Upon searching, 16,591 potentially relevant studies were found. After excluding studies based on titles and abstracts, a total of 329 full-text records were selected. Following review, a total of 32 studies were included in the main analysis (Figure S1).
Study characteristics
In 42 pairwise comparisons, 768 participants were assigned to one of three training groups or two control groups (Figure 1). Pairwise comparisons included HIIT versus CON (n = 8) [18, 33–39], SIT versus CON (n = 7) [39–44], RST versus CON (n = 7) [18, 45–50], HIIT versus MICT (n = 5) [51–55], SIT versus MICT (n = 7) [43, 52, 56–59], HIIT versus SIT (n = 5) [39, 52, 60–62], RST versus HIIT (n = 2) [18, 63], and CON versus MICT (n = 1) [43].
The methodological quality of the included studies was generally fair-to-good, as indicated by PEDro scale scores ranging from 4 to 7. A summary of the methodological quality assessment for each included study and individual rating scales is provided in Table S4.
***Figure 1 near here***
Network meta-analysis
The network meta-analysis included 8 pairwise comparisons and 26 indirect comparisons. Compared with MICT, RST significantly increased athletes' oxygen uptake [SMD = 0.87, 95% CI (0.44, 1.33), p < 0.05]. Similarly, HIIT [SMD = 0.81, 95% CI (0.50, 1.11), p < 0.05] and SIT [SMD = 0.43, 95% CI (0.16, 0.70), p < 0.05] significantly elevated oxygen uptake in athletes. Compared with CON, both HIIT and RST significantly increase oxygen uptake in athletes, with HIIT demonstrating a greater effect size than RST [SMD = 0.87, 95% CI (0.39, 1.90), p < 0.05] and RST [SMD = 0.71, 95% CI (0.40, 1.01), p < 0.05]. Ranking on the basis of the P-score was consistent with that derived from the SUCRA analysis: RST > HIIT > SIT > CON > MICT (Table S5).
The network meta-analysis revealed low heterogeneity among studies (τ2 = 0; I2 = 0%). No evidence of heterogeneity was observed in the remaining comparisons. Furthermore, no inconsistency was detected among the tables of interest (Table S6), and the Q-test did not reveal any significant inconsistency between comparisons (Q = 4.17; df = 11; p = 0.96). Sensitivity analysis confirmed the robustness of the findings (Table S7).
Pairwise meta-analysis
Pairwise meta-analysis corroborated findings from the network meta-analysis (Table 1). Compared with CON, the RST had a statistically significant combined effect on oxygen uptake [SMD = 0.76, 95% CI: 0.43, 1.09), p < 0.01]. Similarly, HIIT had a statistically significant combined effect [SMD = 0.52, 95% CI: 0.19, 0.84), p < 0.01]. In contrast, SIT was not significantly different from CON [SMD = 0.33, 95% CI: -0.01, 0.68), p > 0.05]. Compared with MICT, HIIT demonstrated a statistically significant combined effect on oxygen uptake [SMD = 0.87, 95% CI [0.45, 1.29], p < 0.01], indicating moderate heterogeneity (I² = 45%). The combined effect of SIT was notable [SMD = 0.39, 95% CI: 0.08, 0.71), p < 0.05].
A meta-analysis of 5 studies revealed no statistically significant difference between SIT and HIIT [SMD = -0.34, 95% CI: -0.09, 0.76], p > 0.05]. However, a notable degree of heterogeneity among studies was observed (I² = 68.50%, p < 0.01), which was attributed to Pierros’s study [61] (Table S14).
Table 1. Results on the comparative effectiveness of the interventions from the network and pairwise meta-analyses
RST
|
-0.09 [-0.65; 0.47]
(N=2; I2=0%)
|
NA†
|
0.76 [0.43; 1.09]
(N=7; I2=0%)
|
NA†
|
0.06 [-0.30; 0.41]
(N=34; I2=0%)
|
HIIT
|
0.34 [-0.09; 0.76]
(N=5; I2=60.4%)
|
0.54 [0.21; 0.86]
(N=8; I2=0%)
|
0.87 [0.45; 1.29]
(N=5; I2=45%)
|
0.44 [0.05; 0.83]
(N=34; I2=0%)
|
0.38 [0.10; 0.65]
(N=34; I2=0%)
|
SIT
|
0.34 [0.00; 0.68]
(N=7; I2=0%)
|
0.39 [0.08; 0.71]
(N=;7 I2=0%)
|
0.71 [0.40; 1.01]
(N=34; I2=0%)
|
0.65 [0.39; 0.90]
(N=34; I2=0%)
|
0.27 [-0.01; 0.55]
(N=34; I2=0%)
|
CON
|
0.04 [-0.94; 1.02]
(N=1; I2=NA*)
|
0.87 [0.44; 1.30]
(N=34; I2=0%)
|
0.81 [0.50; 1.11]
(N=34; I2=0%)
|
0.43 [0.16; 0.70]
(N=34; I2=0%)
|
0.16 [-0.17; 0.50]
(N=34; I2=0%)
|
MICT
|
Note: Results are presented in Lower triangle for network meta-analysis and Upper triangle for pairwise meta-analyses. Estimates are displayed as columns vs rows for network meta-analyses and rows vs columns for pairwise meta-analyses, both of which are expressed as standardized mean differences (SMD). A positive SMD indicates the superiority of the first treatment over the comparison treatment. *, No evidence on I2 is available, as there was only one study for that comparison. †, No studies compared combination treatment versus no treatment. N, number of studies in the comparison. NA, not available.
