Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach

Hand, foot, and mouth disease (HFMD) has become an endemic childhood disease in Asia, including Malaysia, over the last few decades. This infectious disease caused by the Entero and Coxsackie viruses has been a major public health threat in Malaysia since 1997. Climate change has been considered an...

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Main Authors: Wahid, N. A. A., Suhaila, J., Rahman, H. A., Sulekan, A.
Format: Conference or Workshop Item
Language:English
Published: 2021
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Online Access:http://eprints.utm.my/id/eprint/95677/1/NAAWahid2021_EffectofClimateFactorsonHandFoot.pdf
http://eprints.utm.my/id/eprint/95677/
http://dx.doi.org/10.1088/1742-6596/1988/1/01210
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Institution: Universiti Teknologi Malaysia
Language: English
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spelling my.utm.956772022-05-31T13:04:34Z http://eprints.utm.my/id/eprint/95677/ Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach Wahid, N. A. A. Suhaila, J. Rahman, H. A. Sulekan, A. QA Mathematics Hand, foot, and mouth disease (HFMD) has become an endemic childhood disease in Asia, including Malaysia, over the last few decades. This infectious disease caused by the Entero and Coxsackie viruses has been a major public health threat in Malaysia since 1997. Climate change has been considered an influential factor in HFMD cases and has been explored in other countries using various statistical analyses. The most popular is the Generalized Linear Model (GLM). However, GLM often fails to capture the non-linearity effect of the variables. The study, therefore, proposes to use the Generalized Additive Model (GAM) to analyse the non-linear effects of temperature, humidity, rainfall, and wind speed at varying time lags of HFMD in Selangor. In summary, the result indicates that the weekly temperature, humidity, and rainfall were significantly associated with HFMD cases in Selangor and clarified with two weeks of lag time. This disease's risk increased in the subsequent two weeks with a temperature range of 27C to 30C, 70% to 85% of humidity, and 5mm to 20mm of rainfall. Besides, this study also found that the seasonal distribution of HFMD in Selangor has a large peak during the Southwest monsoon. A small peak was observed at the end of the year during the Northeast monsoon. The findings of this study could be a practical guide for HFMD intervention strategies, especially in Malaysia. 2021 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/95677/1/NAAWahid2021_EffectofClimateFactorsonHandFoot.pdf Wahid, N. A. A. and Suhaila, J. and Rahman, H. A. and Sulekan, A. (2021) Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach. In: 28th Simposium Kebangsaan Sains Matematik, SKSM 2021, 28 July 2021 - 29 July 2021, Kuantan, Pahang, Virtual. http://dx.doi.org/10.1088/1742-6596/1988/1/01210
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Wahid, N. A. A.
Suhaila, J.
Rahman, H. A.
Sulekan, A.
Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
description Hand, foot, and mouth disease (HFMD) has become an endemic childhood disease in Asia, including Malaysia, over the last few decades. This infectious disease caused by the Entero and Coxsackie viruses has been a major public health threat in Malaysia since 1997. Climate change has been considered an influential factor in HFMD cases and has been explored in other countries using various statistical analyses. The most popular is the Generalized Linear Model (GLM). However, GLM often fails to capture the non-linearity effect of the variables. The study, therefore, proposes to use the Generalized Additive Model (GAM) to analyse the non-linear effects of temperature, humidity, rainfall, and wind speed at varying time lags of HFMD in Selangor. In summary, the result indicates that the weekly temperature, humidity, and rainfall were significantly associated with HFMD cases in Selangor and clarified with two weeks of lag time. This disease's risk increased in the subsequent two weeks with a temperature range of 27C to 30C, 70% to 85% of humidity, and 5mm to 20mm of rainfall. Besides, this study also found that the seasonal distribution of HFMD in Selangor has a large peak during the Southwest monsoon. A small peak was observed at the end of the year during the Northeast monsoon. The findings of this study could be a practical guide for HFMD intervention strategies, especially in Malaysia.
format Conference or Workshop Item
author Wahid, N. A. A.
Suhaila, J.
Rahman, H. A.
Sulekan, A.
author_facet Wahid, N. A. A.
Suhaila, J.
Rahman, H. A.
Sulekan, A.
author_sort Wahid, N. A. A.
title Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
title_short Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
title_full Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
title_fullStr Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
title_full_unstemmed Effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
title_sort effect of climate factors on hand-foot-mouth disease: a generalized additive model approach
publishDate 2021
url http://eprints.utm.my/id/eprint/95677/1/NAAWahid2021_EffectofClimateFactorsonHandFoot.pdf
http://eprints.utm.my/id/eprint/95677/
http://dx.doi.org/10.1088/1742-6596/1988/1/01210
_version_ 1735386833698684928