Cited by 579Obesity, Physical Activity, DietPhysical Activity and HealthNutrition, Health and Food Behavior

The DOI matches its Crossref record; 62 of the 62 references it cites were found in a registry or an index.

The clustering of diet, physical activity and sedentary behavior in children and adolescents: a review

Open access

Leech, Rebecca M, McNaughton, Sarah A, Timperio, Anna·2014·International Journal of Behavioral Nutrition and Physical Activity

DOI 10.1186/1479-5868-11-4PMC PMC3904164

Open this paper in CoChat — free account Open PDF

Abstract

Diet, physical activity (PA) and sedentary behavior are important, yet modifiable, determinants of obesity. Recent research into the clustering of these behaviors suggests that children and adolescents have multiple obesogenic risk factors. This paper reviews studies using empirical, data-driven methodologies, such as cluster analysis (CA) and latent class analysis (LCA), to identify clustering patterns of diet, PA and sedentary behavior among children or adolescents and their associations with socio-demographic indicators, and overweight and obesity. A literature search of electronic databases was undertaken to identify studies which have used data-driven methodologies to investigate the clustering of diet, PA and sedentary behavior among children and adolescents aged 5-18 years old. Eighteen studies (62% of potential studies) were identified that met the inclusion criteria, of which eight examined the clustering of PA and sedentary behavior and eight examined diet, PA and sedentary behavior. Studies were mostly cross-sectional and conducted in older children and adolescents (≥ 9 years). Findings from the review suggest that obesogenic cluster patterns are complex with a mixed PA/sedentary behavior cluster observed most frequently, but healthy and unhealthy patterning of all three behaviors was also reported. Cluster membership was found to differ according to age, gender and socio-economic status (SES). The tendency for older children/adolescents, particularly females, to comprise clusters defined by low PA was the most robust finding. Findings to support an association between obesogenic cluster patterns and overweight and obesity were inconclusive, with longitudinal research in this area limited. Diet, PA and sedentary behavior cluster together in complex ways that are not well understood. Further research, particularly in younger children, is needed to understand how cluster membership differs according to socio-demographic profile. Longitudinal research is also essential to establish how different cluster patterns track over time and their influence on the development of overweight and obesity.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

Integrity signals

Registry

Crossref · 10.1186/1479-5868-11-4

Cites

62 of 62 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Establishing a standard definition for child overweight and obesity worldwide: international survey
Cole, T. J. (2000) · BMJ · doi:10.1136/bmj.320.7244.1240 · Cited by 16,588
Obesity in children and young people: a crisis in public health
Lobstein, T., Baur, L., & Uauy, R. (2004) · Obesity Reviews · doi:10.1111/j.1467-789x.2004.00133.x · Cited by 3,801 · cited 1×
“Obesity often persists into adulthood, increasing children’s risk of developing cardiovascular disease, type 2 diabetes and other chronic diseases later in life [2].”
Background
Integrating Person‐Centered and Variable‐Centered Analyses: Growth Mixture Modeling With Latent Trajectory Classes
Muthén, B., & Muthén, L. K. (2000) · Alcoholism Clinical and Experimental Research · doi:10.1111/j.1530-0277.2000.tb02070.x · Cited by 3,161
Intake of sugar-sweetened beverages and weight gain: a systematic review
Malik, V. S., Schulze, M. B., & Hu, F. B. (2006) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/84.2.274 · Cited by 2,100
Systematic review of sedentary behaviour and health indicators in school-aged children and youth.
Tremblay, M. S., LeBlanc, A. G., Kho, M. E., Saunders, T. J., Larouche, R., Colley, R. C., Goldfield, G., & Gorber, S. (2011) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-8-98 · Cited by 2,085
Physiological and health implications of a sedentary lifestyle
Tremblay, M. S., Colley, R. C., Saunders, T. J., Healy, G. N., & Owen, N. G. (2010) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/h10-079 · Cited by 1,572
Interventions for preventing obesity in children
Waters, E., de Silva-Sanigorski, A., Burford, B. J., Brown, T., Campbell, K. J., Gao, Y., Armstrong, R., Prosser, L., & Summerbell, C. D. (2011) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd001871.pub3 · Cited by 1,455
Age and gender differences in objectively measured physical activity in youth
Trost, S. G., PATE, R. R., Sallis, J. F., Freedson, P., Taylor, W. C., Dowda, M. C., & Sirard, J. R. (2002) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200202000-00025 · Cited by 1,451
Diet, nutrition and the prevention of excess weight gain and obesity
Ba, S., Caterson, I. D., Seidell, J. C., & James, W. P. T. (2004) · Public Health Nutrition · doi:10.1079/phn2003585 · Cited by 1,150
Tracking of Physical Activity from Childhood to Adulthood: A Review
Telama, R. (2009) · Obesity Facts · doi:10.1159/000222244 · Cited by 993

