Clustering of health behaviours in adult survivors of childhood cancer and the general population

C E Rebholz, C S Rueegg, G Michel, R A Ammann, N X von der Weid, C E Kuehni, B D Spycher, Swiss Paediatric Oncology Group (SPOG), R Angst, M Paulussen, T Kühne, A Hirt, K Leibundgut, A H Ozsahin, M Beck Popovic, Nobile Buetti, Pierluigi Brazzola, U Caflisch, J Greiner, H Hengartner, M Grotzer, F Niggli, C E Rebholz, C S Rueegg, G Michel, R A Ammann, N X von der Weid, C E Kuehni, B D Spycher, Swiss Paediatric Oncology Group (SPOG), R Angst, M Paulussen, T Kühne, A Hirt, K Leibundgut, A H Ozsahin, M Beck Popovic, Nobile Buetti, Pierluigi Brazzola, U Caflisch, J Greiner, H Hengartner, M Grotzer, F Niggli

Abstract

Background: Little is known about engagement in multiple health behaviours in childhood cancer survivors.

Methods: Using latent class analysis, we identified health behaviour patterns in 835 adult survivors of childhood cancer (age 20-35 years) and 1670 age- and sex-matched controls from the general population. Behaviour groups were determined from replies to questions on smoking, drinking, cannabis use, sporting activities, diet, sun protection and skin examination.

Results: The model identified four health behaviour patterns: 'risk-avoidance', with a generally healthy behaviour; 'moderate drinking', with higher levels of sporting activities, but moderate alcohol-consumption; 'risk-taking', engaging in several risk behaviours; and 'smoking', smoking but not drinking. Similar proportions of survivors and controls fell into the 'risk-avoiding' (42% vs 44%) and the 'risk-taking' cluster (14% vs 12%), but more survivors were in the 'moderate drinking' (39% vs 28%) and fewer in the 'smoking' cluster (5% vs 16%). Determinants of health behaviour clusters were gender, migration background, income and therapy.

Conclusion: A comparable proportion of childhood cancer survivors as in the general population engage in multiple health-compromising behaviours. Because of increased vulnerability of survivors, multiple risk behaviours should be addressed in targeted health interventions.

Conflict of interest statement

The authors declare no conflict of interest.

Figures

Figure 1
Figure 1
Illustration of behaviour groups identified by LCA as the number of classes was increased. The boxes in a given layer represent the behaviour groups identified in that model. Numbers of individuals and percentage of sample allocated to the group are reported next to the boxes.
Figure 2
Figure 2
Prevalence of health behaviours within the four health-behaviour patterns identified. The prevalence of the response categories of a given variable are connected with lines to better visualise differences between the behaviour patterns. , Cluster D1: risk-avaiding;, Cluster D2: moderate drinking;, Cluster D3: risk-taking;, Cluster D4: smoking. Abbreviations: v=vegetables; f=fruits.

