| Literature DB >> 35417759 |
Tommy K Y Ng1, Chris K C Kwok1, Gabriel Y K Ngan1, Horace K H Wong1, Fadi Al Zoubi1, Christy C Tomkins-Lane2, Suk Ki Yau1, Dino Samartzis3, Sabina M Pinto1, Siu-Ngor Fu1, Heng Li4, Arnold Y L Wong5.
Abstract
OBJECTIVE: To conduct a systematic review and meta-analysis to summarize evidence regarding differential changes in physical activity (PA) involvements and exercise habits in people with and without chronic diseases during the COVID-19 outbreak. DATA SOURCES: MEDLINE, Embase, SPORTDiscus, Cumulative Index to Nursing and Allied Health, PsycINFO, Cochrane Library, and Physiotherapy Evidence Database were searched from November 2019 to May 2021. STUDY SELECTION: Two reviewers independently screened cross-sectional and longitudinal studies that investigated changes in PA-related outcomes in people with and without chronic diseases during the pandemic. DATA EXTRACTION: PA-related outcomes and sedentary time were extracted from the included studies. Relevant risk of bias were assessed. Meta-analyses were conducted for each PA-related outcome, if applicable. Quality of evidence of each PA-related outcome was evaluated by Grading of Recommendations Assessment, Development, and Evaluation. DATA SYNTHESIS: Of 1226 identified citations, 36 articles (28 with and 8 without chronic diseases) with 800,256 participants were included. Moderate evidence from wearable sensors supported a significant reduction in pooled estimates of step count (standardized mean differences [SMD]=-2.79, P<.01). Very limited to limited evidence substantiated significant decreases in self-reported PA-related outcomes and significant increases in sedentary behaviors among people with and without chronic diseases. Specifically, pooled estimates of metabolic equivalent-minute per week (SMD=-0.16, P=.02) and PA duration (SMD=-0.07, P<.01) were significantly decreased, while sedentary time (SMD=0.09, P=.04) showed significant increases in the general population (small to large effects). Very limited evidence suggested no significant PA changes among people in a country without lockdown.Entities:
Keywords: COVID-19; Exercise habit; Rehabilitation; SARS-CoV-2; Sedentary behavior
Mesh:
Year: 2022 PMID: 35417759 PMCID: PMC8994706 DOI: 10.1016/j.apmr.2022.03.011
Source DB: PubMed Journal: Arch Phys Med Rehabil ISSN: 0003-9993 Impact factor: 4.060
Fig 1Flowchart of the systematic review according to Preferred Reporting Items of Systematic Reviews and Meta-Analyses guidelines.
Characteristics of the included studies
| Author | Country; Lockdown Policy | Study Sample Characteristics; % Male; Age (y) | Study Population | Definitions of PA or Exercises | PA-Related Variables | Outcome Measurement Tools (Validation) | Statistical Test |
|---|---|---|---|---|---|---|---|
| Cross-sectional studies | |||||||
| Ammar et al | Multiple countries; lockdown | N=1047; 46% men; | Healthy adults | PA as defined by IPAQ | IPAQ score | IPAQ-Short Form (validated) | Paired |
| Arturo et al | Mexico; lockdown | N=37; 59% men; | Healthy adults (Teachers) | PA as defined by IPAQ | PA in MET-min/wk | IPAQ (validated) | Student |
| Blom et al | Sweden; no lockdown | N=5599; 50% men; | Healthy adults | Daily activity and exercise | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Chague et al | France; lockdown | N=124; 60.5% men; | Patients with congestive heart failure | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Cooper et al | United States; lockdown | N=1607; 43% men; | Healthy adults | Overall PA, walking for at least 30 min/d, PA as defined by IPAQ | Proportion of participants reported change in PA levels | IPAQ-Short Form (validated) | Descriptive statistics |
| Deng et al | Wuhan, China; lockdown | N=1607; 64.8% men; | Healthy students (university and college) | Regular exercise as defined as ≥3 times/wk and ≥60 min each time | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Di Renzo et al | Italy; lockdown | N=3533; 23.9% men; | Healthy adults (internet users) | Sports training eg, walking; gym/run/swimming/soccer/volleyball/basketball/CrossFit/dance/yoga/aerobic fitness/martial arts/tennis/aerial gymnastics | Proportion of participants reported change in exercise habit | Customized questionnaire | Descriptive statistics |
| Đogaš et al | Croatia; lockdown | N=3027; 20.3% men; | Healthy adults | Not defined | Duration of PA | Customized questionnaire | Paired |
| Duncan et al | United States; lockdown | N=3971; 30.8% men; | Healthy adults (identical and same-sex fraternal twins) | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Galle et al | Italy; lockdown | N=2125; 37.2% men; | Undergraduate students | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Hu et al | China; lockdown | N=1033; 51.7% men; | Healthy adults | Exercise (such as running and dancing) | Proportions of participants reported change in exercise habit | IPAQ (validated) | Descriptive statistics |
