Research Article

Diagnosis of Overtraining Syndrome: Results of the Endocrine and Metabolic Responses on Overtraining Syndrome Study: EROS-DIAGNOSIS

Table 2

Clinical parameters evaluated for the development of the Endocrine and Metabolic Responses on Overtraining Syndrome diagnostic tools.

Study/testsMarkersp-scoreHighest NPV or PPV (%) and accuracy (%)Ranges of the maximum accuracy and maximum true positive and true negative valuesUseful for any of the questionnaires (no/potentially/yes)

EROS-PROFILE

Eating patternsCalorie intake (kcal/kg/day)<0.001Cutoff: 32–40 kcal/kg/day; PPV: 100%; NPV: 96.1%; accuracy: 97.4%OTS: 13/14 if <32 kcal/kg/day; ATL: 25/25 if >40 kcal/kg/day or 22/25 if >47 kcal/kg/day; accuracy: 38/39 if 32–40 kcal/kg/dayYes
Protein intake (g/kg/day)<0.001Cutoff: 1.7 g/kg/day; PPV: 92.9%; NPV: 85.7%; accuracy: 84.6%OTS: 14/14 if <2.5 g/kg/day, 13/14 if <2.2 g/kg/day or 10/14 if <1.6 g/kg/day; ATL: 24/25 if >1.6 g/kg/day or 19/25 if >2.5 g/kg/day; accuracy: 33/39 if 1.7 g/kg/dayYes
Carbohydrate intake (g/kg/day)0.003Cutoff: 5–5.4 g/kcal/day; PPV: 70%; NPV: 100%; accuracy: 84.6%OTS: 14/14 if <5 g/kg/day or 10/14 if <3.2 g/kg/day; ATL: 23/25 if <3 g/kg/day or 18/25 if >6.5 g/kg/day; accuracy: 33/39 if 5–5.4 g/kg/dayYes
Fat intake (g/kg/day)n/sn/an/aNo

Social patternsSelf-reported sleep quality (0–10)0.004Cutoff: ≤5; PPV: 85.7%; NPV: 70.4%; accuracy: 82.1%OTS: 12/14 if >8; ATL: 18/25 if <7; accuracy: 32/39 if ≤5Potentially
Duration of night sleep (h)n/sn/an/aNo
Number of hours of activities (h/day)<0.001Cutoff: ≥9 h; PPV: 83.3%; NPV: 72.7%; accuracy: 74.4%OTS: 10/14 if >7 h/day or 14/14 if >5 h/day; ATL: 25/25 if ≤10 h/day or 24/25 if ≤8 h/day; accuracy: 29/39 if ≥9 h/dayPotentially
Self-reported libido (0–10)0.024Cutoff: ≤5; PPV: 66.7%; NPV: 73.3%; accuracy: 71.8%OTS: 9/14 if <7 or 11/14 if <8; ATL: 22/25 if >5 or 20/25 if >6; accuracy: 28/39 if ≤5Potentially

Psychological patternsTotal POMS questionnaire score (−32 to 120)<0.001Cutoff: 24–30; PPV: 100%; NPV: 89.3%; accuracy: 92.3%OTS: 14/14 if >6, 13/14 if >18, or 11/14 if >24–30; ATL: 25/25 if <24 or 20/25 if <2; accuracy: 36/39 if 24–30Yes
POMS anger subscale (0–48)0.003Cutoff: ≥11; PPV: 81.8%; NPV: 82.2%; accuracy: 82.1%OTS: 13/14 if >19 or 9/14 if >11; ATL: 23/25 if <11 or 19/25 if <8; accuracy: 32/39 if ≥11Yes
POMS confusion subscale (0–28)0.001Cutoff: ≥6; PPV: 85.7%; NPV: 75%; accuracy: 76.9%OTS: 10/14 if >4 or 6/14 if >6; ATL: 24/25 if <6; accuracy: 30/39 if >6Yes
POMS depression subscale (0–60)0.008Cutoff: ≥9; PPV: 85.7%; NPV: 73.3%; accuracy: 76.9%OTS: 6/14 if >9 or 8/14 if >6; ATL: 22/25 if <9 or 21/25 if <6; accuracy: 30/39 if <9Yes
POMS fatigue subscale (0–28)<0.001Cutoff: 5–7; PPV: 100%; NPV: 100%; accuracy: 100%OTS: 14/14 if >8 or 12/14 if >13; ATL: 25/25 if <5; accuracy: 39/39 if 5–8Yes
POMS tension subscale (0–36)<0.001Cutoff: ≥13; PPV: 84.6%; NPV: 88.5%; accuracy: 87.2%OTS: 14/14 if >5 or 11/14 if >13; ATL: 23/25 if <13; accuracy: 34/39 if 12 or 13Yes
POMS vigour subscale (0–32)<0.001Cutoff: ≤18; PPV: 100%; NPV: 96.2%; accuracy: 97.4%OTS: 13/14 if <18; ATL: 25/25 if >18, 25/25 if >20, or 23/25 if >23; accuracy: 38/39 if >18–20Yes

Body metabolismMeasured:predicted BMR (%)0.013Cutoff: <102%; PPV: 62.5%; NPV: 82.6%; accuracy: 74.4%OTS: 13/14 if <108% or 10/14 if <102%; ATL: 19/25 if >102%; accuracy: 29/39 if 102%Potentially
Percentage of fat burned compared with total BMR (%)<0.001Cutoff: <38%; PPV: 75%; NPV: 74.2%; accuracy: 74.4%; good for PPV and NPV; not good for accuracyOTS: 14/14 if <58% or 6/14 if <40% and <30%; ATL: 23/25 if >20% or >38%; accuracy: 29/39 if <30–38%Potentially

Body compositionBody fat (%)<0.001Cutoff: >17%; PPV: 80%; NPV: 70.6%; accuracy: 76.9%OTS: 14/14 if >10%, 7/14 if >15% or 4/14 if >17%; ATL: 24/25 if <17% or 22/25 if <15%; accuracy: 30/39 if >17%Yes
Muscle mass (%)0.008Cutoff: <47%; PPV: 100%; NPV: 75.8%; accuracy: 79.5%OTS: 12/14 if <50% or 6/14 if <47%; ATL: 25/25 if >47%; accuracy: 31/39 if 47%Yes
Body water (%)<0.001Cutoff: <60%; PPV: 100%; NPV: 75.8%; accuracy: 79.5%OTS: 14/14 if <65%, 13/14 if <63.5% or 6/14 if <60%; ATL: 25/25 if >60%; accuracy: 31/39 if 60%Yes
Extracellular water (%)n/sn/an/aNo
Visceral fat (cm2)0.01Cutoff: >68 cm2: PPV: 87.5%; NPV: 77.4%; accuracy: 79.5%OTS: 13/14 if >38 cm2 or 7/14 if >68 cm2; ATL: 24/25 if <68 cm2, 22/25 if <56 cm2, or 14/25 if <38 cm2Potentially
Chest-to-waist circumference ration/sn/an/aNo

ATL = healthy athletes; BMR = basal metabolic rate; EROS = Endocrine and Metabolic Responses on Overtraining Syndrome; n/a = nonapplicable; NPV = negative predictive value; n/s = nonsignificant; OTS = overtraining syndrome-affected athletes; POMS = Profile of Mood States; PPV = positive predictive value. Not included for the analysis.