Measurement issues and poor adjustments for physical activity and sleep undermine sedentary behaviour research—the focus should shift to the balance between sleep, sedentary behaviour, standing and activity

This paper critically appraised 54 recent studies linking sedentary behaviour (SB) and health, specifically regarding their assessment of SB and adjustments for physical activity (PA) and sleep. Almost 90% of the studies collected SB data using self-reports and 59% of these measures had not been previously validated. The majority of studies did not adjust for total PA or for both light-intensity PA (LIPA) and moderate-tovigorous-intensity PA (MVPA), and a large number of studies did not adjust for all domains of PA. It may, therefore, be that these adjustments were not thorough enough to allow for sound conclusions about the independent associations between SB and health outcomes. Sleep time is also likely to act as a confounding variable in associations between SB and health outcomes. Despite that, only three reviewed studies adjusted their analyses for sleep duration. Evidence presented here casts doubt upon the conclusions about independent associations between SB and health outcomes. Given the facts that: 1) the proportions of time allotted to sleep, SB, standing, LIPA and MVPA are perfectly collinear, 2) all these behaviours may be associated with health, and 3) mutual adjustments between all these variables are needed if their independent contributions to health are to be determined, it seems that investigating the balance between times spent in these behaviours is the next logical step in epidemiological research. This paper, therefore, proposes the Activity Balance Model (AB model); a new theoretical framework for investigating associations of sleep duration, SB, standing, LIPA and MVPA with health outcomes.

[1]  R. Poulton,et al.  Programming Obesity and Poor Fitness: The Long‐term Impact of Childhood Television , 2008, Obesity.

[2]  H. P. van der Ploeg,et al.  Daily Sitting Time and All-Cause Mortality: A Meta-Analysis , 2013, PloS one.

[3]  Matthew P Buman,et al.  Reallocating time to sleep, sedentary behaviors, or active behaviors: associations with cardiovascular disease risk biomarkers, NHANES 2005-2006. , 2014, American journal of epidemiology.

[4]  Emmanuel Stamatakis,et al.  Screen-based entertainment time, all-cause mortality, and cardiovascular events: population-based study with ongoing mortality and hospital events follow-up. , 2011, Journal of the American College of Cardiology.

[5]  R. Shephard Objectively Measured Moderate- and Vigorous-Intensity Physical Activity but Not Sedentary Time Predicts Insulin Resistance in High-Risk Individuals , 2010 .

[6]  C. Matthews,et al.  Association of Sedentary Time with Mortality Independent of Moderate to Vigorous Physical Activity , 2012, PloS one.

[7]  L. Koehly,et al.  Sitting time and health outcomes among Mexican origin adults: obesity as a mediator , 2012, BMC Public Health.

[8]  Ulf Ekelund,et al.  Time spent being sedentary and weight gain in healthy adults: reverse or bidirectional causality? , 2008, The American journal of clinical nutrition.

[9]  Gretchen L. Gierach,et al.  Physical activity, sedentary behavior, and endometrial cancer risk in the NIH‐AARP Diet and Health Study , 2009, International journal of cancer.

[10]  Michael J Thun,et al.  American Journal of Epidemiology Original Contribution Leisure Time Spent Sitting in Relation to Total Mortality in a Prospective Cohort of Us Adults , 2022 .

[11]  I. Ara,et al.  Physical activity, sedentary index, and mental disorders in the SUN cohort study. , 2008, Medicine and science in sports and exercise.

[12]  K. Knutson,et al.  Sleep duration and cardiometabolic risk: a review of the epidemiologic evidence. , 2010, Best practice & research. Clinical endocrinology & metabolism.

[13]  Dino G. Costanzo,et al.  Low-intensity physical activity benefits blood lipids and lipoproteins in older adults living at home. , 2000, Age and ageing.

[14]  Sanjay R. Patel,et al.  Short Sleep Duration and Weight Gain: A Systematic Review , 2008, Obesity.

[15]  Brigid M Lynch,et al.  Sedentary Behavior and Cancer: A Systematic Review of the Literature and Proposed Biological Mechanisms , 2010, Cancer Epidemiology, Biomarkers & Prevention.

[16]  H. P. van der Ploeg,et al.  Older adults' time in sedentary, light and moderate intensity activities and correlates: application of Australian Time Use Survey. , 2015, Journal of science and medicine in sport.

[17]  M. Schulze,et al.  Television watching and incident diabetes: Findings from the European Prospective Investigation into Cancer and Nutrition–Potsdam Study * , 2010, Journal of diabetes.