Show all 48 references

Sorted by citations

Chronotype: Implications for Epidemiologic Studies on Chrono-Nutrition and Cardiometabolic Health
Almoosawi, S., Vingeliene, S., Gachon, F., Voortman, T., Palla, L., Johnston, J. D., Van Dam, R. M., Darimont, C., & Karagounis, L. G. (2019) · Advances in Nutrition · doi:10.1093/advances/nmy070 · Cited by 247
Sedentary behaviour and adiposity in youth: a systematic review of reviews and analysis of causality
Biddle, S., Bengoechea, E. G., & Wiesner, G. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-017-0497-8 · Cited by 269
Peer social network processes and adolescent health behaviors: A systematic review
Montgomery, S. C., Donnelly, M., Bhatnagar, P., Carlin, A., Kee, F., & Hunter, R. F. (2019) · Preventive Medicine · doi:10.1016/j.ypmed.2019.105900 · Cited by 273
Effectiveness of school-based physical activity and nutrition interventions with direct parental involvement on children's BMI and energy balance-related behaviors - a systematic review
Verjans-Janssen, S. R. B., van de Kolk, I., Van Kann, D. H. H., Kremers, S. P. J., & Gerards, S. M. P. L. (2018) · PLOS ONE · doi:10.1371/journal.pone.0204560 · Cited by 179
Dynamics of the complex food environment underlying dietary intake in low-income groups: a systems map of associations extracted from a systematic umbrella literature review
Sawyer, A. D. M., van Lenthe, F. J., Kamphuis, C. B. M., Terragni, L., Roos, G., Poelman, M. P., Nicolaou, M., Waterlander, W. E., Djojosoeparto, S. K., Scheidmeir, M., et al. (2021) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-021-01164-1 · Cited by 186
Clustering of lifestyle risk factors for non-communicable diseases in 304,779 adolescents from 89 countries: A global perspective
Uddin, R., Lee, E., Khan, S. R., Tremblay, M. S., & Khan, A. (2019) · Preventive Medicine · doi:10.1016/j.ypmed.2019.105955 · Cited by 182
Developmental Trajectories of Physical Activity, Sports, and Television Viewing During Childhood to Young Adulthood: Iowa Bone Development Study
Kwon, S., Janz, K. F., Letuchy, E. M., Burns, T. L., & Levy, S. M. (2015) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2015.0327 · Cited by 153
Health lifestyles across the transition to adulthood: implications for health
Lawrence, E. M., Mollborn, S., & Hummer, R. A. (2017) · Social Science & Medicine · doi:10.1016/j.socscimed.2017.09.041 · Cited by 155
“Theory has highlighted the potential importance of health lifestyles in understanding how and why there are patterns to behaviors that promote or endanger health (Cockerham, 2005), and a substantial body of literature demonstrates that health behaviors cluster together within individuals (Chou, 2008; DeVries et al., 2…”
Background
Lifestyle Patterns Begin in Early Childhood, Persist and Are Socioeconomically Patterned, Confirming the Importance of Early Life Interventions
Lioret, S., Campbell, K. J., McNaughton, S. A., Cameron, A. J., Salmon, J., Abbott, G., & Hesketh, K. D. (2020) · Nutrients · doi:10.3390/nu12030724 · Cited by 141
Self-citation
Interactions between sleep, movement and other non‐movement behaviours in the pathogenesis of childhood obesity
Chaput, J., Saunders, T. J., & Carson, V. (2017) · Obesity Reviews · doi:10.1111/obr.12508 · Cited by 139
A three-way clustering approach for handling missing data using GTRS
Afridi, M. K., Azam, N., Yao, J., & Alanazi, E. (2018) · International Journal of Approximate Reasoning · doi:10.1016/j.ijar.2018.04.001 · Cited by 126
Clustering of Dietary Patterns, Lifestyles, and Overweight among Spanish Children and Adolescents in the ANIBES Study
Pérez-Rodrigo, C., Gil, Á., González-Gross, M., Ortega, R., Serra-Majem, L., Varela-Moreiras, G., & Aranceta-Bartrina, J. (2015) · Nutrients · doi:10.3390/nu8010011 · Cited by 123
Association of dietary intake, physical activity, and sedentary behaviours with overweight and obesity among 282,213 adolescents in 89 low and middle income to high-income countries
Mahumud, R. A., Sahle, B. W., Owusu‐Addo, E., Chen, W. L., Morton, R. L., & Renzaho, A. M. N. (2021) · International Journal of Obesity · doi:10.1038/s41366-021-00908-0 · Cited by 140
The relationship between lifestyle components and dietary patterns
Gherasim, A., Arhire, L. I., Niță, O., Popa, A. D., Graur, M., & Mihalache, L. (2020) · Proceedings of The Nutrition Society · doi:10.1017/s0029665120006898 · Cited by 155
Comportamento sedentário e consumo de alimentos ultraprocessados entre adolescentes brasileiros: Pesquisa Nacional de Saúde do Escolar (PeNSE), 2015
Costa, C. D. S., Flores, T. R., Wendt, A. T., Neves, R. G., Assunção, M. C. F., & Santos, I. S. (2018) · Cadernos de Saúde Pública · doi:10.1590/0102-311x00021017 · Cited by 118
Can High Schools Be an Effective Setting to Promote Healthy Lifestyles? Effects of a Multiple Behavior Change Intervention in Adolescents
