Table 4.
Predictors | Fatigue-related markers | Time | ṝ | Lower CL | Upper CL | Number of studies/correlations | Evidence | n | I2 | chi2 | p |
---|---|---|---|---|---|---|---|---|---|---|---|
TD | Muscle damage | Post | 0.36 | 0.05 | 0.67 | 5/3 | Limited | 48 | 66 | 2.95 | 0.09 |
G + 24H | 0.36 | 0.19 | 0.53 | 5/6 | Limited | 87 | 0 | 4.73 | 0.45 | ||
G + 48H | 0.23 | 0.05 | 0.42 | 6/7 | Moderate | 97 | 0 | 4.81 | 0.44 | ||
G + 72H | − 0.02 | 1/1 | No | 10 | |||||||
CMJPPO | G + 24H | − 0.16 | − 0.47 | 0.15 | 2/5 | Conflicted | 67 | 41 | 7.83 | 0.10 | |
G + 48H | 0.09 | − 0.08 | 0.27 | 2/5 | Moderate | 67 | 0 | 2.46 | 0.65 | ||
CMJ performance | G + 48H | 0.04 | 1/1 | No | 10 | ||||||
G + 72H | − 0.06 | 1/1 | No | 10 | |||||||
Leucocytes count | G + 24H | − 0.10 | 2/1 | No | 39 | ||||||
G + 48H | 0.21 | 2/1 | No | 39 | |||||||
G + 72H | 0.09 | 2/1 | No | 39 | |||||||
Cortisol | Post | NS | 1/0 | No | |||||||
G + 24H | 0.50 | 1/1 | Limited | 20 | |||||||
G + 48H | 0.52 | 1/1 | Limited | 20 | |||||||
Testosterone | Post | NS | 1/1 | No | 20 | ||||||
G + 24H | NS | 1/1 | No | 20 | |||||||
G + 48H | NS | 1/1 | No | 20 | |||||||
PT 1 Hz | Post | − 0.19 | 1/1 | No | 19 | ||||||
PT 10 Hz | Post | − 0.20 | 1/1 | No | 19 | ||||||
PT 100 Hz | Post | − 0.17 | 1/1 | No | 19 | ||||||
DOMS | G + 24H | − 0.04 | 1/1 | No | 20 | ||||||
G + 48H | 0.06 | 1/1 | No | 20 | |||||||
G + 72H | 0.04 | 1/1 | No | 20 | |||||||
PT Concentric KE | G + 24H | − 0.68 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.43 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.42 | 1/1 | Limited | 20 | |||||||
PT Concentric KF | G + 24H | − 0.76 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.65 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.58 | 1/1 | Limited | 20 | |||||||
PT Eccentric KE | G + 24H | − 0.59 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.40 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.44 | 1/1 | Limited | 20 | |||||||
PT Eccentric KF | G + 24H | − 0.82 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.58 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.56 | 1/1 | Limited | 20 | |||||||
BAM+ | G + 24H | 0.09 | 1/1 | No | 35 | ||||||
G + 48H | 0.14 | 1/1 | No | 35 | |||||||
TD/min | Muscle damage | G + 24H | 0.13 | 0.05 | 0.26 | 2/2 | Limited | 67 | |||
G + 48H | − 0.06 | 0.00 | − 0.11 | 2/2 | Limited | 67 | |||||
CMJPPO | G + 24H | − 0.03 | − 0.05 | − 0.01 | 2/2 | Limited | 67 | ||||
G + 48H | − 0.11 | − 0.11 | − 0.10 | 2/2 | Limited | 67 | |||||
BAM+ | G + 24H | − 0.47 | 1/1 | Limited | 35 | ||||||
G + 48H | − 0.51 | 1/1 | Limited | 35 | |||||||
HIR | Muscle damage | Post | 0.55 | 0.33 | 0.78 | 5/3 | Moderate | 45 | 59 | 3.40 | 0.18 |
G + 24H | 0.37 | 3/ 1 | Limited | 20 | |||||||
G + 48H | 0.37 | 0.21 | 0.53 | 3/2 | Limited | 35 | 0 | 0.57 | 0.45 | ||
MVIC Dom | G + 24H | − 0.55 | 2/1 | Limited | 20 | ||||||
G + 48H | 0.43 | 2/1 | Limited | 20 | |||||||
G + 72H | 0.46 | 2/1 | Limited | 20 | |||||||
DOMS | G + 24H | − 0.03 | 2/1 | No | 34 | ||||||
G + 48H | 0.00 | 2/1 | No | 34 | |||||||
G + 72H | 0.04 | 2/1 | No | 34 | |||||||
Leucocytes count | G + 24H | − 0.11 | 2/1 | No | 39 | ||||||
