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Lin S, Zheng J, Zhou C, Feng S, Lin Z. Developing a nomogram for forecasting the 28-day mortality rate of individuals with bleeding esophageal varices using model for end-stage liver disease scores. J Gastrointest Surg 2024; 28:1646-1653. [PMID: 39094676 DOI: 10.1016/j.gassur.2024.07.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 06/28/2024] [Accepted: 07/27/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND This study aimed to create a nomogram using the model for end-stage liver disease (MELD) that can better predict the risk of 28-day mortality in patients with bleeding esophageal varices. METHODS Data on patients with bleeding esophageal varices were retrospectively collected from the Medical Information Mart for Intensive Care database. Variables were selected using the least absolute shrinkage and selection operator logistic regression model and were used to construct a prognostic nomogram. The nomogram was evaluated against the MELD model using various methods, including receiver operating characteristic (ROC) curve analysis, calibration plotting, net reclassification improvement (NRI), integrated discrimination improvement (IDI), and decision curve analysis (DCA). RESULTS A total of 280 patients were included in the study. The patient's use of vasopressin and norepinephrine, respiratory rate, temperature, mean corpuscular volume, and MELD score were included in the nomogram. The area under the ROC curve, NRI, IDI, and DCA of the nomogram indicated that it performs better than the MELD alone. CONCLUSION A nomogram was created that outperformed the MELD score in forecasting the risk of 28-day mortality in individuals with bleeding esophageal varices.
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Affiliation(s)
- Siming Lin
- Department of Emergency Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China; Department of Emergency Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Jantao Zheng
- Department of Emergency Medicine, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, China
| | - Chanjuan Zhou
- Department of Geriatrics, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, China
| | - Shaodan Feng
- Department of Emergency Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China; Department of Emergency Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Zhihong Lin
- Department of Emergency Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China; Department of Emergency Medicine, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China.
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Building a Utility-based Liver Allocation Model in Preparation for Continuous Distribution. Transplant Direct 2022; 8:e1282. [PMID: 35047664 PMCID: PMC8759625 DOI: 10.1097/txd.0000000000001282] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 11/24/2021] [Accepted: 12/08/2021] [Indexed: 12/24/2022] Open
Abstract
Background. The current model for end-stage liver disease-based liver allocation system in the United States prioritizes sickest patients first at the expense of long-term graft survival. In a continuous distribution model, a measure of posttransplant survival will also be included. We aimed to use mathematical optimization to match donors and recipients based on quality to examine the potential impact of an allocation system designed to maximize long-term graft survival. Methods. Cox proportional hazard models using organ procurement and transplantation network data from 2008 to 2012 were used to place donors and waitlist candidates into 5 groups of increasing risk for graft loss (1—lowest to 5—highest). A mixed integer programming optimization model was then used to generate allocation rules that maximized graft survival at 5 and 8 y. Results. Allocation based on mathematical optimization improved 5-y survival by 7.5% (78.2% versus 70.7% in historic cohort) avoiding 2271 graft losses, and 8-y survival by 9% (71.8% versus 62.8%) avoiding 2725 graft losses. Long-term graft survival for recipients within a quality group is highly dependent on donor quality. All candidates in groups 1 and 2 and 43% of group 3 were transplanted, whereas none of the candidates in groups 4 and 5 were transplanted. Conclusions. Long-term graft survival can be improved using a model that allocates livers based on both donor and recipient quality, and the interaction between donor and recipient quality is an important predictor of graft survival. Considerations for incorporation into a continuous distribution model are discussed.
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Seo YS, Park SY, Kim MY, Kim SG, Park JY, Yim HJ, Jang BK, Park SH, Kim JH, Suk KT, Kim JD, Kim TY, Cho EY, Lee JS, Jung SW, Jang JY, An H, Tak WY, Baik SK, Hwang JS, Kim YS, Sohn JH, Um SH. Serum cystatin C level: An excellent predictor of mortality in patients with cirrhotic ascites. J Gastroenterol Hepatol 2018; 33:910-917. [PMID: 28910501 DOI: 10.1111/jgh.13983] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Revised: 08/25/2017] [Accepted: 09/02/2017] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND AIM Although serum cystatin C level is considered a more accurate marker of renal function in patients with liver cirrhosis, its prognostic efficacy remains uncertain. This study aimed to evaluate the prognostic efficacy of serum cystatin C level in patients with cirrhotic ascites. METHODS Patients with cirrhotic ascites from 15 hospitals were prospectively enrolled between September 2009 and March 2013. Cox regression analyses were performed to identify independent predictive factors of mortality and development of type 1 hepatorenal syndrome (HRS-1). RESULTS In total, 350 patients were enrolled in this study. The mean age was 55.4 ± 10.8 years, and 267 patients (76.3%) were men. The leading cause of liver cirrhosis was alcoholic liver disease (64.3%), followed by chronic viral hepatitis (29.7%). Serum creatinine and cystatin C levels were 0.9 ± 0.4 mg/dL and 1.1 ± 0.5 mg/L, respectively. Multivariate analyses revealed that international normalized ratio and serum bilirubin, sodium, and cystatin C levels were independent predictors of mortality and international normalized ratio and serum sodium and cystatin C levels were independent predictors of the development of HRS-1. Serum creatinine level was not significantly associated with mortality and development of HRS-1 on multivariate analysis. CONCLUSION Serum cystatin C level was an independent predictor of mortality and development of HRS-1 in patients with cirrhotic ascites, while serum creatinine level was not. Predictive models based on serum cystatin C level instead of serum creatinine level would be more helpful in the assessment of the condition and prognosis of patients with cirrhotic ascites.
