Impact of Perioperative Acute Kidney Injury as a Severity Index for Thirty-Day Readmission After Cardiac Surgery

Background Of patients undergoing cardiac surgery in the United States, 15% to 20% are re-hospitalized within 30 days. Current models to predict readmission have not evaluated the association between severity of postoperative acute kidney injury (AKI) and 30-day readmissions. Methods We collected da...

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Veröffentlicht in:The Annals of thoracic surgery 2014, Vol.97 (1), p.111-117
Hauptverfasser: Brown, Jeremiah R., PhD, MS, Parikh, Chirag R., MD, PhD, Ross, Cathy S., MS, Kramer, Robert S., MD, Magnus, Patrick C., MBBS, MPH, Chaisson, Kristine, CCRN, MS, Boss, Richard A., MD, Helm, Robert E., MD, Horton, Susan R., DNP, FNP, Hofmaster, Patricia, PhD, Desaulniers, Helen, RN, Blajda, Pamela, Westbrook, Benjamin M., MD, Duquette, Dennis, BA, ADN, LeBlond, Kelly, RN, Quinn, Reed D., MD, Jones, Cheryl, RN, DiScipio, Anthony W., MD, Malenka, David J., MD
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container_end_page 117
container_issue 1
container_start_page 111
container_title The Annals of thoracic surgery
container_volume 97
creator Brown, Jeremiah R., PhD, MS
Parikh, Chirag R., MD, PhD
Ross, Cathy S., MS
Kramer, Robert S., MD
Magnus, Patrick C., MBBS, MPH
Chaisson, Kristine, CCRN, MS
Boss, Richard A., MD
Helm, Robert E., MD
Horton, Susan R., DNP, FNP
Hofmaster, Patricia, PhD
Desaulniers, Helen, RN
Blajda, Pamela
Westbrook, Benjamin M., MD
Duquette, Dennis, BA, ADN
LeBlond, Kelly, RN
Quinn, Reed D., MD
Jones, Cheryl, RN
DiScipio, Anthony W., MD
Malenka, David J., MD
description Background Of patients undergoing cardiac surgery in the United States, 15% to 20% are re-hospitalized within 30 days. Current models to predict readmission have not evaluated the association between severity of postoperative acute kidney injury (AKI) and 30-day readmissions. Methods We collected data from 2,209 consecutive patients who underwent either coronary artery bypass or valve surgery at 7 member hospitals of the Northern New England Cardiovascular Disease Study Group Cardiac Surgery Registry between July 2008 and December 2010. Administrative data at each hospital were searched to identify all patients readmitted to the index hospital within 30 days of discharge. We defined AKI stages by the AKI Network definition of 0.3 or 50% increase (stage 1), twofold increase (stage 2), and a threefold or 0.5 increase if the baseline serum creatinine was at least 4.0 (mg/dL) or new dialysis (stage 3). We evaluate the association between stages of AKI and 30-day readmission using multivariate logistic regression. Results There were 260 patients readmitted within 30 days (12.1%). The median time to readmission was 9 (interquartile range, 4 to 16) days. Patients not developing AKI after cardiac surgery had a 30-day readmission rate of 9.3% compared with patients developing AKI stage 1 (16.1%), AKI stage 2 (21.8%), and AKI stage 3 (28.6%, p < 0.001). Adjusted odds ratios for AKI stage 1 (1.81; 1.35, 2.44), stage 2 (2.39; 1.38, 4.14), and stage 3 (3.47; 1.85 to 6.50). Models to predict readmission were significantly improved with the addition of AKI stage (c-statistic 0.65, p  = 0.001) and net reclassification rate of 14.6% (95% confidence interval: 5.05% to 24.14%, p  = 0.003). Conclusions In addition to more traditional patient characteristics, the severity of postoperative AKI should be used when assessing a patient's risk for readmission.
