The association between the presence of fast-food outlets and BMI: the role of neighbourhood socio-economic status, healthy food outlets, and dietary factors
Built environment;
Fast foods;
Body Mass Index;
Overweight;
Waist-Height ratio;
Socioeconomic factors;
BODY-MASS INDEX;
PHYSICAL-ACTIVITY;
RELATIVE MEASURES;
OBESITY;
ENVIRONMENT;
EXPOSURE;
WEIGHT;
CONSUMPTION;
ABSOLUTE;
IMPACT;
D O I:
10.1186/s12889-022-13826-1
中图分类号:
R1 [预防医学、卫生学];
学科分类号:
1004 ;
120402 ;
摘要:
Background Evidence on the association between the presence of fast-food outlets and Body Mass Index (BMI) is inconsistent. Furthermore, mechanisms underlying the fast-food outlet presence-BMI association are understudied. We investigated the association between the number of fast-food outlets being present and objectively measured BMI. Moreover, we investigated to what extent this association was moderated by neighbourhood socio-economic status (NSES) and healthy food outlets. Additionally, we investigated mediation by frequency of fast-food consumption and amount of fat intake. Methods In this cross-sectional study, we used baseline data of adults in Lifelines (N = 149,617). Geo-coded residential addresses were linked to fast-food and healthy food outlet locations. We computed the number of fast-food and healthy food outlets within 1 kilometre (km) of participants' residential addresses (each categorised into null, one, or at least two). Participants underwent objective BMI measurements. We linked data to Statistics Netherlands to compute NSES. Frequency of fast-food consumption and amount of fat intake were measured through questionnaires in Lifelines. Multivariable multilevel linear regression analyses were performed to investigate associations between fast-food outlet presence and BMI, adjusting for individual and environmental potential confounders. When exposure-moderator interactions had p-value < 0.10 or improved model fit ( increment AIC >= 2), we conducted stratified analyses. We used causal mediation methods to assess mediation. Results Participants with one fast-food outlet within 1 km had a higher BMI than participants with no fast-food outlet within 1 km (B = 0.11, 95% CI: 0.01, 0.21). Effect sizes for at least two fast-food outlets were larger in low NSES areas (B = 0.29, 95% CI: 0.01, 0.57), and especially in low NSES areas where at least two healthy food outlets within 1 km were available (B = 0.75, 95% CI: 0.19, 1.31). Amount of fat intake, but not frequency of fast-food consumption, explained this association for 3.1%. Conclusions Participants living in low SES neighbourhoods with at least two fast-food outlets within 1 km of their residential address had a higher BMI than their peers with no fast-food outlets within 1 km. Among these participants, healthy food outlets did not buffer the potentially unhealthy impact of fast-food outlets. Amount of fat intake partly explained this association. This study highlights neighbourhood socio-economic inequalities regarding fast-food outlets and BMI.
机构:
Univ Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, BelgiumUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Compernolle, Sofie
Oppert, Jean-Michel
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机构:
Univ Paris 13, Sorbonne Paris Cite, Ctr Rech Epidemiol & Biostat, EREN,INSERM,INRA,CNAM,CRNH IdF,U1153, Bobigny, France
Univ Paris 06, Hop La Pitie Salpetriere, AP HP, Serv Nutr,Inst Cardiometab & Nutr, F-75252 Paris 05, FranceUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Oppert, Jean-Michel
Mackenbach, Joreintje D.
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机构:
Vrije Univ Amsterdam, Med Ctr, EMGO Inst Hlth & Care Res, Dept Epidemiol & Biostat, Amsterdam, NetherlandsUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Mackenbach, Joreintje D.
Lakerveld, Jeroen
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Vrije Univ Amsterdam, Med Ctr, EMGO Inst Hlth & Care Res, Dept Epidemiol & Biostat, Amsterdam, NetherlandsUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Lakerveld, Jeroen
Charreire, Helene
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机构:
Univ Paris 13, Sorbonne Paris Cite, Ctr Rech Epidemiol & Biostat, EREN,INSERM,INRA,CNAM,CRNH IdF,U1153, Bobigny, France
Univ Paris 06, Hop La Pitie Salpetriere, AP HP, Serv Nutr,Inst Cardiometab & Nutr, F-75252 Paris 05, France
Paris Est Univ, UPEC, Lab Urba Urban Inst Paris, Creteil, FranceUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Charreire, Helene
Glonti, Ketevan
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London Sch Hyg & Trop Med, ECOHOST, London WC1, EnglandUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Glonti, Ketevan
Bardos, Helga
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机构:
Univ Debrecen, Fac Publ Hlth, Dept Prevent Med, Debrecen, HungaryUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Bardos, Helga
Rutter, Harry
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h-index: 0
机构:
London Sch Hyg & Trop Med, ECOHOST, London WC1, EnglandUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Rutter, Harry
De Cocker, Katrien
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机构:
Univ Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Res Fdn Flanders FWO, Brussels, BelgiumUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
De Cocker, Katrien
Cardon, Greet
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Univ Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, BelgiumUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
Cardon, Greet
De Bourdeaudhuij, Ilse
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h-index: 0
机构:
Univ Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, BelgiumUniv Ghent, Fac Med & Hlth Sci, Dept Movement & Sport Sci, B-9000 Ghent, Belgium
机构:
Fed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
de Almeida, Isadora Jardim
Garcez, Anderson
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机构:
Fed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
Univ Vale Rio dos Sinos, UNISINOS, Postgrad Program Collect Hlth, Sao Leopoldo, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
Garcez, Anderson
Backes, Vanessa
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h-index: 0
机构:
Univ Vale Rio dos Sinos, Dept Nutr, UNISINOS, Sao Leopoldo, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
Backes, Vanessa
de Lima Cunha, Caroline Marques
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h-index: 0
机构:
Univ Vale Rio dos Sinos, UNISINOS, Postgrad Program Collect Hlth, Sao Leopoldo, RS, Brazil
Univ Fed Rio Grande do Sul, UFRGS, Postgrad Program Food Nutr & Hlth, Porto Alegre, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
de Lima Cunha, Caroline Marques
Schuch, Ilaine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio Grande do Sul, UFRGS, Postgrad Program Food Nutr & Hlth, Porto Alegre, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil
Schuch, Ilaine
Canuto, Raquel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio Grande do Sul, UFRGS, Postgrad Program Food Nutr & Hlth, Porto Alegre, RS, BrazilFed Univ Hlth Sci Porto Alegre, UFCSPA, Postgrad Program Nutr Sci, Porto Alegre, RS, Brazil