| Lehtisalo et al | Finland; lockdown | N=613; 51.2% men; | Older adults | Leisure time physical activity, housework or cleaning, gardening | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Lesser et al | Canada; lockdown | N=1098; 19.6% men; | Healthy adults | Walking/jogging/running/biking/cycling/weight training/online video/classes/yoga/home workout/hiking/home/yard work/other | Proportion of participants reported change in PA levels | Behavioral regulations in exercise (validated) | Descriptive statistics |
| Minsky et al | Israel; lockdown | N=279; 30.8% men; | Adults with obesity | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Orlandi et al | Italy; lockdown | N=2218; 34.3% men; | Healthy adults | PA as defined by IPAQ | PA in MET-min/wk (converted from PA in MET-h/wk) | IPAQ (validated) | Paired |
| Paltrinieri et al | Italy; lockdown | N=2816; 23.2% men; | Healthy adults | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Persiani et al | Italy; lockdown | N=292; 49% men; | Patients with musculoskeletal pain | Not defined | Change in PA levels in participants | Customized questionnaire | Descriptive statistics |
| Rodríguez-Nogueira et al | Spain; lockdown | N=472; 40% men; | Healthy adults | Aerobics, strength exercise, and others | Change in PA levels in participants | Standardized Nordic Questionnaire (validated) | Descriptive statistics |
| Ruíz-Roso et al | Italy; lockdown | N=726; 39.8% men; | Adolescents | Active: PA ≥300 min/wk | Change in PA levels in participants | IPAQ (validated) | Descriptive statistics |
| Sonza et al | Brazil and Europe; lockdown | N=3194; 32.9% men; | Healthy adults | Aerobics, resistance and strength exercise | Change in PA levels in participants | Physical exercise level before and during social isolation questionnaire (validated) | Descriptive statistics |
| Stanton et al | Australia; lockdown | N=1491; 32.6% men; | Healthy adults | PA as defined by Active Australia Survey | Duration of PA | Active Australian Survey (validated) | Descriptive statistics |
| Yamada et al | Japan; lockdown | N=1600; 50% men; | Older adults | PA as defined by IPAQ | Duration of PA | IPAQ-Short Form (validated) | Wilcoxon signed-rank test |
| Zhu et al | China; lockdown | N=889; 39% men; | Healthy adults | Step counts | Step counts | Customized questionnaire | Paired |
| Retrospective studies | |||||||
| Al Fagih et al | Saudi Arabia; lockdown | N=82; 64.6% men; | Patients with heart failure | Defined by algorithms of a cardiac implantable electronic device | Duration of PA | Cardiac implantable electronic devices | Wilcoxon signed-rank test |
| Barrea et al | Italy; lockdown | N=121; 33.5% men; | Healthy adults | ≥30 min/d of aerobic exercise | Change in exercise habit in participants | Dichotomous questions (unvalidated) | χ2 test |
| Di Sebastiano et al | Canada; lockdown | N=2338; 9.8% men; | Healthy adults | MVPA: defined by a device specific definition, or ≥100 steps/min | Duration of light PA | Wearable devices or smartphone inbuilt accelerometer | 1-way repeated-measures ANOVA |
| Dunton et al | United States; lockdown | N=211; 47.4% men; | Healthy children | 11 types of school-based PA enlisted in Active Where survey | Proportion of participants reported change in sedentary time | Active Where survey (validated) | Descriptive statistics |
| Jia et al | China; lockdown | N=10,082; 28.3% men; | High school, college, and graduate students | PA as defined by IPAQ | Duration of MVPA | IPAQ (validated) | Paired |
| Keel et al | United States; lockdown | N=90; 12.2% men; | Undergraduate students | Not defined | Proportion of participants reported change in PA levels | Customized questionnaire | Descriptive statistics |
| Pépin et al | Multiple countries; lockdown | N=742,200; 62% men; | Healthy adults | Step counts | Step counts | Wearable pedometer | Wilcoxon signed-rank test |
| Rowlands et al | United Kingdom; lockdown | N=165; 55% men; | Patients with T2D | Defined by accelerometer | Duration of MVPA | Wearable accelerometer | Paired |
| Van Bakel et al | Netherlands; lockdown | N=1565; 73.1% men; | Patients with cardiovascular disease | MVPA determined by work, transportation, household, and leisure time | Duration of MVPA | Short Questionnaire to Assess Health-enhancing Physical Activity (validated) | Mann-Whitney |
| Vetrovsky et al | Czech Republic; lockdown | N=26; 69.2% men; | Patients with heart failure | Step counts | Step counts | Wearable accelerometer | Paired |
| Wang et al | China; lockdown | N=3544; 65.4% men; | Healthy adults | Step counts | Step counts | Smartphone inbuilt accelerometer | Generalized Estimating Equation |
| Weaver et al | United States; lockdown | n=362; 47.8% men; | Healthy adults | PA as defined by IPAQ | PA in MET-min/wk | IPAQ-Short Form (validated) | Paired |
| Zorcec et al | Macedonia; lockdown | N=72; 12.5% men; | Children with chronic respiratory diseases | Not defined | Change in PA levels in participants | Customized questionnaire | Descriptive statistics |
Abbreviation: ANOVA, analysis of variance.
