Risk Prediction Models for Post-Operative Mortality in Patients With Cirrhosis

被引:101
作者
Mahmud, Nadim [1 ,2 ]
Fricker, Zachary [3 ]
Hubbard, Rebecca A. [4 ]
Ioannou, George N. [5 ,6 ,7 ]
Lewis, James D. [1 ,2 ]
Taddei, Tamar H. [8 ,9 ]
Rothstein, Kenneth D. [1 ]
Serper, Marina [1 ,10 ]
Goldberg, David S. [11 ]
Kaplan, David E. [1 ,10 ]
机构
[1] Univ Penn, Perelman Sch Med, Div Gastroenterol & Hepatol, 3400 Civ Ctr Blvd,4th Floor,South Pavil, Philadelphia, PA 19104 USA
[2] Univ Penn, Leonard David Inst Hlth Econ, Philadelphia, PA 19104 USA
[3] Harvard Med Sch, Beth Israel Deaconess Med Ctr, Div Gastroenterol Hepatol & Nutr, Boston, MA 02115 USA
[4] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Tenter Clin Epidemiol & Biostat, Philadelphia, PA 19104 USA
[5] Vet Affairs Puget Sound Healthcare Syst, Dept Med, Div Gastroenterol, Seattle, WA USA
[6] Univ Washington, Seattle, WA 98195 USA
[7] Vet Affairs Puget Sound Healthcare Syst, Hlth Serv Res & Dev, Seattle, WA USA
[8] Yale Univ, Sch Med, Div Digest Dis, New Haven, CT USA
[9] VA Connecticut Healthcare Syst, West Haven, CT USA
[10] Corporal Michael J Crescenz VA Med Ctr, Dept Med, Philadelphia, PA USA
[11] Univ Miami, Miller Sch Med, Div Digest Hlth & Liver Dis, Dept Med, Miami, FL 33136 USA
关键词
OF-VETERANS-AFFAIRS; HEPATOCELLULAR-CARCINOMA; LIVER-DISEASE; SURGERY; ASSOCIATION; PERFORMANCE; VALIDATION; MANAGEMENT; ALGORITHM; EVENTS;
D O I
10.1002/hep.31558
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background and Aims Patients with cirrhosis are at increased risk of postoperative mortality. Currently available tools to predict postoperative risk are suboptimally calibrated and do not account for surgery type. Our objective was to use population-level data to derive and internally validate cirrhosis surgical risk models. Approach and Results We conducted a retrospective cohort study using data from the Veterans Outcomes and Costs Associated with Liver Disease (VOCAL) cohort, which contains granular data on patients with cirrhosis from 128 U.S. medical centers, merged with the Veterans Affairs Surgical Quality Improvement Program (VASQIP) to identify surgical procedures. We categorized surgeries as abdominal wall, vascular, abdominal, cardiac, chest, or orthopedic and used multivariable logistic regression to model 30-, 90-, and 180-day postoperative mortality (VOCAL-Penn models). We compared model discrimination and calibration of VOCAL-Penn to the Mayo Risk Score (MRS), Model for End-Stage Liver Disease (MELD), Model for End-Stage Liver Disease-Sodium MELD-Na, and Child-Turcotte-Pugh (CTP) scores. We identified 4,712 surgical procedures in 3,785 patients with cirrhosis. The VOCAL-Penn models were derived and internally validated with excellent discrimination (30-day postoperative mortality C-statistic = 0.859; 95% confidence interval [CI], 0.809-0.909). Predictors included age, preoperative albumin, platelet count, bilirubin, surgery category, emergency indication, fatty liver disease, American Society of Anesthesiologists classification, and obesity. Model performance was superior to MELD, MELD-Na, CTP, and MRS at all time points (e.g., 30-day postoperative mortality C-statistic for MRS = 0.766; 95% CI, 0.676-0.855) in terms of discrimination and calibration. Conclusions The VOCAL-Penn models substantially improve postoperative mortality predictions in patients with cirrhosis. These models may be applied in practice to improve preoperative risk stratification and optimize patient selection for surgical procedures ().
引用
收藏
页码:204 / 218
页数:15
相关论文
共 47 条
  • [1] Portal Hypertension and the Outcome of Surgery for Hepatocellular Carcinoma in Compensated Cirrhosis: A Systematic Review and Meta-analysis
    Berzigotti, Annalisa
    Reig, Maria
    Abraldes, Juan G.
    Bosch, Jaime
    Bruix, Jordi
    [J]. HEPATOLOGY, 2015, 61 (02) : 526 - 536
  • [2] Identifying patient preoperative risk factors and postoperative adverse events in administrative databases: Results from the Department of Veterans Affairs National Surgical Quality Improvement Program
    Best, WR
    Khuri, SF
    Phelan, M
    Hur, K
    Henderson, WG
    Demakis, JG
    Daley, J
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2002, 194 (03) : 257 - 266
  • [3] Trends in Burden of Cirrhosis and Hepatocellular Carcinoma by Underlying Liver Disease in US Veterans, 2001-2013
    Beste, Lauren A.
    Leipertz, Steven L.
    Green, Pamela K.
    Dominitz, Jason A.
    Ross, David
    Ioannou, George N.
    [J]. GASTROENTEROLOGY, 2015, 149 (06) : 1471 - +
  • [4] Development and Evaluation of the Universal ACS NSQIP Surgical Risk Calculator: A Decision Aid and Informed Consent Tool for Patients and Surgeons
    Bilimoria, Karl Y.
    Liu, Yaoming
    Paruch, Jennifer L.
    Zhou, Lynn
    Kmiecik, Thomas E.
    Ko, Clifford Y.
    Cohen, Mark E.
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2013, 217 (05) : 833 - +
  • [5] Increased risk of cardiovascular disease and chronic kidney disease in NAFLD
    Bonora, Enzo
    Targher, Giovanni
    [J]. NATURE REVIEWS GASTROENTEROLOGY & HEPATOLOGY, 2012, 9 (07) : 372 - 381
  • [6] Endovascular repair of aortic arch lesions in high-risk patients or after previous aortic surgery: Midterm results
    Canaud, Ludovic
    Hireche, Kheira
    Berthet, Jean-Philippe
    Branchereau, Pascal
    Marty-Ane, Charles
    Alric, Pierre
    [J]. JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2010, 140 (01) : 52 - 58
  • [7] Management of umbilical hernia complicated with liver cirrhosis: An advocate of early and elective herniorrhaphy
    Choi, Sae Byeol
    Hong, Kwang Dae
    Lee, Jin Suk
    Han, Hyung Joon
    Kim, Wan Bae
    Song, Tae Jin
    Suh, Sung Ock
    Kim, Young Chul
    Choi, Sang Yong
    [J]. DIGESTIVE AND LIVER DISEASE, 2011, 43 (12) : 991 - 995
  • [8] Cox D. R., 1984, Analysis if survival data
  • [9] Assessment of the reliability of data collected for the department of Veterans Affairs National Surgical Quality Improvement Program
    Davis, Chester L.
    Pierce, John R.
    Henderson, William
    Spencer, C. David
    Tyler, Christine
    Langberg, Robert
    Swafford, Jennan
    Felan, Gladys S.
    Kearns, Martha A.
    Booker, Brigitte
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2007, 204 (04) : 550 - 560
  • [10] COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH
    DELONG, ER
    DELONG, DM
    CLARKEPEARSON, DI
    [J]. BIOMETRICS, 1988, 44 (03) : 837 - 845