Identifying built environmental patterns using cluster analysis and GIS: Relationships with walking, cycling and body mass index in French adults

International Journal of Behavioral Nutrition and Physical Activity

Volumn 9, Issue , 2012, Pages

  Charreire, Hélène ^a,b   Weber, Christiane ^c   Chaix, Basile ^d   Salze, Paul ^c   Casey, Romain ^e   Banos, Arnaud ^f   Badariotti, Dominique ^c   Kesse Guyot, Emmanuelle ^b   Hercberg, Serge ^b   Simon, Chantal ^e   Oppert, Jean Michel ^b,g  

^a UNIVERSITÉ PARIS EST CRÉTEIL   (France)

^b UNIVERSITÉ PARIS 13   (France)

^c UNIVERSITÉ DE STRASBOURG   (France)

^d INSERM   (France)

^e UNIVERSITÉ DE LYON   (France)

^f Associé à l'UMR 8504   (France)

^g PITIÉ SALPÊTRIÈRE HOSPITAL   (France)

Author keywords

Body Mass Index; Built environment; Cluster analysis; Cycling; Geographical Information Systems; Health enhancing physical activity; Urban form; Walking

Indexed keywords

ADULT; AGED; ARTICLE; BODY MASS; BODY WEIGHT; BUILT ENVIRONMENTAL PATTERN; CYCLING; DATA BASE; DEMOGRAPHY; ENVIRONMENTAL ASPECTS AND RELATED PHENOMENA; FEMALE; FRANCE; GEOGRAPHIC DISTRIBUTION; HUMAN; MALE; WALKING;

ADULT; AGED; BICYCLING; BODY MASS INDEX; BODY WEIGHT; CLUSTER ANALYSIS; CROSS-SECTIONAL STUDIES; ENVIRONMENT DESIGN; EUROPEAN CONTINENTAL ANCESTRY GROUP; FEMALE; FOLLOW-UP STUDIES; GEOGRAPHIC INFORMATION SYSTEMS; HEALTH BEHAVIOR; HEALTH KNOWLEDGE, ATTITUDES, PRACTICE; HUMANS; LOGISTIC MODELS; MALE; MIDDLE AGED; PARIS; QUESTIONNAIRES; RANDOMIZED CONTROLLED TRIALS AS TOPIC; RECREATION; RESIDENCE CHARACTERISTICS; SOCIOECONOMIC FACTORS; WALKING;

EID: 84861330505     PISSN: None     EISSN: 14795868     Source Type: Journal    
DOI: 10.1186/1479-5868-9-59     Document Type: Article

References (67)