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Affiliation(s)
- Yeon Seok Seo
- Department of Internal Medicine, Korea University College of Medicine, Seoul, Korea
| | - Soo Young Park
- Department of Internal Medicine, Kyungpook National University School of Medicine, Daegu, Korea
| | - Moon Young Kim
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Sang Gyune Kim
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Asan, Korea
| | - Jun Yong Park
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Hyung Joon Yim
- Department of Internal Medicine, Korea University College of Medicine, Seoul, Korea
| | - Byoung Kuk Jang
- Department of Internal Medicine, Keimyung University College of Medicine, Daegu, Korea
| | - Seung Ha Park
- Department of Internal Medicine, Inje University College of Medicine, Pusan, Korea
| | - Ji Hoon Kim
- Department of Internal Medicine, Korea University College of Medicine, Seoul, Korea
| | - Ki Tae Suk
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Jin Dong Kim
- Department of Internal Medicine, Cheju Halla General Hospital, Jeju, Korea
| | - Tae Yeob Kim
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
| | - Eun Young Cho
- Department of Internal Medicine, Wonkwang University College of Medicine, Iksan, Korea
| | - Jun Sung Lee
- Department of Internal Medicine, Inje University College of Medicine, Pusan, Korea
| | - Soung Won Jung
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Asan, Korea
| | - Jae Young Jang
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Asan, Korea
| | - Hyonggin An
- Department of Biostatistics, Korea University College of Medicine, Seoul, Korea
| | - Won Young Tak
- Department of Internal Medicine, Kyungpook National University School of Medicine, Daegu, Korea
| | - Soon Koo Baik
- Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Jae Seok Hwang
- Department of Internal Medicine, Keimyung University College of Medicine, Daegu, Korea
| | - Young Seok Kim
- Department of Internal Medicine, Soonchunhyang University College of Medicine, Asan, Korea
| | - Joo Hyun Sohn
- Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea
| | - Soon Ho Um
- Department of Internal Medicine, Korea University College of Medicine, Seoul, Korea
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Tohidinezhad F, Eslami S, Abu-Hanna A, Aliakbarian M. Model for End-Stage Liver Disease and Seven Derivations to Prioritize Liver Transplant Candidates: Which Is the Winner? EXP CLIN TRANSPLANT 2018; 16:721-729. [PMID: 29457445 DOI: 10.6002/ect.2017.0149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
OBJECTIVES Under the present liver transplant policy, patients with the highest risk of death receive preference for organ placement. The aim of this study was to evaluate the Model for End-stage Liver Disease (MELD) and seven prognostic derivatives of this test for outcome prediction in cirrhotic patients on liver transplant wait lists. MATERIAL AND METHODS The study included 416 patients (65.9% male; age 49 ± 13.9 years) who were entered to liver transplant wait lists from January 2013 to October 2016. Study endpoints were 3-month, 6-month, and 1-year mortality. RESULTS All prognostic models had acceptable overall performances (0.12 < Brier score < 0.21). The MELD-to-serum sodium ratio test outperformed its counterparts at all 3 endpoints. Estimated C statistics ranged from 0.77 to 0.83. The largest value at 3 months was for the 5-variable MELD score (0.83), and the largest value at 6 months (0.82) and 1 year (0.83) was for the MELD-albumin score. The Hosmer-Lemeshow goodness-of-fit test and calibration plots revealed underestimation for the entire range of predicted risk (P < .001). With decision curve analysis, the MELD-to-serum sodium ratio and United Kingdom Model for End-Stage Liver Disease scoring tests covered the most extensive range of optimal threshold probabilities. CONCLUSIONS Although some derivations, including sodium and albumin, showed effective prioritization of liver transplant candidates, poor calibration statistics highlighted the need for a recalibration process as an inevitable prerequisite before daily clinical use of these tests at the individual level.
