External Workload Indicators of Muscle and Kidney Mechanical Injury in Endurance Trail Running

Muscle and kidney injury in endurance athletes is worrying for health, and its relationship with physical external workload (eWL) needs to be explored. This study aimed to analyze which eWL indexes have more influence on muscle and kidney injury biomarkers. 20 well-trained trail runners (age = 38.95 ± 9.99 years) ran ~35.27 km (thermal-index = 23.2 ± 1.8 °C, cumulative-ascend = 1815 m) wearing inertial measurement units (IMU) in six different spots (malleolus peroneus [MPleft/MPright], vastus lateralis [VLleft/VLright], lumbar [L1–L3], thoracic [T2–T4]) for eWL measuring using a special suit. Muscle and kidney injury serum biomarkers (creatin-kinase [sCK], creatinine (sCr), ureic-nitrogen (sBUN), albumin [sALB]) were assessed pre-, -post0h and post24h. A principal component (PC) analysis was performed in each IMU spot to extract the main variables that could explain eWL variance. After extraction, PC factors were inputted in multiple regression analysis to explain biomarkers delta change percentage (Δ%). sCK, sCr, sBUN, sALB presented large differences (p < 0.05) between measurements (pre < post24h < post0h). PC’s explained 77.5–86.5% of total eWL variance. sCK Δ% was predicted in 40 to 47% by L1–L3 and MPleft; sCr Δ% in 27% to 45% by L1–L3 and MPleft; and sBUN Δ% in 38%-40% by MPright and MPleft. These findings could lead to a better comprehension of how eWL (impacts, player load and approximated entropy) could predict acute kidney and muscle injury. These findings support the new hypothesis of mechanical kidney injury during trail running based on L1–L3 external workload data.

[1]  A. Minetti,et al.  Energy cost of walking and running at extreme uphill and downhill slopes. , 2002, Journal of applied physiology.

[2]  Cloe Cummins,et al.  Global Positioning Systems (GPS) and Microtechnology Sensors in Team Sports: A Systematic Review , 2013, Sports Medicine.

[3]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[4]  J. Kellum,et al.  Subclinical AKI is still AKI , 2012, Critical Care.

[5]  J. Borchers,et al.  Exertional Rhabdomyolysis in the Athlete , 2014, Sports health.

[6]  C. How,et al.  Clinical Impact of Speed Variability to Identify Ultramarathon Runners at Risk for Acute Kidney Injury , 2015, PloS one.

[7]  J. Castenfors RENAL FUNCTION DURING PROLONGED EXERCISE , 1977, Annals of the New York Academy of Sciences.

[8]  M. Hoffman,et al.  Increasing creatine kinase concentrations at the 161-km Western States Endurance Run. , 2012, Wilderness & environmental medicine.

[9]  Javier García-Rubio,et al.  Static and dynamic reliability of WIMU PRO™ accelerometers according to anatomical placement , 2018, Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology.

[10]  B. Šimunič,et al.  Biochemical and Muscle Mechanical Postmarathon Changes in Hot and Humid Conditions. , 2020, Journal of strength and conditioning research.

[11]  B. Schoser,et al.  A systematic review on the definition of rhabdomyolysis , 2019, Journal of Neurology.

[12]  Peter Krustrup,et al.  Application of the Copenhagen Soccer Test in high-level women players - locomotor activities, physiological response and sprint performance. , 2013, Human movement science.

[13]  T. Noakes,et al.  Acute renal failure in four Comrades Marathon runners ingesting the same electrolyte supplement: coincidence or causation? , 2011, South African medical journal = Suid-Afrikaanse tydskrif vir geneeskunde.

[14]  Francis Degache,et al.  Running Mechanics During the World's Most Challenging Mountain Ultramarathon. , 2016, International journal of sports physiology and performance.

[15]  J. Rubio-Arias,et al.  Muscle damage and inflammation biomarkers after two ultra-endurance mountain races of different distances: 54 km vs 111 km , 2019, Physiology & Behavior.

