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Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values
BACKGROUND: Missing preadmission serum creatinine (SCr) values are a common obstacle to assess acute kidney injury (AKI) diagnosis and outcomes. The Kidney Disease Improving Global Outcomes (KDIGO) guidelines suggest using a SCr computed from the Modification of Diet in Renal Disease (MDRD) with an...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5410063/ https://www.ncbi.nlm.nih.gov/pubmed/28454562 http://dx.doi.org/10.1186/s12882-017-0552-3 |
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author | Bernier-Jean, Amélie Beaubien-Souligny, William Goupil, Rémi Madore, François Paquette, François Troyanov, Stéphan Bouchard, Josée |
author_facet | Bernier-Jean, Amélie Beaubien-Souligny, William Goupil, Rémi Madore, François Paquette, François Troyanov, Stéphan Bouchard, Josée |
author_sort | Bernier-Jean, Amélie |
collection | PubMed |
description | BACKGROUND: Missing preadmission serum creatinine (SCr) values are a common obstacle to assess acute kidney injury (AKI) diagnosis and outcomes. The Kidney Disease Improving Global Outcomes (KDIGO) guidelines suggest using a SCr computed from the Modification of Diet in Renal Disease (MDRD) with an estimated glomerular filtration rate of 75 ml/min/1.73 m(2). We aimed to identify the best surrogate method for baseline SCr to assess AKI diagnosis and outcomes. METHODS: We compared the use of 1) first SCr at hospital admission 2) minimal SCr over 2 weeks after intensive care unit admission 3) MDRD computed SCr and 4) Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) computed SCr to assess AKI diagnosis and outcomes. We then performed multilinear regression models to predict preadmission SCr and imputation strategies to assess AKI diagnosis. RESULTS: Our one-year retrospective cohort study included 1001 critically ill adults; 498 of them had preadmission SCr values. In these patients, AKI incidence was 25.1% using preadmission SCr. First SCr had the best agreement for AKI diagnosis (22.5%; kappa = 0.90) and staging (kappa = 0.81). MDRD, CKD-EPI and minimal SCr overestimated AKI diagnosis (26.7%, 27.1% and 43.2%;kappa = 0.86, 0.86 and 0.60, respectively). However, MDRD and CKD-EPI computed SCr had a better sensitivity than first SCr for AKI (93% and 94% vs. 87%). Eighty-eight percent of patients experienced renal recovery at least 3 months after hospital discharge. All methods except the first SCr significantly underestimated the percentage of renal recovery. In a multivariate model, age, male gender, hypertension, heart failure, undergoing surgery and log first SCr best predicted preadmission SCr (adjusted R(2) = 0.56). Imputation methods with first SCr increased AKI incidence to 23.9% (kappa = 0.92) but not with MDRD computed SCr (26.7%;kappa = 0.89). CONCLUSION: In our cohort, first SCr performed better for AKI diagnosis and staging, as well as for renal recovery after hospital discharge than MDRD, CKD-EPI or minimal SCr. However, MDRD SCr and CKD-EPI SCr improved AKI diagnosis sensitivity. Imputation methods minimally increased agreement for AKI diagnosis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12882-017-0552-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5410063 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-54100632017-05-02 Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values Bernier-Jean, Amélie Beaubien-Souligny, William Goupil, Rémi Madore, François Paquette, François Troyanov, Stéphan Bouchard, Josée BMC Nephrol Research Article BACKGROUND: Missing preadmission serum creatinine (SCr) values are a common obstacle to assess acute kidney injury (AKI) diagnosis and outcomes. The Kidney Disease Improving Global Outcomes (KDIGO) guidelines suggest using a SCr computed from the Modification of Diet in Renal Disease (MDRD) with an estimated glomerular filtration rate of 75 ml/min/1.73 m(2). We aimed to identify the best surrogate method for baseline SCr to assess AKI diagnosis and outcomes. METHODS: We compared the use of 1) first SCr at hospital admission 2) minimal SCr over 2 weeks after intensive care unit admission 3) MDRD computed SCr and 4) Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) computed SCr to assess AKI diagnosis and outcomes. We then performed multilinear regression models to predict preadmission SCr and imputation strategies to assess AKI diagnosis. RESULTS: Our one-year retrospective cohort study included 1001 critically ill adults; 498 of them had preadmission SCr values. In these patients, AKI incidence was 25.1% using preadmission SCr. First SCr had the best agreement for AKI diagnosis (22.5%; kappa = 0.90) and staging (kappa = 0.81). MDRD, CKD-EPI and minimal SCr overestimated AKI diagnosis (26.7%, 27.1% and 43.2%;kappa = 0.86, 0.86 and 0.60, respectively). However, MDRD and CKD-EPI computed SCr had a better sensitivity than first SCr for AKI (93% and 94% vs. 87%). Eighty-eight percent of patients experienced renal recovery at least 3 months after hospital discharge. All methods except the first SCr significantly underestimated the percentage of renal recovery. In a multivariate model, age, male gender, hypertension, heart failure, undergoing surgery and log first SCr best predicted preadmission SCr (adjusted R(2) = 0.56). Imputation methods with first SCr increased AKI incidence to 23.9% (kappa = 0.92) but not with MDRD computed SCr (26.7%;kappa = 0.89). CONCLUSION: In our cohort, first SCr performed better for AKI diagnosis and staging, as well as for renal recovery after hospital discharge than MDRD, CKD-EPI or minimal SCr. However, MDRD SCr and CKD-EPI SCr improved AKI diagnosis sensitivity. Imputation methods minimally increased agreement for AKI diagnosis. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12882-017-0552-3) contains supplementary material, which is available to authorized users. BioMed Central 2017-04-28 /pmc/articles/PMC5410063/ /pubmed/28454562 http://dx.doi.org/10.1186/s12882-017-0552-3 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Bernier-Jean, Amélie Beaubien-Souligny, William Goupil, Rémi Madore, François Paquette, François Troyanov, Stéphan Bouchard, Josée Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title | Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title_full | Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title_fullStr | Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title_full_unstemmed | Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title_short | Diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
title_sort | diagnosis and outcomes of acute kidney injury using surrogate and imputation methods for missing preadmission creatinine values |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5410063/ https://www.ncbi.nlm.nih.gov/pubmed/28454562 http://dx.doi.org/10.1186/s12882-017-0552-3 |
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