Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach
China’s diabetes epidemic is getting worse. People with diabetes in China usually have a lower body weight and a different lifestyle profile compared to their counterparts in the United States (US). More and more evidence show that certain lifestyles can possibly be spread from person to p...
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doaj-c65b8fdd599d4af095e4d1d3f86cbf9b2020-11-24T21:28:57ZengMDPI AGInternational Journal of Environmental Research and Public Health1660-46012019-05-011610167710.3390/ijerph16101677ijerph16101677Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling ApproachLinna Luo0Bowen Pang1Jian Chen2Yan Li3Xiaolei Xie4School of Economics and Management, Tsinghua University, Beijing 100084, ChinaCenter for Healthcare Service Research, Department of Industrial Engineering, Tsinghua University, Beijing 100084, ChinaSchool of Economics and Management, Tsinghua University, Beijing 100084, ChinaCenter for Health Innovation, The New York Academy of Medicine, New York, NY 10029, USACenter for Healthcare Service Research, Department of Industrial Engineering, Tsinghua University, Beijing 100084, ChinaChina’s diabetes epidemic is getting worse. People with diabetes in China usually have a lower body weight and a different lifestyle profile compared to their counterparts in the United States (US). More and more evidence show that certain lifestyles can possibly be spread from person to person, leading some to propose considering social influence when establishing preventive policies. This study developed an innovative agent-based model of the diabetes epidemic for the Chinese population. Based on the risk factors and related complications of diabetes, the model captured individual health progression, quantitatively described the peer influence of certain lifestyles, and projected population health outcomes over a specific time period. We simulated several hypothetical interventions (i.e., improving diet, controlling smoking, improving physical activity) and assessed their impact on diabetes rates. We validated the model by comparing simulation results with external datasets. Our results showed that improving physical activity could result in the most significant decrease in diabetes prevalence compared to improving diet and controlling smoking. Our model can be used to inform policymakers on how the diabetes epidemic develops and help them compare different diabetes prevention programs in practice.https://www.mdpi.com/1660-4601/16/10/1677agent-based modelingnon-communicable diseasediabetes epidemicsocial influencelifestyle interventions |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Linna Luo Bowen Pang Jian Chen Yan Li Xiaolei Xie |
spellingShingle |
Linna Luo Bowen Pang Jian Chen Yan Li Xiaolei Xie Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach International Journal of Environmental Research and Public Health agent-based modeling non-communicable disease diabetes epidemic social influence lifestyle interventions |
author_facet |
Linna Luo Bowen Pang Jian Chen Yan Li Xiaolei Xie |
author_sort |
Linna Luo |
title |
Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach |
title_short |
Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach |
title_full |
Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach |
title_fullStr |
Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach |
title_full_unstemmed |
Assessing the Impact of Lifestyle Interventions on Diabetes Prevention in China: A Modeling Approach |
title_sort |
assessing the impact of lifestyle interventions on diabetes prevention in china: a modeling approach |
publisher |
MDPI AG |
series |
International Journal of Environmental Research and Public Health |
issn |
1660-4601 |
publishDate |
2019-05-01 |
description |
China’s diabetes epidemic is getting worse. People with diabetes in China usually have a lower body weight and a different lifestyle profile compared to their counterparts in the United States (US). More and more evidence show that certain lifestyles can possibly be spread from person to person, leading some to propose considering social influence when establishing preventive policies. This study developed an innovative agent-based model of the diabetes epidemic for the Chinese population. Based on the risk factors and related complications of diabetes, the model captured individual health progression, quantitatively described the peer influence of certain lifestyles, and projected population health outcomes over a specific time period. We simulated several hypothetical interventions (i.e., improving diet, controlling smoking, improving physical activity) and assessed their impact on diabetes rates. We validated the model by comparing simulation results with external datasets. Our results showed that improving physical activity could result in the most significant decrease in diabetes prevalence compared to improving diet and controlling smoking. Our model can be used to inform policymakers on how the diabetes epidemic develops and help them compare different diabetes prevention programs in practice. |
topic |
agent-based modeling non-communicable disease diabetes epidemic social influence lifestyle interventions |
url |
https://www.mdpi.com/1660-4601/16/10/1677 |
work_keys_str_mv |
AT linnaluo assessingtheimpactoflifestyleinterventionsondiabetespreventioninchinaamodelingapproach AT bowenpang assessingtheimpactoflifestyleinterventionsondiabetespreventioninchinaamodelingapproach AT jianchen assessingtheimpactoflifestyleinterventionsondiabetespreventioninchinaamodelingapproach AT yanli assessingtheimpactoflifestyleinterventionsondiabetespreventioninchinaamodelingapproach AT xiaoleixie assessingtheimpactoflifestyleinterventionsondiabetespreventioninchinaamodelingapproach |
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1725968315320369152 |