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. 2023 May 2;8(5):262.
doi: 10.3390/tropicalmed8050262.

Spatial Analysis of Dengue Clusters at Department, Municipality and Local Scales in the Southwest of Colombia, 2014-2019

Affiliations

Spatial Analysis of Dengue Clusters at Department, Municipality and Local Scales in the Southwest of Colombia, 2014-2019

Catalina Marceló-Díaz et al. Trop Med Infect Dis. .

Abstract

Dengue is an arbovirus transmitted by mosquitoes of the genus Aedes and is one of the 15 main public health problems in the world, including Colombia. Where limited financial resources create a problem for management, there is a need for the department to prioritize target areas for public health implementation. This study focuses on a spatio-temporal analysis to determine the targeted area to manage the public health problems related to dengue cases. To this end, three phases at three different scales were carried out. First, for the departmental scale, four risk clusters were identified in Cauca (RR ≥ 1.49) using the Poisson model, and three clusters were identified through Getis-Ord Gi* hotspots analysis; among them, Patía municipality presented significantly high incidence rates in the time window (2014-2018). Second, on the municipality scale, altitude and minimum temperature were observed to be more relevant than precipitation; considering posterior means, no spatial autocorrelation for the Markov Chain Monte Carlo was found (Moran test ˂ 1.0), and convergence was reached for b1-b105 with 20,000 iterations. Finally, on the local scale, a clustered pattern was observed for dengue cases distribution (nearest neighbour index, NNI = 0.202819) and the accumulated number of pupae (G = 0.70007). Two neighbourhoods showed higher concentrations of both epidemiological and entomological hotspots. In conclusion, the municipality of Patía is in an operational scenario of a high transmission of dengue.

Keywords: Aedes aegypti; Getis-Ord Gi*; Poisson regression; pupae index; spatio-temporal analysis.

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Conflict of interest statement

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

Figures

Figure 1
Figure 1
Methodological phases of the study design.
Figure 2
Figure 2
Dengue endemic channel for the municipality of Patía. Yellow zone represents the number of cases within the expected normal seasonal range. Anything above this moving threshold would be considered representative of an unprecedented number of cases in the municipality (Red zone).
Figure 3
Figure 3
Time series of dengue cases from the department of Cauca from 2012–2018.
Figure 4
Figure 4
Dengue incidence rate ×ばつ 10,000 population for the department of Cauca (2014–2018).
Figure 5
Figure 5
High-risk spatiotemporal clusters of dengue in the department of Cauca (2012–2018).
Figure 6
Figure 6
Hot spots for the department of Cauca considering the incidence rate of dengue (2014–2018).
Figure 7
Figure 7
Observed number of dengue cases in Patía municipality for 2015–2019 period.
Figure 8
Figure 8
Poisson spatial BYM regression model for dengue disease based on environmental variables altitude and minimum temperature, years 2015–2019 (Patía, Cauca).
Figure 9
Figure 9
Cross-correlations for Markov chain in Poisson spatial regression model for dengue disease based on environmental variables of altitude and minimum temperature, years 2015–2019 (Patía, Cauca).
Figure 10
Figure 10
Trace and density for nodes in Markov chain for Poisson spatial regression model (2015–2019).
Figure 11
Figure 11
Dengue incidence rate per 1000 habitants in Bordo-Patía, Cauca (2015–2019).
Figure 12
Figure 12
Accumulated pupae of A. aegypti (2017–2019) in the neighbourhoods of Bordo–Patía (left); hot spots for pupae calculated using the Getis-Ord Gi* statistic (right).
Figure 13
Figure 13
Incremental spatial autocorrelation for the accumulated pupae in Bordo–Patía neighbourhoods (2017–2019).

References

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