Skip to main content

Main menu

  • Home
  • Current Issue
  • Content
    • Current Issue
    • Early Access
    • Multimedia
    • Podcast
    • Collections
    • Past Issues
    • Articles by Subject
    • Articles by Type
    • Supplements
    • Plain Language Summaries
    • Calls for Papers
  • Info for
    • Authors
    • Reviewers
    • Job Seekers
    • Media
  • About
    • Annals of Family Medicine
    • Editorial Staff & Boards
    • Sponsoring Organizations
    • Copyrights & Permissions
    • Announcements
  • Engage
    • Engage
    • e-Letters (Comments)
    • Subscribe
    • Podcast
    • E-mail Alerts
    • Journal Club
    • RSS
    • Annals Forum (Archive)
  • Contact
    • Contact Us
  • Careers

User menu

  • My alerts

Search

  • Advanced search
Annals of Family Medicine
  • My alerts
Annals of Family Medicine

Advanced Search

  • Home
  • Current Issue
  • Content
    • Current Issue
    • Early Access
    • Multimedia
    • Podcast
    • Collections
    • Past Issues
    • Articles by Subject
    • Articles by Type
    • Supplements
    • Plain Language Summaries
    • Calls for Papers
  • Info for
    • Authors
    • Reviewers
    • Job Seekers
    • Media
  • About
    • Annals of Family Medicine
    • Editorial Staff & Boards
    • Sponsoring Organizations
    • Copyrights & Permissions
    • Announcements
  • Engage
    • Engage
    • e-Letters (Comments)
    • Subscribe
    • Podcast
    • E-mail Alerts
    • Journal Club
    • RSS
    • Annals Forum (Archive)
  • Contact
    • Contact Us
  • Careers
  • Follow annalsfm on Twitter
  • Visit annalsfm on Facebook
Meeting ReportPopulation health and epidemiology

Which Combinations of Health Behaviours are Associated with Highest Risk: An Exploration of UK Biobank Population Cohort

Hamish Foster, Jason Gill, Frances Mair, Bhautesh Jani and Kate O’Donnell
The Annals of Family Medicine January 2023, 21 (Supplement 1) 4020; DOI: https://doi.org/10.1370/afm.21.s1.4020
Hamish Foster
BSc, MBBS, DTMH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jason Gill
PhD, BSc MSc FHEA FRCPE
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Frances Mair
MD, FRCGP
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Bhautesh Jani
PhD, MB ChB, MRCGP
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kate O’Donnell
PhD, BSc, MPH, BSc (Hons), FHEA, FRCGP (Hon)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • eLetters
  • Info & Metrics
  • PDF
Loading

Abstract

Context Combinations of unhealthy behaviours are associated with greater mortality than single behaviours. However, behaviours may not be additive with some combinations more harmful than others. High-risk combinations are likely to be more prevalent among socioeconomically deprived populations.

Objective Examine the association between combinations of 11 unhealthy behaviours and all-cause mortality in a population cohort and explore the socioeconomic distribution of high-risk combinations.

Study Design and Analysis Cox proportional hazard models of baseline self-report data prospectively linked to registries. Models adjusted for demographics, health, and socioeconomic factors. Bonferroni correction for multiple testing.

Setting or Dataset UK Biobank cohort (n=502,459) recruited 2006-2010.

Population Studied 220,197 participants with complete data.

Intervention/Instrument Behaviours: smoking, alcohol, physical activity, TV time, sleep, added salt, social isolation, and intake of red meat, processed meat, oily fish, and fruit and vegetables. Behaviours were classified as unhealthy according to national guidelines or latest evidence. Townsend deprivation index comprising 4 socioeconomic factors was used as socioeconomic measure.

Outcome Measures All-cause mortality

Results Over a median follow up of 11.6 years, 9,739 (4.1%) participants died. Of all single health behaviours smoking was associated with the highest mortality: HR 2.31 (95% CI 2.25-2.70). From 716 unique combinations, 77 were significantly associated with mortality with HRs greater than that for smoking alone: HRs ranged from 9.43 to 2.34. Of these high-risk combinations smoking featured in 80%, low fruit & vegetables in 58%, and low oily fish in 57%. Combinations that featured social isolation all had HRs >3.00. Participants with high-risk combinations had greater Townsend deprivation scores; of the 10 highest risk combinations median Townsend scores ranged from -1.9 to 2.1, whereas median Townsend score for all participants weas -2.1.

Conclusions Many unique unhealth behaviour combinations are strongly associated with mortality and high-risk combinations are more prevalent among more deprived populations. Exploring unique combinations from a wide range of health behaviours can identify high risk populations. Supporting healthy living in more deprived populations could address a wide range of health behaviours in combination.

  • © 2023 Annals of Family Medicine, Inc.
Previous
Back to top

In this issue

The Annals of Family Medicine: 21 (Supplement 1)
The Annals of Family Medicine: 21 (Supplement 1)
Vol. 21, Issue Supplement 1
1 Jan 2023
  • Table of Contents
  • Index by author
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on Annals of Family Medicine.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Which Combinations of Health Behaviours are Associated with Highest Risk: An Exploration of UK Biobank Population Cohort
(Your Name) has sent you a message from Annals of Family Medicine
(Your Name) thought you would like to see the Annals of Family Medicine web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
12 + 3 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Which Combinations of Health Behaviours are Associated with Highest Risk: An Exploration of UK Biobank Population Cohort
Hamish Foster, Jason Gill, Frances Mair, Bhautesh Jani, Kate O’Donnell
The Annals of Family Medicine Jan 2023, 21 (Supplement 1) 4020; DOI: 10.1370/afm.21.s1.4020

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Get Permissions
Share
Which Combinations of Health Behaviours are Associated with Highest Risk: An Exploration of UK Biobank Population Cohort
Hamish Foster, Jason Gill, Frances Mair, Bhautesh Jani, Kate O’Donnell
The Annals of Family Medicine Jan 2023, 21 (Supplement 1) 4020; DOI: 10.1370/afm.21.s1.4020
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
  • eLetters
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

More in this TOC Section

  • Comparing impact of a holistic patient centered navigation model to an online navigation service on health care utilization
  • Opioid Abatement Toolkit: Using Community-Level Data to Address the Spectrum of Needs and Priorities across Virginia’s Cities
  • Supporting Rural Parents and Children: WIC Office Community Health Workers Delivery of Brief Parenting Education
Show more Population health and epidemiology

Similar Articles

Content

  • Current Issue
  • Past Issues
  • Early Access
  • Plain-Language Summaries
  • Multimedia
  • Podcast
  • Articles by Type
  • Articles by Subject
  • Supplements
  • Calls for Papers

Info for

  • Authors
  • Reviewers
  • Job Seekers
  • Media

Engage

  • E-mail Alerts
  • e-Letters (Comments)
  • RSS
  • Journal Club
  • Submit a Manuscript
  • Subscribe
  • Family Medicine Careers

About

  • About Us
  • Editorial Board & Staff
  • Sponsoring Organizations
  • Copyrights & Permissions
  • Contact Us
  • eLetter/Comments Policy

© 2025 Annals of Family Medicine