[18]  Pasquale Strazzullo,et al.  Sleep duration predicts cardiovascular outcomes: a systematic review and meta-analysis of prospective studies. , 2011, European heart journal.

[19]  J. Murdoch,et al.  Sedentary behaviors and obesity in a low-income, ethnic-minority population. , 2013, Journal of physical activity & health.

[20]  P. Katzmarzyk Standing and mortality in a prospective cohort of Canadian adults. , 2014, Medicine and science in sports and exercise.

[21]  C. Matthews,et al.  Measurement of adults' sedentary time in population-based studies. , 2011, American journal of preventive medicine.

[22]  C. Bouchard,et al.  Sitting time and mortality from all causes, cardiovascular disease, and cancer. , 2009, Medicine and science in sports and exercise.

[23]  Sanjay Kalra,et al.  OBJECTIVELY MEASURED LIGHT‐INTENSITY PHYSICAL ACTIVITY IS INDEPENDENTLY ASSOCIATED WITH 2‐H PLASMA GLUCOSE , 2008 .

[24]  A. Prentice,et al.  Energy expenditure from minute-by-minute heart-rate recording: comparison with indirect calorimetry. , 1988, The American journal of clinical nutrition.

[25]  S. Lemeshow,et al.  Occupational physical activity and risk for cancer of the colon and rectum in Sweden among men and women by anatomic subsite , 2008, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[26]  D. Nieman,et al.  Objective Light-Intensity Physical Activity Associations With Rated Health in Older Adults , 2011 .

[27]  F. Cappuccio,et al.  Quantity and Quality of Sleep and Incidence of Type 2 Diabetes A systematic review and meta-analysis , 2010 .

[28]  T. Jørgensen,et al.  Sedentary leisure time behavior, snacking habits and cardiovascular biomarkers: the Inter99 Study , 2012, European journal of preventive cardiology.

[29]  Y. Gan,et al.  Association of sedentary behaviour with colon and rectal cancer: a meta-analysis of observational studies , 2013, British Journal of Cancer.

[30]  Joseph A. Cote,et al.  Multicollinearity and Measurement Error in Structural Equation Models: Implications for Theory Testing , 2004 .

[31]  A. Dobson,et al.  Sitting Time Is Associated With Weight, but Not With Weight Gain in Mid‐Aged Australian Women , 2010, Obesity.

[32]  C. Friedenreich,et al.  Case–control study of lifetime total physical activity and endometrial cancer risk , 2010, Cancer Causes & Control.

[33]  M. Thun,et al.  The role of body weight in the relationship between physical activity and endometrial cancer: Results from a large cohort of US women , 2008, International journal of cancer.

[34]  Lucas J Carr,et al.  Letter to the editor: standardized use of the terms "sedentary" and "sedentary behaviours". , 2012, Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme.

[35]  J. Aitken,et al.  Television viewing time and weight gain in colorectal cancer survivors: a prospective population-based study , 2009, Cancer Causes & Control.

[36]  Ding Ding,et al.  Too Much Sitting and Cardio-Metabolic Risk: An Update of Epidemiological Evidence , 2013, Current Cardiovascular Risk Reports.

[37]  U. Ekelund,et al.  Objectively Measured Sedentary Time May Predict Insulin Resistance Independent of Moderate- and Vigorous-Intensity Physical Activity , 2009, Diabetes.

[38]  J. Palmer,et al.  Physical activity and television watching in relation to risk of type 2 diabetes: the Black Women's Health Study. , 2008, American journal of epidemiology.

[39]  H. P. van der Ploeg,et al.  Occupational sitting and health risks: a systematic review. , 2010, American Journal of Preventive Medicine.

[40]  Sheng Wei,et al.  Sleep duration and cancer risk: a systematic review and meta-analysis of prospective studies. , 2013, Asian Pacific journal of cancer prevention : APJCP.

[41]  F. Bull,et al.  Long-term sedentary work and the risk of subsite-specific colorectal cancer. , 2011, American journal of epidemiology.

[42]  Wendy J Brown,et al.  ActiGraph GT3X+ cut-points for identifying sedentary behaviour in older adults in free-living environments. , 2014, Journal of science and medicine in sport.

[43]  F. Cappuccio,et al.  Sleep duration and all-cause mortality: a systematic review and meta-analysis of prospective studies. , 2010, Sleep.

[44]  C. Bain,et al.  Relationship of obesity to physical activity, domestic activities, and sedentary behaviours: cross-sectional findings from a national cohort of over 70,000 Thai adults , 2011, BMC public health.

