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Endo Y, Tsilimigras DI, Munir MM, Woldesenbet S, Guglielmi A, Ratti F, Marques HP, Cauchy F, Lam V, Poultsides GA, Kitago M, Alexandrescu S, Popescu I, Martel G, Gleisner A, Hugh T, Aldrighetti L, Shen F, Endo I, Pawlik TM. Machine learning models including preoperative and postoperative albumin-bilirubin score: short-term outcomes among patients with hepatocellular carcinoma. HPB (Oxford) 2024; 26:1369-1378. [PMID: 39098450 DOI: 10.1016/j.hpb.2024.07.415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2024] [Revised: 07/03/2024] [Accepted: 07/22/2024] [Indexed: 08/06/2024]
Abstract
BACKGROUND We sought to assess the impact of various perioperative factors on the risk of severe complications and post-surgical mortality using a novel maching learning technique. METHODS Data on patients undergoing resection for HCC were obtained from an international, multi-institutional database between 2000 and 2020. Gradient boosted trees were utilized to construct predictive models. RESULTS Among 962 patients who underwent HCC resection, the incidence of severe postoperative complications was 12.7% (n = 122); in-hospital mortality was 2.9% (n = 28). Models that exclusively used preoperative data achieved AUC values of 0.89 (95%CI 0.85 to 0.92) and 0.90 (95%CI 0.84 to 0.96) to predict severe complications and mortality, respectively. Models that combined preoperative and postoperative data achieved AUC values of 0.93 (95%CI 0.91 to 0.96) and 0.92 (95%CI 0.86 to 0.97) for severe morbidity and mortality, respectively. The SHAP algorithm demonstrated that the factor most strongly predictive of severe morbidity and mortality was postoperative day 1 and 3 albumin-bilirubin (ALBI) scores. CONCLUSION Incorporation of perioperative data including ALBI scores using ML techniques can help risk-stratify patients undergoing resection of HCC.
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Affiliation(s)
- Yutaka Endo
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA
| | - Diamantis I Tsilimigras
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA
| | - Muhammad M Munir
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA
| | - Selamawit Woldesenbet
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA
| | | | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - François Cauchy
- Department of Hepatobiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, NSW, Australia
| | | | - Minoru Kitago
- Department of Surgery, Keio University, Tokyo, Japan
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | - Ana Gleisner
- Department of Surgery, University of Colorado, Denver, CO, USA
| | - Tom Hugh
- Department of Surgery, School of Medicine, The University of Sydney, Sydney, NSW, Australia
| | | | - Feng Shen
- Department of Hepatic Surgery IV, the Eastern Hepatobiliary Surgery Hospital, Second Military Medical University, Shanghai, China
| | - Itaru Endo
- Yokohama City University School of Medicine, Yokohama, Japan
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA.
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Di Benedetto F, Magistri P, Marcon F, Soubrane O, Pedreira Mello F, Santos Coelho J, Fernandez AR, Frassoni S, Bagnardi V, Singhal A, Rotellar F, Hernandez-Alejandro R, Alikhanov R, de Souza M Fernandes E, Cauchy F, Muiesan P, Di Sandro S, Pinto Marques H. Vena cava replacement and major hepatectomy for liver tumors: international multicenter retrospective cohort study. Int J Surg 2024; 110:4286-4296. [PMID: 38608195 PMCID: PMC11254261 DOI: 10.1097/js9.0000000000001386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Accepted: 03/11/2024] [Indexed: 04/14/2024]
Abstract
INTRODUCTION Involvement of the inferior vena cava (IVC) and hepatic veins has been considered a relative contraindication to hepatic resection for primary and metastatic liver tumors. However, patients affected by tumors extending to the IVC have limited therapeutic options and suffer worsening of quality of life due to IVC compression. METHODS Cases of primary and metastatic liver tumors with vena cava infiltration from 10 international centers were collected (7 European, 1 US, 2 Brazilian, 1 Indian) were collected. Inclusion criteria for the study were major liver resection with concomitant vena cava replacement. Clinical data and short-term outcomes were analyzed. RESULTS Thirty-six cases were finally included in the study. Median tumor max size was 98 mm (range: 25-250). A biliary reconstruction was necessary in 28% of cases, while a vascular reconstruction other than vena cava in 34% of cases. Median operative time was 462 min (range: 230-750), with 750 median ml of estimated blood loss and a median of one pRBC transfused intraoperatively (range: 0-27). Median ICU stay was 4 days (range: 1-30) with overall in-hospital stay of 15 days (range: 3-46), postoperative CCI score of 20.9 (range: 0-100), 12% incidence of PHLF grade B-C. Five patients died in a 90-days interval from surgery, one due to heart failure, one due to septic shock, and three due to multiorgan failure. With a median follow-up of 17 months (interquartile range: 11-37), the estimated 5 years overall survival was 48% (95% CI: 27-66%), and 5-year cumulative incidence of tumor recurrence was 55% (95% CI: 33-73%). CONCLUSIONS Major liver resections with vena cava replacement can be performed with satisfactory results in expert HPB centers. This surgical strategy represents a feasible alternative for otherwise unresectable lesions and is associated with favorable prognosis compared to nonoperative management, especially in patients affected by intrahepatic cholangiocarcinoma.
