» Articles » PMID: 31269045

Defining Ecological Regions in Italy Based on a Multivariate Clustering Approach: A First Step Towards a Targeted Vector Borne Disease Surveillance

Overview
Journal PLoS One
Date 2019 Jul 4
PMID 31269045
Citations 5
Authors
Affiliations
Soon will be listed here.
Abstract

Ecoregionalization is the process by which a territory is classified in similar areas according to specific environmental and climatic factors. The climate and the environment strongly influence the presence and distribution of vectors responsible for significant human and animal diseases worldwide. In this paper, we developed a map of the eco-climatic regions of Italy adopting a data-driven spatial clustering approach using recent and detailed spatial data on climatic and environmental factors. We selected seven variables, relevant for a broad set of human and animal vector-borne diseases (VBDs): standard deviation of altitude, mean daytime land surface temperature, mean amplitude and peak timing of the annual cycle of land surface temperature, mean and amplitude of the annual cycle of greenness value, and daily mean amount of rainfall. Principal Component Analysis followed by multivariate geographic clustering using the k-medoids technique were used to group the pixels with similar characteristics into different ecoregions, and at different spatial resolutions (250 m, 1 km and 2 km). We showed that the spatial structure of ecoregions is generally maintained at different spatial resolutions and we compared the resulting ecoregion maps with two datasets related to Bluetongue vectors and West Nile Disease (WND) outbreaks in Italy. The known characteristics of Culicoides imicola habitat were well captured by 2/22 specific ecoregions (at 250 m resolution). Culicoides obsoletus/scoticus occupy all sampled ecoregions, according to its known widespread distribution across the peninsula. WND outbreak locations strongly cluster in 4/22 ecoregions, dominated by human influenced landscape, with intense cultivations and complex irrigation network. This approach could be a supportive tool in case of VBDs, defining pixel-based areas that are conducive environment for VBD spread, indicating where surveillance and prevention measures could be prioritized in Italy. Also, ecoregions suitable to specific VBDs vectors could inform entomological surveillance strategies.

Citing Articles

Temporal Analysis of Climate Change Impact on the Spread and Prevalence of Vector-Borne Diseases in Campania (2018-2023).

Gargano F, Brunetti R, Buonanno M, De Martinis C, Cardillo L, Fenizia P Microorganisms. 2025; 13(2).

PMID: 40005813 PMC: 11858776. DOI: 10.3390/microorganisms13020449.


Detection of spp. in foxes' populations in Piedmont and Aosta Valley (NW Italy) coupling geospatially-based techniques.

Viani A, Orusa T, Divari S, Lovisolo S, Zanet S, Orusa R Front Vet Sci. 2025; 11:1388440.

PMID: 39906043 PMC: 11790647. DOI: 10.3389/fvets.2024.1388440.


Precision public health, the key for future outbreak management: A scoping review.

Rajendran E, Hairi F, Krishna Supramaniam R, T Mohd T Digit Health. 2024; 10:20552076241256877.

PMID: 39139190 PMC: 11320687. DOI: 10.1177/20552076241256877.


Spotting from satellite: modeling habitat suitability in central Italy using Sentinel-2 and deep learning techniques.

Ippoliti C, Bonicelli L, De Ascentis M, Tora S, di Lorenzo A, dAlessio S Front Vet Sci. 2024; 11:1383320.

PMID: 39027906 PMC: 11256216. DOI: 10.3389/fvets.2024.1383320.


Approaches for disease prioritization and decision-making in animal health, 2000-2021: a structured scoping review.

Amenu K, Mcintyre K, Moje N, Knight-Jones T, Rushton J, Grace D Front Vet Sci. 2023; 10:1231711.

PMID: 37876628 PMC: 10593474. DOI: 10.3389/fvets.2023.1231711.


References
1.
Goffredo M, Monaco F, Capelli G, Quaglia M, Federici V, Catalani M . Schmallenberg virus in Italy: a retrospective survey in Culicoides stored during the bluetongue Italian surveillance program. Prev Vet Med. 2013; 111(3-4):230-6. DOI: 10.1016/j.prevetmed.2013.05.014. View

2.
Purse B, Carpenter S, Venter G, Bellis G, Mullens B . Bionomics of temperate and tropical Culicoides midges: knowledge gaps and consequences for transmission of Culicoides-borne viruses. Annu Rev Entomol. 2014; 60:373-92. DOI: 10.1146/annurev-ento-010814-020614. View

3.
Napoli C, Iannetti S, Rizzo C, Bella A, Di Sabatino D, Bruno R . Vector borne infections in Italy: results of the integrated surveillance system for West Nile disease in 2013. Biomed Res Int. 2015; 2015:643439. PMC: 4385594. DOI: 10.1155/2015/643439. View

4.
Samy A, Peterson A . Climate Change Influences on the Global Potential Distribution of Bluetongue Virus. PLoS One. 2016; 11(3):e0150489. PMC: 4784974. DOI: 10.1371/journal.pone.0150489. View

5.
Anyamba A, Linthicum K, Small J, Collins K, Tucker C, Pak E . Climate teleconnections and recent patterns of human and animal disease outbreaks. PLoS Negl Trop Dis. 2012; 6(1):e1465. PMC: 3265456. DOI: 10.1371/journal.pntd.0001465. View