Study/institution | Methodology | Outcome variable | Cardiorespiratory fitness test | Sex | Age (years) | N | Cardiorespiratory fitness (mL/kg/min) | AUC (95%CI) |
---|---|---|---|---|---|---|---|---|
Bell et al5 European Group of Pediatric Work Physiology | Expert judgement | – | Boys | Adolescents | 40 | – | ||
– | Girls | Adolescents | 35 | – | ||||
FITNESSGRAM6 The Cooper Institute for Aerobics Research | Regressions | Linked to adult mortality/chronic disease risk | – | Boys | 12–19 | 42 | – | |
Girls | 12 | 37 | – | |||||
13 | 36 | – | ||||||
≥14 | 35 | – | ||||||
FITNESSGRAM, The Cooper Institute, Revision 8.6 and 9.x 20087 | Healthy fitness zone linked to adult mortality/chronic disease risk | – | Boys | 10–11 | 40.2 | |||
12 | 40.3 | – | ||||||
13 | 41.1 | – | ||||||
14 | 42.5 | – | ||||||
15 | 43.6 | – | ||||||
16 | 44.1 | – | ||||||
17 | 44.2 | – | ||||||
>17 | 44.3 | – | ||||||
– | Girls | 10–11 | 40.2 | – | ||||
12 | 40.1 | – | ||||||
13 | 39.7 | – | ||||||
14 | 39.4 | – | ||||||
15 | 39.1 | – | ||||||
16 | 38.9 | – | ||||||
17 | 38.8 | – | ||||||
>17 | 38.6 | – | ||||||
Mesa et al12 (AVENA) | ROC curve | TG, HDLc, LDLc, glucose | 20 m shuttle run test VO2max estimated | Boys | 13–18.5 | 248 | 45–47 | 0.716 (0.650 to 0.783) |
Girls | 13–18.5 | 212 | – | 0.506 (0.422 to 0.591) | ||||
Ruiz et al8 (EYHS) | ROC curve | Cardiovascular risk factors (insulin, glucose, HDLc, TG, sum of five skinfolds, BP) | Maximal cycle ergometer test. VO2max estimated | Boys | 9–10 | 429 | 42 | 0.67 (0.61 to 0.73) |
Girls | 9–10 | 444 | 37 | 0.68 (0.62 to 0.73) | ||||
Lobelo et al9 (NHANES 1999–2002) | ROC curve | Cardiovascular risk factors (systolic BP, triceps and subscapular skinfolds, HOMA, TG, TC/HDLc) | Submaximal walking treadmill test. VO2max estimated | Boys | 12–15 | 308 | 44 | 0.769 (0.678 to 0.860) |
16–19 | 369 | 40 | 0.715 (0.639 to 0.791) | |||||
Girls | 12–15 | 315 | 36 | 0.538 (0.415 to 0.662) | ||||
16–19 | 255 | 36 | 0.539 (0.382 to 0.696) | |||||
Adegboye et al10 (EYHS) | ROC curve | Cardiovascular risk factors (systolic BP, TG, TC/HDLc, HOMA, sum of four skinfolds) | Maximal cycle ergometer test. VO2max estimated | Boys | 8–11 | 1219 | 43.6 | 0.68 |
14–17 | 1049 | 46.0 | 0.55 | |||||
Girls | 8–11 | 1181 | 37.4 | 0.67 | ||||
14–17 | 1051 | 33.0 | 0.69 | |||||
Moreira et al 13 | ROC curve | Cardiovascular risk factors (waist and hip circumference, glucose, TC, HDLc, LDLc, TG, BP) | 20 m shuttle run test. VO2max estimated | Boys | 10–18 | 195 | 41.8 | 0.648 (0.576 to 0.716) |
Girls | 10–18 | 255 | 39.5 | 0.654 (0.591 to 0.713) | ||||
Welk et al14 (NHANES 1999–2002) | ROC curve | Waist circumference, systolic blood pressure/diastolic BP, HDLc, TG, and glucose | Submaximal walking treadmill test. VO2max estimated | Boys Girls | 12–18 12–18 | 649 591 | 40–44 38–40 | 0.831 0.772 |
Boddy et al11 (SportsLinx) | ROC curve | BMI | 20 m shuttle run test. VO2max estimated | Boys | 9–10 | 6810 | 46.6 | 0.782 (0.770 to 0.794) |
Waist circumference | 3771 | 46.6 | 0.736 (0.720 to 0.753) | |||||
%BF | 6252 | 46.6 | 0.800 (0.787 to 0.813) | |||||
BMI | Girls | 9–10 | 6676 | 41.9 | 0.582 (0.740 to 0.764) | |||
Waist circumference | 3843 | 41.9 | 0.720 (0.704 to 0.736) | |||||
%BF | 6149 | 41.9 | 0.772 (0.758 to 0.787) | |||||
Present study (HELENA study) | ROC curve | Ideal cardiovascular health15 (smoking, BMI, physical activity, diet, TC, BP, glucose) | 20 m shuttle run test. VO2max estimated | Boys | 12.5–17.5 | 251 | 43.8 | 0.805 (0.726 to 0.883) |
Girls | 12.5–17.5 | 259 | 34.6 | 0.694 (0.605 to 0.784) |
AUC, area under the curve; AVENA, Alimentación y Valoración del Estado Nutricional de los Adolescentes; %BF, per cent body fat; BMI, body mass index; BP, blood pressure; CRF, cardiorespiratory fitness; EYHS, European Youth Heart Study; HDLc, high-density lipoprotein cholesterol; HELENA, Healthy Lifestyle in Europe by Nutrition in Adolescence; HOMA, homeostasis model assessment; LDLc, low-density lipoprotein cholesterol; NHANES, National Health and Nutrition Examination Survey; ROC, receiver operating characteristic; TC, total cholesterol; TG, triglycerides; WC, waist circumference.