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Affiliation(s)
- Fariba Tohidinezhad
- The Student Research Committee, Department of Medical Informatics, Faculty of Medicine, Mashhad, Iran
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El-Ghannam MT, Hassanien MH, El-Talkawy MD, Saleem AAA, Sabry AI, Abu Taleb HM. Performance of Disease-Specific Scoring Models in Intensive Care Patients with Severe Liver Diseases. J Clin Diagn Res 2017; 11:OC12-OC16. [PMID: 28764217 DOI: 10.7860/jcdr/2017/24543.9980] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2016] [Accepted: 02/15/2017] [Indexed: 12/16/2022]
Abstract
INTRODUCTION Egypt has the highest prevalence of Hepatitis C Virus (HCV) in the world, estimated nationally at 14.7%. HCV treatment consumes 20% ($80 million) of Egypt's annual health budget. Outcomes of cirrhotic patients admitted to the ICU may, in fact, largely depend on differences in the state of the disease, criteria and indications for admission, resource utilization, and intensity of treatment. AIM The aim of the present study was to evaluate the efficacy of liver specific scoring models in predicting the outcome of critically ill cirrhotic patients in the ICU as it may help in prioritization of high risk patients and preservation of ICU resources. MATERIALS AND METHODS Over one year, a total of 777 patients with End Stage Liver Disease (ESLD) due to HCV infection were included in this retrospective non-randomized human study. All statistical analyses were performed by the statistical software SPSS version 22.0 (SPSS, Chicago, IL, USA). Child Turcotte Pugh (CTP) score, MELD score, MELD-Na, MESO, iMELD, Refit MELD and Refit MELD-Na were calculated on ICU admission. RESULTS ICU admission was mainly due to Gastrointestinal (GI) bleeding and Hepatic Encephalopathy (HE). Overall mortality was 27%. Age and sex showed no statistical difference between survivors and non survivors. Significantly higher mean values were observed for all models among individuals who died compared to survivors. MELD-Na was the most specific compared to the other scores. MELD-Na was highly predictive of mortality at an optimized cut-off value of 20.4 (AURC=0.789±0.03-CI 95%=0.711-0.865) while original MELD was highly predictive of mortality at an optimized cut-off value of 17.4 (AURC=0.678±0.01-CI 95%=0.613-0.682) denoting the importance of adding serum sodium to the original MELD. INR, serum creatinine, bilirubin, white blood cells count and hyponatremia were significantly higher in non survivors compared to survivors, while hypoalbuminemia showed no statistical difference. The advent of Hepatorenal Syndrome (HRS) and Spontaneous Bacterial Peritonitis (SBP) carried worse prognosis. Hyponatremia and number of transfused blood bags were additional independent predictors of mortality. CONCLUSION In cirrhosis of liver, due to HCV infection, patients who died during their ICU stay displayed significantly higher values on all prognostic scores at admission. The addition of sodium to MELD score greatly improves the predictive accuracy of mortality. MELD-Na showed the highest predictive value of all scores.
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Affiliation(s)
- Maged T El-Ghannam
- Professor, Department of Hepatogastroenterology, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
| | - Moataz H Hassanien
- Professor, Department of Hepatogastroenterology, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
| | - Mohamed D El-Talkawy
- Assistant Professor, Department of Hepatogastroenterology, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
| | - Abdel Aziz A Saleem
- Assistant Professor, Department of Hepatogastroenterology, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
| | - Amal I Sabry
- Lecturer, Department of Intensive Care, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
| | - Hoda M Abu Taleb
- Lecturer, Department of Biostatistics, Theodor Bilharz Research Institute (TBRI), Giza, Egypt
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Tandon P, Reddy KR, O'Leary JG, Garcia-Tsao G, Abraldes JG, Wong F, Biggins SW, Maliakkal B, Fallon MB, Subramanian RM, Thuluvath P, Kamath PS, Thacker LR, Bajaj JS. A Karnofsky performance status-based score predicts death after hospital discharge in patients with cirrhosis. Hepatology 2017; 65:217-224. [PMID: 27775842 DOI: 10.1002/hep.28900] [Citation(s) in RCA: 73] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Revised: 09/05/2016] [Accepted: 10/12/2016] [Indexed: 02/06/2023]
Abstract
Identification of patients with cirrhosis at risk for death within 3 months of discharge from the hospital is essential to individualize postdischarge plans. The objective of the study was to identify an easy-to-use prognostic model based on the Karnofsky Performance Status (KPS). The North American Consortium for the Study of End-Stage Liver Disease consists of 16 tertiary-care hepatology centers that prospectively enroll nonelectively admitted cirrhosis patients. Patients enrolled had KPS assessed 1 week postdischarge. KPS was categorized into low (score 10-40), intermediate (50-70), and high (80-100). Of 954 middle-aged patients (57 ± 10 years, 63% men) with a median Model for End-Stage Liver Disease (MELD) score of 17 (interquartile range 13-21), the mortality rates for the low, intermediate, and high performance status groups were 23% (36/159), 11% (55/489), and 5% (15/306), respectively. Low, intermediate, and high performance status was seen in 17%, 51%, and 32% of the cohort, respectively. Low performance status was associated with older age, dialysis, hepatic encephalopathy, longer length of stay, and higher white blood cell count or MELD score at discharge. A model was derived using the three independent predictors of 3-month mortality: KPS, age, and MELD score. This score had better discrimination (area under the receiver operating characteristic curve = 0.74) than a model using MELD (area under the receiver operating characteristic curve = 0.62) or MELD and age (area under the receiver operating characteristic curve = 0.67) to predict 3-month mortality. CONCLUSIONS Cirrhosis patients at risk for 3-month postdischarge mortality can be identified using a novel KPS-based score; this score may be adopted in practice to guide postdischarge early interventions, including the integrated provision of active and palliative management strategies. (Hepatology 2017;65:217-224).