Definition of PA according to IPAQ: refer to appendix 3.
Definition of PA according to Active Australian Survey: refer to appendix 4.
Interpretation of acceleration in milligravitation units: refer to appendix 5.
Summary of results on PA-related variables in people without chronic diseases
| Author | Study Sample Size | Study Population | Definition of PA-Related Outcomes | Statistical Test | Results | Level of Significance | Effect Size | Level of Evidence |
|---|---|---|---|---|---|---|---|---|
| Countries with lockdown measures | ||||||||
| Step counts (per d or per wk) (N=4) | ||||||||
| Di Sebastiano et al | N=2338 | Healthy adults | Step count/wk as measured by wearable devices or a smartphone inbuilt accelerometer | 1-way repeated-measures ANOVA | Decreased from 48,625±745 steps/wk to 43,395±705 steps/wk (by 10.8%) | Large | Moderate | |
| Pépin et al | N=742,200 | Healthy adults | Step count/d as measured by a pedometer | Wilcoxon signed-rank test | Decreased from 5326±479 steps/d to 4752±925 steps/d (by 10.8%) | |||
| Wang et al | N=3544 | Healthy adults | Step count/d as measured by a smartphone in-built accelerometer | Generalized Estimating Equation | Decreased from 8097±4793 steps/d to 5440±4571 steps/d (by 32.8%) | Not reported | ||
| Zhu et al | N=889 | Healthy adults | Step count/day as measured by an unvalidated self-developed questionnaire | Paired | Decreased from 6247±4374 steps/d to 2714±3542 steps/d (by 56.6%) | |||
| Duration of light PA (N=1) | ||||||||
| Di Sebastiano et al | N=2338 | Healthy adults | Light PA as measured by an accelerometer: <100 steps/min | 1-way repeated-measures ANOVA | Decreased from 1000.5±17.0 min/wk to 874.1±15.6 min/wk (by 12.6%) | p<0.001 | Very limited | |
| Duration of MVPA (N=2) | ||||||||
| Di Sebastiano et al | N=2338 | Healthy adults | MVPA: defined by heart rate ≥60% heart rate maximum by a built-in monitor, or ≥100 steps/min measure by an accelerometer | 1-way repeated-measures ANOVA | Decreased from 194.2±5.2 min/wk to 176.7±5 min/wk (by 9.3%) | Very limited | ||
| Jia et al | N=10,082 | High schools, colleges, and graduate schools students | PA as defined by IPAQ | Paired | From 0.7±2.0 d/wk to 0.7±2.0 d/wk | |||
| Duration of PA (N=3) | ||||||||
| Đogaš et al | N=3027 | Healthy adults | Not defined | Paired | Decreased from 162.1 min/wk to 132.9 min/wk (by 18%) | Small | Very limited | |
| Stanton et al | N=1491 | Healthy adults | PA as defined by Active Australian Survey | Wilcoxon signed-rank test | Decreased to 312.5±363.5 min/wk | Not reported | ||
| Yamada et al | N=1600 | Healthy adults | PA as defined by IPAQ | Wilcoxon signed-rank test | Decreased from 245 min/wk to 180 min/wk (by 27%) | |||
| Proportion of participants reporting changes in PA levels (N=8) | ||||||||
| Cooper et al | N=1607 | Healthy adults | PA as defined by IPAQ | Descriptive statistics | Overall PA: | NA | Conflicting | |
| Duncan et al | N=3971 | Healthy adults (identical and same-sex fraternal twins) | Not defined | Descriptive statistics | n=1048 reported decrease (26.4%) | NA | ||
| Galle et al | N=2125 | Undergraduate students | Not defined | Descriptive statistics | n=453 reported decrease (21.3%) | NA | ||
| Keel et al | N=90 | Undergraduate students | Not defined | Descriptive statistics | n=54 reported decrease (61.5%) | NA | ||
| Lehtisalo et al | N=2816 | Healthy adults | Leisure time physical activity, housework or cleaning, and gardening as measured by an unvalidated self-reported questionnaire | Descriptive statistics | n=91 reported decreased (34%) | NA | ||
| Lesser et al | N=1098 | Healthy adults | Walking/jogging/running/biking/cycling/weight training/online video/classes/yoga/home workout/hiking/home/yard work/other as measured by the Behavioral Regulations in Exercise Questionnaire and Godin Leisure-Time Questionnaire | Descriptive statistics | n=372 reported decrease (33.9%) | NA | ||
