Evidence map›Paper›PMID 31615522›Full record

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.

Manoj Chandrabose, Ester Cerin, Suzanne Mavoa, David Dunstan, Alison Carver, Gavin Turrell, Neville Owen, Billie Giles-Corti, Takemi Sugiyama

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed, 2 pooled it
9.2field-weighted citation impact, top 3% of its field
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

28 citing papers in PubMed, 2 syntheses or guidelines pooled it, 71 citations in OpenAlex.

  1. Pooled it
  2. 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 · 2025
    Pooled it
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  8. Associations of neighbourhood walkability with patterns of device-measured stepping, standing and sitting.The international journal of behavioral nutrition and physical activity · 2025
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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

9 authors at 6 institutions in 2 countries.

Manoj ChandraboseMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia. Manoj.Chandrabose@myacu.edu.au.ORCID 0000-0002-5311-3020
Ester CerinMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia.
Suzanne MavoaMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia.
David DunstanMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia.
Alison CarverMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia.
Gavin TurrellCentre for Urban Research, RMIT University, Melbourne, Australia.
Neville OwenCentre for Urban Transitions, Swinburne University of Technology, Melbourne, Australia.
Billie Giles-CortiCentre for Urban Research, RMIT University, Melbourne, Australia.
Takemi SugiyamaMary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, Australia.
Baker Heart and Diabetes Institute · AUAustralian Catholic University · AUQueensland University of Technology · AURMIT University · AUSwinburne University of Technology · AUThe University of Melbourne · AU

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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

Environment DesignResidence CharacteristicsAdultAgedAustraliaBlood PressureBody WeightCardiovascular DiseasesDiabetes Mellitus, Type 2ExerciseFemaleHumansLongitudinal StudiesMaleMetabolic DiseasesMiddle AgedBuilt environmentCardiovascular diseaseHypertensionPathwaysPopulation healthType 2 diabetes

Identifiers

PMID31615522
PMCPMC6792258
OpenAlexW2981093607

What OpenQuestion 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 OpenQuestion graph.