[16]  Tim J Gabbett,et al.  The validity of microsensors to automatically detect bowling events and counts in cricket fast bowlers. , 2015, International journal of sports physiology and performance.

[17]  Bruce Davies,et al.  An Evaluation of the Physiological Demands of Elite Rugby Union Using Global Positioning System Tracking Software , 2009, Journal of strength and conditioning research.

[18]  Lee Taylor,et al.  Endurance Performance is Influenced by Perceptions of Pain and Temperature: Theory, Applications and Safety Considerations , 2018, Sports Medicine.

[19]  G. Banfi,et al.  Evaluation of creatinine, cystatin C and eGFR by different equations in professional cyclists during the Giro d'Italia 3-weeks stage race , 2012, Scandinavian journal of clinical and laboratory investigation.

[20]  J. Gameiro,et al.  Acute Kidney Injury Definition and Diagnosis: A Narrative Review , 2018, Journal of clinical medicine.

[21]  P. Lachenbruch Statistical Power Analysis for the Behavioral Sciences (2nd ed.) , 1989 .

[22]  N. Pearce,et al.  Let’s take the heat out of the CKDu debate: more evidence is needed , 2019, Occupational and Environmental Medicine.

[23]  Jos Vanrenterghem,et al.  The Relationship Between Whole-Body External Loading and Body-Worn Accelerometry During Team-Sport Movements. , 2017, International journal of sports physiology and performance.

[24]  A. Ascensão,et al.  Biochemical impact of soccer: an analysis of hormonal, muscle damage, and redox markers during the season. , 2014, Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme.

[25]  Valentina Camomilla,et al.  Trends Supporting the In-Field Use of Wearable Inertial Sensors for Sport Performance Evaluation: A Systematic Review , 2018, Sensors.

[26]  Ermanno Rampinini,et al.  Changes in muscle damage, inflammation, and fatigue-related parameters in young elite soccer players after a match. , 2016, The Journal of sports medicine and physical fitness.

[27]  S. Dionisio,et al.  SLOPE INFLUENCE ON THE TRAIL RUNNER’S PHYSICAL LOAD: A CASE STUDY INFLUENCIA DEL DESNIVEL EN LA CARGA FÍSICA DEL CORREDOR DE MONTAÑA: UN ESTUDIO DE CASO , 2019 .

[28]  Iain R. Spears,et al.  The Relationships Between Internal and External Measures of Training Load and Intensity in Team Sports: A Meta-Analysis , 2018, Sports Medicine.

[29]  B. Jones,et al.  The Use of Accelerometers to Quantify Collisions and Running Demands of Rugby Union Match-Play , 2016 .

[30]  Frank J. Wouda,et al.  Estimation of Vertical Ground Reaction Forces and Sagittal Knee Kinematics During Running Using Three Inertial Sensors , 2018, Front. Physiol..

[31]  A. Khwaja KDIGO Clinical Practice Guidelines for Acute Kidney Injury , 2012, Nephron Clinical Practice.

[32]  Scott Campbell,et al.  Using Accelerometer and Gyroscopic Measures to Quantify Postural Stability. , 2015, Journal of athletic training.

[33]  Iftekhar Ahmad,et al.  An Algorithm for the Automatic Detection and Quantification of Athletes’ Change of Direction Incidents Using IMU Sensor Data , 2019, IEEE Sensors Journal.

[34]  Daniel Rojas-Valverde,et al.  From big data mining to technical sport reports: the case of inertial measurement units , 2019, BMJ Open Sport & Exercise Medicine.

[35]  M. Hopman,et al.  Impact of acute versus prolonged exercise and dehydration on kidney function and injury , 2018, Physiological reports.

[36]  Changes in physiological and performance variables in non-professional triathletes after taking part in an Olympic distance triathlon , 2018, Research in sports medicine.

[37]  Begonya Garcia-Zapirain,et al.  Gait Analysis Methods: An Overview of Wearable and Non-Wearable Systems, Highlighting Clinical Applications , 2014, Sensors.

[38]  Christine L. Coniglio,et al.  The Demands of a Women’s College Soccer Season , 2018, Sports.

