ArticleThe international journal of behavioral nutrition and physical activity2019
Neighborhood walkability and 12-year changes in cardio-metabolic risk: the mediating role of physical activity.
Article in The international journal of behavioral nutrition and physical activity, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 2 of them syntheses that pooled 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.
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.
Who cites it
28 citing papers in PubMed, 2 syntheses or guidelines pooled it, 71 citations in OpenAlex.
- Built environment and the evolution of cardiometabolic risk factors: a systematic review and meta-analysis of longitudinal studies.BMC medicine · 2025Pooled it
- Associations Between the Built Environment and Adult Obesity and the Mediating Role of Physical Activity: A Systematic Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Pooled it
- Spatial Social Polarization and Cardiometabolic Disease Prevalence and Incidence: What Is the Role of the Neighborhood Environment?Journal of health and social behavior · 2026Article
- Built environment is a key driver of cardiometabolic health in two Indigenous groups undergoing rapid lifestyle change.Evolution, medicine, and public health · 2026Article
- Re-thinking Walkability: Synergizing the Pedestrian Environment and Land Use Patterns to Promote Physical Activity in Older Adults.Cities (London, England) · 2026Article
- The mediating role of step counts in the relationship between diverse neighbourhood destinations and older adults' physical function.Scientific reports · 2025Article
- Long-term effects of urban renewal on health and health inequalities: the Neighbourhoods Law in Barcelona, Spain.Journal of epidemiology and community health · 2025Article
- Associations of neighbourhood walkability with patterns of device-measured stepping, standing and sitting.The international journal of behavioral nutrition and physical activity · 2025Article
- A narrative review of precision and ethical considerations in cardiovascular health: CRISPR-Cas9, telemedicine, and lifestyle interventions.Frontiers in public health · 2025Review
- What is the role of leisure-time physical activity in the association between neighborhood environmental characteristics and hypertension in older adults? The EpiFloripa Aging Cohort study.Preventive medicine reports · 2024Article
- The association between neighbourhood walkability and blood lipids: a Canadian population study.Lipids in health and disease · 2024Article
- The built environment is more predictive of cardiometabolic health than other aspects of lifestyle in two rapidly transitioning Indigenous populations.medRxiv : the preprint server for health sciences · 2024Article
- Article
- Cumulative Experience of Neighborhood Walkability and Change in Weight and Waist Circumference in REGARDS.American journal of epidemiology · 2023Article
- Article
- Cross-Sectional Study of Location-Based Built Environments, Physical Activity, Dietary Intake, and Body Mass Index in Adult Twins.International journal of environmental research and public health · 2023Article
- Associations of home and neighborhood environments with children's physical activity in the U.S.-based Neighborhood Impact on Kids (NIK) longitudinal cohort study.The international journal of behavioral nutrition and physical activity · 2023Observational
- Higher walkability associated with increased physical activity and reduced obesity among United States adults.Obesity (Silver Spring, Md.) · 2023Article
- Predictors of sustained physical activity: behaviour, bodily health, and the living environment.Frontiers in physiology · 2023Article
- The Weight of Place: Built Environment Correlates of Obesity and Diabetes.Endocrine reviews · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundLiving in walkable neighborhoods may provide long-term cardio-metabolic health benefits to residents. Little empirical research has examined the behavioral mechanisms in this relationship. In this longitudinal study, we examined the potential mediating role of physical activity (baseline and 12-year change) in the relationships of neighborhood walkability with 12-year changes in cardio-metabolic risk markers.
methodsThe Australian Diabetes, Obesity and Lifestyle study collected data from adults, initially aged 25+ years, in 1999-2000, 2004-05, and 2011-12. We used 12-year follow-up data from 2023 participants who did not change their address during the study period. Outcomes were 12-year changes in waist circumference, weight, systolic and diastolic blood pressure, fasting and 2-h postload plasma glucose, high-density lipoprotein cholesterol, and triglycerides. A walkability index was calculated, using dwelling density, intersection density, and destination density, within 1 km street-network buffers around participants' homes. Spatial data for calculating these measures were sourced around the second follow-up period. Physical activity was assessed by self-reported time spent in moderate-to-vigorous physical activity (including walking). Multilevel models, adjusting for potential confounders, were used to examine the total and indirect relationships. The joint-significance test was used to assess mediation.
resultsThere was evidence for relationships of higher walkability with smaller increases in weight (P = 0.020), systolic blood pressure (P < 0.001), and high-density lipoprotein cholesterol (P = 0.002); and, for relationships of higher walkability with higher baseline physical activity (P = 0.020), which, in turn, related to smaller increases in waist circumference (P = 0.006), weight (P = 0.020), and a greater increase in high-density lipoprotein cholesterol (P = 0.005). There was no evidence for a relationship of a higher walkability with a change in physical activity during the study period (P = 0.590).
conclusionsOur mediation analysis has shown that the protective effects of walkable neighborhoods against obesity risk may be in part attributable to higher baseline physical activity levels. However, there was no evidence of mediation by increases in physical activity during the study period. Further research is needed to understand other behavioral pathways between walkability and cardio-metabolic health, and to investigate any effects of changes in walkability.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.