doi_str_mv 10.1016/j.athoracsur.2013.07.090
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Current models to predict readmission have not evaluated the association between severity of postoperative acute kidney injury (AKI) and 30-day readmissions. Methods We collected data from 2,209 consecutive patients who underwent either coronary artery bypass or valve surgery at 7 member hospitals of the Northern New England Cardiovascular Disease Study Group Cardiac Surgery Registry between July 2008 and December 2010. Administrative data at each hospital were searched to identify all patients readmitted to the index hospital within 30 days of discharge. We defined AKI stages by the AKI Network definition of 0.3 or 50% increase (stage 1), twofold increase (stage 2), and a threefold or 0.5 increase if the baseline serum creatinine was at least 4.0 (mg/dL) or new dialysis (stage 3). We evaluate the association between stages of AKI and 30-day readmission using multivariate logistic regression. Results There were 260 patients readmitted within 30 days (12.1%). The median time to readmission was 9 (interquartile range, 4 to 16) days. Patients not developing AKI after cardiac surgery had a 30-day readmission rate of 9.3% compared with patients developing AKI stage 1 (16.1%), AKI stage 2 (21.8%), and AKI stage 3 (28.6%, p &lt; 0.001). Adjusted odds ratios for AKI stage 1 (1.81; 1.35, 2.44), stage 2 (2.39; 1.38, 4.14), and stage 3 (3.47; 1.85 to 6.50). Models to predict readmission were significantly improved with the addition of AKI stage (c-statistic 0.65, p  = 0.001) and net reclassification rate of 14.6% (95% confidence interval: 5.05% to 24.14%, p  = 0.003). Conclusions In addition to more traditional patient characteristics, the severity of postoperative AKI should be used when assessing a patient's risk for readmission.</description><identifier>ISSN: 0003-4975</identifier><identifier>EISSN: 1552-6259</identifier><identifier>DOI: 10.1016/j.athoracsur.2013.07.090</identifier><identifier>PMID: 24119985</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Acute Kidney Injury - diagnosis ; Acute Kidney Injury - etiology ; Acute Kidney Injury - mortality ; Acute Kidney Injury - therapy ; Aged ; Cardiac Surgical Procedures - adverse effects ; Cardiac Surgical Procedures - methods ; Cardiac Surgical Procedures - mortality ; Cardiothoracic Surgery ; Confidence Intervals ; Coronary Artery Bypass - adverse effects ; Coronary Artery Bypass - methods ; Coronary Artery Bypass - mortality ; Female ; Heart Valve Prosthesis Implantation - adverse effects ; Heart Valve Prosthesis Implantation - methods ; Heart Valve Prosthesis Implantation - mortality ; Hospital Mortality ; Humans ; Logistic Models ; Male ; Middle Aged ; Odds Ratio ; Patient Readmission - statistics &amp; numerical data ; Perioperative Care ; Postoperative Complications - diagnosis ; Postoperative Complications - mortality ; Postoperative Complications - therapy ; Predictive Value of Tests ; Registries ; Retrospective Studies ; Risk Assessment ; Severity of Illness Index ; Surgery ; Survival Rate ; Time Factors ; United Kingdom</subject><ispartof>The Annals of thoracic surgery, 2014, Vol.97 (1), p.111-117</ispartof><rights>The Society of Thoracic Surgeons</rights><rights>2014 The Society of Thoracic Surgeons</rights><rights>Copyright © 2014 The Society of Thoracic Surgeons. Published by Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c479t-ea21e4ad6b0ace07bdc207edb2cf0f0ad601bcb42e15fc03b5c1ac1591e136f13</citedby><cites>FETCH-LOGICAL-c479t-ea21e4ad6b0ace07bdc207edb2cf0f0ad601bcb42e15fc03b5c1ac1591e136f13</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,4010,27900,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24119985$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Brown, Jeremiah R., PhD, MS</creatorcontrib><creatorcontrib>Parikh, Chirag R., MD, PhD</creatorcontrib><creatorcontrib>Ross, Cathy S., MS</creatorcontrib><creatorcontrib>Kramer, Robert S., MD</creatorcontrib><creatorcontrib>Magnus, Patrick C., MBBS, MPH</creatorcontrib><creatorcontrib>Chaisson, Kristine, CCRN, MS</creatorcontrib><creatorcontrib>Boss, Richard A., MD</creatorcontrib><creatorcontrib>Helm, Robert E., MD</creatorcontrib><creatorcontrib>Horton, Susan R., DNP, FNP</creatorcontrib><creatorcontrib>Hofmaster, Patricia, PhD</creatorcontrib><creatorcontrib>Desaulniers, Helen, RN</creatorcontrib><creatorcontrib>Blajda, Pamela</creatorcontrib><creatorcontrib>Westbrook, Benjamin M., MD</creatorcontrib><creatorcontrib>Duquette, Dennis, BA, ADN</creatorcontrib><creatorcontrib>LeBlond, Kelly, RN</creatorcontrib><creatorcontrib>Quinn, Reed D., MD</creatorcontrib><creatorcontrib>Jones, Cheryl, RN</creatorcontrib><creatorcontrib>DiScipio, Anthony W., MD</creatorcontrib><creatorcontrib>Malenka, David J., MD</creatorcontrib><creatorcontrib>Northern New England Cardiovascular Disease Study Group</creatorcontrib><title>Impact of Perioperative Acute Kidney Injury as a Severity Index for Thirty-Day Readmission After Cardiac Surgery</title><title>The Annals of thoracic surgery</title><addtitle>Ann Thorac Surg</addtitle><description>Background Of patients undergoing cardiac surgery in the United States, 15% to 20% are re-hospitalized within 30 days. Current models to predict readmission have not evaluated the association between severity of postoperative acute kidney injury (AKI) and 30-day readmissions. Methods We collected data from 2,209 consecutive patients who underwent either coronary artery bypass or valve surgery at 7 member hospitals of the Northern New England Cardiovascular Disease Study Group Cardiac Surgery Registry between July 2008 and December 2010. Administrative data at each hospital were searched to identify all patients readmitted to the index hospital within 30 days of discharge. We defined AKI stages by the AKI Network definition of 0.3 or 50% increase (stage 1), twofold increase (stage 2), and a threefold or 0.5 increase if the baseline serum creatinine was at least 4.0 (mg/dL) or new dialysis (stage 3). We evaluate the association between stages of AKI and 30-day readmission using multivariate logistic regression. Results There were 260 patients readmitted within 30 days (12.1%). The median time to readmission was 9 (interquartile range, 4 to 16) days. Patients not developing AKI after cardiac surgery had a 30-day readmission rate of 9.3% compared with patients developing AKI stage 1 (16.1%), AKI stage 2 (21.8%), and AKI stage 3 (28.6%, p &lt; 0.001). Adjusted odds ratios for AKI stage 1 (1.81; 1.35, 2.44), stage 2 (2.39; 1.38, 4.14), and stage 3 (3.47; 1.85 to 6.50). Models to predict readmission were significantly improved with the addition of AKI stage (c-statistic 0.65, p  = 0.001) and net reclassification rate of 14.6% (95% confidence interval: 5.05% to 24.14%, p  = 0.003). Conclusions In addition to more traditional patient characteristics, the severity of postoperative AKI should be used when assessing a patient's risk for readmission.