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Leroy R Thacker
- Virginia Commonwealth University and McGuire VA Medical Center, Richmond, VA
| | - Jasmohan S Bajaj
- Virginia Commonwealth University and McGuire VA Medical Center, Richmond, VA
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Ney M, Haykowsky MJ, Vandermeer B, Shah A, Ow M, Tandon P. Systematic review: pre- and post-operative prognostic value of cardiopulmonary exercise testing in liver transplant candidates. Aliment Pharmacol Ther 2016; 44:796-806. [PMID: 27539029 DOI: 10.1111/apt.13771] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2016] [Revised: 07/15/2016] [Accepted: 07/28/2016] [Indexed: 01/12/2023]
Abstract
BACKGROUND Cardiopulmonary exercise testing (CPET) is the gold standard for the objective assessment of functional status. In many conditions, CPET outperforms the traditional variables in predicting mortality. AIM In patients with cirrhosis listed for liver transplantation, our primary aim was to determine the prognostic value of CPET for pre-and post-transplant mortality and, in particular, whether CPET remained predictive after adjustment for liver disease severity. METHODS A systematic literature review was conducted in databases Medline, Scopus, Embase and PubMed. Where possible, data were pooled for meta-analyses using a DerSimonian and Laird random effects model. RESULTS A total of seven studies were retrieved, including 1107 patients with a mean MELD of 14.2 (standard deviation 1.6) and peak baseline VO2 of 17.4 mL/kg/min. In all of the studies in which multivariable analysis was performed, CPET variables were independent predictors of pre-transplant mortality (three studies) and post-transplant mortality (four studies). In the three studies where we could aggregate post-transplant mortality data, post-transplant mortality was predicted by AT with a mean difference of 2.0 (95% confidence interval, CI: 0.42-3.59; Z = 2.48, P = 0.01) between survivors and nonsurvivors. The peak VO2 was not significant (0.77 95% CI: -1.36 to 2.90; Z = 0.71, P = 0.48). CONCLUSIONS Patient's listed for liver transplant have significant functional limitations, with a weighted mean VO2 below the threshold level required for independent living. Although heterogeneity in study designs with respect to timing, CPET variables, and cut-off values precluded the determination of CPET mortality thresholds, the studies support CPET as an objective and independent predictor of pre- and post-transplant mortality.
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Affiliation(s)
- M Ney
- Cirrhosis Care Clinic, Department of Medicine, University of Alberta, Edmonton, AB, Canada.,Centre of Excellence for Gastrointestinal Inflammation and Immunity Research (CEGIIR), University of Alberta, Edmonton, AB, Canada
| | - M J Haykowsky
- College of Nursing and Health Innovation, The University of Texas at Arlington, Arlington, TX, USA
| | - B Vandermeer
- Alberta Research Centre for Health Evidence (ARCHE), Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - A Shah
- Cirrhosis Care Clinic, Department of Medicine, University of Alberta, Edmonton, AB, Canada.,Centre of Excellence for Gastrointestinal Inflammation and Immunity Research (CEGIIR), University of Alberta, Edmonton, AB, Canada
| | - M Ow
- Department of Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - P Tandon
- Cirrhosis Care Clinic, Department of Medicine, University of Alberta, Edmonton, AB, Canada. .,Centre of Excellence for Gastrointestinal Inflammation and Immunity Research (CEGIIR), University of Alberta, Edmonton, AB, Canada.
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Kim TY, Lee JG, Sohn JH, Kim JY, Kim SM, Kim J, Jeong WK. Hepatic Venous Pressure Gradient Predicts Long-Term Mortality in Patients with Decompensated Cirrhosis. Yonsei Med J 2016; 57:138-45. [PMID: 26632394 PMCID: PMC4696945 DOI: 10.3349/ymj.2016.57.1.138] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2014] [Revised: 02/03/2015] [Accepted: 03/04/2015] [Indexed: 01/06/2023] Open
Abstract
PURPOSE The present study aimed to investigate the role of hepatic venous pressure gradient (HVPG) for prediction of long-term mortality in patients with decompensated cirrhosis. MATERIALS AND METHODS Clinical data from 97 non-critically-ill cirrhotic patients with HVPG measurements were retrospectively and consecutively collected between 2009 and 2012. Patients were classified according to clinical stages and presence of ascites. The prognostic accuracy of HVPG for death, survival curves, and hazard ratios were analyzed. RESULTS During a median follow-up of 24 (interquartile range, 13-36) months, 22 patients (22.7%) died. The area under the receiver operating characteristics curves of HVPG for predicting 1-year, 2-year, and overall mortality were 0.801, 0.737, and 0.687, respectively (all p<0.01). The best cut-off value of HVPG for predicting long-term overall mortality in all patients was 17 mm Hg. The mortality rates at 1 and 2 years were 8.9% and 19.2%, respectively: 1.9% and 11.9% with HVPG ≤17 mm Hg and 16.2% and 29.4% with HVPG >17 mm Hg, respectively (p=0.015). In the ascites group, the mortality rates at 1 and 2 years were 3.9% and 17.6% with HVPG ≤17 mm Hg and 17.5% and 35.2% with HVPG >17 mm Hg, respectively (p=0.044). Regarding the risk factors for mortality, both HVPG and model for end-stage liver disease were positively related with long-term mortality in all patients. Particularly, for the patients with ascites, both prothrombin time and HVPG were independent risk factors for predicting poor outcomes. CONCLUSION HVPG is useful for predicting the long-term mortality in patients with decompensated cirrhosis, especially in the presence of ascites.