| Paltrinieri et al | N=2816 | Healthy adults | Not defined | Descriptive statistics | n=641 reported decrease (35.1%) | NA | ||
| Stanton et al | N=1491 | Healthy adults | PA as defined by Active Australian Survey | Descriptive statistics | n=308 reported decrease (20.7%) | NA | ||
| Changes in number of participants involving in different PA categories (N=3) | ||||||||
| Rodríguez-Nogueira et al | N=472 | Healthy adults | Aerobics, strengthening exercise, others, and no exercise, as well as the frequency of doing exercise as measured by an unvalidated self-developed questionnaire | Descriptive statistics | Never carry out PA: increased from n=86 to n=113 (by 31%) | NA | Very limited | |
| Ruíz-Roso et al | N=726 | Adolescents | Active: PA ≥300 min/wk as measured by IPAQ | Descriptive statistics | Active population: decreased from n=206 to n=135 (by 34.5%) | NA | ||
| Sonza et al | N=3194 | Healthy adults | Aerobics, resistance, and strength exercise as measured by the Physical Exercise Level Before and During Social Isolation Questionnaire | Descriptive statistics | “A bit active” population: increased from n=866 to n=1086 (from 27.1% to 34%) | NA | ||
| MET-min/wk (N=3) | ||||||||
| Arturo et al | N=37 | Healthy adults | PA as defined by IPAQ | Student | Decreased from 1826 MET-min/wk to 552 MET-min/wk (by 69.8%) | Small | Very limited | |
| Orlandi et al | N=2218 | Healthy adults | PA as defined by IPAQ | Paired | Decreased from 2269.2 MET-min/wk to 1728 MET-min/wk (by 23.8%) | |||
| Weaver et al | N=362 | Healthy adults | PA as defined by IPAQ | Paired | Decreased from 2205±3342.7 MET-min/wk to 1616±2176.6 MET-min/wk (by 26.7%) | |||
| IPAQ scores (N=1) | ||||||||
| Ammar et al | N=1047 | Healthy adults | PA as defined by IPAQ | Paired | Decreased from 5.04±2.51 to 3.83±2.84 (by 24%) | Very limited | ||
| Proportion of participants reported changes in exercise duration (N=2) | ||||||||
| Deng et al | N=1607 | Healthy adults | Time spent on exercise during COVID-19 (including web-based physical education) as measured by an unvalidated self-developed questionnaire | Descriptive statistics | n=826 reported less time (51.4%) | NA | Limited | |
| Hu et al | N=1033 | Healthy adults | Exercise as defined by IPAQ (eg, dancing and running) at 4 mo before COVID-19 and 4 mo after COVID-19 as measured by an unvalidated self-developed questionnaire | Descriptive statistics | n=195 reported decrease (18.9%) | NA | ||
| Proportion of participants reported doing regular exercise (N=2) | ||||||||
| Barrea et al | N=121 | Healthy adults | ≥30 min/d of aerobic exercise | χ2 test | Decreased from n=62 (51.2%) to n=39 (32.2%) | Conflicting | ||
| Di Renzo et al | N=3533 | Healthy adults | At least once/wk of training (eg, walking/gym/run/swimming/soccer/volleyball/basketball/Cross Fit/dance/yoga/aerobic fitness/martial arts/tennis/aerial gymnastics) | Descriptive statistics | Reported training: increased from n=2173 to n=2198 (by 1.2%) | NA | ||
| Duration of sedentary time (N=3) | ||||||||
| Jia et al | N=10,082 | High school, college, and graduate school students | Screen time as measured by IPAQ | Paired | Increased from 4.9±1.9 h/d to 5.6±2.2 h/d (by 14.3%) | Small | Very limited | |
| Weaver et al | N=362 | Healthy adults | Sitting time as measured by IPAQ-Short Form | Paired | Increased from 460.9±281.6 min/d to 494.5±211.5 min/d (by 7.4%) | |||
| Zhu et al | N=889 | Healthy adults | Sedentary time as measured by an unvalidated self-developed questionnaire | Paired | Increased from 5.3±2.7 h/d to 6.6±3.1 h/d (by 24.5%) | |||
| Proportion of participants reported changes in sedentary time (N=4) | ||||||||
| Cooper et al | N=1,607 | Healthy adults | Screen and sitting time as measured by IPAQ-Short Form | Descriptive statistics | Screen time: | NA | Limited | |
| Dunton et al | N=211 | Healthy children | Sitting time as measured by the Active Where questionnaire | Descriptive statistics | n=8 reported decrease (4%) | NA | ||