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Affiliation(s)
- Fabrizio Di Benedetto
- Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University of Modena and Reggio Emilia, Modena, Italy
| | - Paolo Magistri
- Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University of Modena and Reggio Emilia, Modena, Italy
| | - Francesca Marcon
- HPB Surgery and Liver Transplant, Queen Elizabeth Hospital, Birmingham, UK
| | - Olivier Soubrane
- Department of HPB and Liver Transplantation, Hôpital Beaujon, Assistance Publique-Hôpitaux de Paris and Université de Paris, Clichy, France
| | - Felipe Pedreira Mello
- Department of Surgery and Abdominal Organ Transplantation – Hospital Adventista Silvestre, Rio de Janeiro, Brazil
| | - Joao Santos Coelho
- Department of Surgery, Hepato-Biliary-Pancreatic and Transplantation Center, Curry Cabral Hospital, Lisbon, Portugal
| | - Andre Renaldo Fernandez
- Department of Surgery, Division of Transplantation and Hepatobiliary Surgery, University of Rochester Medical Center, Rochester, New York
| | - Samuele Frassoni
- Department of Statistics and Quantitative Methods, University of Milan-Bicocca, Milan, Italy
| | - Vincenzo Bagnardi
- Department of Statistics and Quantitative Methods, University of Milan-Bicocca, Milan, Italy
| | - Ashish Singhal
- Advanced Institute of Liver and Biliary Sciences, Fortis Hospitals, Delhi, NCR, India
| | - Fernando Rotellar
- Department of Surgery, HPB and Liver Transplantation Unit, University Clinic, Universidad de Navarra; Institute of Health Research of Navarra (IdisNA), Pamplona, Spain
| | - Roberto Hernandez-Alejandro
- Department of Surgery, Division of Transplantation and Hepatobiliary Surgery, University of Rochester Medical Center, Rochester, New York
| | - Ruslan Alikhanov
- Department of Hepato-Pancreato-Biliary Surgery and Department of Transplantation, Moscow Clinical Scientific Center, Moscow, Russia
| | - Eduardo de Souza M Fernandes
- Department of Surgery and Abdominal Organ Transplantation – Hospital Adventista Silvestre, Rio de Janeiro, Brazil
- Hepato-Pancreato-Biliary Unit and Transplant – DHR Health, McAllen, Texas, USA
| | - Francois Cauchy
- Department of HPB and Liver Transplantation, Hôpital Beaujon, Assistance Publique-Hôpitaux de Paris and Université de Paris, Clichy, France
| | - Paolo Muiesan
- HPB Surgery and Liver Transplant, Queen Elizabeth Hospital, Birmingham, UK
| | - Stefano Di Sandro
- Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University of Modena and Reggio Emilia, Modena, Italy
| | - Hugo Pinto Marques
- Department of Surgery, Hepato-Biliary-Pancreatic and Transplantation Center, Curry Cabral Hospital, Lisbon, Portugal
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Verloh N, Rio Bartulos C, Utpatel K, Brennfleck F, Goetz A, Schicho A, Fellner C, Nickel D, Zeman F, Steinmann JF, Uller W, Stroszczynski C, Schlitt HJ, Wiggermann P, Haimerl M. Volume-Assisted Estimation of Remnant Liver Function Based on Gd-EOB-DTPA Enhanced MR Relaxometry: A Prospective Observational Trial. Diagnostics (Basel) 2023; 13:3014. [PMID: 37761381 PMCID: PMC10529888 DOI: 10.3390/diagnostics13183014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 09/05/2023] [Accepted: 09/13/2023] [Indexed: 09/29/2023] Open
Abstract
In the context of liver surgery, predicting postoperative liver dysfunction is essential. This study explored the potential of preoperative liver function assessment by MRI for predicting postoperative liver dysfunction and compared these results with the established indocyanine green (ICG) clearance test. This prospective study included patients undergoing liver resection with preoperative MRI planning. Liver function was quantified using T1 relaxometry and correlated with established liver function scores. The analysis revealed an improved model for predicting postoperative liver dysfunction, exhibiting an accuracy (ACC) of 0.79, surpassing the 0.70 of the preoperative ICG test, alongside a higher area under the curve (0.75). Notably, the proposed model also successfully predicted all cases of liver failure and showed potential in predicting liver synthesis dysfunction (ACC 0.78). This model showed promise in patient survival rates with a Hazard ratio of 0.87, underscoring its potential as a valuable tool for preoperative evaluation. The findings imply that MRI-based assessment of liver function can provide significant benefits in the early identification and management of patients at risk for postoperative liver dysfunction.
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Affiliation(s)
- Niklas Verloh
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany (M.H.)
