Differences in Free-Living Patterns of Sedentary Behaviour between Office Employees with Diabetes and Office Employees without Diabetes: A Principal Component Analysis for Clinical Practice
Abstract
:1. Background
2. Methods
2.1. Study Design
2.2. Setting
2.3. Variables and Data Measurement
2.4. Sample Size
2.5. Statistical Methods
3. Results
3.1. Description of the Participants in Patterns of Physical Activity and SB: Differences between T2D and NGM
3.2. Correlation between Variables
3.2.1. Correlation between Age, BMI and SB Pattern Variables
3.2.2. Correlation between the Variables That Measured the SB Pattern on Weekdays and at Weekends
3.2.3. Correlation between the Variables That Measured the SB Pattern in Weekday Working Time and Weekday Non-Working Time
3.2.4. Correlation between the Number of Breaks and the Time Spent in Sedentary Bouts
3.3. Principal Component Analysis
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Acknowledgments
Conflicts of Interest
References
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TYPE 2 DIABETES | NORMAL GLUCOSE METABOLISM | Between Groups T2D vs. NGM | |||||||
---|---|---|---|---|---|---|---|---|---|
Mean | SD | n | Mean | SD | n | 95% CI | p-Value | ||
Age (years) | 55.8 | 6.3 | 77 | 45.2 | 8.9 | 128 | −12.68 | −8.52* | <0.001 |
BMI (kg/m2) | 31.4 | 5.5 | 77 | 24.9 | 4.9 | 132 | −7.98 | −5.02* | <0.001 |
WEEKDAY—TOTAL TIME | |||||||||
Light-intensity physical activity (minutes/day) | 75.4 | 34.1 | 80 | 75.2 | 21.1 | 132 | −8.45 | 8.05 | 0.9624 |
Moderate to vigorous physical activity (minutes/day) | 43.7 | 27.2 | 79 | 47.7 | 21.3 | 132 | −2.98 | 10.98 | 0.2656 |
Sedentary time (minutes/day) | 572 | 144.8 | 75 | 599.3 | 101.8 | 132 | −9.60 | 64.20 | 0.1518 |
Standing time (minutes/day) | 273.4 | 106 | 80 | 302.4 | 80.6 | 132 | 2.14 | 55.86 * | 0.0371 |
Total sedentary breaks (number/day) | 50.3 | 17.2 | 75 | 82 | 28.4 | 132 | 25.49 | 37.85 * | <0.001 |
Sedentary breaks <20 min (number/day) | 43.2 | 17 | 75 | 74.3 | 29.5 | 132 | 24.79 | 37.41 * | <0.001 |
Sedentary breaks of 20–40 min (number/day) | 5 | 2.1 | 75 | 4.8 | 1.8 | 132 | −0.74 | 0.38 | 0.5290 |
Sedentary breaks of 40–60 min (number/day) | 1.7 | 1 | 75 | 1.5 | 0.8 | 132 | −0.55 | −0.33 * | 0.0313 |
Sedentary breaks >60 min (number/day) | 1.6 | 1.2 | 75 | 1.4 | 0.9 | 132 | −0.56 | 0.05 | 0.1034 |
Time spent in sedentary bouts <20 min (minutes/day) | 198.7 | 70.1 | 75 | 270.3 | 67.8 | 132 | 52.06 | 91.14 * | <0.001 |
Time spent in sedentary bouts 20–40 min (minutes/day) | 138.9 | 56.3 | 75 | 133.6 | 49.4 | 132 | −20.53 | 9.87 | 0.4954 |
Time spent in sedentary bouts 40–60 min (minutes/day) | 84 | 47.3 | 75 | 71.1 | 38.6 | 132 | −25.34 | −0.34 * | 0.0472 |
Time spent in sedentary bouts >60 min (minutes/day) | 150.5 | 111.3 | 75 | 124.3 | 85.7 | 132 | −55.14 | 2.80 | 0.0806 |
WEEKDAY—WORKING TIME | |||||||||
Light-intensity physical activity (minutes/day) | 37.5 | 26.2 | 53 | 24.5 | 11.9 | 115 | −20.34 | −5.66 * | 0.0010 |
Moderate to vigorous physical activity (minutes/day) | 20.7 | 14.6 | 25 | 18.4 | 11.4 | 98 | −8.42 | 3.82 | 0.4692 |