References

    1. Annaheim B, Schmid H, Kuntsche E (2006) Sport und Bewegung von 11- bis 16 -jährigen Schülerinnen und Schülern in der Schweiz. Schweizerische Fachstelle für Alkohol- und andere Drogenprobleme: Lausanne
    1. Armstrong GT, Liu Q, Yasui Y, Neglia JP, Leisenring W, Robison LL, Mertens AC (2009) Late mortality among 5-year survivors of childhood cancer: a summary from the Childhood Cancer Survivor Study. J Clin Oncol 27(14): 2328–2338
    1. Bauld C, Toumbourou JW, Anderson V, Coffey C, Olsson CA (2005) Health-risk behaviours among adolescent survivors of childhood cancer. Pediatr Blood Cancer 45(5): 706–715
    1. Bundesamt für Statistik (2008) Schweizerische Gesundheitsbefragung 2007—Erste Ergebnisse. Bundesamt für Statistik: Neuchâtel
    1. Butterfield RM, Park ER, Puleo E, Mertens A, Gritz ER, Li FP, Emmons K (2004) Multiple risk behaviors among smokers in the childhood cancer survivors study cohort. Psychooncology 13(9): 619–629
    1. Carswell K, Chen Y, Nair RC, Shaw AK, Speechley KN, Barrera M, Maunsell E (2008) Smoking and binge drinking among Canadian survivors of childhood and adolescent cancers: a comparative, population-based study. Pediatr Blood Cancer 51(2): 280–287
    1. Centers for Disease Control and Prevention (2004) The Burden Of Chronic Diseases And Their Risk Factors: National And State Perspectives 2004. US Department of Health and Human Services: Atlanta
    1. Children’s Oncology Group (2008) Long-Term Follow-Up Guidelines for Survivors of Childhood, Adolescent, and Young Adult Cancers. (accessed 21 March 2010)
    1. Chiolero A, Wietlisbach V, Ruffieux C, Paccaud F, Cornuz J (2006) Clustering of risk behaviors with cigarette consumption: a population-based survey. Prev Med 42(5): 348–353
    1. Clarke SA, Eiser C (2007) Health behaviours in childhood cancer survivors: a systematic review. Eur J Cancer 43(9): 1373–1384
    1. Cox CL, Zhu L, Finnegan L, Steen BD, Hudson MM, Robison LL, Oeffinger KC (2011) Survivor profiles predict health behavior intent: the Childhood Cancer Survivor Study. Psychooncology 21(5): 469–478
    1. Demark-Wahnefried W, Aziz NM, Rowland JH, Pinto BM (2005a) Riding the crest of the teachable moment: promoting long-term health after the diagnosis of cancer. J Clin Oncol 23(24): 5814–5830
    1. Demark-Wahnefried W, Jones LW (2008) Promoting a healthy lifestyle among cancer survivors. Hematol Oncol Clin North Am 22(2): 319–342
    1. Demark-Wahnefried W, Werner C, Clipp EC, Guill AB, Bonner M, Jones LW, Rosoff PM (2005b) Survivors of childhood cancer and their guardians. Cancer 103(10): 2171–2180
    1. Emmons K, Li FP, Whitton J, Mertens AC, Hutchinson R, Diller L, Robison LL for the Childhood Cancer Survivor Study (2002) Predictors of smoking initiation and cessation among childhood cancer survivors: a report from the childhood cancer survivor study. J Clin Oncol 20(6): 1608–1616
    1. Frobisher C, Lancashire ER, Reulen RC, Winter DL, Stevens MC, Hawkins MM (2010) Extent of alcohol consumption among adult survivors of childhood cancer: the British childhood cancer survivor study. Cancer Epidemiol Biomarkers Prev 19(5): 1174–1184
    1. Frobisher C, Winter DL, Lancashire ER, Reulen RC, Taylor AJ, Eiser C, Stevens MC, Hawkins MM (2008) Extent of smoking and age at initiation of smoking among adult survivors of childhood cancer in Britain. J Natl Cancer Inst 100(15): 1068–1081
    1. Gritz ER, Demark-Wahnefried W (2009) Health behaviors influence cancer survival. J Clin Oncol 27(12): 1930–1932
    1. Hawkins MM, Lancashire ER, Winter DL, Frobisher C, Reulen RC, Taylor AJ, Stevens MC, Jenney M (2008) The British childhood cancer survivor study: objectives, methods, population structure, response rates and initial descriptive information. Pediatr Blood Cancer 50: 1018–1025
    1. Hewitt M, Greenfield S, Stovall EL (2005) From Cancer Patient To Cancer Survivors: Lost In Transition. National Academies Press: Washington, DC
    1. Hewitt M, Weiner SL, Simone JV, National Research Council (2003) Childhood Cancer Survivorship. Improving Care And Quality Of Life. National Cancer Policy Board: Washington, DC
    1. Horner MJ, Ries LAG, Krapcho M, Neyman N, Aminou R, Howlader N, Altekruse SF, Feuer EJ, Huang L, Mariotto A, Miller BA, Lewis DR, Eisner MP, Stinchcomb DG, Edwards BK (2009) Seer Cancer Statistics Review 1975–2006. National Cancer Institute: Bethesda, MD, USA
    1. Huh J, Riggs NR, Spruijt-Metz D, Chou CP, Huang Z, Pentz M (2011) Identifying patterns of eating and physical activity in children: a latent class analysis of obesity risk. Obesity (Silver Spring) 19(3): 652–658
    1. Karvonen S, Abel T, Calmonte R, Rimpela A (2000) Patterns of health-related behaviour and their cross-cultural validity—a comparative study on two populations of young people. Soz Praventivmed 45(1): 35–45
    1. Khaw KT, Wareham N, Bingham S, Welch A, Luben R, Day N (2008) Combined impact of health behaviours and mortality in men and women: the EPIC-Norfolk prospective population study. PLoS Med 5(1): 0039–0047
