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Erschienen in: Journal of Public Health 4/2012

01.08.2012 | Original Article

A latent profile analysis of sedentary and physical activity patterns

verfasst von: C. K. John Wang, Stuart J. H. Biddle, Woon Chia Liu, B. S. Coral Lim

Erschienen in: Journal of Public Health | Ausgabe 4/2012

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Abstract

Aim

The aim of the current study was to examine the physical activity and sedentary behavioral patterns of children and adolescents using the model-based latent profile analysis (LPA) approach.

Subject and methods

A sample of 847 school children aged 10 to 16 years from 28 Singapore schools took part in the study. Physical activity and sedentary behavior were assessed using a 7-day physical activity recall questionnaire.

Results

The findings of the present study showed that there were at least five groups of students with unique sedentary and physical activity patterns. A few clusters were gender-specific. For example, groups 1 and 4 were female-dominated clusters and group 3 was male-dominated. The younger children in the primary school had different sedentary and physical activity behaviors.

Conclusions

This study demonstrates the use of LPA to group individuals into homogenous groupings in order to help researchers make informed decisions about the number of underlying groupings. This can have benefits for targeting specific groups in interventions.
Literatur
Zurück zum Zitat Akaike H (1987) Factor analysis and the AIC. Psychometrika 52:317–332CrossRef Akaike H (1987) Factor analysis and the AIC. Psychometrika 52:317–332CrossRef
Zurück zum Zitat Berger BG, Owen DR (1992) Mood alteration with yoga and swimming: aerobic exercise may not be necessary. Percept Mot Skills 75:1331–1343PubMed Berger BG, Owen DR (1992) Mood alteration with yoga and swimming: aerobic exercise may not be necessary. Percept Mot Skills 75:1331–1343PubMed
Zurück zum Zitat Biddle S, Sallis J, Cavill N (eds) (1998) Young and active? Young people and health-enhancing physical activity: evidence and implications. Health Education Authority, London Biddle S, Sallis J, Cavill N (eds) (1998) Young and active? Young people and health-enhancing physical activity: evidence and implications. Health Education Authority, London
Zurück zum Zitat Biddle SJH, Fox KR, Boutcher SH (eds) (2000) Physical activity and psychological well-being. Routledge, London Biddle SJH, Fox KR, Boutcher SH (eds) (2000) Physical activity and psychological well-being. Routledge, London
Zurück zum Zitat Blair SN, Kohl HW, Gordon NF, Paffenbarger RS (1992) How much physical activity is good for health? Ann Rev Public Health 99:99–126CrossRef Blair SN, Kohl HW, Gordon NF, Paffenbarger RS (1992) How much physical activity is good for health? Ann Rev Public Health 99:99–126CrossRef
Zurück zum Zitat Caspersen CJ, Powell KE, Christenson GM (1985) Physical activity, exercise, and physical fitness: definitions and distinctions for health-related research. Public Health Rep 100(2):126–131PubMed Caspersen CJ, Powell KE, Christenson GM (1985) Physical activity, exercise, and physical fitness: definitions and distinctions for health-related research. Public Health Rep 100(2):126–131PubMed
Zurück zum Zitat Department of Statistics S (2009) Yearbook of statistics Singapore. Ministry of Trade and Industry, Singapore Department of Statistics S (2009) Yearbook of statistics Singapore. Ministry of Trade and Industry, Singapore
Zurück zum Zitat Dietz WH (1996) The role of lifestyle in health: the epidemiology and consequences of inactivity. Proc Nutr Soc 55:829–840PubMedCrossRef Dietz WH (1996) The role of lifestyle in health: the epidemiology and consequences of inactivity. Proc Nutr Soc 55:829–840PubMedCrossRef
Zurück zum Zitat Gorely T, Marshall SJ, Biddle SJH, Cameron N (2007) The prevalence of leisure time sedentary behaviour and physical activity in adolescent girls: an ecological momentary assessment approach. Int J Pediatr Obes 2(4):227–234PubMedCrossRef Gorely T, Marshall SJ, Biddle SJH, Cameron N (2007) The prevalence of leisure time sedentary behaviour and physical activity in adolescent girls: an ecological momentary assessment approach. Int J Pediatr Obes 2(4):227–234PubMedCrossRef