Sedentary time (minutes/day) | 283.8 | 129.6 | 47 | 294.4 | 64.5 | 115 | −28.07 | 49.29 | 0.5950 |
Standing time (minutes/day) | 2.3 | 1.2 | 53 | 1.9 | 0.9 | 115 | −0.76 | −0.04 * | 0.0336 |
Total sedentary breaks (number/day) | 28.5 | 15.2 | 46 | 41.7 | 19.1 | 115 | 7.70 | 18.84 * | <0.001 |
Sedentary breaks <20 min (number/day) | 24.8 | 14.7 | 46 | 37.9 | 20 | 115 | 7.53 | 18.71 * | <0.001 |
Sedentary breaks of 20–40 min (number/day) | 2.7 | 1.6 | 46 | 2.8 | 1.3 | 115 | −0.4 | 0.63 | 0.6609 |
Sedentary breaks of 40–60 min (number/day) | 0.8 | 0.7 | 46 | 0.7 | 0.6 | 115 | −0.39 | 0.06 | 0.1633 |
Sedentary breaks >60 min (number/day) | 0.6 | 0.7 | 46 | 0.4 | 0.5 | 115 | −0.47 | 0.00 | 0.0513 |
Time spent in sedentary bouts <20 min (minutes/day) | 116.4 | 65.7 | 46 | 153.7 | 53.6 | 115 | 16.10 | 58.61 * | 0.0010 |
Time spent in sedentary bouts 20–40 min (minutes/day) | 73.5 | 44.5 | 46 | 75.6 | 35.6 | 115 | −12.23 | 16.45 | 0.7753 |
Time spent in sedentary bouts 40–60 min (minutes/day) | 39.4 | 32.7 | 46 | 32.3 | 29.5 | 115 | −17.99 | 3.64 | 0.1999 |
Time spent in sedentary bouts >60 min (minutes/day) | 60.6 | 81 | 46 | 32.9 | 45.3 | 115 | −52.47 | −3.05 * | 0.0327 |
WEEKDAY—NON-WORKING TIME | |||||||||
Light-intensity physical activity (minutes/day) | 45.3 | 25.9 | 68 | 49.6 | 15.9 | 115 | −2.47 | 11.07 | 0.2187 |
Moderate to vigorous physical activity (minutes/day) | 29 | 19.9 | 68 | 30.4 | 17.2 | 115 | −4.29 | 7.01 | 0.6395 |
Sedentary time (minutes/day) | 272.5 | 89.6 | 46 | 311.8 | 81.7 | 115 | 9.58 | 69.05 * | 0.0119 |
Standing time (minutes/day) | 165.9 | 83 | 68 | 184.5 | 49.5 | 115 | −2.99 | 40.19 | 0.0963 |
Total sedentary breaks (number/day) | 23.6 | 8.6 | 46 | 38.6 | 15.1 | 115 | 11.31 | 18.70 * | <0.001 |
Sedentary breaks <20 min (number/day) | 19.6 | 8.5 | 46 | 34.6 | 15.4 | 115 | 11.24 | 18.66 * | <0.001 |
Sedentary breaks of 20–40 min (number/day) | 2.2 | 0.8 | 46 | 2.2 | 1.0 | 115 | −0.35 | 0.25 | 0.7487 |
Sedentary breaks of 40–60 min (number/day) | 0.9 | 0.5 | 46 | 0.9 | 0.5 | 115 | −0.18 | 0.17 | 0.9512 |
Sedentary breaks >60 min (number/day) | 0.9 | 0.6 | 46 | 1.0 | 0.7 | 115 | −0.11 | 0.33 | 0.3441 |
Time spent in sedentary bouts <20 min (minutes/day) | 85.4 | 35.5 | 46 | 116.3 | 36.8 | 115 | 18.72 | 43.15 * | <0.001 |
Time spent in sedentary bouts 20–40 min (minutes/day) | 62.1 | 22.5 | 46 | 61.7 | 29.0 | 115 | −8.70 | 7.98 | 0.9334 |
Time spent in sedentary bouts 40–60 min (minutes/day) | 41.3 | 24.3 | 46 | 41.7 | 26.2 | 115 | −8.00 | 8.92 | 0.9154 |
Time spent in sedentary bouts >60 min (minutes/day) | 83.8 | 66.1 | 46 | 92.1 | 69.9 | 115 | −14.60 | 31.15 | 0.4825 |
WEEKEND | |||||||||
Light-intensity physical activity (minutes/day) | 67.3 | 36.2 | 77 | 80 | 30.4 | 132 | 3.14 | 22.26 * | 0.0106 |
Moderate to vigorous physical activity (minutes/day) | 34.9 | 31.1 | 73 | 33.9 | 33.1 | 132 | −10.05 | 8.05 | 0.8297 |
Sedentary time (minutes/day) | 548.3 | 135.1 | 73 | 518.2 | 117 | 132 | −66.77 | 6.58 | 0.1120 |
Standing time (minutes/day) | 235.3 | 96.8 | 73 | 297.1 | 97.3 | 132 | 34.22 | 89.38 * | <0.001 |
Total sedentary breaks (number/day) | 38.3 | 12 | 73 | 59.3 | 27.2 | 132 | 15.62 | 26.36 * | <0.001 |
