| Literature DB >> 34028359 |
Ting Sun1, Yang Xu2, Hui Xie1, Zuchang Ma2, Yu Wang2.
Abstract
BACKGROUND: A scientific, personalized, and quantitative exercise prescription that has the potential to be an important therapeutic agent for all ages in the prevention of chronic disease is highly recommended. However, it is often poorly implemented, as clinicians lack the necessary knowledge and skills while participants have low adherence due to design defects (eg, prescriptions fail to take individual willingness, the appeal of exercise, and complex physical conditions into account). Intelligent personalized prescription is thus worth exploring.Entities:
Keywords: body composition; bone mineral density; cardiovascular function; exercise prescription; physical fitness
Mesh:
Year: 2021 PMID: 34028359 PMCID: PMC8185615 DOI: 10.2196/28221
Source DB: PubMed Journal: J Med Internet Res ISSN: 1438-8871 Impact factor: 7.076
Figure 1Components of the eHealth promotion system.
Figure 2The assessment, exercise prescription generation, execution and supervision, and evaluation of exercising effects of the intelligent personalized exercise prescription program intervention.
Figure 3Examples of screenshots of the examination reports of bone mineral density and cardiovascular function.
Figure 4Algorithms for 3 modes of exercise prescription. ACSM: The American College of Sports Medicine. IPAQ: International Physical Activity Questionnaire.
Figure 5Examples of exercise instructions.
Matrix of links between the categories of personalized exercise prescriptions and exercise types.
| Prescription type | Aerobic exercise | Resistance training | Flexibility exercise | Special exercisea | Low-intensity aerobic gymnastics |
| Health care mode | √b |
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| √ |
| Exercise habit-formation mode | √ |
| √ | √ |
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| Scientific fitness mode | √ | √ | √ | √ |
|
aSpecial exercise is recommended by prescription when a related health problem is detected in the exercise habit-formation mode and scientific fitness mode.
b√: The type of exercise recommended by prescription.
Figure 6Website with cloud platform screenshot.
Baseline data for health care mode versus the scientific fitness mode.
| Characteristic | Health care mode (n=97) | Scientific fitness mode (n=80) | |||||
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| Male gender, n (%) | 30 (30.9) | 42 (52.5) | .003 | |||
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| Age (years), mean (SD) | 67.76 (6.67) | 68.09 (7.42) | .76 | |||
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| Weight (kg), mean (SD) | 68.18 (11.55) | 68.06 (11.8) | .95 | |||
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| Cigarette consumption, (cigarettes/lifetime), mean (SD) | 32022.16 (9934.85) | 45579.37 (11378.80) | .37 | |||
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| Alcohol consumption (g/day), mean (SD) | 5.97 (15.97) | 5.63 (17.26) | .89 | |||
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| Sedentary time (min/day), mean (SD) | 74.62 (86.04) | 83.42 (85.35) | .51 | |||
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| Diabetes, n (%) | 27 (27.8) | 18 (22.5) | .27 | |||
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| Hypertension, n (%) | 56 (57.7) | 36 (45) | .06 | |||
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| Cardiovascular diseases, n (%) | 18 (18.6) | 15 (18.8) | .56 | |||
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| |||||||
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| SBPa (mmHg) | 130.22 (16.06) | 125.96 (14.66) | .72 | |||
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| DBPb (mmHg) | 73.20 (9.10) | 74.64 (8.73) | .29 | |||
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| Heart rate (bp/min) | 71.66 (10.21) | 67.77 (8.23) | .007 | |||
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| SEVRc | 1.07 (0.19) | 1.19 (0.20) | <.001 | |||
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| baPWVd (m/s) | 17.31 (3.19) | 15.70 (2.70) | <.001 | |||
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| |||||||
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| Weight (kg) | 68.18 (11.55) | 68.06 (11.80) | .95 | |||
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| BMI (kg/m2) | 25.82 (3.99) | 25.17 (3.64) | .26 | |||
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| Body-fat rate (%) | 30.50 (9.09) | 27.03 (8.44) | .01 | |||
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| Fat free mass (kg) | 47.18 (8.21) | 49.56 (9.04) | .07 | |||
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| Muscle mass (kg) | 44.57 (7.90) | 46.90 (8.70) | .06 | |||
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| Fat mass (kg) | 21.11 (8.67) | 18.68 (7.28) | .046 | |||
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| STIe | 84.41 (17.66) | 90.63 (23.59) | .07 | |||
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| –1.13 (0.93) | –0.82 (1.24) | .08 | ||||
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| 0.46 (1.41) | 0.94 (1.88) | .08 | ||||
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| |||||||
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| Handgrip strength (kg) | 25.01 (7.38) | 26.65 (8.46) | .17 | |||
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| Vital capacity (ml) | 1776.29 (579.87) | 1947.74 (469.06) | .03 | |||
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| Agility (s) | 0.89 (0.56) | 0.76 (0.29) | .07 | |||
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| Balance ability (s) | 4.78 (6.13) | 5.29 (7.56) | .63 | |||
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| Flexibility (cm) | 7.44 (6.73) | 8.21 (6.40) | .44 | |||
aSBP: systolic blood pressure.
