A scoping review of statistical approaches to the analysis of multiple health-related behaviours

Preventive Medicine

Volumn 56, Issue 6, 2013, Pages 365-371

  McAloney, Kareena ^a   Graham, Hilary ^a   Law, Catherine ^b   Platt, Lucinda ^c  

^a UNIVERSITY OF YORK   (United Kingdom)

^b UNIVERSITY COLLEGE LONDON   (United Kingdom)

^c UNIVERSITY OF LONDON   (United Kingdom)

Author keywords

Cluster analysis; Clustering; Co occurrence; Health behaviours; Latent class analysis

Indexed keywords

CLUSTER ANALYSIS; EVOLUTION; HEALTH BEHAVIOR; HIGH RISK BEHAVIOR; HUMAN; PREVALENCE; PRIORITY JOURNAL; REVIEW;

ADOLESCENT; ADULT; AGED; AGED, 80 AND OVER; CHILD; CHRONIC DISEASE; COMORBIDITY; FEMALE; HUMANS; LIFE STYLE; MALE; MIDDLE AGED; PREVALENCE; RISK ASSESSMENT; RISK FACTORS; YOUNG ADULT;

EID: 84877631196     PISSN: 00917435     EISSN: 10960260     Source Type: Journal    
DOI: 10.1016/j.ypmed.2013.03.002     Document Type: Review

References (68)

