Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma

<i>Background and Objectives</i>: Rhabdomyolysis is a disorder in which skeletal muscle tissues are damaged, resulting in the escape of their internal substances into the blood circulation. Acute kidney injury (AKI) is a serious complication of rhabdomyolysis that necessitates early reco...

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Main Authors: Oğuzhan Zengin, Burak Göre, Melike Yakut, Mustafa Yaylalı, Muhammet Göv, Safa Dönmez, Gülhan Kurtoğlu Çelik, Gül Pamukçu Günaydın, Esma Andaç Uzdoğan, Emra Asfuroğlu Kalkan, İhsan Ateş
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Language:English
Published: MDPI AG 2025-06-01
Series:Medicina
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Online Access:https://www.mdpi.com/1648-9144/61/7/1116
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author Oğuzhan Zengin
Burak Göre
Melike Yakut
Mustafa Yaylalı
Muhammet Göv
Safa Dönmez
Gülhan Kurtoğlu Çelik
Gül Pamukçu Günaydın
Esma Andaç Uzdoğan
Emra Asfuroğlu Kalkan
İhsan Ateş
author_facet Oğuzhan Zengin
Burak Göre
Melike Yakut
Mustafa Yaylalı
Muhammet Göv
Safa Dönmez
Gülhan Kurtoğlu Çelik
Gül Pamukçu Günaydın
Esma Andaç Uzdoğan
Emra Asfuroğlu Kalkan
İhsan Ateş
author_sort Oğuzhan Zengin
collection DOAJ
description <i>Background and Objectives</i>: Rhabdomyolysis is a disorder in which skeletal muscle tissues are damaged, resulting in the escape of their internal substances into the blood circulation. Acute kidney injury (AKI) is a serious complication of rhabdomyolysis that necessitates early recognition to ensure effective clinical management. The objective of this research was to create a practical scoring tool for forecasting AKI in patients experiencing rhabdomyolysis due to trauma or excessive exercise. <i>Materials and Methods</i>: A novel scoring system, termed the growth differentiation factor-15-trauma-creatine kinase acute kidney injury score (GDF-TRACK-AKI score), was established. The model integrates serum levels of growth differentiation factor-15 (GDF-15), creatine kinase (CK), and occurrence of rhabdomyolysis associated with trauma. Clinical and biochemical data were prospectively collected, and the model’s predictive performance was evaluated using receiver operating characteristic ROC curve analysis. <i>Results</i>: Among patients with rhabdomyolysis, those who developed AKI had significantly higher GDF-TRACK-AKI scores (median: 3.00 (IQR: 2.00)) compared to patients without AKI (median: 0.48 (IQR 0.89); <i>p</i> < 0.001). Serum CK and GDF-15 levels were also markedly elevated in the AKI group (<i>p</i> < 0.001). ROC analysis identified a cut-off value of 2.5, providing 67% sensitivity and 98% specificity. Patients with scores ≥ 2 demonstrated a significantly increased risk of AKI. <i>Conclusions</i>: Designed as a practical and dependable tool, the GDF-TRACK-AKI score facilitates prompt identification of kidney injury in patients whose rhabdomyolysis is linked to either trauma or vigorous activity. The integration of trauma history with GDF-15 and CK biomarker data improves risk stratification precision and supports timely treatment decisions. To verify its practical utility and prognostic capabilities, the GDF-TRACK-AKI score should undergo additional evaluation across expansive and demographically varied clinical populations.