</description><subject>Acute Kidney Injury - diagnosis</subject><subject>Acute Kidney Injury - etiology</subject><subject>Acute Kidney Injury - mortality</subject><subject>Acute Kidney Injury - therapy</subject><subject>Aged</subject><subject>Cardiac Surgical Procedures - adverse effects</subject><subject>Cardiac Surgical Procedures - methods</subject><subject>Cardiac Surgical Procedures - mortality</subject><subject>Cardiothoracic Surgery</subject><subject>Confidence Intervals</subject><subject>Coronary Artery Bypass - adverse effects</subject><subject>Coronary Artery Bypass - methods</subject><subject>Coronary Artery Bypass - mortality</subject><subject>Female</subject><subject>Heart Valve Prosthesis Implantation - adverse effects</subject><subject>Heart Valve Prosthesis Implantation - methods</subject><subject>Heart Valve Prosthesis Implantation - mortality</subject><subject>Hospital Mortality</subject><subject>Humans</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Odds Ratio</subject><subject>Patient Readmission - statistics &amp; numerical data</subject><subject>Perioperative Care</subject><subject>Postoperative Complications - diagnosis</subject><subject>Postoperative Complications - mortality</subject><subject>Postoperative Complications - therapy</subject><subject>Predictive Value of Tests</subject><subject>Registries</subject><subject>Retrospective Studies</subject><subject>Risk Assessment</subject><subject>Severity of Illness Index</subject><subject>Surgery</subject><subject>Survival Rate</subject><subject>Time Factors</subject><subject>United Kingdom</subject><issn>0003-4975</issn><issn>1552-6259</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkU2P0zAQhi0EYkvhLyAfuSTMOEmzuSCV8lWxEoguZ8uxJ6xDGhfbqci_x1EXkDhxGs3MO1_PMMYRcgTcvOxzFe-cVzpMPheARQ51Dg08YCusKpFtRNU8ZCsAKLKyqasr9iSEPrkipR-zK1EiNs11tWKn_fGkdOSu45_JW3cir6I9E9_qKRL_aM1IM9-P_eRnrgJX_EDnJIxL0NBP3jnPb--sj3P2Rs38CylztCFYN_JtF8nznfLGKs0Pk_9Gfn7KHnVqCPTs3q7Z13dvb3cfsptP7_e77U2my7qJGSmBVCqzaUFpgro1WkBNphW6gw5SArDVbSkIq05D0VYalcaqQcJi02GxZi8ufU_e_ZgoRJnW0jQMaiQ3BYllAzU2ZUK0ZtcXqfYuBE-dPHl7VH6WCHLhLXv5l7dceEuoZeKdSp_fT5naI5k_hb8BJ8Hri4DSrWdLXgZtadRkrCcdpXH2f6a8-qeJHuxotRq-00yhd5MfE0uJMggJ8rD8fXk7FoA1FHXxC7PvrXo</recordid><startdate>2014</startdate><enddate>2014</enddate><creator>Brown, Jeremiah R., PhD, MS</creator><creator>Parikh, Chirag R., MD, PhD</creator><creator>Ross, Cathy S., MS</creator><creator>Kramer, Robert S., MD</creator><creator>Magnus, Patrick C., MBBS, MPH</creator><creator>Chaisson, Kristine, CCRN, MS</creator><creator>Boss, Richard A., MD</creator><creator>Helm, Robert E., MD</creator><creator>Horton, Susan R., DNP, FNP</creator><creator>Hofmaster, Patricia, PhD</creator><creator>Desaulniers, Helen, RN</creator><creator>Blajda, Pamela</creator><creator>Westbrook, Benjamin M., MD</creator><creator>Duquette, Dennis, BA, ADN</creator><creator>LeBlond, Kelly, RN</creator><creator>Quinn, Reed D., MD</creator><creator>Jones, Cheryl, RN</creator><creator>DiScipio, Anthony W., MD</creator><creator>Malenka, David J., MD</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>2014</creationdate><title>Impact of Perioperative Acute Kidney Injury as a Severity Index for Thirty-Day Readmission After Cardiac Surgery</title><author>Brown, Jeremiah R., PhD, MS ; Parikh, Chirag R., MD, PhD ; Ross, Cathy S., MS ; Kramer, Robert S., MD ; Magnus, Patrick C., MBBS, MPH ; Chaisson, Kristine, CCRN, MS ; Boss, Richard A., MD ; Helm, Robert E., MD ; Horton, Susan R., DNP, FNP ; Hofmaster, Patricia, PhD ; Desaulniers, Helen, RN ; Blajda, Pamela ; Westbrook, Benjamin M., MD ; Duquette, Dennis, BA, ADN ; LeBlond, Kelly, RN ; Quinn, Reed D., MD ; Jones, Cheryl, RN ; DiScipio, Anthony W., MD ; Malenka, David