The influence of geographic life environments on cardiometabolic risk factors: a systematic review, a methodological assessment and a research agenda

Recent environmental changes play a role in the dramatic increase in the prevalence of cardiometabolic risk factors (CMRFs) such as obesity, hypertension, type 2 diabetes, dyslipidemias and the metabolic syndrome in industrialized countries. Therefore, identifying environmental characteristics that are associated with risk factors is critical to develop more effective public health interventions. We conducted a systematic review of the literature investigating relationships between characteristics of geographic life environments and CMRFs (131 articles). Most studies were published after 2006, relied on cross‐sectional designs, and examined whether sociodemographic and physical environmental characteristics, and more recently service environment characteristics, were associated with obesity or, to a lesser extent, hypertension. Only 14 longitudinal studies were retrieved; diabetes, dyslipidemias and the metabolic syndrome were rarely analysed; and aspects of social interactions in the neighbourhood were critically underinvestigated. Environmental characteristics that were consistently associated with either obesity or hypertension include low area socioeconomic position; low urbanization degree; low street intersection, service availability and residential density; high noise pollution; low accessibility to supermarkets and high density of convenience stores; and low social cohesion. Intermediate mechanisms between environmental characteristics and CMRFs have received little attention. We propose a research agenda based on the assessment of underinvestigated areas of research and methodological limitations of current literature.

[1]  Kathryn M Neckerman,et al.  Effect of individual or neighborhood disadvantage on the association between neighborhood walkability and body mass index. , 2009, American journal of public health.

[2]  I. Janssen,et al.  Rural Canadian adolescents are more likely to be obese compared with urban adolescents. , 2008, International journal of pediatric obesity : IJPO : an official journal of the International Association for the Study of Obesity.

[3]  R. Sturm,et al.  Body mass index in elementary school children, metropolitan area food prices and food outlet density. , 2005, Public health.

[4]  J. Sundquist,et al.  Neighborhood deprivation and cardiovascular disease risk factors: Protective and harmful effects , 2006, Scandinavian journal of public health.

[5]  Matthew A. Turner,et al.  In Economics and Social Sciences Working Papers Series Fat City: Questioning the Relationship between Urban Sprawl and Obesity Fat City: Questioning the Relationship between Urban Sprawl and Obesity , 2022 .

[6]  B. Chaix,et al.  Neighbourhoods in eco-epidemiologic research: delimiting personal exposure areas. A response to Riva, Gauvin, Apparicio and Brodeur. , 2009, Social science & medicine.

[7]  B. Chaix,et al.  Neighborhood-level confounding in epidemiologic studies: unavoidable challenges, uncertain solutions. , 2010, Epidemiology.

[8]  A. D. Diez Roux,et al.  Neighborhood resources for physical activity and healthy foods and incidence of type 2 diabetes mellitus: the Multi-Ethnic study of Atherosclerosis. , 2009, Archives of internal medicine.

[9]  H Ising,et al.  Traffic noise and cardiovascular risk. The Caerphilly study, first phase. Outdoor noise levels and risk factors. , 1988, Archives of environmental health.

[10]  J. Sallis,et al.  Food outlet visits, physical activity and body weight: variations by gender and race–ethnicity , 2008, British Journal of Sports Medicine.

[11]  I. Grafova,et al.  Overweight children: assessing the contribution of the built environment. , 2008, Preventive medicine.

[12]  F. Rasmussen,et al.  Place of Residence and Obesity in 1,578,694 Young Swedish Men Between 1969 and 2005 , 2008, Obesity.

[13]  P. Harmer,et al.  Built environment and 1-year change in weight and waist circumference in middle-aged and older adults: Portland Neighborhood Environment and Health Study. , 2008, American journal of epidemiology.

[14]  B. Saelens,et al.  Stepping towards causation: do built environments or neighborhood and travel preferences explain physical activity, driving, and obesity? , 2007, Social science & medicine.

[15]  Steve Wing,et al.  Supermarkets, other food stores, and obesity: the atherosclerosis risk in communities study. , 2006, American journal of preventive medicine.

[16]  Reid Ewing,et al.  Relationship between urban sprawl and weight of United States youth. , 2006, American journal of preventive medicine.

[17]  T. Raghunathan,et al.  Association of insulin resistance with distance to wealthy areas: the multi-ethnic study of atherosclerosis. , 2006, American journal of epidemiology.