1. Abel T. Measuring health lifestyles in a comparative analysis: theoretical issues and empirical findings. Soc. Sci. Med. 1991, 32:899-908.
2. Ahmed S.M., Hadi A., Razzaque A., et al. Clustering of chronic non-communicable disease risk factors among selected Asian populations: levels and determinants. Glob. Health Action 2009, (Supplement 1):68-75.
3. Alamian A., Paradis G. Clustering of chronic disease behavioral risk factors in Canadian children and adolescents. Prev. Med. 2009, 48:493-499.
4. Arksey H., O'Malley L. Scoping studies: towards a methodological framework. Int. J. Soc. Res. Methodol. 2005, 8:19-32.
5. Asparouhov T., Muthén B. Axillary variables in mixture modeling: a 3-step approach using Mplus. Mplus Web Notes No. 15 2013, (Available at http://www.statmodel.com/examples/webnotes/AuxMixture_submitted_corrected_webnote Online 7th February 2013, Accessed 17th February 2013).
6. Baruth M., Addy C.L., Wilcox S., Dowda M. Clustering of risk behaviours among African American adults. Health Educ. J. 2011, 71:565-575.
7. Bodenmann P., Cornuz J., Vaucher P., Ghali W., Doeppen J.B., Favrat B. A health behaviour cross-sectional study of immigrants and non-immigrants in a Swiss urban general practice setting. J. Immigr. Minor. Health 2010, 12:24-32.
8. Burke V., Zhao Y., Lee A.H., et al. Health-related behaviours as predictors of mortality and morbidity in Australian Aborigines. Prev. Med. 2007, 44:135-142.
9. Burton A.M., Peterson S.K., Marani S.K., et al. Health and lifestyle behaviors among persons at risk of Lynch syndrome. Cancer Causes Control 2010, 21:513-521.
10. Cameron A.J., Crawford D.A., Salmon J., et al. Clustering of obesity-related risk behaviors in children and their mothers. Ann. Epidemiol. 2011, 21:95-102.
11. Chiolero A., Wietlisbach V., Ruffieux C., Paccaud F., Cornuz J. Clustering of risk behaviors with cigarette consumption: a population-based survey. Prev. Med. 2006, 42:348-353.
12. Chiuve S.F., Fung T.T., Rexrode K.M., et al. Adherence to a low-risk, healthy lifestyle and risk of sudden cardiac death among women. JAMA 2011, 306:62-69.
13. Chou K.L. The prevalence and clustering of four major lifestyle risk factors in Hong Kong Chinese older adults. J. Aging Health 2008, 20:788-803.
14. Chow C.K., Jolly S., Rao-Melacini P., Fox K.A.A., Anand S.S., Yusuf S. Associations of diet, exercise and smoking modification with risk of early cardiovascular events after acute coronary syndromes. Circulation 2010, 121:750-758.
15. Conry M.C., Morgan K., Curry P., et al. The clustering of health behaviours in Ireland and their relationship with mental health, self-rated health and quality of life. BMC Publ. Health 2011, 11:692-702.
16. Coups E.J., Gaba A., Orleans T. Physician screening for multiple behavioural health risk factors. Am. J. Prev. Med. 2004, 27:34-41.
17. Davis K., Drey N., Gould D. What are scoping studies? A review of the nursing literature. Int. J. Nurs. Stud. 2009, 46:1386-1400.
18. de Vries H., van't Riet J., Spigt M., et al. Clusters of lifestyle behaviors: results from the Dutch SMILE study. Prev. Med. 2008, 46:203-208.
19. Department of Health A Smokefree Future: a Comprehensive Tobacco Control Strategy for England 2010, Department of Health.
20. Dodd L.J., Al-Nakeeb Y., Nevill A., Forshaw M.J. Lifestyle risk factors of students: a cluster analytical approach. Prev. Med. 2010, 51:73-77.
21. Drieskens S., van Oyen H., Demarest S., van der Heyden J., Gisle L., Tafforeau J. Multiple risk behaviour: increasing the socio-economic gap over time?. Eur. J. Public Health 2009, 20:634-639.
22. Ebrahim S., Montaner D., Lawlor D.A. Clustering of risk factors and social class in childhood and adulthood in British women's heart and health study: cross sectional analysis. BMJ 2004, 328.
23. Ebrahim S., Taylor F., Ward K., Beswick A., Burke M., Davey Smith G. Multiple risk factor interventions for primary prevention of coronary heart disease. Cochrane Database Syst. Rev. 2011, Issue 1. Art. No.: CD001561. http://dx.doi.org/10.1002/14651858.CD001561.pub3.
24. Fine L.J., Philogene S., Gramling R., Coups E.J., Sinha S. Prevalence of multiple chronic disease risk factors. 2001 National Health Interview Survey. Am. J. Prev. Med. 2004, 27:18-24.
