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. 2025 Jun 5;20(6):e0325180.
doi: 10.1371/journal.pone.0325180. eCollection 2025.

Modelling of ankle joint range of motion and landing quality scores in female soccer players with quantile regression approach

Niloofar Fakhraei Rad  1 , Mohammad Alimoradi  2 , Bogdan Antohe  3 , Hüseyin Şahin Uysal  4 , Sezgin Korkmaz  4 , Nicola Relph  5 , Zahra Mohammadian  6
Affiliations

Modelling of ankle joint range of motion and landing quality scores in female soccer players with quantile regression approach

Niloofar Fakhraei Rad et al. PLoS One. .

Abstract

Purpose: Ankle dorsiflexion range of motion (DF-ROM) has been shown to be associated with poor landing posture. This study aimed to model the relationship between DF-ROM and landing quality during the Soccer-Specific Jump-Landing task (SSJL) on the non-dominant extremity in elite and amateur female soccer players using a quantile regression approach.

Methods: 55 amateur and 47 professional female soccer players participated in the study. The relationship between DF-ROM and SSJL quality was evaluated using Pearson's product-moment correlation analysis and Quantile regression modelling.

Results: There was a statistically significant negative correlation between DF-ROM and SSJL landing quality among female soccer players (r = - 0.33, p = 0.001). Moreover, there was a statistically significant negative correlation between DF-ROM and SSJL landing quality in amateur female soccer players (r = - 0.63, p = 0.001), no significant correlation was found in elite female soccer players (r = 0.22, p = 0.13). Quantile regression results for amateur female soccer players indicate that the association between ankle DF-ROM and landing quality is stronger in athletes with higher SSJL landing quality scores (e.g., Q75 and Q90) compared to those with lower scores (e.g., Q10 and Q25). This suggests that ankle DF-ROM plays a more critical role in achieving higher-quality landing techniques than in poorer techniques.

Conclusions: Higher quality landing techniques in female soccer players are associated with larger ranges of ankle DF-ROM. Therefore, ankle DF-ROM level may be a functional clinical measurement for amateur female athletes in determining landing-related injury risk factors during SSJL.

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Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. Measurement of ankle dorsi flexion joint range of motion with Inclinometer & Bubble Level mobile app.
Fig 2
Fig 2. Soccer-Specific Jump-landing task test.
A: 50% of the participants’ height from the landing site to the start position; B: Centre of the soccer ball is 50% of the participants’ maximum vertical jump height.
Fig 3
Fig 3. The results of outlier analysis of amateur and elite female football player groups.
A: Amateur female football players group; B: Elite female football players group.
Fig 4
Fig 4. Results of the relationship between football-specific jump landing scores and ankle joint range of motion of female football players.
A: Amateur female football players group; B: Elite female football players group.
See this image and copyright information in PMC

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