- Department of Diagnostic and Interventional Radiology, Medical Center University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | - Carolina Rio Bartulos
- Institut für Röntgendiagnostik und Nuklearmedizin, Städtisches Klinikum Braunschweig gGmbH, 38114 Braunschweig, Germany
| | - Kirsten Utpatel
- Department of Pathology, University Regensburg, 95053 Regensburg, Germany
| | - Frank Brennfleck
- Department of Surgery, University Hospital Regensburg, 93053 Regensburg, Germany
| | - Andrea Goetz
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany (M.H.)
| | - Andreas Schicho
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany (M.H.)
| | - Claudia Fellner
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany (M.H.)
| | - Dominik Nickel
- MR Applications Predevelopment, Siemens Healthcare GmbH, 91052 Erlangen, Germany
| | - Florian Zeman
- Center for Clinical Trials, University Hospital Regensburg, 93053 Regensburg, Germany
| | - Johannes F. Steinmann
- Department of Anesthesiology, University Medical Center Regensburg, 93053 Regensburg, Germany
| | - Wibke Uller
- Department of Diagnostic and Interventional Radiology, Medical Center University of Freiburg, Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany
| | | | - Hans-Jürgen Schlitt
- Department of Surgery, University Hospital Regensburg, 93053 Regensburg, Germany
| | - Phillip Wiggermann
- Institut für Röntgendiagnostik und Nuklearmedizin, Städtisches Klinikum Braunschweig gGmbH, 38114 Braunschweig, Germany
| | - Michael Haimerl
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany (M.H.)
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Dehlke K, Krause L, Tyufekchieva S, Murtha-Lemekhova A, Mayer P, Vlasov A, Klingmüller U, Mueller NS, Hoffmann K. Predicting liver regeneration following major resection. Sci Rep 2022; 12:13396. [PMID: 35927556 PMCID: PMC9352754 DOI: 10.1038/s41598-022-16968-9] [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: 01/17/2022] [Accepted: 07/19/2022] [Indexed: 11/09/2022] Open
Abstract
Breakdown of synthesis, excretion and detoxification defines liver failure. Post-hepatectomy liver failure (PHLF) is specific for liver resection and a rightfully feared complication due to high lethality and limited therapeutic success. Individual cytokine and growth factor profiles may represent potent predictive markers for recovery of liver function. We aimed to investigate these profiles in post-hepatectomy regeneration. This study combined a time-dependent cytokine and growth factor profiling dataset of a training (30 patients) and a validation (14 patients) cohorts undergoing major liver resection with statistical and predictive models identifying individual pathway signatures. 2319 associations were tested. Primary hepatocytes isolated from patient tissue samples were stimulated and their proliferation was analysed through DNA content assay. Common expression trajectories of cytokines and growth factors with strong correlation to PHLF, morbidity and mortality were identified despite highly individual perioperative dynamics. Especially, dynamics of EGF, HGF, and PLGF were associated with mortality. PLGF was additionally associated with PHLF and complications. A global association-network was calculated and validated to investigate interdependence of cytokines and growth factors with clinical attributes. Preoperative cytokine and growth factor signatures were identified allowing prediction of mortality following major liver resection by regression modelling. Proliferation analysis of corresponding primary human hepatocytes showed associations of individual regenerative potential with clinical outcome. Prediction of PHLF was possible on as early as first postoperative day (POD1) with AUC above 0.75. Prediction of PHLF and mortality is possible on POD1 with liquid-biopsy based risk profiling. Further utilization of these models would allow tailoring of interventional strategies according to individual profiles.
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Affiliation(s)
- Karolin Dehlke
- Department of General, Visceral and Transplant Surgery, Ruprecht Karls University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Linda Krause
- Institute of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany
| | - Silvana Tyufekchieva
- Department of General, Visceral and Transplant Surgery, Ruprecht Karls University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Anastasia Murtha-Lemekhova
- Department of General, Visceral and Transplant Surgery, Ruprecht Karls University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Philipp Mayer
- Department of Diagnostic and Interventional Radiology, Ruprecht Karls University, 69120, Heidelberg, Germany
| | - Artyom Vlasov
- Division of Systems Biology of Signal Transduction, German Cancer Research Center, 69120, Heidelberg, Germany
| | - Ursula Klingmüller
- Division of Systems Biology of Signal Transduction, German Cancer Research Center, 69120, Heidelberg, Germany
| | - Nikola S Mueller
- Institute of Computational Biology, Helmholtz Center Munich, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany.
| | - Katrin Hoffmann
- Department of General, Visceral and Transplant Surgery, Ruprecht Karls University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany.