J., MD</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c479t-ea21e4ad6b0ace07bdc207edb2cf0f0ad601bcb42e15fc03b5c1ac1591e136f13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Acute Kidney Injury - diagnosis</topic><topic>Acute Kidney Injury - etiology</topic><topic>Acute Kidney Injury - mortality</topic><topic>Acute Kidney Injury - therapy</topic><topic>Aged</topic><topic>Cardiac Surgical Procedures - adverse effects</topic><topic>Cardiac Surgical Procedures - methods</topic><topic>Cardiac Surgical Procedures - mortality</topic><topic>Cardiothoracic Surgery</topic><topic>Confidence Intervals</topic><topic>Coronary Artery Bypass - adverse effects</topic><topic>Coronary Artery Bypass - methods</topic><topic>Coronary Artery Bypass - mortality</topic><topic>Female</topic><topic>Heart Valve Prosthesis Implantation - adverse effects</topic><topic>Heart Valve Prosthesis Implantation - methods</topic><topic>Heart Valve Prosthesis Implantation - mortality</topic><topic>Hospital Mortality</topic><topic>Humans</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Odds Ratio</topic><topic>Patient Readmission - statistics &amp; numerical data</topic><topic>Perioperative Care</topic><topic>Postoperative Complications - diagnosis</topic><topic>Postoperative Complications - mortality</topic><topic>Postoperative Complications - therapy</topic><topic>Predictive Value of Tests</topic><topic>Registries</topic><topic>Retrospective Studies</topic><topic>Risk Assessment</topic><topic>Severity of Illness Index</topic><topic>Surgery</topic><topic>Survival Rate</topic><topic>Time Factors</topic><topic>United Kingdom</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Brown, Jeremiah R., PhD, MS</creatorcontrib><creatorcontrib>Parikh, Chirag R., MD, PhD</creatorcontrib><creatorcontrib>Ross, Cathy S., MS</creatorcontrib><creatorcontrib>Kramer, Robert S., MD</creatorcontrib><creatorcontrib>Magnus, Patrick C., MBBS, MPH</creatorcontrib><creatorcontrib>Chaisson, Kristine, CCRN, MS</creatorcontrib><creatorcontrib>Boss, Richard A., MD</creatorcontrib><creatorcontrib>Helm, Robert E., MD</creatorcontrib><creatorcontrib>Horton, Susan R., DNP, FNP</creatorcontrib><creatorcontrib>Hofmaster, Patricia, PhD</creatorcontrib><creatorcontrib>Desaulniers, Helen, RN</creatorcontrib><creatorcontrib>Blajda, Pamela</creatorcontrib><creatorcontrib>Westbrook, Benjamin M., MD</creatorcontrib><creatorcontrib>Duquette, Dennis, BA, ADN</creatorcontrib><creatorcontrib>LeBlond, Kelly, RN</creatorcontrib><creatorcontrib>Quinn, Reed D., MD</creatorcontrib><creatorcontrib>Jones, Cheryl, RN</creatorcontrib><creatorcontrib>DiScipio, Anthony W., MD</creatorcontrib><creatorcontrib>Malenka, David J., MD</creatorcontrib><creatorcontrib>Northern New England Cardiovascular Disease Study Group</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>The Annals of thoracic surgery</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Brown, Jeremiah R., PhD, MS</au><au>Parikh, Chirag R., MD, PhD</au><au>Ross, Cathy S., MS</au><au>Kramer, Robert S., MD</au><au>Magnus, Patrick C., MBBS, MPH</au><au>Chaisson, Kristine, CCRN, MS</au><au>Boss, Richard A., MD</au><au>Helm, Robert E., MD</au><au>Horton, Susan R., DNP, FNP</au><au>Hofmaster, Patricia, PhD</au><au>Desaulniers, Helen, RN</au><au>Blajda, Pamela</au><au>Westbrook, Benjamin M., MD</au><au>Duquette, Dennis, BA, ADN</au><au>LeBlond, Kelly, RN</au><au>Quinn, Reed D., MD</au><au>Jones, Cheryl, RN</au><au>DiScipio, Anthony W., MD</au><au>Malenka, David J., MD</au><aucorp>Northern New England Cardiovascular Disease Study Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Impact of Perioperative Acute Kidney