Sevil‐Serrano, J., García‐González, L., Abós, Á., Lanaspa, E. G., & Solana, A. A. (2018) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2018.09.027 · Cited by 111
Nutrition for the Prevention of Chronic Diseases
Kimokoti, R. W., & Millen, B. E. (2016) · Medical Clinics of North America · doi:10.1016/j.mcna.2016.06.003 · Cited by 116
Clustering of diet, physical activity and sedentary behaviour and related physical and mental health outcomes: a systematic review
Alosaimi, N., Sherar, L. B., Griffiths, P. L., & Pearson, N. (2023) · BMC Public Health · doi:10.1186/s12889-023-16372-6 · Cited by 132
Comparison of accelerometer measured levels of physical activity and sedentary time between obese and non-obese children and adolescents: a systematic review
Elmesmari, R., Martin, A., Reilly, J. J., & Paton, J. Y. (2018) · BMC Pediatrics · doi:10.1186/s12887-018-1031-0 · Cited by 113
A latent class analysis of health lifestyles and suicidal behaviors among US adolescents
Xiao, Y., Romanelli, M., & Lindsey, M. A. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.05.031 · Cited by 108
Updating the Food-Based Dietary Guidelines for the Spanish Population: The Spanish Society of Community Nutrition (SENC) Proposal
Bartrina, J. A., Partearroyo, T., López-Sobaler, A. M., Anta, R. M. O., Varela‐Moreiras, G., Serra‐Majem, L., Pérez‐Rodrigo, C., & The Collaborative Group for the Dietary Guidelines for the Spanish Population (SENC) (2019) · Nutrients · doi:10.3390/nu11112675 · Cited by 122
Determinants of dietary behavior among youth: an umbrella review
Sleddens, E. F. C., Kroeze, W., Kohl, L. F., Bolten, L. M., Velema, E., Kaspers, P. J., Brug, J., & Kremers, S. (2015) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-015-0164-x · Cited by 103
DNA methylation map in circulating leukocytes mirrors subcutaneous adipose tissue methylation pattern: a genome-wide analysis from non-obese and obese patients
Crujeiras, A. B., Díaz‐Lagares, Á., Sandoval, J., Milagro, F. I., Navas‐Carretero, S., Carreira, M. C., Gómez, A., Hervás, D., Monteiro, M. P., Casanueva, F. F., et al. (2017) · Scientific Reports · doi:10.1038/srep41903 · Cited by 103
Clustering of Multiple Risk Behaviors Among a Sample of 18-Year-Old Australians and Associations With Mental Health Outcomes: A Latent Class Analysis
Champion, K. E., Mather, M., Spring, B. J., KAY‐LAMBKIN, F. J., Teesson, M., & Newton, N. C. (2018) · Frontiers in Public Health · doi:10.3389/fpubh.2018.00135 · Cited by 110
Longitudinal changes in domains of physical activity during childhood and adolescence: A systematic review
Kemp, B. J., Cliff, D. P., Chong, K. H., & Parrish, A. (2018) · Journal of science and medicine in sport · doi:10.1016/j.jsams.2018.12.012 · Cited by 105
Healthy Eating, Physical Activity, and Sleep Hygiene (HEPAS) as the Winning Triad for Sustaining Physical and Mental Health in Patients at Risk for or with Neuropsychiatric Disorders: Considerations for Clinical Practice
Briguglio, M., Vitale, J. A., Galentino, R., Banfi, G., Dina, C. Z., Bona, A. R., Panzica, G., Porta, M., Dell’Osso, B. M., & Glick, I. D. (2020) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s229206 · Cited by 118
Guías alimentarias para la población española (SENC, 2016); la nueva pirámide de la alimentación saludable
Bartrina, J. A. (2016) · Nutrición Hospitalaria · doi:10.20960/nh.827 · Cited by 118
Gender and Health Behavior Clustering among U.S. Young Adults
Olson, J. S., Hummer, R. A., & Harris, K. M. (2017) · Biodemography and Social Biology · doi:10.1080/19485565.2016.1262238 · Cited by 93
Educational attainment and the clustering of health-related behavior among U.S. young adults
Skalamera, J., & Hummer, R. A. (2015) · Preventive Medicine · doi:10.1016/j.ypmed.2015.12.011 · Cited by 93
The Importance of Nutrition as a Lifestyle Factor in Chronic Pain Management: A Narrative Review
Elma, Ö., Brain, K., & Dong, H. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11195950 · Cited by 100
A systematic review of lifestyle patterns and their association with adiposity in children aged 5–12 years
D’Souza, N. J., Kuswara, K., Zheng, M., Leech, R. M., Downing, K. L., Lioret, S., Campbell, K. J., & Hesketh, K. D. (2020) · Obesity Reviews · doi:10.1111/obr.13029 · Cited by 87
Self-citation
Relationship between the home environment and fruit and vegetable consumption in children aged 6–12 years: a systematic review
Ong, J. X., Ullah, S., Magarey, A., Miller, J. M., & Leslie, E. R. (2016) · Public Health Nutrition · doi:10.1017/s1368980016002883 · Cited by 86
Clustering and correlates of screen-time and eating behaviours among young adolescents
Pearson, N., Griffiths, P. L., Biddle, S., Johnston, J., McGeorge, S., & Haycraft, E. (2017) · BMC Public Health · doi:10.1186/s12889-017-4441-2 · Cited by 89
