Citation: Walid El Ansari, Khalid A Khalil, Derrick Ssewanyana, Christiane Stock. Behavioral risk factor clusters among university students at nine universities in Libya[J]. AIMS Public Health, 2018, 5(3): 296-311. doi: 10.3934/publichealth.2018.3.296
[1] | Rahim HFA, Sibai A, Khader Y, et al. (2014) Non-communicable diseases in the Arab world. Lancet 383: 356–367. doi: 10.1016/S0140-6736(13)62383-1 |
[2] | Spring B, Moller AC, Coons MJ (2012) Multiple health behaviours: Overview and implications. J Public Health 34: i3–i10. doi: 10.1093/pubmed/fdr111 |
[3] | Musaiger A, Al-Mannai M, Tayyem R, et al. (2012) Prevalence of overweight and obesity among adolescents in seven Arab countries: A cross-cultural study. J Obes 2012: 981390. |
[4] | Sachithananthan V, Buzgeia M, Awad F, et al. (2013) Nutritional status, dietary profile and selected lifestyle attributes of adolescents and early adults in Benghazi, Libya. J Food Nutr Disor d 3: 2. |
[5] | Salam A, Alshekteria A, Mohammed H, et al. (2012) Physical, mental, emotional and social health status of adolescents and youths in Benghazi, Libya. East Mediterr Health J 18: 586–598. doi: 10.26719/2012.18.6.586 |
[6] | Tsouros A, Dowding G, Thompson J, et al. (1998) Health promoting universities: Concept, experience and framework for action. Copenhagen: World Health Organization. |
[7] | Education Audiovisual and Culture Executive Agency (EACEA), Higher Education in Libya, 2012. Available from: http://eacea.ec.europa.eu/tempus/participating_countries/overview/libya_overview_of_hes_final.pdf (accessed 20 April 2018). |
[8] | Tamtam A, Gallagher F, Olabi AG, et al. (2011) Higher education in Libya, system under stress. Proc Soc Behav Sci 29: 742–751. doi: 10.1016/j.sbspro.2011.11.300 |
[9] | Ansari WE, Khalil K, Stock C (2014) Symptoms and health complaints and their association with perceived stressors among students at nine Libyan universities. Int J Environ Res Public Health 11: 12088–12107. doi: 10.3390/ijerph111212088 |
[10] | Conry MC, Morgan K, Curry P, et al. (2011) The clustering of health behaviours in Ireland and their relationship with mental health, self-rated health and quality of life. BMC Public Health 11: 692. doi: 10.1186/1471-2458-11-692 |
[11] | So ES, Park BM (2016) Health behaviors and academic performance among Korean adolescents. Asian Nurs Res 10: 123–127. doi: 10.1016/j.anr.2016.01.004 |
[12] | Tucker P, Gilliland J (2007) The effect of season and weather on physical activity: A systematic review. Public Health 121: 909–922. doi: 10.1016/j.puhe.2007.04.009 |
[13] | Molnar BE, Gortmaker SL, Bull FC, et al. (2004) Unsafe to play? Neighborhood disorder and lack of safety predict reduced physical activity among urban children and adolescents. Am J Health Promot 18: 378–386. |
[14] | Abbasi IN (2014) Socio-cultural barriers to attaining recommended levels of physical activity among females: A review of literature. Quest 66: 448–467. doi: 10.1080/00336297.2014.955118 |
[15] | Moodie R, Stuckler D, Monteiro C, et al. (2013) Profits and pandemics: Prevention of harmful effects of tobacco, alcohol, and ultra-processed food and drink industries. Lancet 381: 670–679. doi: 10.1016/S0140-6736(12)62089-3 |
[16] | El Ansari W, Khalil K, Crone D, et al. (2014) Physical activity and gender differences: Correlates of compliance with recommended levels of five forms of physical activity among students at nine universities in Libya. Cent Eur J Public Health 22: 98. doi: 10.21101/cejph.a4011 |
[17] | Baskin-Sommers A, Sommers I (2006) The co-occurrence of substance use and high-risk behaviors. J Adolesc Health 38: 609–611. doi: 10.1016/j.jadohealth.2005.07.010 |
[18] | Willoughby T, Chalmers H, Busseri MA (2004) Where is the syndrome? Examining co-occurrence among multiple problem behaviors in adolescence. J Consult Clin Psychol 72: 1022. |