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Affiliation(s)
- Tae Yeob Kim
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Jae Gon Lee
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Joo Hyun Sohn
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea.
| | - Ji Yeoun Kim
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Sun Min Kim
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Jinoo Kim
- Department of Radiology, Ajou University Hospital, Ajou University College of Medicine, Suwon, Korea
| | - Woo Kyoung Jeong
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
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Myers RP, Tandon P, Ney M, Meeberg G, Faris P, Shaheen AAM, Aspinall AI, Burak KW. Validation of the five-variable Model for End-stage Liver Disease (5vMELD) for prediction of mortality on the liver transplant waiting list. Liver Int 2014; 34:1176-83. [PMID: 24256642 DOI: 10.1111/liv.12373] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 10/31/2013] [Indexed: 12/23/2022]
Abstract
BACKGROUND Modifications to the Model for End-Stage Liver Disease (MELD) have been proposed to improve prioritization of liver transplant (LT) candidates. Using a U.S. database, we derived a revised MELD including sodium and albumin [5-variable MELD (5vMELD)] that improved prediction of waiting list mortality. Our objectives were to confirm the association between hypoalbuminaemia and mortality and to externally validate 5vMELD in Canadian LT candidates. METHODS Among adults registered on the LT waiting list at the University of Alberta (01/2000-10/2009), Cox regression determined the association between albumin and 1-year waiting list mortality. The discrimination of MELD, MELDNa and 5vMELD for predicting 1-year mortality were compared using c-statistics. RESULTS Among 677 patients, 17% died and 51% underwent LT within 1 year of listing. Median serum albumin was 3.1 g/dl (IQR 2.6-3.6) and 70% of patients were hypoalbuminaemic (albumin <3.5 g/dl). One-year mortality in patients with normal serum albumin and hypoalbuminaemia were 14% and 29% respectively (P = 0.004). For patients with serum albumin between 2.0 and 4.0 g/dl, an approximately linear, inverse relationship was observed between albumin and 1-year mortality [adjusted hazard ratio (HR) 1.45; 95% CI 1.03-2.03; P = 0.03]. For this outcome, the c-statistic of 5vMELD (0.778) was superior to those of MELD (0.754) and MELDNa (0.765) (both P ≤ 0.05). CONCLUSIONS Hypoalbuminaemia is an independent predictor of mortality on the LT waiting list. Compared with MELD and MELDNa, 5vMELD improves prediction of mortality suggesting that modification of these scores to include serum albumin should be considered as a means of prioritizing LT candidates.
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Affiliation(s)
- Robert P Myers
- Liver Unit, Division of Gastroenterology and Hepatology, Department of Medicine, University of Calgary, Calgary, Alberta, Canada; Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
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Reticulocyte Count and Hemoglobin Concentration Predict Survival in Candidates for Liver Transplantation. Transplantation 2014; 97:463-9. [DOI: 10.1097/01.tp.0000437429.12356.03] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Wedd JP, Harper AM, Biggins SW. MELD score, allocation, and distribution in the United States. Clin Liver Dis (Hoboken) 2013; 2:148-151. [PMID: 30992850 PMCID: PMC6448651 DOI: 10.1002/cld.233] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Affiliation(s)
- Joel P. Wedd
- Division of Gastroenterology and Hepatology, University of Colorado Denver, Aurora, CO
| | | | - Scott W. Biggins
- Division of Gastroenterology and Hepatology, University of Colorado Denver, Aurora, CO
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Bleibel W, Caldwell SH, Curry MP, Northup PG. Peripheral platelet count correlates with liver atrophy and predicts long-term mortality on the liver transplant waiting list. Transpl Int 2013; 26:435-42. [DOI: 10.1111/tri.12064] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2012] [Revised: 08/15/2012] [Accepted: 12/23/2012] [Indexed: 12/13/2022]
Affiliation(s)
| | - Stephen H. Caldwell
- Department of Gastroenterology and Hepatology; University of Virginia; Charlottesville; VA; USA
| | - Michael P. Curry
- Liver Center; Beth Israel Deaconess Medical Center; Harvard University; Boston; MA; USA
| | - Patrick G. Northup
- Department of Gastroenterology and Hepatology; University of Virginia; Charlottesville; VA; USA
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Revision of MELD to include serum albumin improves prediction of mortality on the liver transplant waiting list. PLoS One 2013; 8:e51926. [PMID: 23349678 PMCID: PMC3548898 DOI: 10.1371/journal.pone.0051926] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2012] [Accepted: 11/07/2012] [Indexed: 02/06/2023] Open
Abstract
Background Allocation of donor livers for transplantation in most regions is based on the Model for End-Stage Liver Disease (MELD) or MELD-sodium (MELDNa). Our objective was to assess revisions to MELD and MELDNa that include serum albumin for predicting waiting list mortality. Methods Adults registered for liver transplantation in the United States (2002–2007) were identified from the United Network for Organ Sharing (UNOS) database. Cox regression was used to determine the association between serum albumin and 3-month mortality, and to derive revised MELD and MELDNa scores incorporating albumin (‘MELD-albumin’ and ‘5-variable MELD [5vMELD]’). Results Among 40,393 patients, 9% died and 24% underwent transplantation within 3 months of listing. For serum albumin concentrations between 1.0 and 4.0 g/dL, a linear, inverse relationship was observed between albumin and 3-month mortality (adjusted hazard ratio per 1 g/dL reduction in albumin: 1.44; 95% CI 1.35–1.54). The c-statistics for 3-month mortality of MELD-albumin and MELD were 0.913 and 0.896, respectively (P<0.001); 5vMELD was superior to MELDNa (c-statistics 0.922 vs. 0.912, P<0.001). The potential benefit of 5vMELD was greatest in patients with low MELD (<15). Among low MELD patients who died, 27% would have gained ≥10 points with 5vMELD over MELD versus only 4–7% among low MELD survivors and high MELD (≥15) candidates (P<0.0005). Conclusion Modification of MELD and MELDNa to include serum albumin is associated with improved prediction of waiting list mortality. If validated and shown to be associated with reduced mortality, adoption of 5vMELD as the basis for liver allograft allocation may improve outcomes on the liver transplant waiting list.