G + 48H | 0.21 | 2/1 | No | 39 | |||||||
Cortisol | Post | NS | 2/0 | No | |||||||
G + 24H | NS | 1/0 | No | ||||||||
G + 48H | NS | 1/0 | No | ||||||||
Testosterone | Post | NS | 2/0 | No | |||||||
G + 24H | NS | 1/0 | No | ||||||||
G + 48H | NS | 1/0 | No | ||||||||
PT 1 Hz | Post | − 0.22 | 1/1 | No | 19 | ||||||
PT 10 Hz | Post | − 0.24 | 1/1 | No | 19 | ||||||
PT 100 Hz | Post | − 0.20 | 1/1 | No | 19 | ||||||
PT Concentric KE | G + 24H | − 0.69 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.46 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.45 | 1/1 | Limited | 20 | |||||||
PT Concentric KF | G + 24H | − 0.77 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.68 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.59 | 1/1 | Limited | 20 | |||||||
PT Eccentric KE | G + 24H | − 0.59 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.43 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.46 | 1/1 | Limited | 20 | |||||||
PT Eccentric KF | G + 24H | − 0.83 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.60 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.58 | 1/1 | Limited | 20 | |||||||
VHIR | Muscle damage | Post | 0.67 | 0.40 | 0.94 | 5/3 | Moderate | 45 | 77 | 8 | 0.02 |
G + 24H | 0.54 | 0.35 | 0.65 | 5/6 | Strong | 87 | 0 | 2.80 | 0.73 | ||
G + 48H | 0.36 | 0.19 | 0.53 | 5/7 | Moderate | 87 | 0 | 4.55 | 0.47 | ||
CMJPPO | G + 24H | − 0.52 | − 0.64 | − 0.40 | 2/5 | Strong | 67 | 0 | 2.21 | 0.70 | |
G + 48H | − 0.25 | − 0.48 | − 0.02 | 2/5 | Limited | 67 | 0 | 4.63 | 0.33 | ||
MVIC Dom | G + 24H | − 0.57 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.45 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.43 | 1/1 | Limited | 20 | |||||||
Leucocytes count | G + 24H | − 0.12 | 2/1 | No | 39 | ||||||
G + 48H | 0.19 | 2/1 | No | 39 | |||||||
BAM+ | G + 24H | − 0.21 | 1/1 | No | 35 | ||||||
G + 48H | − 0.17 | 1/1 | No | 35 | |||||||
Cortisol | Post | NS | 2/0 | No | |||||||
G + 24H | NS | 1/0 | No | ||||||||
G + 48H | NS | 1/0 | No | ||||||||
Testosterone | Post | NS | 2/0 | No | |||||||
G + 24H | NS | 1/0 | No | ||||||||
G + 48H | NS | 1/0 | No | ||||||||
CMJ performance | Post | NS | 1/0 | No | |||||||
G + 24H | NS | 1/0 | No | ||||||||
G + 48H | NS | 1/0 | No | ||||||||
DOMS | G + 24H | 0.07 | 1/1 | No | 20 | ||||||
G + 48H | 0.07 | 1/1 | No | 20 | |||||||
G + 72H | − 0.10 | 1/1 | No | 20 | |||||||
PT Concentric KE | G + 24H | − 0.69 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.51 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.51 | 1/1 | Limited | 20 | |||||||
PT Concentric KF | G + 24H | − 0.78 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.72 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.61 | 1/1 | Limited | 20 | |||||||
PT Eccentric KE | G + 24H | − 0.59 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.51 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.48 | 1/1 | Limited | 20 | |||||||
PT Eccentric KF | G + 24H | − 0.83 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.63 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.62 | 1/1 | Limited | 20 | |||||||