    1. Kuehni CE, Rueegg CS, Michel G, Rebholz CE, Strippoli MP, Niggli FK, Egger M, von der Weid NX (2011) Cohort profile: The Swiss childhood cancer survivor study. Int J Epidemiol doi:10.1093/ije/dyr142
    1. Larcombe I, Mott M, Hunt L (2002) Lifestyle behaviours of young adult survivors of childhood cancer. Br J Cancer 87(11): 1204–1209
    1. Lazarsfeld PF, Henry NW (1968) Latent Structure Analysis. Houghton Mifflin: Boston
    1. Lown EA, Goldsby R, Mertens AC, Greenfield T, Bond J, Whitton J, Korcha R, Robison LL, Zeltzer LK (2008) Alcohol consumption patterns and risk factors among childhood cancer survivors compared to siblings and general population peers. Addiction 103(7): 1139–1148
    1. McLachlan G, Peel D (2000) Finite Mixture Models. John Wiley & Sons: New York
    1. Meadows AT, Friedman DL, Neglia JP, Mertens AC, Donaldson SS, Stovall M, Hammond S, Yasui Y, Inskip PD (2009) Second neoplasms in survivors of childhood cancer: findings from the Childhood Cancer Survivor Study cohort. J Clin Oncol 27(14): 2356–2362
    1. Michel G, von der Weid NX, Zwahlen M, Adam M, Rebholz CE, Kuehni CE (2007) The Swiss childhood cancer registry: rationale, organisation and results for the years 2001–2005. Swiss Med Wkly 137(35-36): 502–509
    1. Mokdad AH, Marks JS, Stroup DF, Gerberding JL (2005) Correction: actual causes of death in the United States, 2000. J Am Med Assoc 293(3): 293–294
    1. Mulhern RK, Tyc VL, Phipps S, Crom D, Barclay D, Greenwald C, Hudson M, Thompson EI (1995) Health-related behaviors of survivors of childhood cancer. Med Pediatr Oncol 25(3): 159–165
    1. O'Malley PM, Johnston LD (2002) Epidemiology of alcohol and other drug use among American college students. J Stud Alcohol Suppl 14: 23–39
    1. Oeffinger KC, Mertens AC, Sklar CA, Kawashima T, Hudson MM, Meadows AT, Friedman DL, Marina N, Hobbie W, Kadan-Lottick NS, Schwartz CL, Leisenring W, Robison LL (2006) Chronic health conditions in adult survivors of childhood cancer. N Engl J Med 355(15): 1572–1582
    1. Poortinga W (2007) The prevalence and clustering of four major lifestyle risk factors in an English adult population. Prev Med 44(2): 124–128
    1. Prochaska JO (2008) Multiple health behavior research represents the future of preventive medicine. Prev Med 46(3): 281–285
    1. Rebholz CE, Kuehni CE, Strippoli MP, Rueegg CS, Michel G, Hengartner H, Bergstraesser E, von der Weid NX (2012) Alcohol consumption and binge drinking in young adult childhood cancer survivors. Pediatr Blood Cancer 58(2): 256–264
    1. Reulen RC, Winter DL, Frobisher C, Lancashire ER, Stiller CA, Jenney ME, Skinner R, Stevens MC, Hawkins MM (2010) Long-term cause-specific mortality among survivors of childhood cancer. JAMA 304(2): 172–179
    1. Robison LL, Mertens AC, Boice JD, Breslow NE, Donaldson SS, Green DM, Li FP, Meadows AT, Mulvihill JJ, Neglia JP, Nesbit ME, Packer RJ, Potter JD, Sklar CA, Smith MA, Stovall M, Strong LC, Yasui Y, Zeltzer LK (2002) Study design and cohort characteristics of the childhood cancer survivor study: a multi-institutional collaborative project. Med Pediatr Oncol 38(4): 229–239
    1. San Juan AF, Wolin K, Lucia A (2011) Physical activity and pediatric cancer survivorship. Recent Results Cancer Res 186: 319–347
    1. Schneider S, Huy C, Schuessler M, Diehl K, Schwarz S (2009) Optimising lifestyle interventions: identification of health behaviour patterns by cluster analysis in a German 50+ survey. Eur J Public Health 19(3): 271–277
    1. Scottish Intercollegiate Guidelines Network (SIGN) (2004) Long term follow-up of survivors of childhood cancer. A national clinical guideline. No. 76 Vol. (accessed 1 November 2010)
    1. Skrondal A, Rabe-Hesketh S (2008) Latent variable modelling. Stat Methods Med Res 17(1): 3–4
    1. Steliarova-Foucher E, Stiller C, Lacour B, Kaatsch P (2005) International classification of childhood cancer. 3rd Edn. Cancer 103(7): 1457–1467
    1. Sutfin EL, Reboussin BA, McCoy TP, Wolfson M (2009) Are college student smokers really a homogeneous group? a latent class analysis of college student smokers. Nicotine Tob Res 11(4): 444–454
    1. United Kingdom Children's Cancer Study Group (2005) Therapy based long-term follow-up. In A practice statementSkinner R, Wallace WH, Levitt GA (eds) 2nd Edition United Kingdom children’s cancer study group, Late effects group: UK
    1. von der Weid N, Beck D, Caflisch U, Feldges A, Wyss M, Wagner HP (1996) Standardized assessment of late effects in long-term survivors of childhood cancer in Switzerland. Int J Pediatr Hematol Oncol 3: 483–490
    1. White J, Flohr JA, Winter SS, Vener J, Feinauer LR, Ransdell LB (2005) Potential benefits of physical activity for children with acute lymphoblastic leukaemia. Pediatr Rehabil 8(1): 53–58
    1. Wicki M, Kuntsche E, Gmel G (2010) Drinking at European Universities? A review of students’ alcohol use. Addict Behav 35(11): 913–924
    1. Wynder EL, Higgins IT, Harris RE (1990) The wish bias. J Clin Epidemiol 43(6): 619–621
    1. Zebrack B (2008) Information and service needs for young adult cancer patients. Support Care Cancer 16(12): 1353–1360

Source: PubMed

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