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Finkenstedt A, Dorn L, Edlinger M, Prokop W, Risch L, Griesmacher A, Graziadei I, Vogel W, Zoller H. Cystatin C is a strong predictor of survival in patients with cirrhosis: is a cystatin C-based MELD better? Liver Int 2012; 32:1211-6. [PMID: 22380485 DOI: 10.1111/j.1478-3231.2012.02766.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2011] [Accepted: 01/16/2012] [Indexed: 12/23/2022]
Abstract
BACKGROUND/AIMS The model of end stage liver disease (MELD) includes serum creatinine, which is a poor surrogate marker of renal function in patients with cirrhosis. Especially in women and patients with advanced disease creatinine underestimates true renal function. Our objective was to assess whether or not the substitution of creatinine by cystatin C improves the prognostic performance of the model. METHODS The association between MELD parameters and cystatin C with survival was investigated using a Cox proportional hazards model. A cystatin C-based MELD score was calculated from the results and compared with creatinine-based MELD in terms of discrimination and calibration. RESULTS Four hundred and twenty-nine patients were included in the study; 19% died and 12% underwent liver transplantation during a median follow-up of 602 days. In multivariate Cox regression, cystatin C was an independent predictor of 90-day mortality with a hazard ratio of 8.0 (95% CI: 2.2-29.6). The median cystatin C-based MELD was 15, the median creatinine-based MELD was 12. Calibration and discrimination for 3 month and 1 year mortality was similar between the scores (AUC > 0.85 for both scores). Gender differences in cystatin C-based MELD were less pronounced than those in the creatinine-based model, because creatinine but not cystatin C was affected by gender. CONCLUSION Substitution of creatinine by cystatin C does not improve the predictive power of MELD.
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Affiliation(s)
- Armin Finkenstedt
- Department of Medicine II-Gastroenterology and Hepatology, Medical University of Innsbruck, Innsbruck, Austria
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Sandler NG, Koh C, Roque A, Eccleston JL, Siegel RB, DeMino M, Kleiner DE, Deeks SG, Liang TJ, Heller T, Douek DC. Host response to translocated microbial products predicts outcomes of patients with HBV or HCV infection. Gastroenterology 2011; 141:1220-30, 1230.e1-3. [PMID: 21726511 PMCID: PMC3186837 DOI: 10.1053/j.gastro.2011.06.063] [Citation(s) in RCA: 238] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2011] [Revised: 06/10/2011] [Accepted: 06/24/2011] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS Chronic infection with hepatitis B or C virus (HBV or HCV) is a leading cause of cirrhosis by unknown mechanisms of pathogenesis. Translocation of gut microbial products into the systemic circulation might increase because of increased intestinal permeability, bacterial overgrowth, or impaired clearance of microbial products by Kupffer cells. We investigated whether the extent and progression of liver disease in patients with chronic HBV or HCV infection are associated with microbial translocation and subsequent activation of monocytes. METHODS In a retrospective study, we analyzed data from 16 patients with minimal fibrosis, 68 with cirrhosis, and 67 uninfected volunteers. We analyzed plasma levels of soluble CD14 (sCD14), intestinal fatty acid binding protein, and interleukin-6 by enzyme-linked immunosorbent assay, and lipopolysaccharide (LPS) by the limulus amebocyte lysate assay, at presentation and after antiviral treatment. RESULTS Compared with uninfected individuals, HCV- and HBV-infected individuals had higher plasma levels of LPS, intestinal fatty acid binding protein (indicating enterocyte death), sCD14 (produced upon LPS activation of monocytes), and interleukin-6. Portal hypertension, indicated by low platelet counts, was associated with enterocyte death (P=.045 at presentation, P<.0001 after therapy). Levels of sCD14 correlated with markers of hepatic inflammation (P=.02 for aspartate aminotransferase, P=.002 for ferritin) and fibrosis (P<.0001 for γ-glutamyl transpeptidase, P=.01 for alkaline phosphatase, P<.0001 for α-fetoprotein). Compared to subjects with minimal fibrosis, subjects with severe fibrosis at presentation had higher plasma levels of sCD14 (P=.01) and more hepatic CD14+ cells (P=.0002); each increased risk for disease progression (P=.0009 and P=.005, respectively). CONCLUSIONS LPS-induced local and systemic inflammation is associated with cirrhosis and predicts progression to end-stage liver disease in patients with HBV or HCV infection.
