Evidence mapPaperPMID 39791329Full record

ArticleJournal of global health2025

Country-specific key lifestyle factors and health outcomes for resource allocation in the general population: a network analysis across 29 countries.

Jiaying Li, Daniel Yee Tak Fong, Kris Yuet Wan Lok, Janet Yuen Ha Wong, Mandy Man Ho, Edmond Pui Hang Choi, Vinciya Pandian, Patricia M Davidson, Wenjie Duan, Marie Tarrant and 58 more

Abstract read
In one paragraph

Article in Journal of global health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Impact of Different Types of Sedentary Behaviour on Cognitive Function in Older Adults: A Systematic Review.Health promotion journal of Australia : official journal of Australian Association of Health Promotion Professionals · 2026
    Pooled it
  2. Article
  3. Article
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  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

68 authors.

Jiaying LiSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Daniel Yee Tak FongSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Kris Yuet Wan LokSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Janet Yuen Ha WongSchool of Nursing and Health Studies, Hong Kong Metropolitan University, Hong Kong SAR, China.
Mandy Man HoSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Edmond Pui Hang ChoiSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Vinciya PandianSchool of Nursing, Johns Hopkins University, Baltimore, Maryland, USA.
Patricia M DavidsonVice-Chancellor and Principal, University of Wollongong, Wollongong, Australia.
Wenjie DuanEast China University of Science and Technology, Department of Social Work, Shanghai, China.
Marie TarrantSchool of Nursing, The University of British Columbia, Kelowna, British Columbia, Canada.
Jung Jae LeeSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Chia-Chin LinSchool of Nursing, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong SAR, China.
Oluwadamilare AkingbadeThe Nethersole School of Nursing, The Chinese University of Hong Kong, Hong Kong, China.
Khalid M AlabdulwahhabCollege of Medicine, Majmaah University, Al Majmaah, Saudi Arabia.
Mohammad Shakil AhmadDepartment of Family & Community Medicine, College of Medicine, Majmaah University, Majmaah, Saudi Arabia.
Mohamed AlboraieDepartment of Internal Medicine, Al-Azhar University, Cairo, Egypt.
Meshari A AlzahraniDepartment of Urology, College of Medicine, Majmaah University, Al Majmaah, Saudi Arabia.
Anil S BilimaleSchool of Public Health, JSS Medical College, JSS AHER, Mysuru, India.
Sawitree BoonpatcharanonDepartment of Statistics, Chulalongkorn Business School, Bangkok, Thailand.
Samuel ByiringiroSchool of Nursing and Health Studies, Hong Kong Metropolitan University, Hong Kong SAR, China.
Muhammad Kamil Che HasanKulliyyah of Nursing, International Islamic University, Kuantan, Malaysia.
Luisa Clausi SchettiniItalian Association against Leukaemia, Lymphoma and Myeloma, Rome, Italy.
Walter CorzoDiálogos Guatemala, Guatemala, Guatemala.
Josephine M De LeonSchool of Nursing, Centro Escolar University, Manila, Philippines.
Anjanette S De LeonSchool of Nursing, Centro Escolar University, Manila, Philippines.
Hiba DeekNursing Department, Faculty of Health Science, Beirut Arab University, Lebanon.
Fabio EfficaceData Centre and Health Outcomes Research Unit, Italian Group for Adult Hematologic Disease, Rome, Italy.
Mayssah A El NayalDepartment of Psychology, Beirut Arab University, Beirut, Lebanon.
Fathiya El-RaeyDepartment of hepatogastroenterology and infectious diseases, Damietta faculty of medicine, Al-Azher University, Kairo, Egypt.
Eduardo Ensaldo-CarrascoErgonomics Research Centre, University of Guadalajara, Jalisco, Mexico.
Pilar EscotorinLaboratory of Applied Prosocial Research, Department of Basic, Developmental and Educational Psychology, Autonomous University of Barcelona, Barcelona, Spain.
Oluwadamilola Agnes FadodunFaculty of Health Sciences, University of Lethbridge, Lethbridge, Alberta, Canada.
Israel Opeyemi FawoleFaculty of Nursing, Ladoke Akintola University of Technology, Ogbomosho, Nigeria.
Yong-Shian Shawn GohAlice Lee Centre for Nursing Studies, National University of Singapore, Singapore, Singapore.
Devi IrawanSchool of Nursing, Wijaya Husada Health Institute, Bogor, Indonesia.
Naimah Ebrahim KhanDepartment of Optometry, University of Kwazulu-Natal, Durban, South Africa.
Binu KoiralaSchool of Nursing, Johns Hopkins University, Baltimore, Maryland, USA.
Ashish KrishnaEcove, Ghaziabad, India.
Cannas KwokSchool of Nursing, Paramedicine and Health Care Science, Charles Sturt University, New South Wales, Australia.
Tung Thanh LeNam Dinh University of Nursing, Nam Dinh, Vietnam.
Daniela Giambruno LealPontificia Universidad Católica de Valparaíso, School of Social Work, Valparaíso, Chile.
Miguel Ángel Lezana-FernándezResearch Department, National Commission for Medical Arbitration, Mexico, Mexico.
Emery ManirambonaCollege of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda.
Leandro Cruz MantoaniDepartment of Physiotherapy, Presidente Prudente, Faculty of Science and Technology, São Paulo State University (UNESP), São Paulo, Brazil.
Fernando Meneses-GonzálezResearch Department, National Commission for Medical Arbitration, Mexico, Mexico.
