TY - JOUR
T1 - Key lifestyles and health outcomes across 16 prevalent chronic diseases
T2 - A network analysis of an international observational study
AU - Li, Jiaying
AU - Fong, Daniel Yee Tak
AU - Lok, Kris Yuet Wan
AU - Wong, Janet Yuen Ha
AU - Man Ho, Mandy
AU - Choi, Edmond Pui Hang
AU - Pandian, Vinciya
AU - Davidson, Patricia M.
AU - Duan, Wenjie
AU - Tarrant, Marie
AU - Lee, Jung Jae
AU - Lin, Chia Chin
AU - Akingbade, Oluwadamilare
AU - Alabdulwahhab, Khalid M.
AU - Ahmad, Mohammad Shakil
AU - Alboraie, Mohamed
AU - Alzahrani, Meshari A.
AU - Bilimale, Anil S.
AU - Boonpatcharanon, Sawitree
AU - Byiringiro, Samuel
AU - Hasan, Muhammad Kamil Che
AU - Schettini, Luisa Clausi
AU - Corzo, Walter
AU - De Leon, Josephine M.
AU - De Leon, Anjanette S.
AU - Deek, Hiba
AU - Efficace, Fabio
AU - El Nayal, Mayssah A.
AU - El-Raey, Fathiya
AU - Ensaldo-Carrasco, Eduardo
AU - Escotorin, Pilar
AU - Fadodun, Oluwadamilola Agnes
AU - Fawole, Israel Opeyemi
AU - Goh, Yong Shian Shawn
AU - Irawan, Devi
AU - Khan, Naimah Ebrahim
AU - Koirala, Binu
AU - Krishna, Ashish
AU - Kwok, Cannas
AU - Le, Tung Thanh
AU - Leal, Daniela Giambruno
AU - Lezana-Fernández, Miguel Ángel
AU - Manirambona, Emery
AU - Mantoani, Leandro Cruz
AU - Meneses-González, Fernando
AU - Mohamed, Iman Elmahdi
AU - Mukeshimana, Madeleine
AU - Nguyen, Chinh Thi Minh
AU - Nguyen, Huong Thi Thanh
AU - Nguyen, Khanh Thi
AU - Nguyen, Son Truong
AU - Nurumal, Mohd Said
AU - Nzabonimana, Aimable
AU - Omer, Nagla Abdelrahim Mohamed Ahmed
AU - Ogungbe, Oluwabunmi
AU - Poon, Angela Chiu Yin
AU - Reséndiz-Rodriguez, Areli
AU - Puang-Ngern, Busayasachee
AU - Sagun, Ceryl G.
AU - Shaik, Riyaz Ahmed
AU - Shankar, Nikhil Gauri
AU - Sommer, Kathrin
AU - Toro, Edgardo
AU - Tran, Hanh Thi Hong
AU - Urgel, Elvira L.
AU - Uwiringiyimana, Emmanuel
AU - Vanichbuncha, Tita
AU - Youssef, Naglaa
N1 - Publisher Copyright:
Copyright © 2024 by the Journal of Global Health. All rights reserved.