The adiposity of children is associated with their lifestyle behaviours: a cluster analysis of school‐aged children from 12 nations
Dumuid, D., Olds, T., Lewis, L. K., Fernández, J. A. M., Barreira, T. V., Broyles, S. T., Chaput, J., Fogelholm, M., Hu, G., Kuriyan, R., et al. (2016) · Pediatric Obesity · doi:10.1111/ijpo.12196 · Cited by 91
Longitudinal associations of lifestyle factors and weight status with insulin resistance (HOMA-IR) in preadolescent children: the large prospective cohort study IDEFICS
Peplies, J., Börnhorst, C., Günther, K., Fraterman, A., Russo, P., Veidebaum, T., Tornaritis, M. J., Henauw, S. D., Mårild, S., Molnár, D., et al. (2016) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0424-4 · Cited by 83
Temporal eating patterns: a latent class analysis approach
Leech, R. M., Worsley, A., Timperio, A. F., & McNaughton, S. A. (2017) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0459-6 · Cited by 83
Self-citation
Overweight and obesity among adults in the G ulf S tates: A systematic literature review of correlates of weight, weight‐related behaviours, and interventions
Balhareth, A., Meertens, R. M., Kremers, S., & Sleddens, E. F. C. (2019) · Obesity Reviews · doi:10.1111/obr.12826 · Cited by 82
Is adherence to the Mediterranean diet associated with healthy habits and physical fitness? A systematic review and meta-analysis including 565 421 youths
García‐Hermoso, A., Ezzatvar, Y., López‐Gil, J. F., Ramírez‐Vélez, R., Olloquequi, J., & Izquierdo, M. (2020) · British Journal Of Nutrition · doi:10.1017/s0007114520004894 · Cited by 77
Prevalence and Correlates of Meeting Sleep, Screen-Time, and Physical Activity Guidelines Among Adolescents in the United Kingdom
Pearson, N., Sherar, L. B., & Hamer, M. (2019) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2019.2822 · Cited by 76
Clustering of unhealthy behaviors in a nationally representative sample of U.S. children and adolescents
Mayne, S. L., Virudachalam, S., & Fiks, A. G. (2019) · Preventive Medicine · doi:10.1016/j.ypmed.2019.105892 · Cited by 75
Clustering of diet, physical activity and sedentary behaviour among Australian children: cross-sectional and longitudinal associations with overweight and obesity
Leech, R. M., McNaughton, S. A., & Timperio, A. F. (2015) · International Journal of Obesity · doi:10.1038/ijo.2015.66 · Cited by 74
Self-citation
Clustering of risk-related modifiable behaviours and their association with overweight and obesity among a large sample of youth in the COMPASS study
Laxer, R. E., Brownson, R. C., Dubin, J. A., Cooke, M. J., Chaurasia, A. K., & Leatherdale, S. T. (2017) · BMC Public Health · doi:10.1186/s12889-017-4034-0 · Cited by 72
Emotional Eating, Health Behaviours, and Obesity in Children: A 12-Country Cross-Sectional Study
Jalo, E., Konttinen, H. M., Vepsäläinen, H., Chaput, J., Hu, G., Maher, C. A., Maia, J. A. R., Sarmiento, O. L., Standage, M., Tudor‐Locke, C., et al. (2019) · Nutrients · doi:10.3390/nu11020351 · Cited by 77
Friendship Network Characteristics Are Associated with Physical Activity and Sedentary Behavior in Early Adolescence
Marks, J. B., de la Haye, K., Barnett, L. M., & Allender, S. E. (2015) · PLoS ONE · doi:10.1371/journal.pone.0145344 · Cited by 78
Associations between Physical Activity and Food Intake among Children and Adolescents: Results of KiGGS Wave 2
Manz, K., Mensink, G., Finger, J. D., Haftenberger, M., Brettschneider, A.-K., Barbosa, C. L., Krug, S., & Schienkiewitz, A. (2019) · Nutrients · doi:10.3390/nu11051060 · Cited by 71
Clustering of diet, physical activity and sedentary behavior among Brazilian adolescents in the national school - based health survey (PeNSE 2015)
Matias, T. S., da Silva, K. S., da Silva, J. A., de Mello, G. T., & Salmon, J. (2018) · BMC Public Health · doi:10.1186/s12889-018-6203-1 · Cited by 71
Clustering and correlates of screen-time and eating behaviours among young children
Pearson, N., Biddle, S., Griffiths, P. L., Johnston, J., & Haycraft, E. (2018) · BMC Public Health · doi:10.1186/s12889-018-5698-9 · Cited by 74
Adherence to the Mediterranean Diet Is Related to Healthy Habits, Learning Processes, and Academic Achievement in Adolescents: A Cross-Sectional Study
Cuberos, R. C., Ortega, F. Z., Martínez-Martínez, A., Moreno, E. M. O., & Sánchez, M. C. (2018) · Nutrients · doi:10.3390/nu10111566 · Cited by 73
Associations between sedentary behaviours and dietary intakes among adolescents
Fletcher, E. A., McNaughton, S. A., Crawford, D. A., Cleland, V. J., Gatta, J. D., Hatt, J., Dollman, J., & Timperio, A. F. (2018) · Public Health Nutrition · doi:10.1017/s136898001700372x · Cited by 69
Self-citation
The Association between Health Behaviours and Academic Performance in Canadian Elementary School Students: A Cross-Sectional Study
McIsaac, J. D., Kirk, S., & Kuhle, S. (2015) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph121114857 · Cited by 67
