Accuracy of a regression model to predict maximal oxygen consumption based on non-exercise data in female college students

Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:
 
aim
The purpose of this study was to develop and investigate the accuracy of regression equation to predict VO2max and estimate cardiorespiratory fitness (CRF) based on non-exercise (N-EX) data in adult women. Research
Methodology
In order to achieve the purpose of research, 30 female students studying at Kharazmi University, Tehran; Iran, with the average age 24.96±2.41 yr., weight 57.07±7.08 kg, and height 162.55±5.15 cm were selected as the research sample. At first, the subjects filled in the consent for participation in research form and revised physical activity readiness questionnaire (rPar-Q). The N-EX data were collected just before the maximal graded exercise test (GXT)included the participant’s age, body mass index (BMI), perceived functional ability (PFA) to walk, jog, or run given distances, and current physical activity (PA-R) level. Then, all participants (N = 30), aged 18-30 years old, successfully completed a Bruce maximal GXT on treadmill using gas analyzer to assess VO2max.The data were analyzed by multiple linear regression, ANOVA R.M, Pearson correlation, cross validation using predicted residual sum of squares (PRESS), and LSD post hoc test statistical methods.
Results
The data analysis revealed a high correlation, minimal shrinkage and difference; thus, Jackson, George and Bradshaw regression models yield relatively accurate results and are a convenient
way to predict VO2maxand estimate CRF in adult women (18-30 yr.).In order to predict VO2max and estimate CRF in adult women, the three new regression equations (Ghafari-Jackson, Ghafari-George, and Ghafari-Bradshaw models) should yield acceptable accuracy when applied to an independent sample of adult women (aged 18-30 yr.) with a similar cardiorespiratory fitness level. It should be mentioned that non-exercise regression equations are not as accurate as gas analyzer criterion test and cannot be used instead of this criterion test. But they would predict VO2max and estimate CRF in adult women accurately if they were used correctly and can be used instead of Bruce treadmill equation criterion test.
Conclusions
The new established regression equations or the old developed ones are safe and quite accurate, easy, fast, and inexpensive for large groups, elders, and persons with cardio-vascular diseases.
Language:
Persian
Published:
Journal of Sport and Exercise Physiology, Volume:7 Issue: 2, 2015
Pages:
1091 to 1100
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