| Hu et al | N=1033 | Healthy adults | Screen time as measured by IPAQ | Descriptive statistics | n=80 reported decrease (7.8%) | NA | ||
| Sonza et al | N=3194 | Healthy adults | Sedentary behavior as measured by the Physical Exercise Level Before and During Social Isolation Questionnaire | Descriptive statistics | Sedentary population increased from n=390 (12.2%) to n=799 (25.0%) | NA | ||
| Countries without lockdown measures | ||||||||
| Proportion of participants reported changes in PA (N=1) | ||||||||
| Blom et al | N=5599 | Healthy adults | Daily activity as measured by an unvalidated self-developed questionnaire | Descriptive statistics | n=1456 reported decrease (26.0%) | NA | Very limited | |
| Proportion of participants reported changes in exercise duration (N=1) | ||||||||
| Blom et al | n=5599 | Healthy adults | Time spent on exercise during COVID-19 as measured by an unvalidated self-developed questionnaire | Descriptive statistics | n=1567 reported decrease (28%) | NA | Very limited | |
| Proportion of participants reported changes in sedentary time (N=1) | ||||||||
| Blom et al | N=5599 | Healthy adults | Sitting time as measured by an unvalidated self-developed questionnaire | Descriptive statistics | n=448 reported decrease (8%) | NA | Very limited | |
Abbreviations: ANOVA, analysis of variables; NA. not applicable.
Definition of PA according to IPAQ: refer to appendix 3.
Definition of PA according to Active Australian Survey: refer to appendix 4.
Fig 2Forest plots of PA in MET-min/wk, duration of PA, step counts, and duration of sedentary time of people without chronic diseases.
| Steps | Keywords |
|---|---|
| 1 | COVID* or Cov* or Corona* or Severe acute respiratory syndrome coronavirus 2 or SARS* |
| 2 | Physical activit* or activity level or Exercise habit* or Exercise routine* or lifestyle |
| 3 | 1 and 2 |
| High risk of bias | For a study graded as |
| Moderate risk of bias | For a study graded as |
| Low risk of bias | For a study graded as |
| Appraisal tool for Cross-Sectional Studies (AXIS) | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Study | Objective & study design | Study participation | Handling of non-respondents | Outcome measures | Statistical analysis | Reporting | Overall risk | ||||||||||||||||||||
| Original item number | 1 | 2 | S | 3 | 4 | 5 | 6 | 20 | S | 7 | 13 | 14 | S | 8 | 9 | S | 10 | 11 | S | 12 | 15 | 16 | 17 | 18 | 19 | S | |
| Ammar et al. (2021) | Y | Y | L | N | N | Y | Y | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Arturo et al. (2020) | Y | Y | L | N | Y | N | N | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | N | Y | Y | Y | Y | ? | M | Moderate |
| Blom et al. (2021) | Y | Y | L | N | Y | N | Y | Y | M | N | Y | Y | M | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | Y | L | Moderate |
| Chague et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | Y | N | Y | M | Y | Y | L | Y | Y | L | Y | Y | Y | Y | N | Y | M | Moderate |
| Cooper et al. (2021) | Y | Y | L | N | Y | N | Y | Y | M | Y | ? | Y | M | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Deng et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | Y | ? | N | H | Y | N | M | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Di Renzo et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | ? | N | H | Y | Y | L | Y | N | M | Y | Y | Y | Y | Y | N | M | Moderate |
| Đogaš et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | ? | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Duncan et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | N | M | N | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Galle et al. (2020) | Y | Y | L | Y | Y | Y | Y | Y | L | N | Y | N | H | Y | Y | L | N | Y | M | Y | Y | Y | Y | Y | N | M | Moderate |
| Hu et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | Y | N | N | H | Y | Y | L | N | Y | M | Y | Y | Y | Y | Y | N | M | Moderate |
