A wearable system to assess risk for anterior cruciate ligament injury during jump landing: measurements of temporal events, jump height, and sagittal plane kinematics.

The incidence of anterior cruciate ligament (ACL) injury remains high, and there is a need for simple, cost effective methods to identify athletes at a higher risk for ACL injury. Wearable measurement systems offer potential methods to assess the risk of ACL injury during jumping tasks. The objective of this study was to assess the capacity of a wearable inertial-based system to evaluate ACL injury risk during jumping tasks. The system accuracy for measuring temporal events (initial contact, toe-off), jump height, and sagittal plane angles (knee, trunk) was assessed by comparing results obtained with the wearable system to simultaneous measurements obtained with a marker-based optoelectronic reference system. Thirty-eight healthy participants (20 male and 18 female) performed drop jumps with bilateral and unilateral support landing. The mean differences between the temporal events obtained with both systems were below 5 ms, and the precisions were below 24 ms. The mean jump heights measured with both systems differed by less than 1 mm, and the associations (Pearson correlation coefficients) were above 0.9. For the discrete angle parameters, there was an average association of 0.91 and precision of 3.5° for the knee flexion angle and an association of 0.77 and precision of 5.5° for the trunk lean. The results based on the receiver-operating characteristic (ROC) also demonstrated that the proposed wearable system could identify movements at higher risk for ACL injury. The area under the ROC plots was between 0.89 and 0.99 for the knee flexion angle and between 0.83 and 0.95 for the trunk lean. The wearable system demonstrated good concurrent validity with marker-based measurements and good discriminative performance in terms of the known risk factors for ACL injury. This study suggests that a wearable system could be a simple cost-effective tool for conducting risk screening or for providing focused feedback.

[1]  T. Hewett,et al.  Longitudinal sex differences during landing in knee abduction in young athletes. , 2010, Medicine & Science in Sports & Exercise.

[2]  K. Aminian,et al.  Ambulatory measurement of 3D knee joint angle. , 2008, Journal of biomechanics.

[3]  B M Jolles,et al.  Evaluation of a mixed approach combining stationary and wearable systems to monitor gait over long distance. , 2010, Journal of biomechanics.

[4]  T. Hewett,et al.  Mechanisms of Anterior Cruciate Ligament Injury in Basketball , 2007, The American journal of sports medicine.

[5]  Aurelio Cappozzo,et al.  Joint kinematics estimate using wearable inertial and magnetic sensing modules. , 2008, Gait & posture.

[6]  T. Hewett,et al.  Biomechanical Measures of Neuromuscular Control and Valgus Loading of the Knee Predict Anterior Cruciate Ligament Injury Risk in Female Athletes: A Prospective Study , 2005, The American journal of sports medicine.

[7]  Gregory D. Myer,et al.  Anterior cruciate ligament injuries in female athletes, I: mechanisms and risk factors , 2006 .

[8]  Luis Fdo. Aragón Evaluation of Four Vertical Jump Tests: Methodology, Reliability, Validity, and Accuracy , 2000 .

[9]  T. Hewett,et al.  Anterior Cruciate Ligament Injuries in Female Athletes , 2006, The American journal of sports medicine.

[10]  Darin A Padua,et al.  Sagittal-plane trunk position, landing forces, and quadriceps electromyographic activity. , 2009, Journal of athletic training.

[11]  R. Müller,et al.  Validity and Reliability of the Myotest Accelerometric System for the Assessment of Vertical Jump Height , 2010, Journal of strength and conditioning research.

[12]  F. Noyes,et al.  The drop-jump screening test: difference in lower limb control by gender and effect of neuromuscular training in female athletes. , 2007, The American journal of sports medicine.

[13]  T. Hewett,et al.  Non-contact ACL injuries in female athletes: an International Olympic Committee current concepts statement , 2008, British Journal of Sports Medicine.

[14]  T. Hewett,et al.  Noncontact anterior cruciate ligament injuries: risk factors and prevention strategies. , 2000, The Journal of the American Academy of Orthopaedic Surgeons.

[15]  J. Davids,et al.  A Biomechanical Analysis of Gait During Pregnancy* , 2000, The Journal of bone and joint surgery. American volume.

[16]  J. Ashton-Miller,et al.  Gender differences in knee angle when landing from a drop-jump. , 2001, The American journal of knee surgery.

[17]  Scott G McLean,et al.  Impact of fatigue on gender-based high-risk landing strategies. , 2007, Medicine and science in sports and exercise.

[18]  B M Jolles,et al.  Functional calibration procedure for 3D knee joint angle description using inertial sensors. , 2009, Journal of biomechanics.

[19]  R. Bahr,et al.  A prospective cohort study of anterior cruciate ligament injuries in elite Norwegian team handball , 1998, Scandinavian journal of medicine & science in sports.

