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Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework.

Journal articles  - Journal Article
Seagers, K; Swaminathan, K; Kolesar, J; Hamner, S; Muccini, J; Hicks, J; Myer, G; Hastie, T; Delp, S
Published in: Orthopaedic journal of sports medicine
May 2026

Over 1.4 million anterior cruciate ligament (ACL) injuries occur worldwide each year, but studies suggest that they may be preventable through targeted screening and training. Biomechanical factors from squatting, jumping, cutting, and running have been associated with ACL injury risk; however, current movement assessments are lengthy, limiting adoption and compliance. There is no consensus on which activities best assess modifiable biomechanical risk factors.(1) To identify an optimal set of activities that explain an athlete's full-body, 3-dimensional biomechanical risk factors for ACL injury and (2) to build a framework to determine an individual's ACL injury resilience (AIR) score.Descriptive laboratory study.The authors recruited adolescent female athletes who played soccer, basketball, or volleyball as their primary sport and had no history of injury. Data collection included 3-dimensional motion capture and ground-reaction forces during 5 common ACL injury risk screening activities and the computation of 35 biomechanical risk factors. Column subset selection identified the set of activities that best reconstructed the biomechanical factors from left-out activities. This activity set, with biomechanical thresholds from prospective studies of ACL injuries, was used to build the AIR score framework. The AIR score and the subscores for the trunk, hip, knee, and foot ranked participant biomechanical resilience. Statistical significance was evaluated at α = .050.Twenty-seven females were included in this study (mean ± SD; age, 15.7 ± 1.2 years; body mass index, 22.19 ± 3.58 kg/m2). Two screening activities-run cuts and single-leg drop jumps-achieved the highest reconstruction performance, predicting the biomechanical factors from the left-out activities with 88.4% accuracy. The AIR score from this 2-activity set strongly agreed with an AIR score generated using all the information from 5 activities (r = 0.90; τ = 0.72; P < .001).The AIR screen and score provided a robust methodological and statistical framework that could be updated as future studies identify and characterize new biomechanical risk factors in larger cohorts.The authors' proposed screening provided an individualized evaluation of ACL injury resilience from just 2 activities, using an objective assessment of 3-dimensional movement. The AIR score framework identified athletes with vulnerable whole-body movement patterns, along with subscores that could be targeted with exercise interventions.

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Published In

Orthopaedic journal of sports medicine

DOI

EISSN

2325-9671

ISSN

2325-9671

Publication Date

May 2026

Volume

14

Issue

5

Start / End Page

23259671261433009

Related Subject Headings

  • 4207 Sports science and exercise
  • 3202 Clinical sciences
 

Citation

APA
Chicago
ICMJE
MLA
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Seagers, K., Swaminathan, K., Kolesar, J., Hamner, S., Muccini, J., Hicks, J., … Delp, S. (2026). Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework. Orthopaedic Journal of Sports Medicine, 14(5), 23259671261433010. https://doi.org/10.1177/23259671261433009
Seagers, Kirsten, Krithika Swaminathan, Julie Kolesar, Sam Hamner, Julie Muccini, Jennifer Hicks, Gregory Myer, Trevor Hastie, and Scott Delp. “Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework.Orthopaedic Journal of Sports Medicine 14, no. 5 (May 2026): 23259671261433010. https://doi.org/10.1177/23259671261433009.
Seagers K, Swaminathan K, Kolesar J, Hamner S, Muccini J, Hicks J, et al. Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework. Orthopaedic journal of sports medicine. 2026 May;14(5):23259671261433010.
Seagers, Kirsten, et al. “Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework.Orthopaedic Journal of Sports Medicine, vol. 14, no. 5, May 2026, p. 23259671261433010. Epmc, doi:10.1177/23259671261433009.
Seagers K, Swaminathan K, Kolesar J, Hamner S, Muccini J, Hicks J, Myer G, Hastie T, Delp S. Quantifying Anterior Cruciate Ligament Injury Resilience: A Screening and Composite Score Framework. Orthopaedic journal of sports medicine. 2026 May;14(5):23259671261433010.
Journal cover image

Published In

Orthopaedic journal of sports medicine

DOI

EISSN

2325-9671

ISSN

2325-9671

Publication Date

May 2026

Volume

14

Issue

5

Start / End Page

23259671261433009

Related Subject Headings

  • 4207 Sports science and exercise
  • 3202 Clinical sciences