[45]  Nicola D. Ridgers,et al.  Light-Intensity Physical Activity and Cardiometabolic Biomarkers in US Adolescents , 2013, PloS one.

[46]  G. Cardon,et al.  Objectively measured sedentary time and physical activity time across the lifespan: a cross-sectional study in four age groups , 2012, International Journal of Behavioral Nutrition and Physical Activity.

[47]  E. Stamatakis,et al.  Sitting Behavior and Obesity , 2013, American journal of preventive medicine.

[48]  Emily Banks,et al.  Sitting time and all cause mortality risk in 222,497 Australian adults , 2012 .

[49]  R. Rosa,et al.  American time use survey: sleep time and its relationship to waking activities. , 2007, Sleep.

[50]  Gregory S Kolt,et al.  Chronic disease and sitting time in middle-aged Australian males: findings from the 45 and Up Study , 2013, International Journal of Behavioral Nutrition and Physical Activity.

[51]  P. Freedson,et al.  Sedentary behaviors and abnormal glucose tolerance among pregnant Latina women. , 2009, Medicine and science in sports and exercise.

[52]  Ngianga-Bakwin Kandala,et al.  Meta-analysis of short sleep duration and obesity in children and adults. , 2008, Sleep.

[53]  M. Pagano,et al.  A prospective study of lifetime physical activity and prostate cancer incidence and mortality , 2009, British Journal of Cancer.

[54]  D. Couper,et al.  Television, physical activity, diet, and body weight status: the ARIC cohort , 2008, The international journal of behavioral nutrition and physical activity.

[55]  S. Tonstad,et al.  Type of Vegetarian Diet, Body Weight, and Prevalence of Type 2 Diabetes , 2009, Diabetes Care.

[56]  M. Inoue,et al.  Daily total physical activity level and premature death in men and women: results from a large-scale population-based cohort study in Japan (JPHC study). , 2008, Annals of epidemiology.

[57]  T. Parsons,et al.  Television viewing and obesity: a prospective study in the 1958 British birth cohort , 2008, European Journal of Clinical Nutrition.

[58]  James V. Zidek,et al.  CAUSALITY, MEASUREMENT ERROR AND MULTICOLLINEARITY IN EPIDEMIOLOGY , 1996 .

[59]  Catrine Tudor-Locke,et al.  Leisure-time physical activity and occupational sitting: Associations with steps/day and BMI in 54-59 year old Australian women. , 2009, Preventive medicine.

[60]  R. Goldbohm,et al.  Physical activity, occupational sitting time, and colorectal cancer risk in the Netherlands cohort study. , 2013, American journal of epidemiology.

[61]  Toby G Pavey,et al.  Sitting-time and 9-year all-cause mortality in older women , 2012, British Journal of Sports Medicine.

[62]  J. O’Keefe,et al.  The dose of running that best confers longevity , 2013, Heart.

[63]  D. J. van der Valk,et al.  How accurately can sitting and the intensity of walking and cycling be classified using an accelerometer on the waist for the purpose of the “Global recommendations on physical activity for health”? , 2015 .

[64]  K. Khunti,et al.  Self-reported sitting time and markers of inflammation, insulin resistance, and adiposity. , 2012, American journal of preventive medicine.

[65]  L. Gallicchio,et al.  Sleep duration and mortality: a systematic review and meta‐analysis , 2009, Journal of sleep research.

[66]  Seiichiro Yamamoto,et al.  Daily total physical activity level and total cancer risk in men and women: results from a large-scale population-based cohort study in Japan. , 2008, American journal of epidemiology.

[67]  U. Ekelund,et al.  Television viewing time independently predicts all-cause and cardiovascular mortality: the EPIC Norfolk study. , 2011, International journal of epidemiology.

[68]  S. Gapstur,et al.  Associations of recreational physical activity and leisure time spent sitting with colorectal cancer survival. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[69]  Paolo Boffetta,et al.  Physical activity levels among urban and rural women in south India and the risk of breast cancer: a case–control study , 2009, European journal of cancer prevention : the official journal of the European Cancer Prevention Organisation.

[70]  Thierry Troosters,et al.  Validity of activity monitors in health and chronic disease: a systematic review , 2012, International Journal of Behavioral Nutrition and Physical Activity.

[71]  Russell R. Pate,et al.  The Evolving Definition of "Sedentary" , 2008, Exercise and sport sciences reviews.

[72]  J. Shaw,et al.  Increased cardiometabolic risk is associated with increased TV viewing time. , 2010, Medicine and science in sports and exercise.