Injury as a Severity Index for Thirty-Day Readmission After Cardiac Surgery</atitle><jtitle>The Annals of thoracic surgery</jtitle><addtitle>Ann Thorac Surg</addtitle><date>2014</date><risdate>2014</risdate><volume>97</volume><issue>1</issue><spage>111</spage><epage>117</epage><pages>111-117</pages><issn>0003-4975</issn><eissn>1552-6259</eissn><abstract>Background Of patients undergoing cardiac surgery in the United States, 15% to 20% are re-hospitalized within 30 days. Current models to predict readmission have not evaluated the association between severity of postoperative acute kidney injury (AKI) and 30-day readmissions. Methods We collected data from 2,209 consecutive patients who underwent either coronary artery bypass or valve surgery at 7 member hospitals of the Northern New England Cardiovascular Disease Study Group Cardiac Surgery Registry between July 2008 and December 2010. Administrative data at each hospital were searched to identify all patients readmitted to the index hospital within 30 days of discharge. We defined AKI stages by the AKI Network definition of 0.3 or 50% increase (stage 1), twofold increase (stage 2), and a threefold or 0.5 increase if the baseline serum creatinine was at least 4.0 (mg/dL) or new dialysis (stage 3). We evaluate the association between stages of AKI and 30-day readmission using multivariate logistic regression. Results There were 260 patients readmitted within 30 days (12.1%). The median time to readmission was 9 (interquartile range, 4 to 16) days. Patients not developing AKI after cardiac surgery had a 30-day readmission rate of 9.3% compared with patients developing AKI stage 1 (16.1%), AKI stage 2 (21.8%), and AKI stage 3 (28.6%, p &lt; 0.001). Adjusted odds ratios for AKI stage 1 (1.81; 1.35, 2.44), stage 2 (2.39; 1.38, 4.14), and stage 3 (3.47; 1.85 to 6.50). Models to predict readmission were significantly improved with the addition of AKI stage (c-statistic 0.65, p  = 0.001) and net reclassification rate of 14.6% (95% confidence interval: 5.05% to 24.14%, p  = 0.003). Conclusions In addition to more traditional patient characteristics, the severity of postoperative AKI should be used when assessing a patient's risk for readmission.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>24119985</pmid><doi>10.1016/j.athoracsur.2013.07.090</doi><tpages>7</tpages><oa>free_for_read</oa></addata></record>
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subjects Acute Kidney Injury - diagnosis
Acute Kidney Injury - etiology
Acute Kidney Injury - mortality
Acute Kidney Injury - therapy
Aged
Cardiac Surgical Procedures - adverse effects
Cardiac Surgical Procedures - methods
Cardiac Surgical Procedures - mortality
Cardiothoracic Surgery
Confidence Intervals
Coronary Artery Bypass - adverse effects
Coronary Artery Bypass - methods
Coronary Artery Bypass - mortality
Female
Heart Valve Prosthesis Implantation - adverse effects
Heart Valve Prosthesis Implantation - methods
Heart Valve Prosthesis Implantation - mortality
Hospital Mortality
Humans
Logistic Models
Male
Middle Aged
Odds Ratio
Patient Readmission - statistics & numerical data
Perioperative Care
Postoperative Complications - diagnosis
Postoperative Complications - mortality
Postoperative Complications - therapy
Predictive Value of Tests
Registries
Retrospective Studies
Risk Assessment
Severity of Illness Index
Surgery
Survival Rate
Time Factors
United Kingdom
title Impact of Perioperative Acute Kidney Injury as a Severity Index for Thirty-Day Readmission After Cardiac Surgery
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