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MESH Headings
- Bacterial Translocation
- Biomarkers/blood
- Biopsy
- Cell Death
- Disease Progression
- End Stage Liver Disease/microbiology
- End Stage Liver Disease/virology
- Enterocytes/microbiology
- Enterocytes/pathology
- Enterocytes/virology
- Enzyme-Linked Immunosorbent Assay
- Fatty Acid-Binding Proteins/blood
- Female
- Hepatitis B, Chronic/complications
- Hepatitis B, Chronic/diagnosis
- Hepatitis B, Chronic/immunology
- Hepatitis B, Chronic/microbiology
- Hepatitis C, Chronic/complications
- Hepatitis C, Chronic/diagnosis
- Hepatitis C, Chronic/immunology
- Hepatitis C, Chronic/microbiology
- Host-Pathogen Interactions
- Humans
- Hypertension, Portal/microbiology
- Hypertension, Portal/virology
- Interleukin-6/blood
- Intestines/immunology
- Intestines/microbiology
- Intestines/pathology
- Intestines/virology
- Kupffer Cells/microbiology
- Kupffer Cells/virology
- Limulus Test
- Lipopolysaccharide Receptors/blood
- Lipopolysaccharides/blood
- Liver Cirrhosis/diagnosis
- Liver Cirrhosis/immunology
- Liver Cirrhosis/microbiology
- Liver Cirrhosis/virology
- Logistic Models
- Male
- Maryland
- Middle Aged
- Monocytes/immunology
- Monocytes/microbiology
- Monocytes/virology
- Odds Ratio
- Retrospective Studies
- Severity of Illness Index
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Affiliation(s)
- Netanya G. Sandler
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH), Bethesda, MD 20892
| | - Christopher Koh
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892
| | - Annelys Roque
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH), Bethesda, MD 20892
| | - Jason L. Eccleston
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892
| | - Rebecca B. Siegel
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH), Bethesda, MD 20892
| | - Mary DeMino
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892
| | - David E. Kleiner
- Laboratory of Pathology, National Cancer Institute, NIH, Bethesda, MD 20892
| | - Steven G. Deeks
- HIV/AIDS Division, Department of Medicine, San Francisco General Hospital, University of California, San Francisco, CA, USA
| | - T. Jake Liang
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892
| | - Theo Heller
- Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, NIH, Bethesda, MD 20892
| | - Daniel C. Douek
- Human Immunology Section, Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health (NIH), Bethesda, MD 20892
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Myers RP, Shaheen AAM, Aspinall AI, Quinn RR, Burak KW. Gender, renal function, and outcomes on the liver transplant waiting list: assessment of revised MELD including estimated glomerular filtration rate. J Hepatol 2011; 54:462-70. [PMID: 21109324 DOI: 10.1016/j.jhep.2010.07.015] [Citation(s) in RCA: 79] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2010] [Revised: 07/02/2010] [Accepted: 07/05/2010] [Indexed: 12/22/2022]
Abstract
BACKGROUND & AIMS The Model for End-Stage Liver Disease (MELD) allocation system for liver transplantation (LT) may present a disadvantage for women by including serum creatinine, which is typically lower in females. Our objectives were to investigate gender disparities in outcomes among LT candidates and to assess a revised MELD, including estimated glomerular filtration rate (eGFR), for predicting waiting list mortality. METHODS Adults registered for LT between 2002 and 2007 were identified using the UNOS database. We compared components of MELD, MDRD-derived eGFR, and the 3-month probability of LT and death between genders. Discrimination of MELD, MELDNa, and revised models including eGFR for mortality were compared using c-statistics. RESULTS A total of 40,393 patients (36% female) met the inclusion criteria; 9% died and 24% underwent LT within 3 months of listing. Compared with men, women had lower median serum creatinine (0.9 vs. 1.0 mg/dl), eGFR (72 vs. 83 ml/min/1.73 m(2)), and mean MELD (16.5 vs. 17.2; all p <0.0005), but within most MELD strata, had higher bilirubin and INR. After adjusting for relevant covariates including creatinine and body weight, women were less likely than men to receive a LT (hazard ratio [HR] 0.85; 95% CI 0.79-0.87) and had greater 3-month mortality (HR 1.13; 95% CI 1.05-1.21). Revision of MELD and MELDNa to include eGFR did not improve discrimination for 3-month mortality (c-statistics: MELD 0.896, MELD-eGFR 0.894, MELDNa 0.911, MELDNa-eGFR 0.905). CONCLUSIONS Women are disadvantaged under MELD potentially due to its inclusion of creatinine. However, since including eGFR in MELD does not improve mortality prediction, alternative refinements are necessary.
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Affiliation(s)
- Robert P Myers
- Liver Unit, Division of Gastroenterology, Department of Medicine, University of Calgary, Calgary, Alberta, Canada.
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Buxbaum JL, Biggins SW, Bagatelos KC, Ostroff JW. Predictors of endoscopic treatment outcomes in the management of biliary problems after liver transplantation at a high-volume academic center. Gastrointest Endosc 2011; 73:37-44. [PMID: 21074761 DOI: 10.1016/j.gie.2010.09.007] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2010] [Accepted: 09/06/2010] [Indexed: 02/08/2023]
Abstract
BACKGROUND Biliary tract problems are the most common complications after liver transplantation. ERCP is increasingly being used to address posttransplantation biliary problems. OBJECTIVE To identify predictors of endoscopic treatment outcomes in the management of post-liver transplantation complications. SETTING AND PATIENTS All adult patients who underwent liver transplantation at the University of California, San Francisco between January 1999 and December 2008 were reviewed. DESIGN A multivariate regression analysis. MAIN OUTCOME MEASUREMENTS Identification of donor and recipient factors as well as technical considerations that predicted success or failure in the endoscopic management of posttransplantation biliary complications. RESULTS In 1062 patients who underwent liver transplantation, there were 224 biliary complications. ERCP was the primary treatment modality and was successful in the majority of patients treated. Patients with biliary complications who had take-back surgery for a nonbiliary indication during the first month after liver transplantation (odds ratio [OR], 0.32; P = .03), particularly for bleeding (OR, 0.18; P = .02), were less likely to respond to endoscopic therapy. Those who received a graft from a donor after cardiac death (OR, 0.15; P = .02) or a living donor (OR, 0.11; P < .01) were also less likely to respond to endoscopic therapy. Take-back surgery for a nonbiliary indication in the first month after liver transplantation was also identified as a novel risk factor for the development of biliary complications (OR, 1.80; P = .02). LIMITATIONS Retrospective design. CONCLUSIONS ERCP can be used to treat the majority of posttransplantation biliary problems. However, endoscopic therapy is less efficacious in the treatment of complications associated with ischemia.