25. Ford E.S., Li C., Zhao G., Pearson W.S., Tsai J., Greenlund K.J. Trends in low-risk lifestyle factors among adults in the United States: findings from the behavioral risk factor surveillance system 1996-2007. Prev. Med. 2010, 51:403-407.
26. Fuchs S.C., Beltrami Moreira L., Camey S.A., Beltrami Moreira M., Fuchs F.D. Clustering of risk factors for cardiovascular disease among women in Southern Brazil: a population-based study. Cad. Saúde Pública 2008, 24:s285-s295.
27. Funderbunk J.S., Maisto S.A., Sugarman D.E., Wade M. The covariation of multiple risk factors in primary care: a latent class approach. J. Behav. Med. 2008, 31:525-535.
28. Galan I., Rodriguez-Artalejo F., Diez-Ganan L., Tobias A., Zorrilla B., Gandarillas A. Clustering of behavioural risk factor and compliance with clinical preventive recommendations in Spain. Prev. Med. 2006, 42:343-347.
29. Grant M., Booth A. A typology of reviews: an analysis of 14 review types and associated methodologies. Health Inf. Libr. J. 2009, 26:91-108.
30. Hausdorf K., Eakin E., Whiteman D., Rogers C., Aitken J., Newman B. Prevalence and correlates of multiple cancer risk behaviors in an Australian population-based survey: results from the Queensland Cancer Risk Study. Cancer Causes Control 2008, 19:1339-1347.
31. Home Office The Government's Alcohol Strategy 2012, The Stationary Office Ltd., London.
32. Keller S., Maddock J.E., Hannover W., Thyrian J.R., Basler H.D. Multiple health risk behaviors in German first year university students. Prev. Med. 2008, 46:189-195.
33. Khaw K.T., Wareham N., Bingham S., Welch A., Luben R., Day N. Combined impact of health behaviours and mortality in men and women: the EPIC-Norfolk prospective population study. PLoS Med. 2008, 5(e12):40-49.
34. Kivimaki M., Lawlor D.A., Davey Smith G., et al. Socio-economic position, co-occurrence of behavior-related risk factors, and coronary heart disease: the Finnish Public Sector Study. Am. J. Public Health 2007, 97:874-879.
35. Kwasniewska M., Kaleta D., Dziankowska-Zaborszczyk E., Drygas W. Health behaviours, lifestyle patterns and sociodemographic deteminants of metabolic syndrome. Cent. Eur. J. Public Health 2009, 17:14-19.
36. Lakshman R., McConville A., How S., Flowers J., Wareham N., Cosford P. Association between area-level socioeconomic deprivation and a cluster of behavioural risk factors: cross-sectional, population-based study. J. Public Health 2010, 33:234-245.
37. Lawder R., Harding O., Stockton D., et al. Is the Scottish population living dangerously? Prevalence of multiple risk factors: the Scottish Health Survey 2003. BMC Publ. Health 2010, 10:330-343.
38. Levac D., Colquhoun H., O'Brien K.K. Scoping studies: advancing the methodology. Implement. Sci. 2010, 5:69-78.
39. Li F.X., Robson P.J., Chen Y., Qiu Z., Siou G.L., Bryant H.E. Prevalence, trend, and sociodemographic association of five modifiable lifestyle risk factors for cancer in Alberta and Canada. Cancer Causes Control 2009, 20:395-407.
40. Lv J., Liu Q., Ren Y., et al. Socio-demographic association of multiple modifiable lifestyle risk factors and their clustering in a representative urban population of adults: a cross-sectional study in Hangzhou, China. Int. J. Behav. Nutr. Phys. Act. 2011, 8:40-53.
41. Milligan G. Clustering validation: results and implications for applied analyses. Clustering and Classification 1996, 345-375. Singapore, World Scientific. P. Arabie, L. Hibert, G. Soete (Eds.).
42. Mistry R., McCarthy W.J., Yancey A., Lu Y., Patel M. Resilience and patterns of health risk behaviors in California adolescents. Prev. Med. 2009, 48:291.
43. N.H.S. Information Centre Health Survey for England 2010 Trend Tables 2011, Leeds: NHS.
44. Navarro Silvera S.A., Mayne S., Risch H.A., et al. Principle component analysis of dietary and lifestyle patterns in relation to risk of subtypes of esophageal and gastric cancer. Ann. Epidemiol. 2011, 21:543-550.
45. Ottevaera C., Huybrechts I., Benser J., et al. Clustering patterns of physical activity, sedentary and dietary behavior among European adolescents: the HELENA study. BMC Publ. Health 2011, 11:328-338.