| Lehtisalo et al. (2021) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Lesser et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | ? | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Minsky et al. (2021) | Y | Y | L | N | Y | Y | Y | Y | M | N | Y | N | H | Y | N | M | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Orlandi et al. (2021) | Y | Y | L | N | Y | Y | Y | Y | M | N | ? | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Paltrinieri et al. (2021) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | N | M | N | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Persiani et al. (2021) | Y | Y | L | N | N | Y | N | Y | H | N | ? | N | H | Y | N | M | Y | Y | L | Y | Y | Y | Y | Y | N | M | High |
| Rodriguez-Nogueira et al. (2021) | Y | Y | L | Y | Y | Y | Y | Y | L | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Ruíz-Roso et al. (2020) | Y | Y | L | N | N | N | Y | Y | H | N | N | N | H | Y | N | M | Y | Y | L | Y | Y | Y | Y | Y | N | M | High |
| Sonza et al. (2021) | Y | Y | L | N | N | Y | Y | Y | H | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | High |
| Stanton et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Yamada et al. (2020) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| Zhu et al. (2021) | Y | Y | L | N | Y | Y | Y | Y | M | N | N | N | H | Y | Y | L | Y | Y | L | Y | Y | Y | Y | Y | N | M | Moderate |
| % of studies that reported “yes”/no bias | 100 | 100 | 9 | 83 | 78 | 87 | 100 | 83 | 13 | 13 | 100 | 74 | 83 | 96 | 96 | 100 | 100 | 100 | 96 | 15 | |||||||
H = High; M = Moderate; L = Low; ? = Uncertain; N = No; Y = Yes; S = Subscore
For item number 13 and 19 in the AXIS, a point is rewarded when the content is “N”.
| Quality of Prognosis Studies Risk of Bias Assessment Instruments for Prognostic Factor Studies (QUIPS) | ||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Study | Subject participation | Study attrition | Prognostic factor measurement | Outcome measurement | Study confounding | Statistical analysis and reporting | Overall risk | |||||||||||||||||||||||||||||||
| Original item number | 1 | 2 | 3 | 4 | 5 | 6 | 7 | S | 1 | 2 | 3 | 4 | 5 | S | 1 | 2 | 3 | 4 | 5 | S | 1 | 2 | 3 | S | 1 | 2 | 3 | 4 | 5 | 6 | 7 | S | 1 | 2 | 3 | 4 | S | |
| Al Fagih et al. (2020) | P | N | Y | Y | P | U | P | H | N | N/A | N/A | N/A | N/A | H | P | P | Y | N | N/A | H | P | U | Y | H | N | N | N | N/A | N/A | N | N | H | Y | Y | Y | U | M | High |
| Barrea et al. (2020) | P | N | N | Y | P | Y | Y | M | N | N/A | N/A | N/A | N/A | H | P | N | Y | Y | N/A | M | Y | N | Y | M | N | N | N | N/A | N/A | N | N | H | Y | Y | Y | Y | L | Moderate |
| Di Sebastiano et al. (2020) | Y | N | Y | Y | P | Y | Y | M | Y | N | N/A | N/A | N/A | M | Y | Y | Y | Y | N/A | L | Y | P | P | M | N | N | N | N/A | N/A | N | N | H | Y | Y | Y | Y | L | Moderate |
| Dunton et al. (2020) | Y | P | Y | Y | P | U | Y | M | Y | P | Y | N | N/A | M | P | N | Y | N/A | N/A | H | Y | N | Y | M | Y | N | N | N/A | N/A | N | N | H | Y | Y | Y | Y | L | Moderate |
| Jia et al. (2020) | Y | Y | Y | Y | P | Y | Y | L | N/A | N/A | N/A | N/A | N/A | H | P | Y | Y | Y | N/A | M | Y | Y | Y | L | Y | Y | Y | Y | N/A | Y | N | M | Y | Y | Y | Y | L | Moderate |
| Keel et al. (2020) | Y | P | Y | P | N | U | Y | M | N/A | N/A | N/A | N/A | N/A | H | Y | Y | Y | U | N/A | M | Y | N | Y | M | P | N | P | Y | N/A | P | N | H | Y | Y | Y | U | L | Moderate |
| Pepin et al. (2020) | Y | N | Y | P | N | U | Y | M | N/A | N/A | N/A | N/A | N/A | H | Y | Y | Y | U | N/A | M | Y | Y | Y | L | P | N | P | U | N/A | P | N | H | P | Y | Y | U | M | Moderate |
| Rowlands et al. (2021) | Y | Y | Y | Y | Y | Y | Y | L | Y | N/A | N/A | N/A | N/A | H | Y | Y | Y | Y | N/A | L | Y | Y | Y | L | Y | Y | P | Y | N/A | Y | N | M | Y | Y | Y | U | L | Low |