Zurück zum Zitat Hair JFJ, Anderson RE, Tatham RL, Black WC (1998) Multivariate data analysis, 5th edn. Prentice-Hall, Englewood Cliffs, NJ Hair JFJ, Anderson RE, Tatham RL, Black WC (1998) Multivariate data analysis, 5th edn. Prentice-Hall, Englewood Cliffs, NJ
Zurück zum Zitat Hamilton MT, Healy GN, Dunstan DW, Zderic TW, Owen N (2008) Too little exercise and too much sitting: inactivity physiology and the need for new recommendations on sedentary behavior. Current Cardiov Risk Rep 2:292–298CrossRef Hamilton MT, Healy GN, Dunstan DW, Zderic TW, Owen N (2008) Too little exercise and too much sitting: inactivity physiology and the need for new recommendations on sedentary behavior. Current Cardiov Risk Rep 2:292–298CrossRef
Zurück zum Zitat Kemper HCG, Post GB, Twisk JWR, van Mechelen W (1999) Lifestyle and obesity in adolescence and young adulthood: results from the Amsterdam growth and health longitudinal study (AGAHLS). Int J Obes 23(Suppl 3):34–40CrossRef Kemper HCG, Post GB, Twisk JWR, van Mechelen W (1999) Lifestyle and obesity in adolescence and young adulthood: results from the Amsterdam growth and health longitudinal study (AGAHLS). Int J Obes 23(Suppl 3):34–40CrossRef
Zurück zum Zitat Lo Y, Mendell NR, Rubin DB (2001) Testing the number of components in a normal mixture. Biometrika 88:767–778CrossRef Lo Y, Mendell NR, Rubin DB (2001) Testing the number of components in a normal mixture. Biometrika 88:767–778CrossRef
Zurück zum Zitat Marsh HW, Lȕdtke O, Trautwein U, Morin JSA (2009) Classical latent profile analysis of academic self-concept dimensions: synergy of person- and variable-centered approaches to theoretical models of self-concept. Struct Equ Modeling 16:191–225. doi:10.1080\10705510902751010 CrossRef Marsh HW, Lȕdtke O, Trautwein U, Morin JSA (2009) Classical latent profile analysis of academic self-concept dimensions: synergy of person- and variable-centered approaches to theoretical models of self-concept. Struct Equ Modeling 16:191–225. doi:10.​1080\1070551090275101​0 CrossRef
Zurück zum Zitat Marshall SJ, Biddle SJH, Sallis JF, Mckenzie TL, Conway TL (2002) Clustering of sedentary behaviors and physical activity among youth: a cross-national study. Pediatr Exerc Sci 14:401–417 Marshall SJ, Biddle SJH, Sallis JF, Mckenzie TL, Conway TL (2002) Clustering of sedentary behaviors and physical activity among youth: a cross-national study. Pediatr Exerc Sci 14:401–417
Zurück zum Zitat Muthén B (2001) Latent variable mixture modeling. In: Marcoulides GA, Schumacker RE (eds) New developments and techniques in structural equation modeling. Lawrence Erlbaum, Magwah, NJ, pp 1–33 Muthén B (2001) Latent variable mixture modeling. In: Marcoulides GA, Schumacker RE (eds) New developments and techniques in structural equation modeling. Lawrence Erlbaum, Magwah, NJ, pp 1–33
Zurück zum Zitat Muthén LK, Muthén BO (2004) MPlus: version 4.2. Muthén and Muthén, Los Angeles Muthén LK, Muthén BO (2004) MPlus: version 4.2. Muthén and Muthén, Los Angeles
Zurück zum Zitat Owen N, Bauman A, Brown W (2009) Too much sitting: a novel and important predictor of chronic disease risk? Br J Sports Med 43:81–83PubMedCrossRef Owen N, Bauman A, Brown W (2009) Too much sitting: a novel and important predictor of chronic disease risk? Br J Sports Med 43:81–83PubMedCrossRef
Zurück zum Zitat Pate RR, Trost SG, Dowda M, Ott AE, Ward DS, Saunders R, Felton G (1999) Tracking of physical activity, physical inactivity, and health-related physical fitness in rural youth. Pediatr Exerc Sci 11:364–376 Pate RR, Trost SG, Dowda M, Ott AE, Ward DS, Saunders R, Felton G (1999) Tracking of physical activity, physical inactivity, and health-related physical fitness in rural youth. Pediatr Exerc Sci 11:364–376
Zurück zum Zitat Ridley K, Ainsworth B, Olds T (2008) Development of a compendium of energy expenditures for youth. Int J Behav Nutr Phys Act 5:45PubMedCrossRef Ridley K, Ainsworth B, Olds T (2008) Development of a compendium of energy expenditures for youth. Int J Behav Nutr Phys Act 5:45PubMedCrossRef