1. Richard L, Gauvin L, Raine K. Ecological Models Revisited: Their Uses and Evolution in Health Promotion Over Two Decades. Annu Rev Public Health 2011, 32:307-326. 10.1146/annurev-publhealth-031210-101141, 21219155.
2. Sallis JF, Cervero RB, Ascher W, Henderson KA, Kraft MK, Kerr J. An ecological approach to creating active living communities. Annu Rev Public Health 2006, 27:297-322. 10.1146/annurev.publhealth.27.021405.102100, 16533119.
3. Giles-Corti B, Donovan RJ. The relative influence of individual, social and physical environment determinants of physical activity. Soc Sci Med 2002, 54:1793-1812. 10.1016/S0277-9536(01)00150-2, 12113436.
4. Brownson RC, Hoehner CM, Day K, Forsyth A, Sallis JF. Measuring the built environment for physical activity: state of the science. Am J Prev Med 2009, 36:S99-123 e112. 10.1016/j.amepre.2009.01.005, 2844244, 19285216.
5. Durand CP, Andalib M, Dunton GF, Wolch J, Pentz MA. A systematic review of built environment factors related to physical activity and obesity risk: implications for smart growth urban planning. Obes Rev 2011, 12:73-182.
6. Ball K, Timperio AF, Crawford DA. Understanding environmental influences on nutrition and physical activity behaviors: where should we look and what should we count?. Int J Behav Nutr Phys Act 2006, 3:33. 10.1186/1479-5868-3-33, 1592115, 16999874.
7. Bergeron P, Reyburn S. L'impact de l'environnement bâti sur l'activité physique, l'alimentation et le poids 2010, Institut national de santé publique du Québec, , Eds, 3428548, 22937512.
8. Lake A, Townsend T, Alvanides S. Obesogenic environments: complexities, perceptions and objective measures 2010, Wiley-Blackwell, Oxford.
9. Charreire H, Casey R, Salze P, Kesse-Guyot E, Simon C, Chaix B, Banos A, Badariotti D, Touvier M, Weber C, Oppert JM. Leisure-time physical activity and sedentary behavior clusters and their associations with overweight in middle-aged French adults. Int J Obes (Lond) 2010, 34:1293-1301.
10. Armstrong T, Bauman A, Davies J. Physical activity patterns of Australian adults. Results of the 1999 National Physical Activity Survey. In Book Physical activity patterns of Australian adults. Results of the 1999 National Physical Activity Survey 2000, Australian Institute of Health and Welfare, City: Canberra, Editor ed.^eds.).
11. DHHS Physical activity and health: a report of the Surgeon General. Book Physical activity and health: a report of the Surgeon General 1996, , City, Editor eds, DHHS.
12. Ogilvie D, Bull F, Powell J, Cooper AR, Brand C, Mutrie N, Preston J, Rutter H. An applied ecological framework for evaluating infrastructure to promote walking and cycling: the iConnect study. Am J Public Health 2011, 101:473-481. 10.2105/AJPH.2010.198002, 21233429.
13. Lindsay G, Macmillan A, Woodward A. Moving urban trips from cars to bicycles: impact on health and emissions. Aust N Z J Public Health 2011, 35:54-60. 10.1111/j.1753-6405.2010.00621.x, 21299701.
14. Owen N, Humpel N, Leslie E, Bauman A, Sallis JF. Understanding environmental influences on walking; Review and research agenda. Am J Prev Med 2004, 27:67-76. 10.1016/j.amepre.2004.03.006, 15212778.
15. Saelens B, Handy S. Built environment correlates of walking: a review. Med Sci Sports Exerc 2008, 40:S550-S566. 10.1249/MSS.0b013e31817c67a4, 2921187, 18562973.
16. Wendel-Vos GC, van Hooijdonk C, Uitenbroek D, Agyemang C, Lindeman EM, Droomers M. Environmental attributes related to walking and bicycling at the individual and contextual level. J Epidemiol Community Health 2008, 62:689-694. 10.1136/jech.2007.062869, 18621953.
17. Owen N, De Bourdeaudhuij I, Sugiyama T, Leslie E, Cerin E, Van Van Dyck D, Bauman A. Bicycle use for transport in an Australian and a Belgian city: associations with built-environment attributes. J Urban Health 2010, 87:189-198. 10.1007/s11524-009-9424-x, 2845830, 20174879.
18. Parker K, Gustat J, Rice J. Installation of bicycle lanes and increased ridership in an urban, mixed-income setting in New-Orleans, Louisiana. J Phys Act Health 2011, 8:S98-S102.
19. Pucher J, Dill J, Handy S. Infrastructure, programs, and policies to increase bicycling: an international review. Prev Med 2010, 50(Suppl 1):S106-S125.
20. Lachowycz K, Jones AP. Greenspace and obesity: a systematic review of the evidence. Obes Rev 2011, 12:e183-e189. 10.1111/j.1467-789X.2010.00827.x, 21348919.
21. Giles-Corti B, Broomhall MH, Knuiman M, Collins C, Douglas K, Ng K, Lange A, Donovan RJ. Increasing walking: how important is distance to, attractiveness, and size of public open space?. Am J Prev Med 2005, 28:169-176.
22. Coombes E, Jones AP, Hillsdon M. The relationship of physical activity and overweight to objectively measured green space accessibility and use. Soc Sci Med 2010, 70:816-822. 10.1016/j.socscimed.2009.11.020, 20060635.