| Van Bakel et al. (2021) | Y | P | Y | Y | P | Y | Y | M | P | N/A | N/A | N/A | N/A | H | Y | Y | Y | Y | N/A | L | Y | P | Y | M | Y | N | P | Y | N/A | Y | N | M | Y | Y | Y | U | L | Moderate |
| Vetrovsky et al. (2020) | Y | P | Y | N | N | U | Y | M | N/A | N/A | N/A | N/A | N/A | H | Y | Y | Y | Y | N | M | Y | Y | Y | L | P | Y | P | Y | N/A | P | N | M | Y | Y | Y | Y | L | Moderate |
| Wang et al. (2020) | Y | Y | Y | Y | P | U | Y | M | N | N/A | N/A | N/A | N/A | H | Y | Y | Y | U | N/A | M | Y | Y | Y | L | Y | Y | P | Y | N/A | Y | N | M | Y | Y | Y | Y | L | Moderate |
| Weaver et al. (2021) | Y | N | Y | Y | P | Y | Y | M | P | N/A | N/A | N/A | N/A | H | Y | Y | Y | Y | N/A | L | Y | Y | Y | L | P | P | P | Y | N/A | P | N | M | Y | Y | Y | Y | L | Moderate |
| Zorcec et al. (2020) | Y | N | Y | P | N | U | Y | M | N | N/A | N/A | N/A | N/A | H | Y | Y | Y | Y | N/A | L | Y | N | Y | M | Y | N | Y | Y | N/A | Y | N | M | Y | Y | Y | U | L | Moderate |
Y = Yes; N = No; P = Partial; U = Unclear; N/A = Not Applicable; S = Subscore
| Definition of PA according to IPAQ | ||
|---|---|---|
| Category 1 | Low intensity | This is the lowest level of physical activity. Individuals who do not meet the criteria for the categories 2 or 3 are considered low intensity/inactive. |
| Category 2 | Moderate intensity | Any one of the following 3 criteria: |
| Category 3 | High intensity | Any one of the following 2 criteria: |
MET-min = Metabolic equivalent of task-minutes
| Physical activity | Definition |
|---|---|
| Walking | Continuous in 10-minute intervals of walking |
| Gardening/yardwork | No description available |
| Other moderate activities | Activities that make you “ |
| Other vigorous activities | Activities that make you “ |
Duration of total activity time = time spent on walking + time spent on moderate activities + (2 x time spent of vigorous activities)
| Interpretation of acceleration in milli-gravitation units (mg) | |
|---|---|
| Time spent: | |
| 100-200 mg | Slow walking |
| 200-350 mg | Brisk walking |
| 350-500 mg | Fast walk / jog |
| 500-1000mg | Slow run |
| 1000-1500mg | Medium run |
| 1500-2000mg | Fast run |
| >2000mg | Sprint |
Conversion from milli-gravitation unit to number of steps based on suggestion of 1.7 mg being equivalent to ∼800 steps/day as suggested by Rowlands et al.
| GRADE factors | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number of participants | Number of studies | Number of cohorts | Univariate | Phase | Study limitations | Inconsistency | Indirectness | Imprecision | Publication bias | Moderate/large effect size | Dose effect | Overall quality | |||
| Potential outcomes identified | + | 0 | - | ||||||||||||
| MET-minute per week | 2,617 | 3 | 3 | 3 | 1 | X | ✓ | ✓ | ✓ | X | X | X | + | ||
| Duration of PA | 6,118 | 3 | 3 | 3 | 1 | X | ✓ | ✓ | X | ✓ | X | X | + | ||
| Duration of light PA | 2,338 | 1 | 1 | 1 | 1 | X | N/A | X | X | ✓ | ✓ | ✓ | + | ||
| Duration of MVPA | 12,420 | 2 | 2 | 1 | 1 | 1 | X | X | X | X | ✓ | X | X | + | |
| Proportion of participants reported changes in PA levels | 16,014 | 8 | 8 | N/A | 1 | X | X | X | X | ✓ | N/A | N/A | - | ||
| Changes in number of participants involving in different PA categories | 4,392 | 3 | 3 | N/A | 1 | X | X | X | X | ✓ | N/A | N/A | + | ||
| IPAQ scores | 1,047 | 1 | 1 | 1 | 1 | X | N/A | ✓ | X | ✓ | X | X | + | ||
| Step counts (per day or per week) | 748,971 | 4 | 4 | 4 | 1 | X | ✓ | ✓ | X | ✓ | ✓ | ✓ | +++ | ||
| Proportion of participants reported changes in exercise duration | 2,640 | 2 | 2 | N/A | 1 | ✓ | ✓ | X | X | ✓ | N/A | N/A | ++ | ||
| Proportion of participants reported doing regular exercise | 3,654 | 2 | 2 | 1 | 1 | 1 | X | X | X | X | ✓ | N/A | N/A | +/- | |
| Duration of sedentary time | 11,333 | 3 | 3 | 3 | 1 | X | ✓ | ✓ | X | ✓ | ✓ | X | + | ||
| Proportion of participants reported changes in sedentary time | 6,045 | 4 | 4 | N/A | 1 | ✓ | ✓ | ✓ | X | ✓ | X | X | ++ | ||