Zurück zum Zitat Sallis JF (1994) Influences on physical activity of children, adolescents, and adults on determinants of active living. Res Digest Series 1, President’s Council for Phys Fitness and Sports Phys Activity and Fitness, Washington, DC, pp 1–8 Sallis JF (1994) Influences on physical activity of children, adolescents, and adults on determinants of active living. Res Digest Series 1, President’s Council for Phys Fitness and Sports Phys Activity and Fitness, Washington, DC, pp 1–8
Zurück zum Zitat Sallis JF, Owen N (1999) Physical activity and behavioural medicine. Sage, Thousands Oaks, CA Sallis JF, Owen N (1999) Physical activity and behavioural medicine. Sage, Thousands Oaks, CA
Zurück zum Zitat Sallis JF, Saelens BE (2000) Assessment of physical activity by self-report: status, limitations, and future directions. Res Q Exerc Sport 71:S1–S14PubMed Sallis JF, Saelens BE (2000) Assessment of physical activity by self-report: status, limitations, and future directions. Res Q Exerc Sport 71:S1–S14PubMed
Zurück zum Zitat Sallis JF, Strikmiller PK, Harsha D, Feldman HA (1996) Validation of interviewer- and self-administered physical activity checklists for fifth grade students. Med Sci Sports Exerc 28:840–851PubMedCrossRef Sallis JF, Strikmiller PK, Harsha D, Feldman HA (1996) Validation of interviewer- and self-administered physical activity checklists for fifth grade students. Med Sci Sports Exerc 28:840–851PubMedCrossRef
Zurück zum Zitat Schwartz G (1978) Estimating the dimension of a model. Ann Stat 6:461–464CrossRef Schwartz G (1978) Estimating the dimension of a model. Ann Stat 6:461–464CrossRef
Zurück zum Zitat Stensel DJ, Gorely T, Biddle SJH (2008) Youth health outcomes. In: Smith AL, Biddle SJH (eds) Youth physical activity and sedentary behavior: challenges and solutions. Human Kinetics, Champaign, IL, pp 31–57 Stensel DJ, Gorely T, Biddle SJH (2008) Youth health outcomes. In: Smith AL, Biddle SJH (eds) Youth physical activity and sedentary behavior: challenges and solutions. Human Kinetics, Champaign, IL, pp 31–57
Zurück zum Zitat Tremblay MS (2010) Assessing the level of sedentarism. In: Bouchard C, Katzmarzyk PT (eds) Physical activity and obesity, 2nd edn. Human Kinetics, Champaign, IL, pp 13–17 Tremblay MS (2010) Assessing the level of sedentarism. In: Bouchard C, Katzmarzyk PT (eds) Physical activity and obesity, 2nd edn. Human Kinetics, Champaign, IL, pp 13–17
Zurück zum Zitat Vermunt JK, Magidson J (2002) Latent class cluster analysis. In: Hagenaars JA, McCutcheon AL (eds) Applied latent class analysis. Cambridge University Press, Cambridge, UK, pp 89–106CrossRef Vermunt JK, Magidson J (2002) Latent class cluster analysis. In: Hagenaars JA, McCutcheon AL (eds) Applied latent class analysis. Cambridge University Press, Cambridge, UK, pp 89–106CrossRef
Zurück zum Zitat Wang CKJ, Biddle SJH (2001) Young people’s motivational profiles in physical activity: a cluster analysis. J Sport Exerc Psychol 23:1–22 Wang CKJ, Biddle SJH (2001) Young people’s motivational profiles in physical activity: a cluster analysis. J Sport Exerc Psychol 23:1–22
Zurück zum Zitat Wang CKJ, Chia M, Quek JJ, Liu WC (2006) Patterns of physical activity, sedentary behaviours and psychological determinants among Singaporean school children. Int J Sport Exerc Psychol 4:227–249 Wang CKJ, Chia M, Quek JJ, Liu WC (2006) Patterns of physical activity, sedentary behaviours and psychological determinants among Singaporean school children. Int J Sport Exerc Psychol 4:227–249
Zurück zum Zitat Williams CL (1994) Coronary heart disease prevention in childhood, part 1: background and rationale. Med Exerc Nutr Health 3:194–205 Williams CL (1994) Coronary heart disease prevention in childhood, part 1: background and rationale. Med Exerc Nutr Health 3:194–205
Metadaten
Titel
A latent profile analysis of sedentary and physical activity patterns
verfasst von
C. K. John Wang
Stuart J. H. Biddle
Woon Chia Liu
B. S. Coral Lim
Publikationsdatum
01.08.2012
Verlag
Springer-Verlag
Erschienen in
Journal of Public Health / Ausgabe 4/2012
Print ISSN: 2198-1833
Elektronische ISSN: 1613-2238
DOI
https://doi.org/10.1007/s10389-011-0464-9

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