Obesity-Related Epigenetic Changes After Bariatric Surgery
Izquierdo, A. G., & Crujeiras, A. B. (2019) · Frontiers in Endocrinology · doi:10.3389/fendo.2019.00232 · Cited by 66
The physical activity of children and adolescents in Germany 2003-2017: The MoMo-study
Schmidt, S., Anedda, B., Burchartz, A., Oriwol, D., Kolb, S., Wäsche, H., Niessner, C., & Wöll, A. (2020) · PLoS ONE · doi:10.1371/journal.pone.0236117 · Cited by 65
A review of studies using the Körperkoordinationstest für Kinder (KTK)
Iivonen, S., Sääkslahti, A., & Laukkanen, A. (2015) · European Journal of Adapted Physical Activity · doi:10.5507/euj.2015.006 · Cited by 63
Sedentary behavior patterns and adiposity in children: a study based on compositional data analysis
Gába, A., Pedišić, Ž., Štefelová, N., Dygrýn, J., Hron, K., Dumuid, D., & Tremblay, M. S. (2020) · BMC Pediatrics · doi:10.1186/s12887-020-02036-6 · Cited by 65
Clusters of healthy lifestyle behaviours are associated with symptoms of depression, anxiety, and psychological distress: A systematic review and meta-analysis of observational studies
Bourke, M., Wang, H., McNaughton, S. A., Thomas, G., Firth, J., Trott, M., & Cairney, J. (2025) · Clinical Psychology Review · doi:10.1016/j.cpr.2025.102585 · Cited by 65
Self-citation
Cross-sectional associations between high-deprivation home and neighbourhood environments, and health-related variables among Liverpool children
Noonan, R., Boddy, L., Knowles, Z., & Fairclough, S. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-008693 · Cited by 57
Activity-related behavior typologies in youth: a systematic review
Parker, K. E., Salmon, J., Costigan, S. A., Villanueva, K., Brown, H. L., & Timperio, A. F. (2019) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-019-0804-7 · Cited by 59
Self-citation
Impact of lifestyle behaviors in early childhood on obesity and cardiometabolic risk in children: Results from the Spanish INMA birth cohort study
Bawaked, R. A., Fernández‐Barrés, S., Navarrete‐Muñoz, E. M., González‐Palacios, S., Guxens, M., Irizar, A., Lertxundi, A., Sunyer, J., Vioqué, J., Schröder, H., et al. (2019) · Pediatric Obesity · doi:10.1111/ijpo.12590 · Cited by 59
Academic performance and lifestyle behaviors in Australian school children: a cluster analysis
Dumuid, D., Olds, T., Martín-Fernández, J.-A., Lewis, L. K., Cassidy, L., & Maher, C. (2017) · Health Education & Behavior · doi:10.1177/1090198117699508 · Cited by 58
The Associations between Dietary Patterns and Sedentary Behaviors in Polish Adults (LifeStyle Study)
Jeżewska-Zychowicz, M., Gębski, J., Guzek, D., Świątkowska, M., Stangierska, D., Plichta, M., & Kobylińska, M. (2018) · Nutrients · doi:10.3390/nu10081004 · Cited by 60
Clustering of lifestyle risk behaviours and its determinants among school-going adolescents in a middle-income country: a cross-sectional study
Teh, C. H., Teh, M. W., Lim, K. H., Kee, C. C., Sumarni, M. G., Heng, P. P., Zahari, T. H. M., Chan, Y. Y., Hafizah, M. I. N., Tee, E. O., et al. (2019) · BMC Public Health · doi:10.1186/s12889-019-7516-4 · Cited by 59
Associations of Physical Activity and Sedentary Behaviors with Dietary Behaviors among US High School Students
Lowry, R., Michael, S. L., Demissie, Z., Kann, L. K., & Galuska, D. A. (2015) · Journal of Obesity · doi:10.1155/2015/876524 · Cited by 57
Clustering of Multiple Energy Balance-Related Behaviors in School Children and its Association with Overweight and Obesity—WHO European Childhood Obesity Surveillance Initiative (COSI 2015–2017)
Bel‐Serrat, S., Ojeda‐Rodríguez, A., Heinen, M. M., Buoncristiano, M., Abdrakhmanova, S., Duleva, V. L., Sant’Angelo, V. F., Fijałkowska, A., Hejgaard, T., Petrescu, C. H., et al. (2019) · Nutrients · doi:10.3390/nu11030511 · Cited by 56
Profiling Physical Activity, Diet, Screen and Sleep Habits in Portuguese Children
Pereira, S., Katzmarzyk, P. T., Gomes, T. N., Borges, A., Santos, D., de Souza, M. C., dos Santos, F. K., de Chaves, R. N., Champagne, C. M., Barreira, T. V., et al. (2015) · Nutrients · doi:10.3390/nu7064345 · Cited by 55
Physical Activity, Screen Time, and Dietary Intake in Families: A Cluster-Analysis With Mother-Father-Child Triads
Niermann, C. Y. N., Spengler, S., & Gubbels, J. S. (2018) · Frontiers in Public Health · doi:10.3389/fpubh.2018.00276 · Cited by 60
Co-existence of physical activity and sedentary behavior among children and adolescents in Shanghai, China: do gender and age matter?
Chen, S., Liu, Y., Hong, J., Tang, Y., Cao, Z., Zhuang, J., Zhu, Z., & Chen, P. (2018) · BMC Public Health · doi:10.1186/s12889-018-6167-1 · Cited by 53
Family Health Climate and Adolescents’ Physical Activity and Healthy Eating: A Cross-Sectional Study with Mother-Father-Adolescent Triads
Niermann, C. Y. N., Kremers, S., Renner, B., & Wöll, A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0143599 · Cited by 51
