · BRUniversity of Medicine and Pharmacy at Ho Chi Minh City · VNUniversity of Tartu · EEYale University · US5T Torino (Italy) · ITBoston Children's Hospital · USBrigham and Women's Hospital · USCyprus University of Technology · CYDepartment of Health · IEEmory University · USGeneral Department of Preventive Medicine · VNInstitute of Environmental Assessment and Water Research · ESInstituto de Saúde · BRLondon School of Hygiene & Tropical Medicine · GBNagasaki University · JP

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
EPA R835872Medical Research Council MR/R013349/1NCATS NIH HHS UL1 TR001863
6 · The paper itself

Abstract

backgroundCardiovascular disease is the leading cause of death worldwide. Existing studies on the association between temperatures and cardiovascular deaths have been limited in geographic zones and have generally considered associations with total cardiovascular deaths rather than cause-specific cardiovascular deaths.

methodsWe used unified data collection protocols within the Multi-Country Multi-City Collaborative Network to assemble a database of daily counts of specific cardiovascular causes of death from 567 cities in 27 countries across 5 continents in overlapping periods ranging from 1979 to 2019. City-specific daily ambient temperatures were obtained from weather stations and climate reanalysis models. To investigate cardiovascular mortality associations with extreme hot and cold temperatures, we fit case-crossover models in each city and then used a mixed-effects meta-analytic framework to pool individual city estimates. Extreme temperature percentiles were compared with the minimum mortality temperature in each location. Excess deaths were calculated for a range of extreme temperature days.

resultsThe analyses included deaths from any cardiovascular cause (32 154  935), ischemic heart disease (11 745 880), stroke (9 351 312), heart failure (3 673 723), and arrhythmia (670 859). At extreme temperature percentiles, heat (99th percentile) and cold (1st percentile) were associated with higher risk of dying from any cardiovascular cause, ischemic heart disease, stroke, and heart failure as compared to the minimum mortality temperature, which is the temperature associated with least mortality. Across a range of extreme temperatures, hot days (above 97.5th percentile) and cold days (below 2.5th percentile) accounted for 2.2 (95% empirical CI [eCI], 2.1-2.3) and 9.1 (95% eCI, 8.9-9.2) excess deaths for every 1000 cardiovascular deaths, respectively. Heart failure was associated with the highest excess deaths proportion from extreme hot and cold days with 2.6 (95% eCI, 2.4-2.8) and 12.8 (95% eCI, 12.2-13.1) for every 1000 heart failure deaths, respectively.

conclusionsAcross a large, multinational sample, exposure to extreme hot and cold temperatures was associated with a greater risk of mortality from multiple common cardiovascular conditions. The intersections between extreme temperatures and cardiovascular health need to be thoroughly characterized in the present day-and especially under a changing climate.

Indexed as

Cardiovascular DiseasesHeart FailureMyocardial IschemiaStrokeCause of DeathCold TemperatureDeathHot TemperatureHumansMortalityTemperatureclimate changecold temperatureheart failureheathot temperaturemyocardial ischemiastroke

Identifiers

PMID36503273
PMCPMC9794133
OpenAlexW4311154145

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.