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1.
PLoS One ; 19(5): e0303137, 2024.
Article in English | MEDLINE | ID: mdl-38722911

ABSTRACT

The Asian tiger mosquito, Aedes albopictus, is a significant public health concern owing to its expanding habitat and vector competence. Disease outbreaks attributed to this species have been reported in areas under its invasion, and its northward expansion in Japan has caused concern because of the potential for dengue virus infection in newly populated areas. Accurate prediction of Ae. albopictus distribution is crucial to prevent the spread of the disease. However, limited studies have focused on the prediction of Ae. albopictus distribution in Japan. Herein, we used the random forest model, a machine learning approach, to predict the current and potential future habitat ranges of Ae. albopictus in Japan. The model revealed that these mosquitoes prefer urban areas over forests in Japan on the current map. Under predictions for the future, the species will expand its range to the surrounding areas and eventually reach many areas of northeastern Kanto, Tohoku District, and Hokkaido, with a few variations in different scenarios. However, the affected human population is predicted to decrease owing to the declining birth rate. Anthropogenic and climatic factors contribute to range expansion, and urban size and population have profound impacts. This prediction map can guide responses to the introduction of this species in new areas, advance the spatial knowledge of diseases vectored by it, and mitigate the possible disease burden. To our knowledge, this is the first distribution-modelling prediction for Ae. albopictus with a focus on Japan.


Subject(s)
Aedes , Mosquito Vectors , Animals , Aedes/virology , Aedes/physiology , Japan , Mosquito Vectors/virology , Ecosystem , Humans , Animal Distribution , Dengue/transmission , Dengue/epidemiology , Machine Learning , Models, Biological
2.
Int J Environ Res Public Health ; 12(10): 13350-64, 2015 Oct 23.
Article in English | MEDLINE | ID: mdl-26512682

ABSTRACT

Although associations between a person's neighborhood and their health have been studied internationally, most studies have been limited to a few cities or towns. Therefore, we used a nationally representative sample to explore whether perceived and objective neighborhood walkability was associated with the physical activity of residents. Data were analyzed from the Japanese General Social Surveys of 2010 (n = 2395; 1114 men and 1281 women). Perceived walkability was scored using factor analysis for the respondents' perceptions of neighborhood conditions, while objective walkability was measured using the geographic information system approach. Finally, multilevel logistic regression analysis was performed to examine whether neighborhood walkability was associated with the frequency of leisure-time physical activity (LTPA) among respondents. We found that perceived walkability was positively associated with the frequency of LTPA (odds ratio of the highest quartile was 1.53 (1.14-2.05) compared with the lowest quartile); however, objective walkability showed no association. When stratified by gender, an association between perceived walkability and LTPA was observed among women, but only a marginally significant association was present between objective walkability and LTPA among men. We conclude that the association between neighborhood walkability and LTPA can be partially generalized across Japan.


Subject(s)
Environment Design , Exercise , Residence Characteristics/statistics & numerical data , Walking , Adult , Aged , Aged, 80 and over , Cities , Cross-Sectional Studies , Factor Analysis, Statistical , Female , Geographic Information Systems , Humans , Japan , Leisure Activities , Logistic Models , Male , Middle Aged , Motor Activity , Multilevel Analysis , Social Environment , Surveys and Questionnaires , Young Adult
3.
Int J Infect Dis ; 26: 135-7, 2014 Sep.
Article in English | MEDLINE | ID: mdl-25063022

ABSTRACT

A German traveler developed dengue fever in late August 2013, following a direct flight from Germany. Autochthonous dengue virus (DENV) infection has not been reported in Japan. To evaluate the risk of autochthonous DENV transmission in Japan, the authors performed a retrospective search of the five areas visited by the German patient to determine the population density of dengue vector mosquito, Aedes albopictus. The annual mean temperature of each area was higher than 12°C, which is considered suitable for the establishment of A. albopictus populations. Our retrospective search revealed the population density of A. albopictus to be high in the urban areas of Japan.


Subject(s)
Aedes , Dengue/epidemiology , Insect Vectors , Travel , Animals , Female , Germany/epidemiology , Humans , Japan , Population Density , Retrospective Studies , Temperature
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