Clusters of alcohol and drug use and other health-risk behaviors among Thai secondary school students: a latent class analysis
Assanangkornchai, S., Li, J., McNeil, E. B., & Saingam, D. (2018) · BMC Public Health · doi:10.1186/s12889-018-6205-z · Cited by 52
Profiles of children’s physical activity and sedentary behaviour between age 6 and 9: a latent profile and transition analysis
Jago, R., Salway, R., Lawlor, D. A., Emm-Collison, L., Heron, J., Thompson, J. L., & Sebire, S. J. (2018) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-018-0735-8 · Cited by 51
Implementation of Brain Breaks® in the Classroom and Effects on Attitudes toward Physical Activity in a Macedonian School Setting
Popeska, B., Jovanova-Mitkovska, S., Chin, M.-K., Edgınton, C. R., Mok, M. M. C., & Gontarev, S. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15061127 · Cited by 58
24-hour movement behaviour profiles and their transition in children aged 5.5 and 8 years – findings from a prospective cohort study
Padmapriya, N., Chen, B., Goh, C. M. J. L., Shek, L. P., Chong, Y. S., Tan, K. H., Chan, S., Yap, F. K. P., Godfrey, K. M., Lee, Y. S., et al. (2021) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-021-01210-y · Cited by 55
A scoping review of time-use research in occupational therapy and occupational science
Hunt, E., & McKay, E. A. (2014) · Scandinavian Journal of Occupational Therapy · doi:10.3109/11038128.2014.934918 · Cited by 60
Juvenile murine models of prediabetes and type 2 diabetes develop neuropathy
O’Brien, P. D., Hinder, L. M., Rumora, A. E., Hayes, J. M., Dauch, J. R., Backus, C., Mendelson, F. E., & Feldman, E. L. (2018) · Disease Models & Mechanisms · doi:10.1242/dmm.037374 · Cited by 49
Associations between physical activity patterns and dietary patterns in a representative sample of Polish girls aged 13-21 years: a cross-sectional study (GEBaHealth Project)
Wądołowska, L., Kowalkowska, J., Lonnie, M., Czarnocinska, J., Jeżewska-Zychowicz, M., & Babicz-Zielinska, E. (2016) · BMC Public Health · doi:10.1186/s12889-016-3367-4 · Cited by 43
Is There an Association between Functional Constipation and Excessive Bodyweight in Children?
Koppen, I. J. N., Benítez, C. A. V., Benninga, M. A., Lorenzo, C. D., & Saps, M. (2016) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2015.12.033 · Cited by 49
Cardiometabolic risk in children and adolescents with obesity: a position paper of the Italian Society for Pediatric Endocrinology and Diabetology
Valerio, G., Bonito, P. D., Calcaterra, V., Cherubini, V., Corica, D., SANCTIS, L. D., Sessa, A. D., Faienza, M. F., Fornari, E., Iughetti, L., et al. (2024) · The Italian Journal of Pediatrics/Italian journal of pediatrics · doi:10.1186/s13052-024-01767-x · Cited by 52
Association between Clustering of Lifestyle Behaviors and Health-Related Physical Fitness in Youth: The UP&DOWN Study
Cabanas‐Sánchez, V., Martínez‐Gómez, D., Izquierdo‐Gómez, R., Segura‐Jiménez, V., Castro‐Piñero, J., & Veiga, Ó. L. (2018) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2018.03.075 · Cited by 46
Do Media Use and Physical Activity Compete in Adolescents? Results of the MoMo Study
Spengler, S., Mess, F., & Wöll, A. (2015) · PLoS ONE · doi:10.1371/journal.pone.0142544 · Cited by 45
From Disease to Health: Physical Therapy Health Promotion Practices for Secondary Prevention in Adult and Pediatric Neurologic Populations
Quinn, L., & Morgan, D. W. (2017) · Neurology Report · doi:10.1097/npt.0000000000000166 · Cited by 46
Functional Defecation Disorders and Excessive Body Weight: A Systematic Review
Koppen, I. J. N., Kuizenga‐Wessel, S., Saps, M., Lorenzo, C. D., Benninga, M. A., van Etten‐Jamaludin, F. S., & Tabbers, M. M. (2016) · PEDIATRICS · doi:10.1542/peds.2016-1417 · Cited by 43
Selected nutritional habits of teenagers associated with overweight and obesity
Zalewska, M., & Maciorkowska, E. (2017) · PeerJ · doi:10.7717/peerj.3681 · Cited by 45
Ethnicity and socioeconomic status are related to dietary patterns at age 5 in the Amsterdam born children and their development (ABCD) cohort
Rashid, V., Engberink, M. F., van Eijsden, M., Nicolaou, M., Dekker, L. H., Verhoeff, A. P., & Weijs, P. J. M. (2018) · BMC Public Health · doi:10.1186/s12889-017-5014-0 · Cited by 42
Empirically derived dietary patterns through latent profile analysis among Brazilian children and adolescents from Southern Brazil, 2013-2015
Lobo, A. S., de Assis, M. A. A., Leal, D. B., Borgatto, A. F., Vieira, F. G. K., Pietro, P. F. D., & Kupek, E. (2019) · PLoS ONE · doi:10.1371/journal.pone.0210425 · Cited by 46
A review of adolescent nutrition in South Africa: transforming adolescent lives through nutrition initiative
Wrottesley, S. V., Pedro, T. M., Fall, C. H. D., & Norris, S. A. (2019) · South African Journal of Clinical Nutrition · doi:10.1080/16070658.2019.1607481 · Cited by 42
