| Literature DB >> 26864070 |
Katharina S Kreppel1, Sandra Telfer2, Minoarisoa Rajerison3, Andy Morse4,5, Matthew Baylis6,7.
Abstract
BACKGROUND: Plague, a zoonosis caused by Yersinia pestis, is found in Asia, the Americas but mainly in Africa, with the island of Madagascar reporting almost one third of human cases worldwide. In the highlands of Madagascar, plague is transmitted predominantly by two flea species which coexist on the island, but differ in their distribution. The endemic flea, Synopsyllus fonquerniei, dominates flea communities on rats caught outdoors, while the cosmopolitan flea, Xenopsylla cheopis, is found mostly on rats caught in houses. Additionally S. fonquerniei seems restricted to areas above 800 m. Climatic constraints on the development of the two main vectors of plague could explain the differences in their distribution and the seasonal changes in their abundance. Here we present the first study on effects of temperature and relative humidity on the immature stages of both vector species.Entities:
Mesh:
Year: 2016 PMID: 26864070 PMCID: PMC4750303 DOI: 10.1186/s13071-016-1366-z
Source DB: PubMed Journal: Parasit Vectors ISSN: 1756-3305 Impact factor: 3.876
Fig. 1Distribution of larval development times (LDT) for S. fonquerniei (white) and X. cheopis (grey) at each temperature showing median values with 95 % confidence intervals and first and third quartile. a 80 % relative humidity b) 90 % relative humidity c both humidities combined
Results of the best model for development time for each vector species separately. Model selection is based on ΔAIC and parsimony. For both species variables include temperature (logtemperature) and PCR plate (plate)
| a) Larval development time until pupation | ||||
| Larval development time | ||||
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| Species | Variable | coeff | SE |
|
|
| Intercept | 127.05 | 12.34 | <0.0001 |
| Logtemperature | −79.67 | 8.90 | <0.0001 | |
|
| Intercept | 107.77 | 13.47 | <0.001 |
| Logtemperature | −59.79 | 9.55 | <0.001 | |
| b) Pupal development time until emergence | ||||
| Pupal development time | ||||
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| Species | Variable | coeff | SE |
|
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| Intercept | 145.10 | 14.75 | <0.0001 |
| Logtemperature | −88.82 | 10.58 | <0.0001 | |
|
| Intercept | 87.16 | 15.28 | <0.0001 |
| Logtemperature | −49.47 | 10.68 | 0.0002 | |
Results of the best model for development time for both vector species combined. Model selection is based on ΔAIC and parsimony
| a) For larval development time until pupation. Variables include humidity (RH %), species, temperature (logtemperature) and PCR plate (plate). | |||
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| LARVAE | |||
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| Variable | coeff | SE |
|
| intercept | 126.1829 | 20.989 | 0.0003 |
| logtemperature | −71.898 | 14.813 | 0.0156 |
| RH 90 % | −3.4024 | 26.453 | 0.0242 |
| species | −9.3341 | 22.636 | 0.0047 |
| species | 3.37912 | 18.673 | 0.0200 |
| b) For pupal development time until emergence. Variables include species, temperature (logtemperature) and PCR plate (plate). | |||
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| PUPAE | |||
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| |||
| Variable | coeff | SE |
|
| intercept | 88.07774 | 19.35798 | |
| logtemperature | −48.8746 | 13.57655 | 0.0009 |
| species | 55.22215 | 22.76055 | 0.0159 |
| RH 90 % | −2.61925 | 1.378665 | 0.0649 |
| logtemperature | species | −37.7761 | 15.97802 | 0.0187 |
Results of the model comparison for development time for both vector species combined for larval development time until pupation and for pupal development time until emergence
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|---|---|---|---|---|
| Larvae | Pupae | |||
| Model | df | Δ AIC | df | Δ AIC |
| RH + species, plate | 5 | 4381 | 5 | 2253 |
| Logtemperature + species, plate | 5 | 4326 | 5 | 2210 |
| Logtemperature + RH + species, plate | 6 | 4327 | 6 | 2208 |
| Logtemperature | RH + species, plate | 7 | 4328 | 7 | 2208 |
| RH | species + logtemperature, plate | 7 | 4322* | 7 | 2208 |
| Logtemperature | species, plate | 6 | 4327 | 6 | 2207 |
| Logtemperature | species + RH, plate | 7 | 4328 | 7 | 2205* |
Plus (+) corresponds to addition of variables while slash (|) corresponds to an interaction term between variables. Model selection is based on ΔAIC and parsimony. The selected models are marked with an asterisk
Fig. 2Kaplan-Meier survival curves by species showing the survival probability for larvae across time at different humidities. The blue line shows the survival probability decline for X. cheopis while the red line shows the decline of the survival probability of S. fonquerniei
Results from the Cox proportional hazard analysis on time to death for X. cheopis and S. fonquerniei
| Variable | Coefficient | 95 % CI |
| Approx. hazard | |
|---|---|---|---|---|---|
|
| Temperature | 0.01 | 0.97–1.04 | 0.56 | 1.01 |
| Relative humidity 90 % | −0.347 | 0.52–0.94 | 0.018 | 0.7 | |
| Temperature | Relative humidity | −0.016 | 0.92–1.04 | 0.57 | 0.98 | |
|
| Temperature | −0.016 | 0.96–1.00 | 0.062 | 0.98 |
| Relative humidity 90 % | −0.271 | 0.67–0.86 | <0.0001 | 0.76 | |
| Temperature | Relative humidity | −0.046 | 0.93–0.97 | 0.0003 | 0.95 |
Temperature was included as a continuous variable while relative humidity was considered dichotomous. Hazard values are estimated hazard values, calculated by taking the exponential of the coefficient
Thermal units needed by flea vector larvae of X. cheopis and S. fonquerniei to complete development to pupae at two humidities combined and for 80 % RH and 90 % RH separately
| 80 % + 90 % | 80 % | 90 % | ||
|---|---|---|---|---|
|
| Threshold | 12.36 | 12.34 | 12.71 |
| R 2 - value | 0.77 | 0.75 | 0.76 | |
| K - value | 158.15 | 158 | 155 | |
|
| Threshold | 9.26 | 9.14 | 8.57 |
| R 2 - value | 0.45 | 0.40 | 0.47 | |
| K - value | 361.6 | 360.77 | 345 |