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A Mapping Review on Urban Landscape Factors of Dengue Retrieved from Earth Observation Data, GIS Techniques, and Survey Questionnaires

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  • Renaud Marti

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles, Naturalia-Environnement)

  • Zhichao Li

    (Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University)

  • Thibault Catry

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Emmanuel Roux

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, ICICT - Institute of Scientific and Technological Communication and Information in Health / Instituto de Comunicação e Informação Científica e Tecnológica em Saúde [Rio de Janeiro] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Morgan Mangeas

    (ENTROPIE [Nouvelle-Calédonie] - Ecologie marine tropicale des océans Pacifique et Indien - IRD [Nouvelle-Calédonie] - Institut de Recherche pour le Développement - Délégation Ifremer de Nouvelle-Calédonie - IFREMER - Institut Français de Recherche pour l'Exploitation de la Mer - UNC - Université de la Nouvelle-Calédonie - CNRS - Centre National de la Recherche Scientifique)

  • Pascal Handschumacher

    (SESSTIM - U1252 INSERM - Aix Marseille Univ - UMR 259 IRD - Sciences Economiques et Sociales de la Santé & Traitement de l'Information Médicale - IRD - Institut de Recherche pour le Développement - AMU - Aix Marseille Université - INSERM - Institut National de la Santé et de la Recherche Médicale, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Jean Gaudart

    (SESSTIM - U1252 INSERM - Aix Marseille Univ - UMR 259 IRD - Sciences Economiques et Sociales de la Santé & Traitement de l'Information Médicale - IRD - Institut de Recherche pour le Développement - AMU - Aix Marseille Université - INSERM - Institut National de la Santé et de la Recherche Médicale, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, AMU - Aix Marseille Université)

  • Annelise Tran

    (UMR TETIS - Territoires, Environnement, Télédétection et Information Spatiale - Cirad - Centre de Coopération Internationale en Recherche Agronomique pour le Développement - AgroParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement, Cirad-ES - Département Environnements et Sociétés - Cirad - Centre de Coopération Internationale en Recherche Agronomique pour le Développement)

  • Laurent Demagistri

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles)

  • Jean-François Faure

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles)

  • José Joaquín Carvajal

    (LDP - Laboratório de Doenças Parasitárias [Rio de Janeiro] - IOC - Instituto Oswaldo Cruz = Oswaldo Cruz Institute [Rio de Janeiro] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, ILMD - Instituto Leônidas e Maria Deane - Fiocruz Amazônia [Manaus, Brésil] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Bruna Drumond

    (ICICT - Institute of Scientific and Technological Communication and Information in Health / Instituto de Comunicação e Informação Científica e Tecnológica em Saúde [Rio de Janeiro] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, ENSP - Escola Nacional de Saude Publica Sergio Arouca / Sergio Arouca National School of Public Health [Rio de Janeiro] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Lei Xu

    (Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University)

  • Vincent Herbreteau

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles)

  • Helen Gurgel

    (Department of Geography - UnB - Universidade de Brasilia [Brasília], LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Nadine Dessay

    (UMR 228 Espace-Dev, Espace pour le développement - IRD - Institut de Recherche pour le Développement - UPVD - Université de Perpignan Via Domitia - AU - Avignon Université - UR - Université de La Réunion - UM - Université de Montpellier - UG - Université de Guyane - UA - Université des Antilles, LMI Sentinela [Rio de Janeiro] - IRD - Institut de Recherche pour le Développement - UnB - Universidade de Brasilia [Brasília] - FIOCRUZ - Fundação Oswaldo Cruz / Oswaldo Cruz Foundation - RIIP - Réseau International des Instituts Pasteur)

  • Peng Gong

    (Ministry of Education Key Laboratory for Earth System Modeling, Department of Earth System Science, Tsinghua University, Center for Healthy Cities - THU - Tsinghua University [Beijing])

Abstract

To date, there is no effective treatment to cure dengue fever, a mosquito-borne disease which has a major impact on human populations in tropical and subtropical regions. Although the characteristics of dengue infection are well known, factors associated with landscape are highly scale dependent in time and space, and therefore difficult to monitor. We propose here a mapping review based on 78 articles that study the relationships between landscape factors and urban dengue cases considering household, neighborhood and administrative levels. Landscape factors were retrieved from survey questionnaires, Geographic Information Systems (GIS), and remote sensing (RS) techniques. We structured these into groups composed of land cover, land use, and housing type and characteristics, as well as subgroups referring to construction material, urban typology, and infrastructure level. We mapped the co-occurrence networks associated with these Remote Sens. 2020, 12, 932 2 of 82 factors, and analyzed their relevance according to a three-valued interpretation (positive, negative, non significant). From a methodological perspective, coupling RS and GIS techniques with field surveys including entomological observations should be systematically considered, as none digital land use or land cover variables appears to be an univocal determinant of dengue occurrences. Remote sensing urban mapping is however of interest to provide a geographical frame to distribute human population and movement in relation to their activities in the city, and as spatialized input variables for epidemiological and entomological models.