Sedentary breaks <20 min (number/day) | 31.9 | 12.3 | 73 | 52.5 | 27.8 | 132 | 15.14 | 26.12 * | <0.001 |
Sedentary breaks of 20–40 min (number/day) | 3.8 | 1.7 | 73 | 3.6 | 1.7 | 132 | −0.74 | 0.21 | 0.2848 |
Sedentary breaks of 40–60 min (number/day) | 1.6 | 1 | 73 | 1.4 | 1.0 | 132 | −0.54 | 0.02 | 0.0729 |
Sedentary breaks >60 min (number/day) | 2.1 | 1.3 | 73 | 1.9 | 1.0 | 132 | −0.59 | 0.11 | 0.1840 |
Time spent in sedentary bouts <20 min (minutes/day) | 151.2 | 61.6 | 73 | 166.8 | 64.7 | 132 | −2.28 | 33.39 | 0.0910 |
Time spent in sedentary bouts 20–40 min (minutes/day) | 109.4 | 46.9 | 73 | 99.7 | 46.5 | 132 | −37.03 | 17.60 | 0.4981 |
Time spent in sedentary bouts 40–60 min (minutes/day) | 79.1 | 49.5 | 73 | 67.1 | 46.9 | 132 | −25.89 | 1.75 | 0.0908 |
Time spent in sedentary bouts >60 min (minutes/day) | 208.5 | 134.4 | 73 | 184.6 | 113.9 | 132 | −60.13 | 12.38 | 0.2015 |
PCA Variables | Variability Explained by the First Two Components | Grouping of Patients Based on the 2 Dimensions Obtained with PCA | |
---|---|---|---|
Weekday and weekend | 61.6% | ||
Weekday | 61% | ||
Weekday working time | 63.1% | ||
Weekday non-working time | 57.1 | ||
Weekend | 54.7 |
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Colomer, F.A.; Cugat, M.À.C.; Bort-Roig, J.; Chirveches-Pérez, E.; Zaldúa, Y.C.; Martín-Cantera, C.; Franch-Nadal, J.; Puig-Ribera, A. Differences in Free-Living Patterns of Sedentary Behaviour between Office Employees with Diabetes and Office Employees without Diabetes: A Principal Component Analysis for Clinical Practice. Int. J. Environ. Res. Public Health 2022, 19, 12245. https://doi.org/10.3390/ijerph191912245
Colomer FA, Cugat MÀC, Bort-Roig J, Chirveches-Pérez E, Zaldúa YC, Martín-Cantera C, Franch-Nadal J, Puig-Ribera A. Differences in Free-Living Patterns of Sedentary Behaviour between Office Employees with Diabetes and Office Employees without Diabetes: A Principal Component Analysis for Clinical Practice. International Journal of Environmental Research and Public Health. 2022; 19(19):12245. https://doi.org/10.3390/ijerph191912245
Chicago/Turabian StyleColomer, Francesc Alòs, Mª Àngels Colomer Cugat, Judit Bort-Roig, Emilia Chirveches-Pérez, Yoseba Cánovas Zaldúa, Carlos Martín-Cantera, Josep Franch-Nadal, and Anna Puig-Ribera. 2022. "Differences in Free-Living Patterns of Sedentary Behaviour between Office Employees with Diabetes and Office Employees without Diabetes: A Principal Component Analysis for Clinical Practice" International Journal of Environmental Research and Public Health 19, no. 19: 12245. https://doi.org/10.3390/ijerph191912245
APA StyleColomer, F. A., Cugat, M. À. C., Bort-Roig, J., Chirveches-Pérez, E., Zaldúa, Y. C., Martín-Cantera, C., Franch-Nadal, J., & Puig-Ribera, A. (2022). Differences in Free-Living Patterns of Sedentary Behaviour between Office Employees with Diabetes and Office Employees without Diabetes: A Principal Component Analysis for Clinical Practice. International Journal of Environmental Research and Public Health, 19(19), 12245. https://doi.org/10.3390/ijerph191912245