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Luo N, Huang X, Ji Y, Jin G, Qin Y, Xiang B, Su D, Tang W. A functional liver imaging score for preoperative prediction of liver failure after hepatocellular carcinoma resection. Eur Radiol 2022; 32:5623-5632. [PMID: 35294586 DOI: 10.1007/s00330-022-08656-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Revised: 01/11/2022] [Accepted: 02/13/2022] [Indexed: 12/24/2022]
Abstract
OBJECTIVES Posthepatectomy liver failure (PHLF) is a challenging complication after resection to treat hepatocellular carcinoma (HCC), and it is associated with high mortality. Preoperative prediction of PHLF may improve patient subsequent and reduce such mortality. This study examined whether a functional liver imaging score (FLIS) based on preoperative gadoxetic acid-enhanced magnetic resonance imaging (MRI) could predict PHLF. MATERIALS AND METHODS The study included 502 patients who underwent preoperative gadoxetic acid-enhanced MRI, followed by HCC resection. Significant preoperative predictors of PHLF were identified using logistic regression analysis. The ability of FLIS to predict PHLF was evaluated using receiver operating characteristic curves, and its predictive power was compared to that of the model for end-stage liver disease (MELD) score, albumin-bilirubin (ALBI) score, and indocyanine green 15-min retention rate (ICG-R15). RESULTS In multivariate analysis, PHLF was independently associated with FLIS (OR 0.452, 95% CI 0.361 to 0.568, p < 0.001) and major resection (OR 1.898, 95% CI 1.057 to 3.408, p = 0.032). FLIS was associated with a higher area under the receiver operating characteristic curve (0.752) than the MELD score (0.557), ALBI score (0.609), or ICG-R15 (0.605) (all p < 0.05). Patients with FLIS ≤ 4 who underwent major resection were at 9.4-fold higher risk of PHLF than patients with lower FLIS who underwent minor resection. CONCLUSION FLIS is an independent predictor of PHLF, and it may perform better than the MELD score, ALBI score, and ICG-R15 clearance. We propose treating elevated FLIS and major resection as risk factors for PHLF. KEY POINTS • A functional liver imaging score can independently predict posthepatectomy liver failure in patients with HCC. • The score may predict such failure better than MELD and ALBI scores and ICG-R15. • Patients with scores ≤ 4 who undergo major hepatic resection may be at nearly tenfold higher risk of posthepatectomy liver failure.
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Affiliation(s)
- Ningbin Luo
- Department of Radiology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Xiangyang Huang
- Department of Radiology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Yinan Ji
- Department of Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Guanqiao Jin
- Department of Radiology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Yunying Qin
- Department of Radiology, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Bangde Xiang
- Department of Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Danke Su
- Department of Radiology, Guangxi Medical University Cancer Hospital, Nanning, China.
| | - Weizhong Tang
- Department of Surgery, Guangxi Medical University Cancer Hospital, Nanning, China.
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Fischer A, Fuchs J, Stravodimos C, Hinz U, Billeter A, Büchler MW, Mehrabi A, Hoffmann K. Influence of diabetes on short-term outcome after major hepatectomy: an underestimated risk? BMC Surg 2020; 20:305. [PMID: 33256698 PMCID: PMC7708157 DOI: 10.1186/s12893-020-00971-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2020] [Accepted: 11/18/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Patient-related risk factors such as diabetes mellitus and obesity are increasing in western countries. At the same time the indications for liver resection in both benign and malignant diseases have been significantly extended in recent years. Major liver resection is performed more frequently in a patient population of old age, comorbidity and high rates of neoadjuvant chemotherapy. The aim of this study was to evaluate whether diabetes mellitus, obesity and overweight are risk factors for the short-term post-operative outcome after major liver resection. METHODS Four hundred seventeen major liver resections (≥ 3 segments) were selected from a prospective database. Exclusion criteria were prior liver resection in patient's history and synchronous major intra-abdominal procedures. Overweight was defined as BMI ≥ 25 kg/m2 and < 30 kg/m2 and obesity as BMI ≥ 30 kg/m2. Primary end point was 90-day mortality and logistic regression was used for multivariate analysis. Secondary end points included morbidity, complications according to Clavien-Dindo classification, unplanned readmission, bile leakage, and liver failure. Morbidity was defined as occurrence of a post-operative complication during hospital stay or within 90 days postoperatively. RESULTS Fifty-nine patients had diabetes mellitus (14.1%), 48 were obese (11.6%) and 147 were overweight (35.5%). There were no statistically significant differences in mortality rates between the groups. In the multivariate analysis, diabetes was an independent predictor of morbidity (OR = 2.44, p = 0.02), Clavien-Dindo grade IV complications (OR = 3.6, p = 0.004), unplanned readmission (OR = 2.44, p = 0.04) and bile leakage (OR = 2.06, p = 0.046). Obese and overweight patients did not have an impaired post-operative outcome compared patients with normal weight. CONCLUSIONS Diabetes has direct influence on the short-term postoperative outcome with an increased risk of morbidity but not mortality. Preoperative identification of high-risk patients will potentially decrease complication rates and allow for individual patient counseling as part of a shared decision-making process. For obese and overweight patients, major liver resection is a safe procedure.