Suggested Citation

  • Renaud Marti & Zhichao Li & Thibault Catry & Emmanuel Roux & Morgan Mangeas & Pascal Handschumacher & Jean Gaudart & Annelise Tran & Laurent Demagistri & Jean-François Faure & José Joaquín Carvajal & , 2020. "A Mapping Review on Urban Landscape Factors of Dengue Retrieved from Earth Observation Data, GIS Techniques, and Survey Questionnaires," Post-Print hal-02682042, HAL.
  • Handle: RePEc:hal:journl:hal-02682042
    DOI: 10.3390/rs12060932
    Note: View the original document on HAL open archive server: https://hal.science/hal-02682042
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    as
    1. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    2. Samir Bhatt & Peter W. Gething & Oliver J. Brady & Jane P. Messina & Andrew W. Farlow & Catherine L. Moyes & John M. Drake & John S. Brownstein & Anne G. Hoen & Osman Sankoh & Monica F. Myers & Dylan , 2013. "The global distribution and burden of dengue," Nature, Nature, vol. 496(7446), pages 504-507, April.
    3. Ben Adams & Durrell D Kapan, 2009. "Man Bites Mosquito: Understanding the Contribution of Human Movement to Vector-Borne Disease Dynamics," PLOS ONE, Public Library of Science, vol. 4(8), pages 1-10, August.
    4. Chuan-Hung Chiu & Tzai-Hung Wen & Lung-Chang Chien & Hwa-Lung Yu, 2014. "A Probabilistic Spatial Dengue Fever Risk Assessment by a Threshold-Based-Quantile Regression Method," PLOS ONE, Public Library of Science, vol. 9(10), pages 1-13, October.
    5. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    6. Alessandro Liberati & Douglas G Altman & Jennifer Tetzlaff & Cynthia Mulrow & Peter C Gøtzsche & John P A Ioannidis & Mike Clarke & P J Devereaux & Jos Kleijnen & David Moher, 2009. "The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-28, July.
    7. Kangkang Liu & Yanshan Zhu & Yao Xia & Yingtao Zhang & Xiaodong Huang & Jiawei Huang & Enqiong Nie & Qinlong Jing & Guoling Wang & Zhicong Yang & Wenbiao Hu & Jiahai Lu, 2018. "Dynamic spatiotemporal analysis of indigenous dengue fever at street-level in Guangzhou city, China," PLOS Neglected Tropical Diseases, Public Library of Science, vol. 12(3), pages 1-15, March.
    8. Leigh R Bowman & Sarah Donegan & Philip J McCall, 2016. "Is Dengue Vector Control Deficient in Effectiveness or Evidence?: Systematic Review and Meta-analysis," PLOS Neglected Tropical Diseases, Public Library of Science, vol. 10(3), pages 1-24, March.
    9. Geoffrey M. Jacquez, 2000. "Spatial analysis in epidemiology: Nascent science or a failure of GIS?," Journal of Geographical Systems, Springer, vol. 2(1), pages 91-97, March.
    10. Barmak, D.H. & Dorso, C.O. & Otero, M., 2016. "Modelling dengue epidemic spreading with human mobility," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 447(C), pages 129-140.
    11. Maneerat, Somsakun & Daudé, Eric, 2016. "A spatial agent-based simulation model of the dengue vector Aedes aegypti to explore its population dynamics in urban areas," Ecological Modelling, Elsevier, vol. 333(C), pages 66-78.
    12. Li Ping Wong & Sazaly AbuBakar & Karuthan Chinna, 2014. "Community Knowledge, Health Beliefs, Practices and Experiences Related to Dengue Fever and Its Association with IgG Seropositivity," PLOS Neglected Tropical Diseases, Public Library of Science, vol. 8(5), pages 1-13, May.
    13. Rosa Lidia Vega-Almeida & Humberto Carrillo-Calvet & Ricardo Arencibia-Jorge, 2018. "Diseases and vector: a 10 years view of scientific literature on Aedes aegypti," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(3), pages 1627-1634, June.
    14. Xiaopeng Qi & Yong Wang & Yue Li & Yujie Meng & Qianqian Chen & Jiaqi Ma & George F Gao, 2015. "The Effects of Socioeconomic and Environmental Factors on the Incidence of Dengue Fever in the Pearl River Delta, China, 2013," PLOS Neglected Tropical Diseases, Public Library of Science, vol. 9(10), pages 1-13, October.
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    1. Shi Yin & Chao Ren & Yuan Shi & Junyi Hua & Hsiang-Yu Yuan & Lin-Wei Tian, 2022. "A Systematic Review on Modeling Methods and Influential Factors for Mapping Dengue-Related Risk in Urban Settings," IJERPH, MDPI, vol. 19(22), pages 1-20, November.
    2. Zhichao Li & Helen Gurgel & Nadine Dessay & Luojia Hu & Lei Xu & Peng Gong, 2020. "Semi-Supervised Text Classification Framework: An Overview of Dengue Landscape Factors and Satellite Earth Observation," IJERPH, MDPI, vol. 17(12), pages 1-29, June.
    3. Luba Pascoe & Thomas Clemen & Karen Bradshaw & Devotha Nyambo, 2022. "Review of Importance of Weather and Environmental Variables in Agent-Based Arbovirus Models," IJERPH, MDPI, vol. 19(23), pages 1-24, November.
    4. Zhichao Li, 2022. "Forecasting Weekly Dengue Cases by Integrating Google Earth Engine-Based Risk Predictor Generation and Google Colab-Based Deep Learning Modeling in Fortaleza and the Federal District, Brazil," IJERPH, MDPI, vol. 19(20), pages 1-16, October.
    5. Ibrahim Alkhaldy & Pauline Barnett, 2021. "Evaluation of Neighborhood Socio-Economic Status, as Measured by the Delphi Method, on Dengue Fever Distribution in Jeddah City, Saudi Arabia," IJERPH, MDPI, vol. 18(12), pages 1-11, June.
    6. Syed Ali Asad Naqvi & Muhammad Sajjad & Liaqat Ali Waseem & Shoaib Khalid & Saima Shaikh & Syed Jamil Hasan Kazmi, 2021. "Integrating Spatial Modelling and Space–Time Pattern Mining Analytics for Vector Disease-Related Health Perspectives: A Case of Dengue Fever in Pakistan," IJERPH, MDPI, vol. 18(22), pages 1-30, November.

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    Keywords

    interdisciplinary; remote sensing; Urban landscape; Dengue; environment;
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