[73]  A. Schatzkin,et al.  Physical activity, sedentary behavior, and the risk of colon and rectal cancer in the NIH-AARP Diet and Health Study , 2008, Cancer Causes & Control.

[74]  K. Khunti,et al.  Sedentary time in adults and the association with diabetes, cardiovascular disease and death: systematic review and meta-analysis , 2012, Diabetologia.

[75]  Stephen J. Sharp,et al.  Television Viewing and Incident Cardiovascular Disease: Prospective Associations and Mediation Analysis in the EPIC Norfolk Study , 2011, PloS one.

[76]  S. Blair,et al.  Effect of physical inactivity on major non-communicable diseases worldwide: an analysis of burden of disease and life expectancy , 2012, BDJ.

[77]  J. Siemiatycki,et al.  Occupational and recreational physical activity during adult life and the risk of cancer among men. , 2011, Cancer epidemiology.

[78]  I. Ara,et al.  Sitting time increases the overweight and obesity risk independently of walking time in elderly people from Spain. , 2012, Maturitas.

[79]  N. Owen,et al.  Objectively assessed physical activity, sedentary time and waist circumference among prostate cancer survivors: findings from the National Health and Nutrition Examination Survey (2003-2006). , 2011, European journal of cancer care.

[80]  N. Owen,et al.  Sedentary behaviors and subsequent health outcomes in adults a systematic review of longitudinal studies, 1996-2011. , 2011, American journal of preventive medicine.

[81]  J. Shaw,et al.  Objectively Measured Sedentary Time, Physical Activity, and Metabolic Risk , 2007, Diabetes Care.

[82]  J. Stockman,et al.  Television Viewing and Risk of Type 2 Diabetes, Cardiovascular Disease, and All-Cause Mortality: A Meta-Analysis , 2013 .

[83]  Melody Oliver,et al.  Utility of accelerometer thresholds for classifying sitting in office workers. , 2010, Preventive medicine.

[84]  J. Shaw,et al.  Television Viewing Time and Mortality: The Australian Diabetes, Obesity and Lifestyle Study (AusDiab) , 2010, Circulation.

[85]  C. Tudor-Locke,et al.  Adult self-reported and objectively monitored physical activity and sedentary behavior: NHANES 2005–2006 , 2013, International Journal of Behavioral Nutrition and Physical Activity.

[86]  David W. Dunstan,et al.  Objectively measured physical activity and sedentary time of breast cancer survivors, and associations with adiposity: findings from NHANES (2003–2006) , 2010, Cancer Causes & Control.

[87]  J. Aitken,et al.  Lifestyle factors associated concurrently and prospectively with co-morbid cardiovascular disease in a population-based cohort of colorectal cancer survivors. , 2011, European journal of cancer.

[88]  Lindsay E. Bromley,et al.  Reduced Physical Activity in Adults at Risk for Type 2 Diabetes Who Curtail Their Sleep , 2012, Obesity.

[89]  Yikyung Park,et al.  Amount of time spent in sedentary behaviors and cause-specific mortality in US adults. , 2012, The American journal of clinical nutrition.

[90]  W. Willett,et al.  Physical activity patterns and prevention of weight gain in premenopausal women , 2009, International Journal of Obesity.

[91]  S. Blair,et al.  Sedentary behaviors increase risk of cardiovascular disease mortality in men. , 2010, Medicine and science in sports and exercise.

[92]  Hidde P van der Ploeg,et al.  Cross-sectional associations between occupational and leisure-time sitting, physical activity and obesity in working adults. , 2012, Preventive medicine.

[93]  Anne Grunseit,et al.  Sedentary behaviour and risk of mortality from all-causes and cardiometabolic diseases in adults: evidence from the HUNT3 population cohort , 2013, British Journal of Sports Medicine.

[94]  Ulf Ekelund,et al.  A systematic review of reliability and objective criterion-related validity of physical activity questionnaires , 2012, International Journal of Behavioral Nutrition and Physical Activity.

[95]  Chris Power,et al.  Sedentary Behaviour and Biomarkers for Cardiovascular Disease and Diabetes in Mid-Life: The Role of Television-Viewing and Sitting at Work , 2012, PloS one.

[96]  Harshal R. Patil,et al.  Cardiovascular damage resulting from chronic excessive endurance exercise. , 2012, Missouri medicine.

[97]  Carl J Caspersen,et al.  Sedentary behaviour and cardiovascular disease: a review of prospective studies. , 2012, International journal of epidemiology.