The correlation between lifestyle health behaviors, coping style, and mental health during the COVID-19 pandemic among college students: Two rounds of a web-based study
Zhang, Y., Tao, S., Qu, Y., Mou, X., Gan, H., Zhou, P., Zhu, Z., Wu, X., & Tao, F. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1031560 · Cited by 47
Trends in overweight and obesity by socioeconomic status in Year 6 school children, Australian Capital Territory, 2006–2018
Yang, Z., Phung, H. N., Hughes, A., Sherwood, S., Harper, E., & Kelly, P. (2019) · BMC Public Health · doi:10.1186/s12889-019-7645-9 · Cited by 41
A Cluster Analysis of Health Behaviours and Their Relationship to Mental Health Difficulties, Life Satisfaction and Functioning in Adolescents
Mahon, C., Howard, E., O’Reilly, A., Dooley, B. A., & Fitzgerald, A. (2022) · Preventive Medicine · doi:10.1016/j.ypmed.2022.107332 · Cited by 44
Clustering of energy balance-related behaviours and parental education in European preschool children: the ToyBox study
Miguel‐Berges, M. L., Zachari, K., Santaliestra-Pasías, A. M., Mouratidou, T., Androutsos, O., Iotova, V., Galcheva, S., Craemer, M. D., Cardon, G., Koletzko, B. V., et al. (2017) · British Journal Of Nutrition · doi:10.1017/s0007114517003129 · Cited by 40
Association of eating behaviors, lifestyle, and maternal education with adherence to the Mediterranean diet in Spanish children
Bawaked, R. A., Gómez, S. F., Homs, C., Esteve, R. C., Cárdenas-Fuentes, G., Fitó, M., & Schröder, H. (2018) · Appetite · doi:10.1016/j.appet.2018.08.024 · Cited by 40
Relationship between screen time and nutrient intake in Japanese children and adolescents: a cross-sectional observational study
Tsujiguchi, H., Hori, D., Kambayashi, Y., Hamagishi, T., Asakura, H., Mitoma, J., Kitaoka, M., Anyenda, E. O., Nguyen, T. T. T., Yamada, Y., et al. (2018) · Environmental Health and Preventive Medicine · doi:10.1186/s12199-018-0725-0 · Cited by 40
Clustering patterns of obesity-related multiple lifestyle behaviours and their associations with overweight and family environments: a cross-sectional study in Japanese preschool children
Watanabe, E., Lee, J. S., Mori, K., & Kawakubo, K. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-012773 · Cited by 39
Variation in the physical activity environment according to area‐level socio‐economic position—A systematic review
Jacobs, J., Alston, L. V., Needham, C., Backholer, K., Strugnell, C., Allender, S. E., & Nichols, M. S. (2019) · Obesity Reviews · doi:10.1111/obr.12818 · Cited by 39
Perceived Facilitators and Barriers to Nigerian Nurses’ Engagement in Health Promoting Behaviors: A Socio-Ecological Model Approach
Uchendu, C., Windle, R. J., & Blake, H. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17041314 · Cited by 39
Clusters of diet, physical activity, television exposure and sleep habits and their association with adiposity in preschool children: the EDEN mother-child cohort
Saldanha-Gomes, C., Marbac, M., Sedki, M., Cornet, M., Plancoulaine, S., Charles, M.-A. A., Lioret, S., & Dargent‐Molina, P. (2020) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-020-00927-6 · Cited by 39
Use of latent class analysis as a method of assessing the physical activity level, sedentary behavior and nutritional habit in the adolescents’ lifestyle: A scoping review
Miranda, V. P. N., Coimbra, D. R., Bastos, R. R., Júnior, M. V. M., & Amorim, P. R. D. S. (2021) · PLoS ONE · doi:10.1371/journal.pone.0256069 · Cited by 39
Correlates of sedentary time in different age groups: results from a large cross sectional Dutch survey
Bernaards, C. M., Hildebrandt, V. H., & Hendriksen, I. J. M. (2016) · BMC Public Health · doi:10.1186/s12889-016-3769-3 · Cited by 38
Combined Patterns of Risk for Problem and Obesogenic Behaviors in Adolescents: A Latent Class Analysis Approach
Fleary, S. A. (2017) · Journal of School Health · doi:10.1111/josh.12481 · Cited by 38
Lifestyle Patterns and Weight Status in Spanish Adults: The ANIBES Study
Pérez‐Rodrigo, C., Citores, M. G., Gil, Á., González‐Gross, M., Anta, R. M. O., Serra‐Majem, L., Varela‐Moreiras, G., & Bartrina, J. A. (2017) · Nutrients · doi:10.3390/nu9060606 · Cited by 38
Determinants of Diet and Physical Activity in Malaysian Adolescents: A Systematic Review
Mohammadi, S., Jalaludin, M. Y., Su, T. T., Dahlui, M., Mohamed, M. N. A., & Majid, H. A. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16040603 · Cited by 38
Clustering Lifestyle Risk Behaviors Among Vietnamese Adolescents and Roles of School: A Bayesian Multilevel Analysis of Global School-Based Student Health Survey 2019
Long, K. Q., Hoang, T. N. A., Phuong, N. H., Hanh, T. T. T., Park, K., Takeuchi, M., Lam, N. T., Nga, P. T., Le, P.-A., Tuấn, L. V., et al. (2021) · The Lancet Regional Health - Western Pacific · doi:10.1016/j.lanwpc.2021.100225 · Cited by 43