[18]  Martin A. Andresen,et al.  Obesity relationships with community design, physical activity, and time spent in cars. , 2004, American journal of preventive medicine.

[19]  J. Elder,et al.  Individual and area-based indicators of acculturation and the metabolic syndrome among low-income Mexican American women living in a border region. , 2008, American journal of public health.

[20]  Fuzhong Li,et al.  Built environment and changes in blood pressure in middle aged and older adults. , 2009, Preventive medicine.

[21]  D. Cohen,et al.  Regional differences in walking frequency and BMI: what role does the built environment play for Blacks and Whites? , 2009, Health & place.

[22]  S V Subramanian,et al.  US state- and county-level social capital in relation to obesity and physical inactivity: a multilevel, multivariable analysis. , 2006, Social science & medicine.

[23]  Gösta Bluhm,et al.  Aircraft Noise and Incidence of Hypertension , 2007, Epidemiology.

[24]  B. Giles-Corti,et al.  Environmental and Lifestyle Factors Associated with Overweight and Obesity in Perth, Australia , 2003, American journal of health promotion : AJHP.

[25]  Aimee Bower,et al.  Collective efficacy and obesity: the potential influence of social factors on health. , 2006, Social science & medicine.

[26]  William Pickett,et al.  Influence of individual- and area-level measures of socioeconomic status on obesity, unhealthy eating, and physical inactivity in Canadian adolescents. , 2006, The American journal of clinical nutrition.

[27]  M. Kogan,et al.  A Multilevel Analysis of State and Regional Disparities in Childhood and Adolescent Obesity in the United States , 2008, Journal of Community Health.

[28]  Jeffrey S. Wilson,et al.  Neighborhood greenness and 2-year changes in body mass index of children and youth. , 2008, American journal of preventive medicine.

[29]  K. Stronks,et al.  Ethnic differences in the effect of environmental stressors on blood pressure and hypertension in the Netherlands , 2007, BMC public health.

[30]  Vicki A Freedman,et al.  Neighborhoods and obesity in later life. , 2008, American journal of public health.

[31]  Penny Gordon-Larsen,et al.  Built and social environments associations with adolescent overweight and activity. , 2006, American journal of preventive medicine.

[32]  Nicoleta Cutumisu,et al.  Relation between local food environments and obesity among adults , 2009, BMC public health.

[33]  Mark J van der Laan,et al.  Estimation of Direct Causal Effects , 2006, Epidemiology.

[34]  J. Harrell,et al.  Cardiovascular disease risk factors and obesity of rural and urban elementary school children. , 1999, The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association.

[35]  Amanda Williams,et al.  Breakfast consumption in adolescence and young adulthood: parental presence, community context, and obesity. , 2009, Journal of the American Dietetic Association.

[36]  S. Asch,et al.  You are where you shop: grocery store locations, weight, and neighborhoods. , 2006, American journal of preventive medicine.

[37]  Elena M Andresen,et al.  The effect of adverse housing and neighborhood conditions on the development of diabetes mellitus among middle-aged African Americans. , 2007, American journal of epidemiology.

[38]  T. Koepsell,et al.  Association of the built environment with physical activity and obesity in older persons. , 2007, American journal of public health.

[39]  A. D. Diez Roux,et al.  Neighborhood characteristics and components of the insulin resistance syndrome in young adults: the coronary artery risk development in young adults (CARDIA) study. , 2002, Diabetes care.

[40]  S. Ebrahim,et al.  Life‐course socio‐economic position, area deprivation and Type 2 diabetes: findings from the British Women's Heart and Health Study , 2008, Diabetic medicine : a journal of the British Diabetic Association.

[41]  S. Moebus,et al.  Neighbourhood socioeconomic status and cardiovascular risk factors: a multilevel analysis of nine cities in the Czech Republic and Germany , 2007, BMC public health.

[42]  E. Finkelstein,et al.  Environment, obesity, and cardiovascular disease risk in low-income women. , 2006, American journal of preventive medicine.

[43]  J Björk,et al.  Recreational values of the natural environment in relation to neighbourhood satisfaction, physical activity, obesity and wellbeing , 2008, Journal of Epidemiology & Community Health.

[44]  G. Lin,et al.  Climate Amenity and BMI , 2007, Obesity.

[45]  J. Godbold,et al.  Childhood obesity and neighborhood food-store availability in an inner-city community. , 2009, Academic pediatrics.

[46]  Shannon N Zenk,et al.  Inter-rater and test-retest reliability: methods and results for the neighborhood observational checklist. , 2007, Health & place.