VHIR dist/min | Muscle damage | G + 24H | 0.37 | 0.11 | 0.55 | 2/5 | Limited | 67 | |||
G + 48H | 0.13 | 0.05 | 0.31 | 2/5 | Limited | 67 | |||||
CMJPPO | G + 24H | − 0.22 | − 0.48 | − 0.03 | 2/5 | Limited | 67 | ||||
G + 48H | − 0.25 | − 0.53 | 0.05 | 2/5 | Limited | 67 | |||||
BAM+ | G + 24H | − 0.44 | 1/1 | Limited | 35 | ||||||
G + 48H | − 0.40 | 1/1 | Limited | 35 | |||||||
VHIR runs/min | Muscle damage | G + 24H | 0.24 | 0.06 | 0.42 | 2/5 | Limited | 67 | |||
G + 48H | 0.11 | − 0.05 | 0.29 | 2/5 | Limited | 67 | |||||
CMJ peak power | G + 24H | − 0.22 | − 0.49 | − 0.05 | 2/5 | Limited | 67 | ||||
G + 48H | − 0.20 | − 0.41 | − 0.02 | 2/5 | Limited | 67 | |||||
Cortisol | Post | NS | 1/1 | No | |||||||
Testosterone | Post | NS | 1/1 | No | |||||||
BAM+ | G + 24H | − 0.55 | 1/1 | Limited | 35 | ||||||
G + 48H | − 0.49 | 1/1 | Limited | 35 | |||||||
Sprint | Muscle damage | Post | 0.12 | 2/1 | Limited | 35 | |||||
G + 24H | 0.40 | 2/1 | Limited | 35 | |||||||
G + 48H | 0.38 | 3/2 | Limited | 45 | |||||||
G + 72H | − 0.02 | 1/1 | Limited | 10 | |||||||
MVIC | G + 24H | − 0.51 | 2/1 | Limited | 20 | ||||||
G + 48H | 0.35 | 2/1 | Limited | 20 | |||||||
G + 72H | 0.35 | 2/1 | Limited | 20 | |||||||
Leucocyte count | G + 24H | − 0.10 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.17 | 1/1 | Limited | 20 | |||||||
G + 72H | − 0.23 | 1/1 | Limited | 20 | |||||||
DOMS | G + 24H | 0.31 | 2/2 | Limited | 20 | ||||||
G + 48H | 0.05 | 2/1 | Limited | 20 | |||||||
G + 72H | − 0.37 | 2/1 | Limited | 20 | |||||||
PT Concentric KE | G + 24H | − 0.58 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.55 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.58 | 1/1 | Limited | 20 | |||||||
PT Concentric KF | G + 24H | − 0.70 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.70 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.56 | 1/1 | Limited | 20 | |||||||
PT Eccentric KE | G + 24H | − 0.45 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.64 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.45 | 1/1 | Limited | 20 | |||||||
PT Eccentric KF | G + 24H | − 0.68 | 1/1 | Limited | 20 | ||||||
G + 48H | 0.63 | 1/1 | Limited | 20 | |||||||
G + 72H | 0.61 | 1/1 | Limited | 20 | |||||||
CMJ performance | Post | NS | 2/0 | No | |||||||
G + 24H | NS | 2/0 | No | ||||||||
G + 48H | 0.27 | 3/1 | No | 10 | |||||||
G + 72H | 0.27 | 3/1 | No | 10 | |||||||
TQR | G + 24H | NS | 1/0 | No | |||||||
G + 48H | NS | 1/0 | No | ||||||||
G + 72H | NS | 1/0 | No |
ṝ : pooled correlation from Hunter and Schmidt random-effects method, CL: confidence limit, N: number of players, TD: total distance, KE: knee extension, KF: knee flexion, CMJ: countermovement jump, CMJPPO: countermovement jump peak power, PT: peak torque, DOMS: delayed onset muscle soreness, BAM+: brief assessment of the mood, HIR: high-intensity running (> 4 m s−1), MVIC: maximal voluntary isometric contraction, VHIR: very high-intensity running (> 5.5 m s−1), conc: concentric, ecc: eccentric, Acc: acceleration, Decel: deceleration, No: no evidence, NS: not specified, PT 1–100 Hz: peak torque induced by single (1 Hz) and paired electrical stimuli (10 and 100 Hz)