| Proportion of participants reported changes in PA | 5,599 | 1 | 1 | N/A | 1 | ✓ | N/A | ✓ | X | X | X | X | + | ||
| Proportion of participants reported changes in exercise duration | 5,599 | 1 | 1 | N/A | 1 | ✓ | N/A | ✓ | X | X | X | X | + | ||
| Proportion of participants reported changes in sedentary time | 5,599 | 1 | 1 | N/A | 1 | ✓ | N/A | ✓ | X | X | X | X | + | ||
IPAQ = International Physical Activity Questionnaire; MET-min = metabolic equivalent-minute; MVPA = moderate-to-vigorous physical activity; PA = physical activities
Phase, phase of investigation. For univariate analysis: +, number of significant effects with a positive value; 0, number of non-significant effects; -, number of significant effects with a negative value. For GRADE factors: ✓, no serious limitations; ✕, serious limitations (or not present for moderate/large effect size, dose effect); ?, unable to rate item based on available information; N/A, not applicable. For overall quality of evidence: -, inconsistent; +, very low; ++, low; +++, moderate; ++++, high
PA = physical activities; MVPA = moderate-to-vigorous physical activity
Phase, phase of investigation. For univariate analysis: +, number of significant effects with a positive value; 0, number of non-significant effects; -, number of significant effects with a negative value. For GRADE factors: ✓, no serious limitations; ✕, serious limitations (or not present for moderate/large effect size, dose effect); ?, unable to rate item based on available information; N/A, not applicable. For overall quality of evidence: +, very low; ++, low; +++, moderate; ++++, high
| GRADE factors | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Potential outcomes identified | Number of participants | Number of studies | Number of cohorts | Univariate | Phase | Study limitations | Inconsistency | Indirectness | Imprecision | Publication bias | Moderate/large effect size | Dose effect | Overall quality | |||
| + | 0 | - | ||||||||||||||
| Duration of PA | ||||||||||||||||
| Patients with heart failure | 82 | 1 | 1 | 1 | 1 | X | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Duration of MVPA | ||||||||||||||||
| Patients with type 2 diabetes mellitus | 165 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Patients with cardiovascular disease | 1,565 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Proportion of participants reported changes in PA levels | ||||||||||||||||
| Patients with congestive heart failure | 124 | 1 | 1 | N/A | 1 | X | N/A | ✓ | X | X | N/A | N/A | + | |||
| Adults with obesity | 279 | 1 | 1 | N/A | 1 | ✓ | N/A | X | X | ✓ | N/A | N/A | + | |||
| Changes in number of participants involving in different PA categories | ||||||||||||||||
| Patients with musculoskeletal pain | 292 | 1 | 1 | N/A | 1 | X | N/A | X | X | ✓ | N/A | N/A | + | |||
| Children with chronic respiratory diseases | 72 | 1 | 1 | N/A | 1 | ✓ | N/A | X | X | ✓ | N/A | N/A | + | |||
| Step counts (per day or per week) | ||||||||||||||||
| Patients with type 2 diabetes mellitus | 165 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Patients with heart failure | 26 | 1 | 1 | 1 | 1 | X | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Frequency of continuous PA | ||||||||||||||||
| Patients with type 2 diabetes mellitus | 165 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Duration of sedentary time | ||||||||||||||||
| Patients with type 2 diabetes mellitus | 165 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Patients with cardiovascular disease | 1,565 | 1 | 1 | 1 | 1 | ✓ | N/A | ✓ | X | ✓ | ✓ | N/A | + | |||
| Proportion of participants reported changes in sedentary time | ||||||||||||||||
| Patients with congestive heart failure | 124 | 1 | 1 | N/A | 1 | ✓ | N/A | ✓ | X | X | N/A | N/A | + | |||
| Patients with musculoskeletal pain | 292 | 1 | 1 | N/A | 1 | X | N/A | X | X | ✓ | N/A | N/A | + | |||