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Affiliation(s)
- James L Buxbaum
- Division of Gastrointestinal and Liver Diseases, University of Southern California, Keck School of Medicine, Los Angeles, California, USA
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Gitto S, Lorenzini S, Biselli M, Conti F, Andreone P, Bernardi M. Allocation priority in non-urgent liver transplantation: An overview of proposed scoring systems. Dig Liver Dis 2009; 41:700-6. [PMID: 19502118 DOI: 10.1016/j.dld.2009.04.018] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2009] [Revised: 04/28/2009] [Accepted: 04/29/2009] [Indexed: 12/11/2022]
Abstract
Given the lack of donors, a correct organ allocation system for candidates to liver transplantation is essential to increase graft and patient survival. The most used organ allocation tools are Child-Turcotte-Pugh and model for end-stage liver disease. It is generally accepted that model for end-stage liver disease score is superior to the Child-Turcotte-Pugh classification in predicting the short-term survival of cirrhotic patients awaiting liver transplantation. Since 2002, model for end-stage liver disease is widely used for liver allocation. In recent years, to overcome limitations of the consolidated scores, some adjustments to the original model for end-stage liver disease formula and new scoring systems have been proposed. Published data suggest that integrating serum sodium and model for end-stage liver disease may improve the score prognostic accuracy but further studies are necessary to confirm this issue. The updated model for end-stage liver disease, obtained through a revision of traditional model for end-stage liver disease parameters and tested in a large cohort of patients, is of great interest at the moment. In conclusion, several scoring systems have been described for organ allocation, but today, none is definitely able to overcome the limitations of the Child-Turcotte-Pugh and model for end-stage liver disease systems.
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Affiliation(s)
- S Gitto
- Department of Clinical Medicine, University of Bologna, Semeiotica Medica, Sant'Orsola-Malpighi Hospital, Bologna, Italy
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Kong XJ, Jiang YJ, Zhao QX, Wu J, Liu SL, Tian ZB. Values of end-stage liver disease model in assessment of prognosis in patients with decompensated liver cirrhosis. Shijie Huaren Xiaohua Zazhi 2009; 17:1786-1790. [DOI: 10.11569/wcjd.v17.i17.1786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIM: To compare the prognostic values of for end-stage liver disease (MELD) model and Child-Turcotte-Pugh (CTP) for patients with decompensated liver cirrhosis.
METHODS: From a previously collected database, 203 patients with decompensated liver cirrhosis admitted to our hospital were studied and followed up at least for one year. MELD and CTP score and classification were calculated on entry. Receiver operating characteristics curves (ROC) and the area under ROC were used to determine the ability of the scores for predicting three, six and twelve month mortality. Kaplan-Meier survival analysis (K-M) was performed using the cut-offs to establish the predictive power of each score.
RESULTS: There were 23, 39 and 85 dead cases within 3, 6 and 12 mo respectively. There was a significant correlation between the MELD and CTP score in 3, 6 and 12 mo (r = 0.76, 0.69, 0.71, P < 0.01). The areas under the receiver operating characteristics curves of MELD and CTP for the occurrence of death in 3 mo were 0.886 and 0.775. There was a significant difference in the 3 mo between two scores (P < 0.01). The areas under the receiver operating characteristics curves for MELD was 0.892 compared with 0.876 for CTP at 6 mo (P > 0.05); the area was 0.873 and 0.886 respectively at 12 mo (P > 0.05). Both MELD and CTP scores predicted the death rate and survival rate within 3, 6 and 12 mo by survival analysis (P < 0.01).
CONCLUSION: MELD is a strong prognosis predictor for the decompensated liver cirrhosis. MELD was significantly better than CTP score for predicting in-hospital mortality in 3 mo. However, these are not superior to CTP score and CTP classification in 6 and 12 mo.
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Lee SH, Park SH, Kim GW, Lee WJ, Hong WK, Ryu MS, Park KT, Lee MY, Lee CW, Kim JH, Kim YM, Kim SJ, Baik GH, Kim JB, Kim DJ. Comparison of the Model for End-stage Liver Disease and hepatic venous pressure gradient for predicting survival in patients with decompensated liver cirrhosis. THE KOREAN JOURNAL OF HEPATOLOGY 2009; 15:350-6. [PMID: 19783884 DOI: 10.3350/kjhep.2009.15.3.350] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Sung Hoa Lee
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Seung Ha Park
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Go Woon Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Woo Jin Lee
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Won Ki Hong
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Myeong Shin Ryu
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Kyu Tae Park
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Min Young Lee
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Chan Woo Lee
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Jin Ho Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Yong Mook Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Sung Jung Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Gwang Ho Baik
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Jin Bong Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
| | - Dong Joon Kim
- Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea
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