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Affiliation(s)
- Alexander Fischer
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Juri Fuchs
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Christos Stravodimos
- Department of General and Visceral Surgery, Municipal Hospital Karlsruhe, Moltkestrasse 90, 76133, Karlsruhe, Germany
| | - Ulf Hinz
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Adrian Billeter
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Markus W Büchler
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Arianeb Mehrabi
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany
| | - Katrin Hoffmann
- Department of General and Transplant Surgery, University Hospital Heidelberg, Ruprecht-Karls-University, Im Neuenheimer Feld 110, 69120, Heidelberg, Germany.
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Qi Y, LeVan TD, Haynatzki G, Are C, Farazi PA. Development of an Integer-based Risk Score to Predict 90-Day Mortality After Hepatectomy in Patients With Hepatocellular Carcinoma. Am J Clin Oncol 2020; 43:640-647. [PMID: 32889834 DOI: 10.1097/coc.0000000000000724] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND The incidence of liver cancer has more than tripled since 1980. Hepatectomy represents the major curative treatment for liver cancer. The risk factors associated with 90-day mortality after hepatectomy are not well understood and there are currently no good prediction models for this outcome. The objectives of the current study were to identify risk factors of 90-day mortality after hepatectomy in patients with hepatocellular carcinoma and to develop an integer-based risk score using the National Cancer Database. METHODS Hepatectomies recorded in the National Cancer Database during 2004-2012 were reviewed for 90-day mortality. Risk factors were identified by multivariate logistic regression models. An integer-based risk score was developed using the β coefficients derived from the logistic regression model and tested for discriminatory ability. According to the total risk score, patients were grouped into 4 risk groups. RESULTS The overall 90-day mortality was 10.2%. Ten risk factors were identified, which included sex, age, race/ethnicity, insurance status, education, annual hospital volume, stage, tumor grade, Charlson-Deyo Score, and surgical procedure. The risk of 90-day mortality was stratified into 4 groups. The calculated 90-day mortality rates were 2.47%, 5.88%, 12.58%, and 24.67% for low-risk, medium-risk, high-risk, and excessive-risk groups, respectively. An area under the receiver operating characteristic curve of 0.69 was obtained for model discrimination. CONCLUSIONS The integer-based risk score we developed could easily quantify each patient's risk level and predict 90-day mortality after hepatectomy. The stratified risk score could be a useful addition to perioperative risk management and a tool to improve 90-day mortality after hepatectomy.
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Lassen K, Nymo LS, Olsen F, Brudvik KW, Fretland ÅA, Søreide K. Contemporary practice and short-term outcomes after liver resections in a complete national cohort. Langenbecks Arch Surg 2018; 404:11-19. [PMID: 30519886 DOI: 10.1007/s00423-018-1737-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 11/27/2018] [Indexed: 12/11/2022]
Abstract
BACKGROUND Improved outcome after liver resections have been reported in several series, but outcomes from national cohorts are scarce. Our aim was to evaluate nationwide practice and short-term outcomes after liver surgery in a universal healthcare system. METHODS A complete 5-year cohort of all liver resections from the Norwegian Patient Registry (NPR). Short-term outcomes were aggregated length of stay (a-LoS), reoperation and 90-day mortality. RESULTS Of 2118 liver resections, 605 (28.6%) were major, median age was 65 years and 1184 (55%) were male. Most common indication was metastatic disease (n = 1554; 73.4%) and primary malignancy (n = 328; 15.3%). Laparoscopy was performed in 513 (33.9%) of minor and 37 (6.1%) of major liver resections and increased over time to 39.1% of minor resections in 2016. Median a-LoS was 12 days for major resections, 8 days for open minor and 3 days for laparoscopic minor resections. Reoperation was reported for 159 (7.4%) and 90-day mortality for 44 (2.1%). Primary malignancy, male gender, elderly patients and major resections were associated with poorer outcome. CONCLUSIONS In a national cohort, laparoscopy is used for a substantial proportion of minor resections and was associated with reduced a-LoS. Risk factors for reoperation and mortality were male gender, increased age and major resection for primary malignancy.
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Affiliation(s)
- Kristoffer Lassen
- Department of HPB Surgery, Oslo University Hospital at Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway. .,Department of Gastrointestinal Surgery, University Hospital of North Norway, Tromsø, Norway. .,Institute of Clinical Medicine, University of Tromsø, Tromsø, Norway.