Subgroup analysis
Age
A subgroup analysis of HIIT versus CON revealed that 4 studies [18, 34, 36, 39] demonstrated a significant advantage in improving oxygen uptake in athletes aged 19-23 years [SMD = 0.73, 95% CI (0.20, 1.27), p < 0.01, I² = 0%]. For HIIT versus MICT, 2 studies [53, 54] reported that athletes over the age of 23 years presented superior outcomes [SMD=1.1, 95% CI (0.21, 1.98), p < 0.05, I2=55%] (Tables S10, S11).
Training mode
In an analysis of HIIT versus CON, 4 studies [18, 34, 35, 38] demonstrated that running form-based HIIT yielded a notable advantage [SMD = 0.72, 95% CI (0.20, 1.25), p < 0.01, I² = 34.5%]. For HIIT versus MICT, 2 studies [53, 54] reported that running form-based HIIT yielded a notable advantage [SMD = 1.1, 95% CI (0.21, 1.98), p < 0.05, I2 = 55%] (Tables S10, S11).
Training regimen
A meta-analysis comparing HIIT to CON revealed that 5 studies [18, 35, 36, 38, 39] reported a significant increase in oxygen uptake in athletes following 3‒6 weeks of the HIIT training regimen [SMD = 0.54, 95% CI (0.11, 0.98), p < 0.05, I2 = 10.4%]. For HIIT versus MICT, 2 studies [51, 53] reported that HIIT exceeding 6 weeks resulted in superior outcomes [SMD = 1.36, 95% CI (0.77, 1.94), p < 0.01, I2 = 0%], the regimen of the intervention was identified as a significant moderator (Tables S10, S11).
Frequency
The analysis of HIIT versus CON revealed that 3 studies [18, 35, 38] demonstrated a significant increase in the level of oxygen uptake in athletes following 3 days/week of HIIT training [SMD = 0.62, 95% CI (0.02, 1.23), p < 0.05, I2 = 39.9%]. For HIIT versus MICT, a single study [53] indicated that HIIT training 2 days/week was more efficacious [SMD = 1.49, 95% CI [0.79, 2.19], p < 0.01, I² = 0%). Four studies [43, 52, 57, 58] reported a significant advantage of SIT training 3 days/week over MICT [SMD = 0.40, 95% CI (0.02, 0.78), p < 0.05, I2 = 0%] (Tables S10, S11, S13).
Work‒recovery ratio
In the comparative analysis of HIIT and CON, 4 studies [18, 34, 35, 37] demonstrated that HIIT training with a work‒recovery ratio of < 1 resulted in a significant advantage [SMD = 0.82, 95% CI (0.36, 1.24), p < 0.01, I² = 0%]. Three studies [51, 53, 54] reported that compared with MICT, HIIT with a work‒recovery ratio of 1 had a superior effect [SMD = 1.12, 95% CI (0.56, 1.69), p < 0.01, I2 = 19.1%]. In SIT versus MICT, 6 studies [52, 56–59] reported that a SIT work‒recovery ratio of 1:2 exhibited a more pronounced advantage [SMD = 0.37, 95% CI (0.04, 0.70), p < 0.05, I2 = 0%] (Tables S10, S11, S13).
Team sport
A comparative study of HIIT and CON suggested that 3 studies [33–35] showed that, compared with nonteam sports programs, HIIT training yielded superior outcomes in team programs [SMD = 0.79, 95% CI (0.13, 1.46), p < 0.05, I2 = 37.5%]. For HIIT versus MICT, 4 studies [51–53, 55] reported that nonteam programs yielded superior outcomes [SMD = 0.78, 95% CI (0.07, 1.49), p < 0.05, I2 = 55.4%] (Tables S10, S11).
Effect of dose‒response
In the meta-regression analysis, the AICc test demonstrated that the linear model achieved an optimal balance between goodness of fit and model simplicity except for the interval work duration in SIT (Table S15). The total number of repetitions trained per day on the SIT was identified as the sole variable significantly associated with changes in athletes' oxygen uptake [β = -0.01, 95% CI (-0.03, -0.01), p < 0.05]. Considering the work duration in SIT, the AICc model indicated that the quadratic model exhibited the optimal fit, with work duration² evincing a negative correlation with athlete oxygen uptake levels [β = -0.01, 95% CI (-0.0016, -0.0002), p < 0.05]. The findings indicate that an interval duration of 30 seconds exhibited a notable advantage (Figure S6).