A Systematic Review of Joint Spatial and Spatiotemporal Models in Health Research.
disease mapping
geographic information system
joint spatiotemporal analysis
public health
shared component models
spatial analysis
systematic review
Journal
International journal of environmental research and public health
ISSN: 1660-4601
Titre abrégé: Int J Environ Res Public Health
Pays: Switzerland
ID NLM: 101238455
Informations de publication
Date de publication:
28 03 2023
28 03 2023
Historique:
received:
16
01
2023
revised:
13
03
2023
accepted:
24
03
2023
medline:
14
4
2023
entrez:
13
4
2023
pubmed:
14
4
2023
Statut:
epublish
Résumé
With the advancement of spatial analysis approaches, methodological research addressing the technical and statistical issues related to joint spatial and spatiotemporal models has increased. Despite the benefits of spatial modelling of several interrelated outcomes simultaneously, there has been no published systematic review on this topic, specifically when such models would be useful. This systematic review therefore aimed at reviewing health research published using joint spatial and spatiotemporal models. A systematic search of published studies that applied joint spatial and spatiotemporal models was performed using six electronic databases without geographic restriction. A search with the developed search terms yielded 4077 studies, from which 43 studies were included for the systematic review, including 15 studies focused on infectious diseases and 11 on cancer. Most of the studies (81.40%) were performed based on the Bayesian framework. Different joint spatial and spatiotemporal models were applied based on the nature of the data, population size, the incidence of outcomes, and assumptions. This review found that when the outcome is rare or the population is small, joint spatial and spatiotemporal models provide better performance by borrowing strength from related health outcomes which have a higher prevalence. A framework for the design, analysis, and reporting of such studies is also needed.
Identifiants
pubmed: 37047911
pii: ijerph20075295
doi: 10.3390/ijerph20075295
pmc: PMC10094468
pii:
doi:
Types de publication
Systematic Review
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Références
Spat Spatiotemporal Epidemiol. 2015 Jan;12:27-37
pubmed: 25779907
Ann Epidemiol. 2019 May;33:19-23
pubmed: 30948153
Stat Med. 2018 Mar 30;37(7):1134-1148
pubmed: 29205447
Stat Med. 2011 Jun 30;30(14):1761-76
pubmed: 21484850
Cardiovasc Res. 2019 Apr 15;115(5):844-853
pubmed: 30715247
Int J Environ Res Public Health. 2018 Mar 26;15(4):
pubmed: 29587426
PLoS One. 2017 Aug 30;12(8):e0183653
pubmed: 28854280
Stat Med. 2000 Sep 15-30;19(17-18):2217-41
pubmed: 10960849
Hum Vaccin Immunother. 2016 Nov;12(11):2813-2832
pubmed: 27448625
Spat Spatiotemporal Epidemiol. 2022 Jun;41:100495
pubmed: 35691652
Int J Prev Med. 2018 Dec 05;9:104
pubmed: 30622687
Geospat Health. 2019 Nov 06;14(2):
pubmed: 31724379
Spat Spatiotemporal Epidemiol. 2013 Sep;6:25-35
pubmed: 23973178
Stat Methods Med Res. 2006 Aug;15(4):385-407
pubmed: 16886738
Spat Spatiotemporal Epidemiol. 2016 May;17:105-15
pubmed: 27246277
PLoS Negl Trop Dis. 2022 Aug 23;16(8):e0010334
pubmed: 35998165
Asian Pac J Cancer Prev. 2018 Jun 25;19(6):1553-1560