bDBP: diastolic blood pressure.
cSEVR: subendocardial viability ratio.
dbaPWV: brachial-ankle pulse wave velocity.
eSTI: stiffness index.
fUsed to evaluate the absolute risk of fracture.
gPrimarily used to assess the relative risk of fracture for comparison between peers.
Changes of health outcomes in healthcare mode (N=97).
| Characteristic | Pretest, | Posttest, | Difference, mean (95% CI) | ||
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| |||||
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| SBPa (mmHg) | 130.44 (15.99) | 132.41 (14.96) | –1.97 (–4.68 to 0.75) | .15 |
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| DBPb (mmHg) | 73.29 (9.10) | 74.54 (9.23) | –1.25 (–2.92 to 0.42) | .14 |
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| Heart rate, (bp/min) | 72.90 (10.45) | 69.93 (8.53) | 2.97 (1.1 to 4.84) | .002 |
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| SEVRc | 1.07 (0.20) | 1.19 (0.28) | –0.13 (–0.19 to –0.06) | <.001 |
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| baPWVd (m/s) | 17.31 (3.19) | 18.03 (2.92) | –0.72 (–1.17 to –0.27) | .002 |
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| |||||
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| Weight (kg) | 68.18 (11.55) | 67.18 (10.83) | 0.99 (0.29 to 1.69) | .006 |
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| BMI (kg/m2) | 25.85 (3.99) | 25.45 (3.65) | 0.38 (0.11 to 0.64) | .006 |
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| Body fat rate (%) | 30.39 (9.13) | 29.51 (8.88) | 0.88 (0.24 to 1.51) | .007 |
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| Fat-free mass (kg) | 47.32 (8.22) | 47.11 (8.14) | 0.21 (–0.16 to 0.58) | .26 |
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| Muscle mass (kg) | 44.70 (7.92) | 44.52 (7.84) | 0.19 (–0.15 to 0.52) | .28 |
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| Fat mass (kg) | 21.15 (8.66) | 20.15 (8.00) | 0.92 (0.33 to 1.53) | .003 |
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| |||||
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| STIe | 84.41 (17.66) | 83.41 (19.56) | 1.00 (–3.84 to 5.84) | .68 |
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| –1.13 (0.93) | –1.19 (1.04) | 0.53 (–0.21 to 0.31) | .69 | |
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| 0.46 (1.41) | 0.41 (1.53) | 0.54 (–0.35 to 0.45) | .79 | |
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| Handgrip strength (kg) | 25.01 (7.38) | 20.60 (8.14) | 4.41 (2.96, 5.86) | <.001 |
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| Vital capacity (ml) | 1776.29 (579.87) | 1514.00 (568.43) | 261.99 (143.84 to 380.14) | <.001 |
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| Agility (s) | 0.89 (0.56) | 1.23 (0.80) | –0.35 (–0.53 to –0.17) | <.001 |
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| Balance ability (s) | 4.78 (6.13) | 6.46 (8.64) | –1.68 (–3.54 to 0.17) | .08 |
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| Flexibility (cm) | 7.44 (6.73) | 8.53 (7.15) | –1.08 (–2.68 to 0.51) | .18 |
aSBP: systolic blood pressure.
bDBP: diastolic blood pressure.
cSEVR: subendocardial viability ratio.
dbaPWV: brachial-ankle pulse wave velocity.
eSTI: stiffness index.
fUsed to evaluate the absolute risk of fracture.
gPrimarily used to assess the relative risk of fracture for comparison between peers.