[19] | Zweig JM, Lindberg LD, Mcginley KA (2001) Adolescent health risk profiles: The co-occurrence of health risks among females and males. J Youth Adolesc 30: 707–728. |
[20] | Schuit AJ, van Loon AJM, Tijhuis M, et al. (2002) Clustering of lifestyle risk factors in a general adult population. Prev Med 35: 219–224. |
[21] | Costa E, Dias CM, Oliveira L, et al. (2014) Clustering of behavioural risk factors in the Portuguese population: Data from National Health Interview Survey. J Behav Health 3: 205–211. doi: 10.5455/jbh.20141122100623 |
[22] | Huang DY, Lanza HI, Murphy DA, et al. (2012) Parallel development of risk behaviors in adolescence: Potential pathways to co-occurrence. Int J Behav Dev 36: 247–257. doi: 10.1177/0165025412442870 |
[23] | Hale D, Viner R (2012) Policy responses to multiple risk behaviours in adolescents. J Public Health 34: i11–i19. doi: 10.1093/pubmed/fdr112 |
[24] | Scott A, Knott M (1974) A cluster analysis method for grouping means in the analysis of variance. Biometrics 30: 507–512. doi: 10.2307/2529204 |
[25] | Kaufman L, Rousseeuw PJ (2009) Finding groups in data: An introduction to cluster analysis. New Jersey: John Wiley & Sons. |
[26] | Rapkin BD, Luke DA (1993) Cluster analysis in community research: Epistemology and practice. Am J Community Psychol 21: 247–277. doi: 10.1007/BF00941623 |
[27] | Lanza ST, Cooper BR (2016) Latent class analysis for developmental research. Child Dev Perspect 10: 59–64. doi: 10.1111/cdep.12163 |
[28] | El Ansari W, Stock C (2010) Is the health and wellbeing of university students associated with their academic performance? Cross sectional findings from the United Kingdom. Int J Environ Res Public Health 7: 509–527. |
[29] | El Ansari W, Stock C, Mills C (2013) Is alcohol consumption associated with poor academic achievement in university students? Int J Prev Med 1: 1175–1188. |
[30] | American College Health Association (2007) American College Health Association National College Health Assessment (ACHA-NCHA): Spring 2006 Reference Group Report (abridged). J Am Coll Health 55: 195. doi: 10.3200/JACH.55.4.195-206 |
[31] | Stock C, Kücük N, Miseviciene I, et al. (2002) Differences in health complaints between university students from three European countries. Eur J Public Health 12: 26–27. |
[32] | Haskell WL, Lee IM, Pate RR, et al. (2007) Physical activity and public health: Updated recommendation for adults from the American College of Sports Medicine and the American Heart Association. Circulation 116: 1081. doi: 10.1161/CIRCULATIONAHA.107.185649 |
[33] | Mikolajczyk RT, El Ansari W, Maxwell AE (2009) Food consumption frequency and perceived stress and depressive symptoms among students in three European countries. Nutr J 8: 31. doi: 10.1186/1475-2891-8-31 |
[34] | Hurrelmann K, Kolip P (1994) The Youth Health Survey. Public Relations Service, SFB 227, No 11. Bielefeld: University of Bielefeld. |
[35] | El Ansari W, Stock C, John J, et al. (2011) Health promoting behaviours and lifestyle characteristics of students at seven universities in the UK. Cent Eur J Public Health 19: 197–204. |
[36] | Stock C, Mikolajczyk R, Bloomfield K, et al. (2009) Alcohol consumption and attitudes towards banning alcohol sales on campus among European university students. Public Health 123: 122–129. doi: 10.1016/j.puhe.2008.12.009 |
[37] | Mchugh ML (2013) The chi-square test of independence. Biochem Med 23: 143–149. |
[38] | He FJ, Nowson CA, Macgregor GA (2006) Fruit and vegetable consumption and stroke: Meta-analysis of cohort studies. Lancet 367: 320–326. doi: 10.1016/S0140-6736(06)68069-0 |
[39] | World Health Organization, Global recommendations on physical activity for health, 2010. Available from: http://www.who.int/dietphysicalactivity/factsheet_recommendations/en/ (accesssed 9 January 2018). |