[47]  P. Santana,et al.  The link between local environment and obesity: a multilevel analysis in the Lisbon Metropolitan Area, Portugal. , 2009, Social science & medicine.

[48]  Basile Chaix,et al.  A brief conceptual tutorial of multilevel analysis in social epidemiology: linking the statistical concept of clustering to the idea of contextual phenomenon , 2005, Journal of Epidemiology and Community Health.

[49]  Fuzhong Li,et al.  Obesity and the Built Environment: Does the Density of Neighborhood Fast-Food Outlets Matter? , 2009, American journal of health promotion : AJHP.

[50]  Hanyu Ni,et al.  Neighborhood Characteristics and Hypertension , 2008, Epidemiology.

[51]  D. Arveiler,et al.  Residential environment and blood pressure in the PRIME Study: is the association mediated by body mass index and waist circumference? , 2008, Journal of hypertension.

[52]  R C Brownson,et al.  Perceived and observed neighborhood indicators of obesity among urban adults , 2007, International Journal of Obesity.

[53]  S V Subramanian,et al.  Comparison of a spatial perspective with the multilevel analytical approach in neighborhood studies: the case of mental and behavioral disorders due to psychoactive substance use in Malmo, Sweden, 2001. , 2005, American journal of epidemiology.

[54]  Anne Ellaway,et al.  Graffiti, greenery, and obesity in adults: secondary analysis of European cross sectional survey , 2005, BMJ : British Medical Journal.

[55]  R. Whitaker,et al.  Neighborhood playgrounds, fast food restaurants, and crime: relationships to overweight in low-income preschool children. , 2004, Preventive medicine.

[56]  J. Gallacher,et al.  Traffic noise and cardiovascular risk: the Speedwell study, first phase. Outdoor noise levels and risk factors. , 1993, Archives of environmental health.

[57]  L. Johnston,et al.  Access to fast food and food prices: relationship with fruit and vegetable consumption and overweight among adolescents. , 2007, Advances in health economics and health services research.

[58]  A. Plantinga,et al.  The Association between Urban Sprawl and Obesity: Is it a Two-Way Street? , 2007 .

[59]  L. Oliver,et al.  Effects of neighbourhood income on reported body mass index: an eight year longitudinal study of Canadian children , 2008, BMC public health.

[60]  Hans-Werner Hense,et al.  Effects of road traffic noise on prevalence of hypertension in men: Results of the Luebeck Blood Pressure Study , 2005, Sozial- und Präventivmedizin.

[61]  A. D. Diez Roux,et al.  Cross-sectional and longitudinal associations of BMI with socioeconomic characteristics. , 2005, Obesity research.

[62]  Basile Chaix,et al.  Geographic life environments and coronary heart disease: a literature review, theoretical contributions, methodological updates, and a research agenda. , 2009, Annual review of public health.

[63]  Rachel A. Millstein,et al.  Food availability, neighborhood socioeconomic status, and dietary patterns among blacks with type 2 diabetes mellitus. , 2009, Medscape journal of medicine.

[64]  Bruce G. Link,et al.  A multilevel analysis of income inequality and cardiovascular disease risk factors. , 2000, Social science & medicine.

[65]  A. D. Diez Roux,et al.  Neighborhood Resources for Physical Activity and Healthy Foods and Their Association With Insulin Resistance , 2008, Epidemiology.

[66]  I. Janssen,et al.  Association between the food retail environment surrounding schools and overweight in Canadian youth , 2009, Public Health Nutrition.

[67]  Jenna H. Tilt,et al.  Using Objective and Subjective Measures of Neighborhood Greenness and Accessible Destinations for Understanding Walking Trips and BMI in Seattle, Washington , 2007, American journal of health promotion : AJHP.

[68]  J. Palmer,et al.  Relation between neighborhood median housing value and hypertension risk among black women in the United States. , 2007, American journal of public health.

[69]  J. Sowers,et al.  Hypertension and insulin resistance. , 2009, Hypertension.

[70]  A. Sharma,et al.  Obesity, hypertension and insulin resistance , 2005, Acta Diabetologica.

[71]  Lance Freeman,et al.  Neighborhood Food Environment and Walkability Predict Obesity in New York City , 2008, Environmental health perspectives.

[72]  Fuzhong Li,et al.  Built environment, adiposity, and physical activity in adults aged 50-75. , 2008, American journal of preventive medicine.