| | - Linn Såve Nymo
- Department of Gastrointestinal Surgery, University Hospital of North Norway, Tromsø, Norway.,Institute of Clinical Medicine, University of Tromsø, Tromsø, Norway
| | - Frank Olsen
- Centre for Clinical Documentation and Evaluation (SKDE), Northern Norway Regional Health Authority, Bodo, Norway
| | - Kristoffer Watten Brudvik
- Department of HPB Surgery, Oslo University Hospital at Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway
| | - Åsmund Avdem Fretland
- Department of HPB Surgery, Oslo University Hospital at Rikshospitalet, Sognsvannsveien 20, 0372, Oslo, Norway.,The Intervention Centre, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Kjetil Søreide
- Clinical Surgery, Royal Infirmary of Edinburgh and University of Edinburgh, Edinburgh, UK.,Department of Clinical Medicine, University of Bergen, Bergen, Norway.,Department of Gastrointestinal Surgery, Stavanger University Hospital, Stavanger, Norway
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Zhao LY, Huo RR, Xiang X, Torzilli G, Zheng MH, Yang T, Liang XM, Huang X, Tang PL, Xiang BD, Li LQ, You XM, Zhong JH. Hepatic resection for elderly patients with hepatocellular carcinoma: a systematic review of more than 17,000 patients. Expert Rev Gastroenterol Hepatol 2018; 12:1059-1068. [PMID: 30145919 DOI: 10.1080/17474124.2018.1517045] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND With the aging population and increasing incidence of hepatic malignancies in elderly patients, establishing the safety and efficacy of hepatic resection for elderly patients with hepatocellular carcinoma (HCC) is crucial. The present systematic review investigates postoperative morbidity, hospital mortality, median survival time, overall and disease-free survival in elderly patients with undergoing hepatic resection. METHODS Some databases were systematically searched for prospective or retrospective studies to reveal the safety and efficacy of hepatic resection for elderly patients with primary HCC. RESULTS Fifty studies involving 4,169 elderly patients and 13,158 young patients with HCC were included into analyses. Elderly group patients had similar rate of median postoperative morbidity (28.2% vs. 29.6%) but higher mortality (3.0% vs. 1.2%) with young group patients. Moreover, elderly group patients had slightly lower median survival time (55 vs. 58 months), 5-years overall survival (51% vs. 56%) and 5-years disease-free survival (27% vs. 28%) than young group patients. There was an upward trend in 5-years overall and disease-free survival in either elderly or young group. CONCLUSION Though old age may increase the risk of hospital mortality for patients with HCC after hepatic resection, elderly patients can obtain acceptable long-term prognoses from hepatic resection.
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Affiliation(s)
- Ling-Yun Zhao
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China
| | - Rong-Rui Huo
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China
| | - Xiao Xiang
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China
| | - Guido Torzilli
- b Department of Surgery, Division of Hepatobiliary and General Surgery , Humanitas University, Humanitas Research Hospital-IRCCS , Rozzano, Milan , Italy
| | - Ming-Hua Zheng
- c Department of Hepatology , Liver Research Center, the First Affiliated Hospital of Wenzhou Medical University , Wenzhou , China
| | - Tian Yang
- d Department of Hepatobiliary Surgery , Eastern Hepatobiliary Surgery Hospital, Second Military Medical University , Shanghai , China
| | - Xin-Min Liang
- e Grade 2016 , Basic medical college of Guangxi Medical University , Nanning , China
| | - Xi Huang
- e Grade 2016 , Basic medical college of Guangxi Medical University , Nanning , China
| | - Pei-Ling Tang
- e Grade 2016 , Basic medical college of Guangxi Medical University , Nanning , China
| | - Bang-De Xiang
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China.,f Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center , Nanning , China
| | - Le-Qun Li
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China.,f Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center , Nanning , China
| | - Xue-Mei You
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China.,f Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center , Nanning , China
| | - Jian-Hong Zhong
- a Hepatobiliary Surgery Department , Affiliated Tumor Hospital of Guangxi Medical University , Nanning , China.,f Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center , Nanning , China
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Asenbaum U, Kaczirek K, Ba-Ssalamah A, Ringl H, Schwarz C, Waneck F, Fitschek F, Loewe C, Nolz R. Post-hepatectomy liver failure after major hepatic surgery: not only size matters. Eur Radiol 2018; 28:4748-4756. [PMID: 29767320 PMCID: PMC6182758 DOI: 10.1007/s00330-018-5487-y] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Revised: 04/06/2018] [Accepted: 04/13/2018] [Indexed: 12/11/2022]
Abstract
Objectives To compare the value of functional future liver remnant (functFLR) to established clinical and imaging variables in prediction of post-hepatectomy liver failure (PHLF) after major liver resection. Methods This retrospective, cross-sectional study included 62 patients, who underwent gadoxetic acid enhanced MRI and MDCT within 10 weeks prior to resection of ≥ 4 liver segments. Future liver remnant (FLR) was measured in MDCT using semi-automatic software. Relative liver enhancement for each FLR segment was calculated as the ratio of signal intensity of parenchyma before and 20 min after i.v. administration of gadoxetic acid and given as mean (remnantRLE). Established variables included indocyanine green clearance, FLR, proportion of FLR, weight-adapted FLR and remnantRLE. functFLR was calculated as FLR multiplied by remnantRLE and divided by patient’s weight. The association of measured variables and PHLF was tested with univariate and multivariate logistic regression analysis and receiver operator characteristics (ROC) curves compared with the DeLong method. Results Sixteen patients (25.8%) experienced PHLF. Univariate logistic regression identified FLR (p = 0.015), proportion of FLR (p = 0.004), weight-adapted FLR (p = 0.003), remnantRLE (p = 0.002) and functFLR (p = 0.002) to be significantly related to the probability of PHLF. In multivariate logistic regression analysis, a decreased functFLR was independently associated with the probability of PHLF (0.561; p = 0.002). Comparing ROC curves, functFLR showed a significantly higher area under the curve (0.904; p < 0.001) than established variables. Conclusions functFLR seems to be superior to established variables in prediction of PHLF after major liver resection. Key Points • functFLR is a parameter combining volumetric and functional imaging information, derived from MDCT and gadoxetic acid enhanced MRI. • In comparison to other established methods, functFLR is superior in prediction of post-hepatectomy liver failure. • functFLR could help to improve patient selection prior major hepatic surgery.
