Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients

Jingjing Wan,1,* Gaorui Zou,2,* Bo He,1 Chao Zhang,3 Yanfang Zhu,1 Lan Yin,3 Zhibing Lu1 1Department of Cardiology, Zhongnan Hospital of Wuhan University, Wuhan, 430071, People’s Republic of China; 2Department of Anesthesiology, Wuhan No. 1 Hospital, Wuhan, 430022, People’s Repub...

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Main Authors: Wan J, Zou G, He B, Zhang C, Zhu Y, Yin L, Lu Z
Format: Article
Language:English
Published: Dove Medical Press 2021-06-01
Series:International Journal of General Medicine
Subjects:
Online Access:https://www.dovepress.com/development-and-external-validation-a-novel-inflammation-based-score-f-peer-reviewed-fulltext-article-IJGM
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spelling doaj-81d503dd175d4060a5a01ef3e85b45682021-06-08T19:41:45ZengDove Medical PressInternational Journal of General Medicine1178-70742021-06-01Volume 142215222665462Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit PatientsWan JZou GHe BZhang CZhu YYin LLu ZJingjing Wan,1,* Gaorui Zou,2,* Bo He,1 Chao Zhang,3 Yanfang Zhu,1 Lan Yin,3 Zhibing Lu1 1Department of Cardiology, Zhongnan Hospital of Wuhan University, Wuhan, 430071, People’s Republic of China; 2Department of Anesthesiology, Wuhan No. 1 Hospital, Wuhan, 430022, People’s Republic of China; 3Department of Cardiology Electrocardiogram, Zhongnan Hospital of Wuhan University, Wuhan, 430071, People’s Republic of China*These authors contributed equally to this workCorrespondence: Zhibing Lu; Lan YinDepartment of Cardiology, Zhongnan Hospital of Wuhan University, No. 169 Donghu Road, Wuhan, 430071, People’s Republic of ChinaTel +86 27-67812999Email zhibinglu123@126.com ; 779367161@qq.comPurpose: We aimed to evaluate the predictive ability of an integrated score based on several inflammatory indices of acute kidney injury (AKI) in patients in the intensive care unit (ICU).Patients and Methods: In this observational study, 2555 patients from the Medical Information Mart for Intensive Care III database were randomly assigned to the test set (n=1599) and internal validation set (n=656). Moreover, 412 coronary care unit patients from Zhongnan Hospital, Wuhan University were also included in the external validation set. The AKI-specific inflammatory index (ASII) was created using various inflammatory indices significantly associated with AKI. We further developed and validated two nomograms based on the ASII and other informative clinical features of AKI and prognosis.Results: The ASII was calculated as 2.317×MLR+0.417×GPS+0.007×ALRI. In the training set, patients with a high ASII had a higher risk of incident AKI (odds ratio [OR], 5.33; 95% confidence index [CI], 3.60– 7.88; P< 0.001) than those with a low ASII with or without pre-existing chronic kidney disease. The nomograms for AKI and prognosis based on the ASII and other significant clinical characteristics had high predictive value in the prediction of AKI and prognosis in patients in the ICU. Moreover, the results in the internal validation set and in the external validation cohort were almost consistent with those in the training set.Conclusion: The ASII is an AKI-specific tool based on the combination of available inflammatory indices. A high ASII is a strong predictor of a higher risk of AKI and worse survival outcomes in patients in the ICU.Keywords: acute kidney injury, inflammation, AKI-specific inflammatory index, intensive care unit, nomogramhttps://www.dovepress.com/development-and-external-validation-a-novel-inflammation-based-score-f-peer-reviewed-fulltext-article-IJGMacute kidney injuryinflammationaki-specific inflammatory indexintensive care unitnomogram.
collection DOAJ
language English
format Article
sources DOAJ
author Wan J
Zou G
He B
Zhang C
Zhu Y
Yin L
Lu Z
spellingShingle Wan J
Zou G
He B
Zhang C
Zhu Y
Yin L
Lu Z
Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
International Journal of General Medicine
acute kidney injury
inflammation
aki-specific inflammatory index
intensive care unit
nomogram.
author_facet Wan J
Zou G
He B
Zhang C
Zhu Y
Yin L
Lu Z
author_sort Wan J
title Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
title_short Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
title_full Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
title_fullStr Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
title_full_unstemmed Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients
title_sort development and external validation a novel inflammation-based score for acute kidney injury and prognosis in intensive care unit patients
publisher Dove Medical Press
series International Journal of General Medicine
issn 1178-7074
publishDate 2021-06-01
description Jingjing Wan,1,* Gaorui Zou,2,* Bo He,1 Chao Zhang,3 Yanfang Zhu,1 Lan Yin,3 Zhibing Lu1 1Department of Cardiology, Zhongnan Hospital of Wuhan University, Wuhan, 430071, People’s Republic of China; 2Department of Anesthesiology, Wuhan No. 1 Hospital, Wuhan, 430022, People’s Republic of China; 3Department of Cardiology Electrocardiogram, Zhongnan Hospital of Wuhan University, Wuhan, 430071, People’s Republic of China*These authors contributed equally to this workCorrespondence: Zhibing Lu; Lan YinDepartment of Cardiology, Zhongnan Hospital of Wuhan University, No. 169 Donghu Road, Wuhan, 430071, People’s Republic of ChinaTel +86 27-67812999Email zhibinglu123@126.com ; 779367161@qq.comPurpose: We aimed to evaluate the predictive ability of an integrated score based on several inflammatory indices of acute kidney injury (AKI) in patients in the intensive care unit (ICU).Patients and Methods: In this observational study, 2555 patients from the Medical Information Mart for Intensive Care III database were randomly assigned to the test set (n=1599) and internal validation set (n=656). Moreover, 412 coronary care unit patients from Zhongnan Hospital, Wuhan University were also included in the external validation set. The AKI-specific inflammatory index (ASII) was created using various inflammatory indices significantly associated with AKI. We further developed and validated two nomograms based on the ASII and other informative clinical features of AKI and prognosis.Results: The ASII was calculated as 2.317×MLR+0.417×GPS+0.007×ALRI. In the training set, patients with a high ASII had a higher risk of incident AKI (odds ratio [OR], 5.33; 95% confidence index [CI], 3.60– 7.88; P< 0.001) than those with a low ASII with or without pre-existing chronic kidney disease. The nomograms for AKI and prognosis based on the ASII and other significant clinical characteristics had high predictive value in the prediction of AKI and prognosis in patients in the ICU. Moreover, the results in the internal validation set and in the external validation cohort were almost consistent with those in the training set.Conclusion: The ASII is an AKI-specific tool based on the combination of available inflammatory indices. A high ASII is a strong predictor of a higher risk of AKI and worse survival outcomes in patients in the ICU.Keywords: acute kidney injury, inflammation, AKI-specific inflammatory index, intensive care unit, nomogram
topic acute kidney injury
inflammation
aki-specific inflammatory index
intensive care unit
nomogram.
url https://www.dovepress.com/development-and-external-validation-a-novel-inflammation-based-score-f-peer-reviewed-fulltext-article-IJGM
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