Authors: Leech, R. M., McNaughton, S. A., & Timperio, A.
Affiliations: Deakin University (AU)
Corresponding author: Leech, Rebecca M
ORCID: Leech, Rebecca M
McNaughton, Sarah A
Venue: International Journal of Behavioral Nutrition and Physical Activity
Publisher: Springer Science and Business Media LLC
Published: 2014
Volume: 11
Issue: 1
Pages: 4
ISSN: 1479-5868 (ISSN-L)
DOI: 10.1186/1479-5868-11-4
PMC: PMC3904164
OpenAlex: W1487212223
Cited by: 579
References: 48
Citations by year: 2026: 21 · 2025: 26 · 2024: 39 · 2023: 52 · 2022: 55 · 2021: 80 · 2020: 64 · 2019: 50 · 2018: 59 · 2017: 40 · 2016: 42 · 2015: 38 · 2014: 12
FWCI: 6.92
Type: journal article
Language: en
Open access: gold
doi.org
Licence: cc-by
Locations: International Journal of Behavioral Nutrition and Physical Activity (publishedVersion, cc-by)
Europe PMC (PubMed Central) (publishedVersion, cc-by)
PubMed Central (publishedVersion, cc-by)
PubMed (publishedVersion)
Funders: Australian Research Council (FT100100581)
Topics: Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Physical Activity and Health
Health Sciences › Nursing › Nutrition and Dietetics › Nutrition, Health and Food Behavior
Keywords: diet, physical activity, sedentary behavior, childhood obesity, adolescent obesity, socioeconomic status, gender differences, age differences, clustering, latent class analysis
MeSH terms: Adolescent, Child, Child Behavior, Child, Preschool, Diet, Humans, Motor Activity, Obesity, Risk Factors, Socioeconomic Factors, Health Behavior, Overweight, Sedentary Behavior

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

The clustering of diet, physical activity and sedentary behavior in children and adolescents: a review

Abstract

Overview

Integrity signals

Verification

Claims the paper makes

Claims other papers make about this one

Self-check

Citations

Cites

Cited by

Related

Metadata

Record

About these checks