Iman Elmahdi MohamedPharmacology and Toxicology Department, Faculty of Pharmacy, Benghazi University, Benghazi, Libya.
Madeleine MukeshimanaSchool of Nursing and Midwifery, College of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda.
Chinh Thi Minh NguyenNam Dinh University of Nursing, Nam Dinh, Vietnam.
Huong Thi Thanh NguyenNam Dinh University of Nursing, Nam Dinh, Vietnam.
Khanh Thi NguyenNam Dinh University of Nursing, Nam Dinh, Vietnam.
Son Truong NguyenNam Dinh University of Nursing, Nam Dinh, Vietnam.
Mohd Said NurumalKulliyyah of Nursing, International Islamic University, Kuantan, Malaysia.
Aimable NzabonimanaCentre for Language Enhancement, College of Arts and Social Sciences, University of Rwanda, Huye, Rwanda.
Nagla Abdelrahim Mohamed Ahmed OmerFaculty of Medicine, Alzaiem Alazhari University, Khartoum North, Sudan.
Oluwabunmi OgungbeSchool of Nursing, Johns Hopkins University, Baltimore, Maryland, USA.
Angela Chiu Yin PoonFaculty of Health Sciences and Sports, Macao Polytechnic University, Macao, China.
Areli Reséndiz-RodriguezNational Autonomous University of Mexico, Mexico City, Mexico.
Busayasachee Puang-NgernDepartment of Statistics, Chulalongkorn Business School, Bangkok, Thailand.
Ceryl G SagunSchool of Nursing, Centro Escolar University, Manila, Philippines.
Riyaz Ahmed ShaikDepartment of Family & Community Medicine, College of Medicine, Majmaah University, Majmaah, Saudi Arabia.
Nikhil Gauri ShankarMental Health and Learning division, Wrexham Maelor Hospital, Wrexham, UKyy.
Kathrin SommerData Centre and Health Outcomes Research Unit, Italian Group for Adult Hematologic Disease, Rome, Italy.
Edgardo ToroPontificia Universidad Católica de Valparaíso, School of Social Work, Valparaíso, Chile.
Hanh Thi Hong TranNam Dinh University of Nursing, Nam Dinh, Vietnam.
Elvira L UrgelSchool of Nursing, Centro Escolar University, Manila, Philippines.
Emmanuel UwiringiyimanaCollege of Medicine and Health Sciences, University of Rwanda, Kigali, Rwanda.
Tita VanichbunchaDepartment of Statistics, Chulalongkorn Business School, Bangkok, Thailand.
Naglaa YoussefMedical-surgical Nursing Department, Faculty of Nursing, Cairo University, Cairo, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: We aimed to identify the central lifestyle, the most impactful among lifestyle factor clusters; the central health outcome, the most impactful among health outcome clusters; and the bridge lifestyle, the most strongly connected to health outcome clusters, across 29 countries to optimise resource allocation for local holistic health improvements. Methods: From July 2020 to August 2021, we surveyed 16 461 adults across 29 countries who self-reported changes in 18 lifestyle factors and 13 health outcomes due to the pandemic. Three networks were generated by network analysis for each country: lifestyle, health outcome, and bridge networks. We identified the variables with the highest bridge expected influence as central or bridge variables. Network validation included nonparametric and case-dropping subset bootstrapping, and centrality difference tests confirmed that the central or bridge variables had significantly higher expected influence than other variables within the same network. Results: Among 87 networks, 75 were validated with correlation-stability coefficients above 0.25. Nine central lifestyle types were identified in 28 countries: cooking at home (in 11 countries), food types in daily meals (in one country), less smoking tobacco (in two countries), less alcohol consumption (in two countries), less duration of sitting (in three countries), less consumption of snacks (in five countries), less sugary drinks (in five countries), having a meal at home (in two countries), taking alternative medicine or natural health products (in one country). Six central health outcomes were noted among 28 countries: social support received (in three countries), physical health (in one country), sleep quality (in four countries), quality of life (in seven countries), less mental burden (in three countries), less emotional distress (in 13 countries). Three bridge lifestyles were identified in 19 countries: food types in daily meals (in one country), cooking at home (in one country), overall amount of exercise (in 17 countries). The centrality difference test showed the central and bridge variables had significantly higher centrality indices than others in their networks (P < 0.05). Conclusions: In 29 countries, cooking at home, less emotional distress, and overall amount of exercise emerged as common central lifestyle, health outcome, and bridge lifestyle factors, respectively. However, notable regional variations necessitate tailored interventions and resource allocations to effectively address unique local key variables and promote holistic health in each locale. The study's cross-sectional design and self-reported data may limit generalisability, emphasising the need for cautious interpretation and further longitudinal research. Keywords: global; across-country comparisons; lifestyle; health outcomes; network analysis.

Indexed as

Life StyleAdultCOVID-19FemaleGlobal HealthHumansMaleMiddle AgedResource Allocation

Identifiers

PMID39791329
PMCPMC11719263

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.