Predicting septic shock in obstructive pyelonephritis associated with ureteral stones: A retrospective study

Author:

Min Kyungchan1ORCID,Kim Bum Soo2ORCID,Ha Yun-Sok3,Chung Jae-Wook3,Jang Gyuho1,Noh Myung-giun4,Ahn Hyeok5,Lee Jun Nyung2,Kim Hyun Tae2,Yoo Eun Sang2,Kwon Tae Gyun3,Chun So Young6,Park Hansoo17

Affiliation:

1. Department of Biomedical Science and Engineering, Gwangju Institute of Science and Technology, Gwangju, Korea

2. Department of Urology, School of Medicine, Kyungpook National University, Kyungpook National University Hospital, Daegu, Korea

3. Department of Urology, School of Medicine, Kyungpook National University, Kyungpook National University Chilgok Hospital, Daegu, Korea

4. Department of Pathology, School of Medicine, Ajou University, Suwon, Korea

5. Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea

6. BioMedical Research Institute, Kyungpook National University Hospital, Daegu, Korea

7. Genome and Company, 7F GWANGGYO FLAX DESIAN, Yeongtong-gu, Suwon-si, Gyeonggi-do, Korea.

Abstract

To identify the best combination of potential predictors of septic shock in patients with obstructive acute pyelonephritis associated with ureteral stones (OAPN-US) according to Sepsis-3 criteria. Patients who underwent percutaneous nephrostomy (PCN) with OAPN-US were retrospectively evaluated. Recursive feature elimination (RFE) was applied to patients with and without septic shock to identify factors associated with the prediction of progression to septic shock. We compared combinations of the selected features based on area under the receiver operating curve (AUROC) to determine which combination was most effective. This study included 81 patients who were treated with PCN due to OAPN-US. A comparison was made between 37 patients with septic shock (SS) and 44 patients without septic shock (NSS). SS group had a higher age, poorer Eastern Cooperative Oncology Group status, and significantly higher levels of positivity in urine cultures and blood cultures. There were also differences in laboratory tests between the 2 groups. Procalcitonin (PCT), international normalized ratio (INR), and absolute lymphocyte count (ALC) were selected based on RFE. We compared the predictive power for SS when each marker was used alone, when 2 markers were combined, and when all 3 markers were combined. Among these combinations, using all 3 variables together yielded the highest AUROC of 0.942. Of the 3 variables, PCT had the highest Gini importance score, indicating that it was the most influential factor. Clinical characteristics were different between the SS and the NSS groups. In patients with OAPN-US, the combination of PCT, ALC, and INR was an excellent predictor of septic shock.

Publisher

Ovid Technologies (Wolters Kluwer Health)

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