pubmed: 29936779
Accid Anal Prev. 2020 Mar;136:105394
pubmed: 31855712
Stat Med. 2007 Apr 15;26(8):1824-33
pubmed: 17216592
Malar J. 2011 Oct 11;10:298
pubmed: 21989409
Int J Prev Med. 2019 Mar 15;10:39
pubmed: 30967925
Stat Methods Med Res. 2014 Apr;23(2):119-33
pubmed: 22599322
Cancer Epidemiol. 2015 Jun;39(3):430-9
pubmed: 25805551
PLoS One. 2020 Jul 2;15(7):e0234456
pubmed: 32614847
BMC Pediatr. 2022 Nov 3;22(1):631
pubmed: 36329413
Stat Methods Med Res. 2012 Oct;21(5):457-77
pubmed: 22534429
Int J Environ Res Public Health. 2019 Nov 13;16(22):
pubmed: 31766251
Stat Methods Med Res. 2014 Dec;23(6):611-24
pubmed: 24713159
Br J Cancer. 2004 Jan 26;90(2):299-303
pubmed: 14735167
Spat Spatiotemporal Epidemiol. 2020 Feb;32:100306
pubmed: 32007280
Int J Environ Res Public Health. 2022 Feb 06;19(3):
pubmed: 35162859
Spat Spatiotemporal Epidemiol. 2015 Jul-Oct;14-15:45-54
pubmed: 26530822
Epidemiol Infect. 2017 Mar;145(4):685-700
pubmed: 27903308
Int J Environ Res Public Health. 2017 May 09;14(5):
pubmed: 28486417
Syst Rev. 2021 Mar 29;10(1):89
pubmed: 33781348
Cold Spring Harb Perspect Med. 2015 Feb 26;5(7):a017871
pubmed: 25722472
Epidemiology. 2009 May;20(3):400-10
pubmed: 19318951
Rev Saude Publica. 2020 Dec 16;54:142
pubmed: 33331488
Stat Methods Med Res. 2005 Feb;14(1):35-59
pubmed: 15690999
Biometrics. 2014 Dec;70(4):981-92
pubmed: 24975716
Int J Environ Res Public Health. 2022 Mar 15;19(6):
pubmed: 35329152
Osong Public Health Res Perspect. 2015 Jun;6(3):205-10
pubmed: 26430618
Stat Methods Med Res. 2005 Feb;14(1):61-82
pubmed: 15691000
Acta Trop. 2018 Sep;185:77-85
pubmed: 29709630
PLoS One. 2020 May 20;15(5):e0233019
pubmed: 32433653
Int J Environ Res Public Health. 2020 Mar 05;17(5):
pubmed: 32150815
N Engl J Med. 2013 Aug 1;369(5):448-57
pubmed: 23902484
Geospat Health. 2018 May 08;13(1):645
pubmed: 29772889
Asian Pac J Cancer Prev. 2011;12(9):2353-8
pubmed: 22296383
BMC Public Health. 2021 Dec 30;21(1):2331
pubmed: 34969386
J Obes. 2013;2013:291546
pubmed: 24073332
Spat Spatiotemporal Epidemiol. 2011 Jun;2(2):79-89
pubmed: 22749587
Epidemiology. 2003 Jul;14(4):384-5
pubmed: 12843759
Afr Health Sci. 2019 Sep;19(3):2692-2712
pubmed: 32127842
Biom J. 2012 May;54(3):385-404
pubmed: 22685004
Spat Spatiotemporal Epidemiol. 2019 Nov;31:100301
pubmed: 31677766
Stat Med. 2015 Apr 30;34(9):1548-59
pubmed: 25645551
Am J Trop Med Hyg. 2020 Sep;103(3):955-959
pubmed: 32700664
Int J Environ Res Public Health. 2020 May 20;17(10):
pubmed: 32443772
Int Stat Rev. 2017 Apr;85(1):164-176
pubmed: 28450758
J Public Health Med. 2003 Dec;25(4):325-35
pubmed: 14747592
Int J Environ Res Public Health. 2021 Jan 05;18(1):
pubmed: 33466566
Can J Public Health. 2020 Jun;111(3):342-357
pubmed: 32500336
PLoS One. 2015 Aug 10;10(8):e0135212
pubmed: 26258939
J Epidemiol Community Health. 2007 Feb;61(2):98-102
pubmed: 17234866
J Health Popul Nutr. 2020 Nov 6;39(1):8
pubmed: 33158460
Ann Agric Environ Med. 2019 Mar 22;26(1):1-7
pubmed: 30922021
Infect Dis Poverty. 2014 Jul 31;3:21
pubmed: 25110585
Environ Health Perspect. 2008 Aug;116(8):1105-10
pubmed: 18709139
Stat Methods Med Res. 2005 Feb;14(1):83-112
pubmed: 15691001
Kidney Int. 2014 Jun;85(6):1290-302
pubmed: 24336029
Cien Saude Colet. 2008 Nov-Dec;13(6):1753-66
pubmed: 18833352