23. McCormack GR, Rock M, Toohey AM, Hignell D. Characteristics of urban parks associated with park use and physical activity: a review of qualitative research. Health Place 2010, 16:712-726. 10.1016/j.healthplace.2010.03.003, 20356780.
24. Saelens BE, Sallis JF, Black JB, Chen D. Neighborhood-based differences in physical activity: an environment scale evaluation. Am J Public Health 2003, 93:1552-1558. 10.2105/AJPH.93.9.1552, 1448009, 12948979.
25. Riva M, Apparicio P, Gauvin L, Brodeur JM. Establishing the soundness of administrative spatial units for operationalising the active living potential of residential environments: an exemplar for designing optimal zones. Int J Heal Geogr 2008, 7:43.
26. Batty M. The Size, Scale, and Shape of Cities. Science 2008, 319:769-771. 10.1126/science.1151419, 18258906.
27. Arbury J. From urban sprawl to compact city: an analysis of urban growth management in Auckland 2005, MA Thesis. University of Auckland, Geography and Environmental Science, .
28. Bertaud A. Metropolis: A Measure of the Spatial Organization of 7 Large Cities 2001, , , http://alain-bertaud.com.
29. Van Dyck D, Cardon G, Deforche B, Sallis JF, Owen N, De Bourdeaudhuij I. Neighborhood SES and walkability are related to physical activity behavior in Belgian adults. Prev Med 2010, 50(Suppl 1):S74-S79.
30. De Bourdeaudhuij I, Sallis J, Saelens B. Environmental correlates of physical activity in a sample of Belgian adults. Am J Health Promot 2003, 18:83-92. 10.4278/0890-1171-18.1.83, 13677966.
31. Santos R, Silva P, Santos P, Ribeiro JC, Mota J. Physical activity and perceived environmental attributes in a sample of Portuguese adults: results from the Azorean Physical Activity and Health study. Prev Med 2008, 47:83-88. 10.1016/j.ypmed.2008.02.027, 18400284.
32. Legenne C. La desserte en espace vert : un outil de suivi de la trame verte d'agglomération 2009, , , http://www.iaurif.org.
33. Hansen W. How accessibility shapes land use. Journal of the American Institute of Planners 1959, 25:73-76.
34. Salze P, Banos A, Oppert J, Charreire H, Casey R, Simon C, Chaix B, Badariotti D, Weber C. Estimating spatial accessibility to facilities on the regional scale: an extended commuting-based interaction potential model. Journal: International Journal of Health Geographics 2011, 10:2. 10.1186/1476-072X-10-2, 3022635, 21219597.
35. Thornton LE, Pearce JR, Kavanagh AM. Using Geographic Information Systems (GIS) to assess the role of the built environment in influencing obesity: a glossary. Int J Behav Nutr Phys Act 2011, 8:71. 10.1186/1479-5868-8-71, 3141619, 21722367.
36. Escofié B, Pagés J. Analyses factorielles simples et multiples 3e ed 1998, Dunod, Paris.
37. Everitt B. Cluster analysis 1980, Heineman Educational Books, London.
38. Greenacre M. Theory and Applications of Correspondence Analysis 1984, Academic, London.
39. Lebart L, Piron M, Morineau A. Statistique exploratoire multidimensionnelle. Visualisation et inférence en fouilles de données 2006, , Paris, 4e ed.
40. Michels KB, Schulze MB. Can dietary patterns help us detect diet-disease associations?. Nutr Res Rev 2005, 18:241-248. 10.1079/NRR2005107, 19079908.
41. Pryer JA, Nichols R, Elliott P, Thakrar B, Brunner E, Marmot M. Dietary patterns among a national random sample of British adults. J Epidemiol Community Health 2001, 55:29-37. 10.1136/jech.55.1.29, 1731768, 11112948.
42. Hercberg S, Preziosi P, Briancon S, Galan P, Triol I, Malvy D, Roussel AM, Favier A. A primary prevention trial using nutritional doses of antioxidant vitamins and minerals in cardiovascular diseases and cancers in a general population: the SU.VI.MAX study-design, methods, and participant characteristics. SUpplementation en VItamines et Mineraux AntioXydants. Control Clin Trials 1998, 19:336-351. 10.1016/S0197-2456(98)00015-4, 9683310.
43. Hercberg S, Galan P, Preziosi P, Bertrais S, Mennen L, Malvy D, Roussel AM, Favier A, Briancon S. The SU.VI.MAX Study: a randomized, placebo-controlled trial of the health effects of antioxidant vitamins and minerals. Arch Intern Med 2004, 164:2335-2342. 10.1001/archinte.164.21.2335, 15557412.
44. Kesse-Guyot E, Peneau S, Ferry M, Jeandel C, Hercberg S, Galan P. Thirteen-year prospective study between fish consumption, long-chain n-3 fatty acids intakes and cognitive function. J Nutr Health Aging 2011, 15:115-120. 10.1007/s12603-011-0023-7, 21365164.
45. Vuillemin A, Oppert JM, Guillemin F, Essermeant L, Fontvieille AM, Galan P, Kriska AM, Hercberg S. Self-administered questionnaire compared with interview to assess past-year physical activity. Med Sci Sports Exerc 2000, 32:1119-1124. 10.1097/00005768-200006000-00013, 10862539.