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series Medicina
spelling doaj-art-cf386fa30f8041ad8e8e4ea78dffece52025-08-20T03:35:38ZengMDPI AGMedicina1010-660X1648-91442025-06-01617111610.3390/medicina61071116Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or TraumaOğuzhan Zengin0Burak Göre1Melike Yakut2Mustafa Yaylalı3Muhammet Göv4Safa Dönmez5Gülhan Kurtoğlu Çelik6Gül Pamukçu Günaydın7Esma Andaç Uzdoğan8Emra Asfuroğlu Kalkan9İhsan Ateş10Department of Internal Medicine, University of Health Sciences, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeDepartment of Internal Medicine, Çerkeş State Hospital, Çankırı 18600, TürkiyeDepartment of Internal Medicine, Çifteler State Hospital, Eskişehir 26700, TürkiyeDepartment of Internal Medicine, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeDepartment of Internal Medicine, Mihalıççık Gün Sazak State Hospital, Eskişehir 26900, TürkiyeEmergency Medicine Department, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeEmergency Medicine Department, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeEmergency Medicine Department, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeDepartment of Medical Biochemistry, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeDepartment of Internal Medicine, University of Health Sciences, Ankara Bilkent City Hospital, Ankara 06800, TürkiyeDepartment of Internal Medicine, University of Health Sciences, Ankara Bilkent City Hospital, Ankara 06800, Türkiye<i>Background and Objectives</i>: Rhabdomyolysis is a disorder in which skeletal muscle tissues are damaged, resulting in the escape of their internal substances into the blood circulation. Acute kidney injury (AKI) is a serious complication of rhabdomyolysis that necessitates early recognition to ensure effective clinical management. The objective of this research was to create a practical scoring tool for forecasting AKI in patients experiencing rhabdomyolysis due to trauma or excessive exercise. <i>Materials and Methods</i>: A novel scoring system, termed the growth differentiation factor-15-trauma-creatine kinase acute kidney injury score (GDF-TRACK-AKI score), was established. The model integrates serum levels of growth differentiation factor-15 (GDF-15), creatine kinase (CK), and occurrence of rhabdomyolysis associated with trauma. Clinical and biochemical data were prospectively collected, and the model’s predictive performance was evaluated using receiver operating characteristic ROC curve analysis. <i>Results</i>: Among patients with rhabdomyolysis, those who developed AKI had significantly higher GDF-TRACK-AKI scores (median: 3.00 (IQR: 2.00)) compared to patients without AKI (median: 0.48 (IQR 0.89); <i>p</i> < 0.001). Serum CK and GDF-15 levels were also markedly elevated in the AKI group (<i>p</i> < 0.001). ROC analysis identified a cut-off value of 2.5, providing 67% sensitivity and 98% specificity. Patients with scores ≥ 2 demonstrated a significantly increased risk of AKI. <i>Conclusions</i>: Designed as a practical and dependable tool, the GDF-TRACK-AKI score facilitates prompt identification of kidney injury in patients whose rhabdomyolysis is linked to either trauma or vigorous activity. The integration of trauma history with GDF-15 and CK biomarker data improves risk stratification precision and supports timely treatment decisions. To verify its practical utility and prognostic capabilities, the GDF-TRACK-AKI score should undergo additional evaluation across expansive and demographically varied clinical populations.https://www.mdpi.com/1648-9144/61/7/1116rhabdomyolysisacute kidney injurygrowth differentiation factor-15creatine kinaseGDF-TRACK-AKI scoretrauma
spellingShingle Oğuzhan Zengin
Burak Göre
Melike Yakut
Mustafa Yaylalı
Muhammet Göv
Safa Dönmez
Gülhan Kurtoğlu Çelik
Gül Pamukçu Günaydın
Esma Andaç Uzdoğan
Emra Asfuroğlu Kalkan
İhsan Ateş
Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
Medicina
rhabdomyolysis
acute kidney injury
growth differentiation factor-15
creatine kinase
GDF-TRACK-AKI score
trauma
title Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
title_full Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
title_fullStr Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
title_full_unstemmed Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
title_short Development of the GDF-TRACK-AKI Score for Predicting Acute Kidney Injury in Patients with Rhabdomyolysis Due to Excessive Exercise or Trauma
title_sort development of the gdf track aki score for predicting acute kidney injury in patients with rhabdomyolysis due to excessive exercise or trauma
topic rhabdomyolysis
acute kidney injury
growth differentiation factor-15
creatine kinase
GDF-TRACK-AKI score
trauma
url https://www.mdpi.com/1648-9144/61/7/1116
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