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Affiliation(s)
- Ulrika Asenbaum
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Klaus Kaczirek
- Department of Surgery, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Ahmed Ba-Ssalamah
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Helmut Ringl
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Christoph Schwarz
- Department of Surgery, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Fredrik Waneck
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Fabian Fitschek
- Department of Surgery, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Christian Loewe
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria
| | - Richard Nolz
- Department of Bio-medical Imaging and Image-guided Therapy, Medical University of Vienna - Vienna General Hospital, Waehringer Guertel 18-20, A-1090, Vienna, Austria.
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11
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Gu L, Wen W, Wu Z, Bai K, Liu W, Lai G, Li D. Abnormal platelet count correlates with poor survival in hepatocellular carcinoma. INFECTION INTERNATIONAL 2018. [DOI: 10.1515/ii-2017-0160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
AbstractBackgroundNormal platelet (PLT) plays a vital role in thrombosis, the inflammatory response, and liver regeneration. The effect of abnormal PLT counts has been seldom explored in hepatocellular carcinoma (HCC); hence, this investigation was conducted to evaluate the prognostic importance of preoperative abnormal PLT count in HCC patients after liver resection retrospectively.MethodologyThe PLT counts were determined using Sysmex XT-1800i automated hematology analyzer and its matching reagents. Patients were divided into two groups: a normal PLT group and an abnormal PLT group. Chi-square test, Kaplan–Meier method, and Cox univariable and multivariable regressions were utilized to analyze the data.ResultsA total of 391 HCC patients who underwent liver resection were included in this study. The overall survival (OS) rates were 59% and 31%, and the median survival time was 69 months and 31 months in the normal and abnormal PLT groups, respectively. The PLT level was associated with OS in univariate and multivariate analyses (hazard ratio [HR], 1.991 [95% confidence interval {CI}, 1.412–2.808] and HR, 2.217 [95% CI, 1.556–3.159], respectively).ConclusionsPatients with normal PLT had a better outcome in terms of OS. The results suggested that abnormal PLT count is an independent prognostic factor for HCC patients after liver resection.
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12
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Surgical Apgar score for predicting complications after hepatectomy for hepatocellular carcinoma. J Surg Res 2018; 222:108-114. [DOI: 10.1016/j.jss.2017.10.013] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 09/28/2017] [Accepted: 10/12/2017] [Indexed: 12/14/2022]
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Spaulding TP, Martin RCG. Predicting adverse events in patients undergoing hepatectomy-validation of preoperative nomogram and risk score. HPB (Oxford) 2017; 19:1112-1118. [PMID: 28882456 DOI: 10.1016/j.hpb.2017.08.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 07/28/2017] [Accepted: 08/13/2017] [Indexed: 12/12/2022]
Abstract
BACKGROUND/PURPOSE Much research exists on preoperative measures of postoperative mortality in the surgical treatment of liver malignancies, but little on morbidity, a more common outcome. This study aims (i) to validate the published calculations as acceptable measures of postoperative mortality and (ii) to assess the value of these published measures in predicting postoperative morbidity. METHODS Data were collected from a prospectively managed dataset of 1059 hepatectomies performed in Louisville, Kentucky from December 1990 to April 2014. Preoperative data were used to assign scores for each of two published measures and the scores were sorted into clinically relevant groups with corresponding ordinal scores, according to the previously published literature (Dhir nomogram and Simons risk score). RESULTS After selection, 851 hepatectomies were analyzed. Both the Dhir nomogram (p = 0.0004) and Simons risk score (p = 0.0017) were acceptable predictors of postoperative mortality. In the analysis of morbidity, Dhir scores were a poor predictor of morbidity. The Simons ordinal risk score was predictive of complications (p = 0.0029), the number of complications (p = 0.0028), complication grade (p = 0.0033), and hepatic-specific complications (p = 0.0003). CONCLUSION The Simons ordinal risk score can be useful in assessing postoperative morbidity among hepatectomy patients.
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Affiliation(s)
- Travis P Spaulding
- Department of Surgery, Division of Surgical Oncology, University of Louisville, 315 East Broadway, Louisville, KY, 40202, USA
| | - Robert C G Martin
- Department of Surgery, Division of Surgical Oncology, University of Louisville, 315 East Broadway, Louisville, KY, 40202, USA.