46. Pearson N., Atkin A.J., Biddle S.J.H., Gorely T., Edwardson C. Patterns of adolescent physical activity and dietary behaviours. Int. J. Behav. Nutr. Phys. Act. 2009, 6:45-52.
47. Petticrew M., Roberts H. Systematic Reviews in the Social Sciences 2006, Blackwell Publishing, Oxford.
48. Plotnikoff R.C., Karunamuni N., Spence J.C., et al. Chronic disease-related lifestyle risk factors in a sample of Canadian adolescents. J. Adolesc. Health 2009, 44:606-609.
49. Poortinga W. The prevalence and clustering of four major lifestyle risk factors in an English adult population. Prev. Med. 2007, 44:124-128.
50. Prochaska J.J., Spring B., Nigg C.R. Multiple health behavior change research: an introduction and overview. Prev. Med. 2008, 46:181-188.
51. Prochaska J.J., Nigg C.R., Spring B., Velicer W.F., Prochaska J.O. The benefits and challenges of multiple health behavior change in research and in practice. Prev. Med. 2010, 50:26-29.
52. Pronk N.P., Anderson L.H., Crain A.L., et al. Meeting recommendations for multiple healthy lifestyle factors. Prevalence, clustering and predictors among adolescent, adult and senior health plan members. Am. J. Prev. Med. 2004, 27:25-33.
53. Reeves M.J., Rafferty A.P. Healthy lifestyle characteristics among adults in the United States, 2000. Arch. Intern. Med. 2005, 165:854-857.
54. Sabbe D., De Bourdeaudhuij I., Legeist E., Maes L. A cluster-analytic approach towards physical activity and eating habits among 10-year-old children. Health Educ. Res. 2008, 23:753-762.
55. Sabia S., Nabi H., Kivimaki M., Shipley M.J., Marmot M.G., Singh-Manoux A. Health behaviors from early to late midlife as predictors of cognitive function: the Whitehall II study. Am. J. Epidemiol. 2009, 170:428-437.
56. Sanchez A., Norman G.J., Sallis J.F., Calfas K.J., Cella J., Patrick K. Patterns and correlates of physical activity and nutrition behaviors in adolescents. Am. J. Prev. Med. 2007, 32:124-130.
57. Scarborough P., Bhatnagar P., Wickramasinghe K.K., Allender S., Foster C., Rayner M. The economic burden of ill health due to diet, physical inactivity, smoking, alcohol and obesity in the UK: an update to 2006-07 NHS costs. J. Public Health 2011, 33:527-535.
58. Schneider S., Huy C., Schuessler M., Diehl K., Scwarz S. Optimising lifestyle interventions: identification of health behaviours patterns by cluster analysis in a German 50+ survey. Eur. J. Public Health 2009, 19:271-277.
59. Schuit A.J., van Loon A.J.M., Tijhuis M., Ocke M.C. Clustering of lifestyle risk factors in a general adult population. Prev. Med. 2002, 35:219-224.
60. Shankar A., McMunn A., Steptoe A. Health related behaviors in older adults: relationships with socioeconomic status. Am. J. Prev. Med. 2010, 38:39-46.
61. Shi L., Morrison J.A., Wiecha J., Horton M., Hayman L.L. Health lifestyle factors associated with reduced cardiometabolic risk. Br. J. Nutr. 2011, 105:747-754.
62. Tobias M., Jackson G., Yeh L.C., Huan K. Do healthy and unhealthy behaviours cluster in New Zealand. Aust. N. Z. J. Public Health 2007, 31:155-163.
63. Tsai J., Ford E.S., Li C., Zhao G., Pearson W.S., Balluz L.S. Multiple healthy behaviors and optimal self-rated health: findings from the 2007 Behavioral Risk Factor Surveillance System Survey. Prev. Med. 2010, 51:268-274.
64. Vaananen A., Kouvonen A., Kivimaki M., et al. Workplace social capital and co-occurrence of lifestyle risk factors: the Finnish Public Sector Study. Occup. Environ. Med. 2009, 66:432-437.
65. van Nieuwenhuijzen M., Junger M., Velderman M.K., et al. Clustering of health-compromising behavior and delinquency in adolescents and adults in the Dutch population. Prev. Med. 2009, 48:572-578.
66. van Oort F.V.A., van Lenthe F.J., Mackenbach J.P. Cooccurrence of lifestyle risk factors and the explanation of education inequalities in mortality: results from the GLOBE study. Prev. Med. 2004, 39:1126-1134.
67. Verger P., Lions C., Ventelou B. Is depression associated with health risk-related behaviour clusters in adults?. Eur. J. Public Health 2009, 19:618-624.
68. WHO Global Burden of Disease Update 2008, WHO, Geneva.