[40] | Murray CJ, Vos T, Lozano R, et al. (2012) Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990–2010: A systematic analysis for the Global Burden of Disease Study 2010. Lancet 380: 2197–2223. doi: 10.1016/S0140-6736(12)61689-4 |
[41] | Buck D, Frosini F (2012) Clustering of unhealthy behaviours over time: Implications for policy and practice. Available from: http://www.haringey.gov.uk/sites/haringeygovuk/files/clustering-of-unhealthy-behaviours-over-time-aug-2013.pdf (accessed 2 Febraury 2018). |
[42] | Ye YL, Wang PG, Qu GC, et al. (2016) Associations between multiple health risk behaviors and mental health among Chinese college students. Psychol Health Med 21: 377–385. doi: 10.1080/13548506.2015.1070955 |
[43] | Alzahrani SG, Watt RG, Sheiham A, et al. (2014) Patterns of clustering of six health-compromising behaviours in Saudi adolescents. BMC Public Health 14: 1215. doi: 10.1186/1471-2458-14-1215 |
[44] | Quintiliani L, Allen J, Marino M, et al. (2010) Multiple health behavior clusters among female college students. Patient Educ Couns 79: 134–137. doi: 10.1016/j.pec.2009.08.007 |
[45] | Dodd LJ, Al-Nakeeb Y, Nevill A, et al. (2010) Lifestyle risk factors of students: A cluster analytical approach. Prev Med 51: 73–77. doi: 10.1016/j.ypmed.2010.04.005 |
[46] | Lv J, Liu Q, Ren Y, et al. (2011) 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 8: 40. doi: 10.1186/1479-5868-8-40 |
[47] | Galan I, Rodriguez-Artalejo F, Tobias A, et al. (2005) Clustering of behavior-related risk factors and its association with subjective health. Gac Sanit 19: 370–378. |
[48] | Kritsotakis G, Psarrou M, Vassilaki M, et al. (2016) Gender differences in the prevalence and clustering of multiple health risk behaviours in young adults. J Adv Nurs 72: 2098–2113. doi: 10.1111/jan.12981 |
[49] | Haug S, Schaub MP, Gross CS, et al. (2013) Predictors of hazardous drinking, tobacco smoking and physical inactivity in vocational school students. BMC Public Health 13: 475. doi: 10.1186/1471-2458-13-475 |
[50] | Idowu A, Fatusi AO, Olajide FO (2016) Clustering of behavioural risk factors for non-communicable diseases (NCDs) among rural-based adolescents in south-west Nigeria. Int J Adolesc Med Health. |
[51] | Lippke S, Nigg CR, Maddock JE (2012) Health-promoting and health-risk behaviors: Theory-driven analyses of multiple health behavior change in three international samples. Int J Behav Med 19: 1–13. |
[52] | Nigg CR, Lee H, Hubbard AE, et al. (2009) Gateway health behaviors in college students: Investigating transfer and compensation effects. J Am Coll Health 58: 39–44. doi: 10.3200/JACH.58.1.39-44 |
[53] | Costa FM, Jessor R, Turbin MS (2007) College student involvement in cigarette smoking: The role of psychosocial and behavioral protection and risk. Nicotine Tob Res 9: 213–224. doi: 10.1080/14622200601078558 |
[54] | Raynor DA, Levine H (2005) Associations between the five-factor model of personality and health behaviors among college students. J Am Coll Health 58: 73–82. |
[55] | Busch V, Van Stel HF, Schrijvers AJ, et al. (2013) Clustering of health-related behaviors, health outcomes and demographics in Dutch adolescents: A cross-sectional study. BMC Public Health 13: 1118. doi: 10.1186/1471-2458-13-1118 |
[56] | Li Y, Feng X, Zhang M, et al. (2016) Clustering of cardiovascular behavioral risk factors and blood pressure among people diagnosed with hypertension: A nationally representative survey in China. Sci Rep 6: 27627. doi: 10.1038/srep27627 |
[57] | Jawad M, Lee JT, Millett C (2015) Waterpipe tobacco smoking prevalence and correlates in 25 Eastern Mediterranean and Eastern European countries: Cross-sectional analysis of the Global Youth Tobacco Survey. Nicotine Tob Res 18: 395–402. |