46. Kriska AM, Knowler WC, LaPorte RE, Drash AL, Wing RR, Blair SN, Bennett PH, Kuller LH. Development of questionnaire to examine relationship of physical activity and diabetes in Pima Indians. Diabetes Care 1990, 13:401-411. 10.2337/diacare.13.4.401, 2318100.
47. Pereira MA, FitzerGerald SJ, Gregg EW, Joswiak ML, Ryan WJ, Suminski RR, Utter AC, Zmuda JM. A collection of Physical Activity Questionnaires for health-related research. Med Sci Sports Exerc 1997, 29:S1-S205.
48. Czernichow S, Bertrais S, Oppert JM, Galan P, Blacher J, Ducimetiere P, Hercberg S, Zureik M. Body composition and fat repartition in relation to structure and function of large arteries in middle-aged adults (the SU.VI.MAX study). Int J Obes (Lond) 2005, 29:826-832.
49. Bertrais S, Beyeme-Ondoua JP, Czernichow S, Galan P, Hercberg S, Oppert JM. Sedentary behaviors, physical activity, and metabolic syndrome in middle-aged French subjects. Obes Res 2005, 13:936-944. 10.1038/oby.2005.108, 15919848.
50. Cerin E, Saelens BE, Sallis JF, Frank LD. Neighborhood Environment Walkability Scale: validity and development of a short form. Med Sci Sports Exerc 2006, 38:1682-1691. 10.1249/01.mss.0000227639.83607.4d, 16960531.
51. Robertson-Wilson J, Giles-Corti B. Walkability, neighborhood design and obesity. Obesogenic environments: complexities, perceptions and objective measures 2010, Wiley-Blackwell Publishing, Oxford (UK), Lake A, Townshend TG, Alvanides S.
52. Leslie E, Coffee N, Frank L, Owen N, Bauman A, Hugo G. Walkability of local communities: using geographic information systems to objectively assess relevant environmental attributes. Health Place 2007, 13:111-122. 10.1016/j.healthplace.2005.11.001, 16387522.
53. Li Y-S, Chuang Y-C. Neighborhood effects on an individual' health using neighborhood measurements developed by factor analysis and cluster analysis. J Urban Health 2008, 86(1):5-18. 2629514, 18629650.
54. Berg H, Gregersen N, Laflamme L. Typical patterns in road-traffic accidents during driver training. An explorative Swedish national study. Accident Analysis & Prevention 2004, 36:603-608.
55. Kaczynski AT, Potwarka LR, Saelens BE. Association of park size, distance, and features with physical activity in neighborhood parks. Am J Public Health 2008, 98:1451-1456. 10.2105/AJPH.2007.129064, 2446450, 18556600.
56. Maroko A, Maantay J, Sohler N, Grady K, Arno P. The complexities of measuring access to parks and physical activity sites in New York City: a quantitative and qualitative approach. Int J Health Geogr 2009, 8:34. 10.1186/1476-072X-8-34, 2708147, 19545430.
57. Foster CE, Panter JR, Wareham NJ. Assessing the impact of road traffic on cycling for leisure and cycling to work. Int J Behav Nutr Phys Act 2011, 8:61. 10.1186/1479-5868-8-61, 3127970, 21663654.
58. Butland B, Jebb S, Kopelman P, McPherson K, Thomas S, Mardell J, Parry V. Foresight. Tackling obesities: future choices. Project report 2007, , , http://www.bis.gov.uk/foresight.
59. Van Cauwenberg J, De Bourdeaudhuij I, De Meester F, Van Dyck D, Salmon J, Clarys P, Deforche B. Relationship between the physical environment and physical activity in older adults: a systematic review. Health Place 2011, 17(2):458-69. 10.1016/j.healthplace.2010.11.010, 21257333.
60. Boone-Heinonen J, Gordon-Larsen P, Guilkey DK, Jacobs DR, Popkin BM. Environment and Physical Activity Dynamics: The Role of Residential Self-selection. Psychol Sport Exerc 2011, 12:54-60. 10.1016/j.psychsport.2009.09.003, 3079234, 21516236.
61. McCormack GR, Shiell A. In search of causality: a systematic review of the relationship between the built environment and physical activity among adults. Int J Behav Nutr Phys Act 2011, 8:125. 10.1186/1479-5868-8-125, 3306205, 22077952.
62. Shephard RJ. Limits to the measurement of habitual physical activity by questionnaires. Br J Sports Med 2003, 37:197-206. discussion 206, 10.1136/bjsm.37.3.197, 1724653, 12782543.
63. Sallis JF, Saelens BE. Assessment of physical activity by self-report: status, limitations, and future directions. Res Q Exerc Sport 2000, 71:S1-S14.
64. Wendel-Vos W, Droomers M, Kremers S, Brug J, van Lenthe F. Potential environmental determinants of physical activity in adults: a systematic review. Obes Rev 2007, 8:425-440. 10.1111/j.1467-789X.2007.00370.x, 17716300.
65. Macintyre S, Macdonald L, Ellaway A. Do poorer people have poorer access to local resources and facilities? The distribution of local resources by area deprivation in Glasgow, Scotland. Soc Sci Med 2008, 67:900-914. 10.1016/j.socscimed.2008.05.029, 2570170, 18599170.
66. Openshaw S. The modifiable areal unit problem 1984, Geo Books, Norwich, UK.
67. Beaglehole R, Bonita R, Horton R, Adams C, Alleyne G, Asaria P, Baugh V, Bekedam H, Billo N, Casswell S, et al. Priority actions for the non-communicable disease crisis. Lancet 2011, 377:1438-1447. 10.1016/S0140-6736(11)60393-0, 21474174.