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Table 5 Results of the best evidence synthesis concerning non-contact and overuse injuries

From: The Association Between Training Load and Injury Risk in Elite Youth Soccer Players: a Systematic Review and Best Evidence Synthesis

Risk factor

Study

Specification of independent variable

Outcome OR/RR (95% CI)

Best evidence synthesis

Presence of association

Level of evidence

Internal load parameters

 Psychosocial stress and recovery

Brink et al. [28]

General stress

Emotional stress

Social stress

Conflicts/pressure

Fatigue

Lack of energy

Physical complaints

Success

Social recovery

Physical recovery

General well-being

Sleep quality

Disturbed breaks

Emotional exhaustion

Fitness/injury

Being in shape

Personal accomplishment

Self-efficacy

Self-regulation

1.03 (0.75–1.43)

1.24 (0.85–1.82)

1.07 (0.74–1.53)

0.94 (0.70–1.27)

0.96 (0.70–1.30)

1.07 (0.75–1.52)

1.02 (0.71–1.45)

0.76 (0.55–1.04)

0.94 (0.71–1.26)

0.89 (0.66–1.19)

0.93 (0.68–1.26)

0.86 (0.64–1.16)

1.00 (0.73–1.37)

0.92 (0.69–1.23)

1.46 (1.091.96)

0.84 (0.64–1.09)

0.90 (0.68–1.20)

0.97 (0.74–1.27)

0.82 (0.66–1.02)

No

No

No

No

No

No

No

No

No

No

No

No

No

No

Yes

No

No

No

No

Insufficient

External load parameters

 Total distance

Bacon and Mauger [26]

2-week cumulative loads

  

Insufficient

Moderate (2-, 3-, 4-week cumulative loads)

  

TD—normal load

TD—low load

TD—high load

3-week cumulative loads

TD—normal load

TD—low load

TD—high load

4-week cumulative loads

TD—normal load

TD—low load

TD—high load

(ref.)

1.26 (0.16–9.77)

0.67 (0.40–1.14)

(ref.)

0.69 (0.29–1.64)

0.95 (0.44–2.05)

(ref.)

0.69 (0.29–1.64)

0.95 (0.44–2.05)

No

No

No

No

No

No

 

Bacon and Mauger [26]

TD (low, normal, high)

0.0029 (0.0029–0.003)

Yes

Bowen et al. [27]

Accumulated 1/2/3/4-week loads

  

TD—low

TD—moderate-low

TD—moderate-high

TD—high

TD—very high

0.30/0.61/0.67/1.01

1.45/0.95/0.87/0.77

0.83/1.19/1.08/1.06

1.64/1.37/1.65/1.55

3.04/3.35/2.79/2.30

Yes/no/no/no

No/no/no/no

No/no/no/no

No/no/no/no

No/no/no/no

 High speed running

Bacon and Mauger [26]

2-week cumulative loads

.

 

Insufficient

Conflicting (2-, 4-week cumulative HSD loads)

Moderate(3-week HSD loads)

HSR—normal load

HSR—low load

HSR—high load

3-week cumulative loads

HSR—normal load

HSR—low load

HSR—high load

4-week cumulative loads

HSR—normal load

HSR—low load

HSR—high load

(ref.)

0.99 (0.38–2.59)

0.58 (0.33–1.02)

(ref.)

0.51 (0.21–1.21)

1.05 (0.54–2.03)

(ref.)

0.51 (0.21–1.21)

1.05 (0.54–2.03)

No

No

No

No

No

No

Bacon and Mauger [26]

HSR (low, normal, high)

0.065 (0.064–0.067)

Yes

Bowen et al. [27]

Accumulated 1/2/3/4-week loads

  

HSD—low

HSD—moderately low

HSD—moderately high

HSD—high

HSD—very high

0.54/0.26/0.68/0.94

1.10/0.95/0.79/0.61

1.73/1.42/1.40/2.14

0.65/1.75/1.42/0.68

0.00/0.00/0.00/0.59

No/yes/no/no

No/no/no/no

Yes/no/no/yes

No/no/no/no

No/no/no/no

 Acceleration

Bowen et al. [27]

Accumulated 1/2/3/4-week loads

  

Insufficient

ACC—low

ACC—moderately low

ACC—moderately high

ACC—high

ACC—very high

0.47/0.60/0.69/0.95

0.77/0.96/0.68/0.72

1.03/1.27/1.29/1.02

2.25/1.10/1.47/1.64

1.31/4.25/5.11/4.25

No/no/no/no

No/no/no/no

No/no/no/no

Yes/no/no/no

No/yes/yes/yes

 Duration

Brink et al. [28]

Duration (min) of training sessions and matches

1.07 (0.98–1.18)

No

Insufficient

 Total load

Bowen et al. [27]

Accumulated 1/2/3/4-week loads

  

Insufficient

TL—low

TL—moderately low

TL—moderately high

TL—high

TL—very high

0.31/0.59/0.55/0.80

1.40/1.17/0.85/1.04

0.79/1.13/1.37/0.94

2.20/1.45/1.41/1.64

0.00/0.00/1.39/1.07

yes/no/no/no

No/no/no/no

No/no/no/no

Yes/no/no/no

No/no/no/no

 ACWR

Bowen et al. [27]

Overall/low chronic/high chronic

  

Insufficient

TD—low

TD—moderately low

TD—moderately high

TD—high

TD—very high

HSD—low

HSD—moderately low

HSD—moderately high

HSD—high

HSD—very high

ACC—low

ACC—moderately low

ACC—moderately high

ACC—high

ACC—very high

TL—low

TL—moderately low

TL—moderately high

TL—high

TL—very high

1.50/0.29/1.19

0.96/1.12/0.62

1.45/1.43/1.53

1.05/1.28/1.51

0.00/–/–

0.60/0.63/1.20

0.88/0.88/0.81

1.33/0.85/2.09

1.39/2.55/0.47

–/–/–

1.22/0.31/1.37

0.81/1.32/0.63

1.52/1.23/1.49

1.41/1.30/1.54

–/–/–

1.20/0.50/0.98

0.84/0.84/0.79

1.87/1.55/1.93

0.87/1.16/0.53

–/–/–

No/no/no

No/no/no

No/no/no

No/no/no

No/n.a./n.a.

No/no/no

No/no/no

No/no/yes

No/yes/no

n.a./n.a./n.a

No/no/no

No/no/no

No/no/no

No/no/no

n.a./n.a./n.a

No/no/no

No/no/no

Yes/no/no

No/no/no

n.a./n.a./n.a

Combined internal/external load parameters

 Workload

Brink et al. [28]

Product of the session-RPE and duration

1.01 (1.00–1.02)

No

Insufficient

 Monotony

Brink et al. [28]

Daily mean training load divided by the SD of the daily mean training load over a 1-week period

0.84 (0.25–2.76)

No

Insufficient

 Strain

Brink et al. [28]

Product of weekly training load and monotony

1.00 (1.00–1.01)

No

Insufficient

  1. In bold are statistically significant (p < 0.05) associations
  2. OR odds ratio, RR risk ratio, CI confidence interval, ref reference, TD total distance, HSD high speed distance, ACC acceleration, TL total load, HSR high speed running, min minutes, ACWR Acute Chronic Workload Ratio, n.a. not applicable, RPE rate of perceived exertion, SD standard deviation