[39]  G. D. de Araujo,et al.  Mountain Ultramarathon Induces Early Increases of Muscle Damage, Inflammation, and Risk for Acute Renal Injury , 2018, Front. Physiol..

[40]  J. Morin,et al.  Effects of the foot strike pattern on muscle activity and neuromuscular fatigue in downhill trail running , 2017, Scandinavian journal of medicine & science in sports.

[41]  T. Quinn,et al.  The impact of a long training run on muscle damage and running economy in runners training for a marathon , 2012 .

[42]  G. Olcina,et al.  Using an Inertial Device (WIMU PRO) to Quantify Neuromuscular Load in Running: Reliability, Convergent Validity, and Influence of Type of Surface and Device Location. , 2020, Journal of strength and conditioning research.

[43]  Igor Jukić,et al.  Load monitoring system in top-level basketball team: Relationship between external and internal training load , 2018 .

[44]  M. Hoffman,et al.  Rhabdomyolysis and Hyponatremia: A Cluster of Five Cases at the 161-km 2009 Western States Endurance Run , 2010, Wilderness & environmental medicine.

[45]  G. Lipman,et al.  A Prospective Cohort Study of Acute Kidney Injury in Multi-stage Ultramarathon Runners: The Biochemistry in Endurance Runner Study (BIERS) , 2014, Research in sports medicine.

[46]  S M Pincus,et al.  Approximate entropy as a measure of system complexity. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[47]  Pierre Samozino,et al.  Biomechanics and Physiology of Uphill and Downhill Running , 2017, Sports Medicine.

[48]  D. Lovell,et al.  Biochemical and Endocrine Responses to Impact and Collision During Elite Rugby League Match Play , 2011, Journal of strength and conditioning research.

[49]  C. Ronco,et al.  Diagnosis of acute kidney injury using functional and injury biomarkers: workgroup statements from the tenth Acute Dialysis Quality Initiative Consensus Conference. , 2013, Contributions to nephrology.

[50]  Björn Eskofier,et al.  Comparison of Different Algorithms for Calculating Velocity and Stride Length in Running Using Inertial Measurement Units , 2018, Sensors.

[51]  Janet Furman When exercise causes exertional rhabdomyolysis , 2015, JAAPA : official journal of the American Academy of Physician Assistants.

[52]  Steve Barrett,et al.  PlayerLoad™: reliability, convergent validity, and influence of unit position during treadmill running. , 2014, International journal of sports physiology and performance.

[53]  C. Musso,et al.  Novel acute kidney injury biomarkers: their characteristics, utility and concerns , 2018, International Urology and Nephrology.

[54]  E. Poch,et al.  Rhabdomyolysis and acute kidney injury. , 2009, The New England journal of medicine.

[55]  Carlo Castagna,et al.  Relationship Between Indicators of Training Load in Soccer Players , 2013, Journal of strength and conditioning research.

[56]  Brad Aisbett,et al.  Validity of an upper-body-mounted accelerometer to measure peak vertical and resultant force during running and change-of-direction tasks , 2013, Sports biomechanics.

[57]  François-Xavier Li,et al.  Accumulated workloads and the acute:chronic workload ratio relate to injury risk in elite youth football players , 2016, British Journal of Sports Medicine.

[58]  Enrico Rejc,et al.  Effects of an Uphill Marathon on Running Mechanics and Lower-Limb Muscle Fatigue. , 2016, International journal of sports physiology and performance.

[59]  N. Gill,et al.  The Effect of Exercise-Induced Muscle Damage After a Bout of Accentuated Eccentric Load Drop Jumps and the Repeated Bout Effect , 2016, Journal of strength and conditioning research.

[60]  Richard B Souza,et al.  An Evidence-Based Videotaped Running Biomechanics Analysis. , 2016, Physical medicine and rehabilitation clinics of North America.

[61]  J. Lopes,et al.  The RIFLE and AKIN classifications for acute kidney injury: a critical and comprehensive review , 2012, Clinical kidney journal.