PY - 2024/4/12
Y1 - 2024/4/12
N2 - Background: Central and bridge nodes can drive significant overall improvements within their respective networks. We aimed to identify them in 16 prevalent chronic diseases during the coronavirus disease 2019 (COVID-19) pandemic to guide effective intervention strategies and appropriate resource allocation for most significant holistic lifestyle and health improvements. Methods: We surveyed 16 512 adults from July 2020 to August 2021 in 30 territories. Participants self-reported their medical histories and the perceived impact of COVID-19 on 18 lifestyle factors and 13 health outcomes. For each disease subgroup, we generated lifestyle, health outcome, and bridge networks. Variables with the highest centrality indices in each were identified central or bridge. We validated these networks using nonparametric and case-dropping subset bootstrapping and confirmed central and bridge variables' significantly higher indices through a centrality difference test. Findings: Among the 48 networks, 44 were validated (all correlation-stability coefficients >0.25). Six central lifestyle factors were identified: less consumption of snacks (for the chronic disease: anxiety), less sugary drinks (cancer, gastric ulcer, hypertension, insomnia, and pre-diabetes), less smoking tobacco (chronic obstructive pulmonary disease), frequency of exercise (depression and fatty liver disease), duration of exercise (irritable bowel syndrome), and overall amount of exercise (autoimmune disease, diabetes, eczema, heart attack, and high cholesterol). Two central health outcomes emerged: less emotional distress (chronic obstructive pulmonary disease, eczema, fatty liver disease, gastric ulcer, heart attack, high cholesterol, hypertension, insomnia, and pre-diabetes) and quality of life (anxiety, autoimmune disease, cancer, depression, diabetes, and irritable bowel syndrome). Four bridge lifestyles were identified: consumption of fruits and vegetables (diabetes, high cholesterol, hypertension, and insomnia), less duration of sitting (eczema, fatty liver disease, and heart attack), frequency of exercise (autoimmune disease, depression, and heart attack), and overall amount of exercise (anxiety, gastric ulcer, and insomnia). The centrality difference test showed the central and bridge variables had significantly higher centrality indices than others in their networks (P < 0.05). Conclusion: To effectively manage chronic diseases during the COVID-19 pandemic, enhanced interventions and optimised resource allocation toward central lifestyle factors, health outcomes, and bridge lifestyles are paramount. The key variables shared across chronic diseases emphasise the importance of coordinated intervention strategies.
AB - Background: Central and bridge nodes can drive significant overall improvements within their respective networks. We aimed to identify them in 16 prevalent chronic diseases during the coronavirus disease 2019 (COVID-19) pandemic to guide effective intervention strategies and appropriate resource allocation for most significant holistic lifestyle and health improvements. Methods: We surveyed 16 512 adults from July 2020 to August 2021 in 30 territories. Participants self-reported their medical histories and the perceived impact of COVID-19 on 18 lifestyle factors and 13 health outcomes. For each disease subgroup, we generated lifestyle, health outcome, and bridge networks. Variables with the highest centrality indices in each were identified central or bridge. We validated these networks using nonparametric and case-dropping subset bootstrapping and confirmed central and bridge variables' significantly higher indices through a centrality difference test. Findings: Among the 48 networks, 44 were validated (all correlation-stability coefficients >0.25). Six central lifestyle factors were identified: less consumption of snacks (for the chronic disease: anxiety), less sugary drinks (cancer, gastric ulcer, hypertension, insomnia, and pre-diabetes), less smoking tobacco (chronic obstructive pulmonary disease), frequency of exercise (depression and fatty liver disease), duration of exercise (irritable bowel syndrome), and overall amount of exercise (autoimmune disease, diabetes, eczema, heart attack, and high cholesterol). Two central health outcomes emerged: less emotional distress (chronic obstructive pulmonary disease, eczema, fatty liver disease, gastric ulcer, heart attack, high cholesterol, hypertension, insomnia, and pre-diabetes) and quality of life (anxiety, autoimmune disease, cancer, depression, diabetes, and irritable bowel syndrome). Four bridge lifestyles were identified: consumption of fruits and vegetables (diabetes, high cholesterol, hypertension, and insomnia), less duration of sitting (eczema, fatty liver disease, and heart attack), frequency of exercise (autoimmune disease, depression, and heart attack), and overall amount of exercise (anxiety, gastric ulcer, and insomnia). The centrality difference test showed the central and bridge variables had significantly higher centrality indices than others in their networks (P < 0.05). Conclusion: To effectively manage chronic diseases during the COVID-19 pandemic, enhanced interventions and optimised resource allocation toward central lifestyle factors, health outcomes, and bridge lifestyles are paramount. The key variables shared across chronic diseases emphasise the importance of coordinated intervention strategies.
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U2 - 10.7189/jogh-14-04068
DO - 10.7189/jogh-14-04068
M3 - Article
C2 - 38606605
AN - SCOPUS:85190491148
SN - 2047-2978
VL - 14
SP - 4068
JO - Journal of Global Health
JF - Journal of Global Health
M1 - 04068
ER -