[20]  Franco M Impellizzeri,et al.  Validity and Reliability of Optojump Photoelectric Cells for Estimating Vertical Jump Height , 2011, Journal of strength and conditioning research.

[21]  A. Cappello,et al.  A new formulation of the coefficient of multiple correlation to assess the similarity of waveforms measured synchronously by different motion analysis protocols. , 2010, Gait & posture.

[22]  N. Sasanelli,et al.  Evaluation of Standing Vertical Jump by Ankles Acceleration Measurement , 2010, Journal of strength and conditioning research.

[23]  R. M. Smith The Classification of Fractures , 2000 .

[24]  Thomas P Andriacchi,et al.  Secondary motions of the knee during weight bearing and non‐weight bearing activities , 2004, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[25]  Kevin R Ford,et al.  Valgus knee motion during landing in high school female and male basketball players. , 2003, Medicine and science in sports and exercise.

[26]  Laurent Bosquet,et al.  A Comparison of 2 Optical Timing Systems Designed to Measure Flight Time and Contact Time During Jumping and Hopping , 2009, Journal of strength and conditioning research.

[27]  K. Aminian,et al.  Quaternion-based fusion of gyroscopes and accelerometers to improve 3D angle measurement , 2006 .

[28]  A Leardini,et al.  Position and orientation in space of bones during movement: anatomical frame definition and determination. , 1995, Clinical biomechanics.

[29]  R. Marshall,et al.  Important features associated with acute anterior cruciate ligament injury. , 1990, The New Zealand medical journal.

[30]  A. Cappozzo,et al.  Pelvis and lower limb anatomical landmark calibration precision and its propagation to bone geometry and joint angles , 1999, Medical & Biological Engineering & Computing.

[31]  Alberto Leardini,et al.  Quantitative comparison of five current protocols in gait analysis. , 2008, Gait & posture.

[32]  Yuji Yamamoto,et al.  Mechanisms for anterior cruciate ligament injuries in badminton , 2010, British Journal of Sports Medicine.

[33]  Bing Yu,et al.  Age and Gender Effects on Lower Extremity Kinematics of Youth Soccer Players in a Stop-Jump Task , 2005, The American journal of sports medicine.

[34]  B. Boden,et al.  Mechanisms of anterior cruciate ligament injury. , 2000, Orthopedics.

[35]  D. Altman,et al.  Measuring agreement in method comparison studies , 1999, Statistical methods in medical research.

[36]  Paavo V. Komi,et al.  A simple method for measurement of mechanical power in jumping , 2004, European Journal of Applied Physiology and Occupational Physiology.

[37]  Kjartan Halvorsen,et al.  Bias compensated least squares estimate of the center of rotation. , 2003, Journal of biomechanics.

[38]  T P Andriacchi,et al.  A point cluster method for in vivo motion analysis: applied to a study of knee kinematics. , 1998, Journal of biomechanical engineering.

[39]  Bing Yu,et al.  Lower extremity biomechanics during the landing of a stop-jump task. , 2006, Clinical biomechanics.

[40]  Lars Engebretsen,et al.  Injury Mechanisms for Anterior Cruciate Ligament Injuries in Team Handball , 2004, The American journal of sports medicine.

[41]  M. Zweig,et al.  Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. , 1993, Clinical chemistry.

[42]  Darin A Padua,et al.  Influence of trunk flexion on hip and knee joint kinematics during a controlled drop landing. , 2008, Clinical biomechanics.

[43]  N. Elvin,et al.  Correlation between ground reaction force and tibial acceleration in vertical jumping. , 2007, Journal of applied biomechanics.

[44]  Es Grood,et al.  A joint coordinate system for the clinical description of three-dimensional motions: Application to the human knee joint. , 1983 .

[45]  Pietro Garofalo,et al.  First in vivo assessment of “Outwalk”: a novel protocol for clinical gait analysis based on inertial and magnetic sensors , 2009, Medical & Biological Engineering & Computing.

[46]  E. Roos,et al.  The Long-term Consequence of Anterior Cruciate Ligament and Meniscus Injuries , 2007, The American journal of sports medicine.

[47]  B. Boden,et al.  MECHANISMS OF INJURIES TO THE ANTERIOR CRUCIATE LIGAMENT 156 , 1996 .

[48]  Gregory D. Myer,et al.  Prevention of non-contact anterior cruciate ligament injuries in soccer players. Part 2: A review of prevention programs aimed to modify risk factors and to reduce injury rates , 2009, Knee Surgery, Sports Traumatology, Arthroscopy.

[49]  E S Grood,et al.  A joint coordinate system for the clinical description of three-dimensional motions: application to the knee. , 1983, Journal of biomechanical engineering.