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14
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Douaiher J, Hussain T, Dhir M, Smith L, Are C. Preoperative Risk Factors for 30-Day Reoperation in Patients Undergoing Hepatic Resections for Malignancy. Indian J Surg Oncol 2017; 8:312-320. [DOI: 10.1007/s13193-016-0557-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Accepted: 08/30/2016] [Indexed: 02/07/2023] Open
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15
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Calatayud D, Sánchez Cabús S, Sampson J, Resendiz A, Molina V, Fondevila C, Fuster J, García-Valdecasas JC. Hepatic resection: a safe and effective surgery. Cir Esp 2017; 95:437-446. [PMID: 28818290 DOI: 10.1016/j.ciresp.2017.06.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Revised: 05/18/2017] [Accepted: 06/27/2017] [Indexed: 12/12/2022]
Abstract
INTRODUCTION We analyze major liver resections performed in 10 years, with the objective of evaluating perioperative results. As secondary objectives, factors related to major complications and comparative analyses of 25-year periods are evaluated. METHODS Retrospective analysis of patients undergoing major hepatic resection (3 or more segments) from January 2005 to December 2014, from pre, intra and postoperative data. The Clavien classification is used for postoperative morbidity. RESULTS A total of 416 major hepatectomies were performed. Transfusions were performed in 38 patients (9.1%). A Pringle maneuver was used in 47.7% of the cases. Half of the patients had no complications, and only 96 patients (23%) had a major complication. Bile leakage was the most frequent complication (n=72, 17.3% of patients), especially due to malignant disease and biliary reconstruction, high risk ASA (III-IV) and prolonged surgical time. Thirteen patients met criteria for liver failure, of which 7died (5 associated a bacterial infection). The mean hospital stay was 12.5 days, with an 11,8% readmission rate. When comparing 25-year periods, at present more complex patients are operated on, with a lower incidence of transfusions and complications (ns). CONCLUSIONS Liver surgery has increased significantly in recent years. Surgical management of the liver now allows safe and effective surgery, with a very low complication rate. The limit of resectability depends on the residual hepatic volume.
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Affiliation(s)
- David Calatayud
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España.
| | - Santiago Sánchez Cabús
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
| | - Jaime Sampson
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
| | - Aridai Resendiz
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
| | - Victor Molina
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
| | - Constantino Fondevila
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
| | - Josep Fuster
- Unidad de Cirugía HPB y Trasplantes, ICMDiM, Hospital Clínic de Barcelona, Barcelona, España
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A Review and Update of Treatment Options and Controversies in the Management of Hepatocellular Carcinoma. Ann Surg 2017; 263:1112-25. [PMID: 26813914 DOI: 10.1097/sla.0000000000001556] [Citation(s) in RCA: 216] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To review the current management, outline recent advances and address controversies in the management of hepatocellular carcinoma (HCC). SUMMARY OF BACKGROUND DATA The treatment of HCC is multidisciplinary involving hepatologists, surgeons, medical oncologists, radiation oncologists, radiologists, interventional radiologists, and other disciplines. Each of these disciplines brings its unique perspective and differing opinions that add to controversies in the management of HCC. METHODS A focused literature review was performed to identify recent studies on the management of HCC and thereby summarize relevant information on the various therapeutic modalities and controversies involved in the treatment of HCC. RESULTS The main treatment algorithms continue to rely on hepatic resection or transplantation with controversies involving patients harboring early stage disease and borderline hepatic function. The other treatment strategies include locoregional therapies, radiation, and systemic therapy used alone or in combination with other treatment modalities. Recent advances in locoregional therapies, radiation, and systemic therapies have provided better therapeutic options with curative intent potential for some locoregional therapies. Further refinements in combination therapies such as algorithms consisting of locoregional therapies and systemic or radiation therapies are likely to add additional options and improve survival. CONCLUSIONS The management of HCC has witnessed significant strides with advances in existing options and introduction of several new treatment modalities of various combinations. Further refinements in these treatment options combined with enrollment in clinical trials are essential to improve the management and outcomes of patients with HCC.
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Margonis GA, Sasaki K, Andreatos N, Nishioka Y, Sugawara T, Amini N, Buettner S, Hashimoto M, Shindoh J, Pawlik TM. Prognostic impact of complications after resection of early stage hepatocellular carcinoma. J Surg Oncol 2017; 115:791-804. [PMID: 28205284 DOI: 10.1002/jso.24576] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2016] [Revised: 01/11/2017] [Accepted: 01/13/2017] [Indexed: 12/18/2022]
Affiliation(s)
| | - Kazunari Sasaki
- Department of Surgery; The Johns Hopkins University School of Medicine; Baltimore Maryland
| | - Nikolaos Andreatos
- Department of Surgery; The Johns Hopkins University School of Medicine; Baltimore Maryland
| | - Yujiro Nishioka
- Hepatobiliary Surgery Division; Department of Digestive Surgery; Toranomon Hospital; Tokyo Japan
| | - Toshitaka Sugawara
- Hepatobiliary Surgery Division; Department of Digestive Surgery; Toranomon Hospital; Tokyo Japan
| | - Neda Amini
- Department of Surgery; The Johns Hopkins University School of Medicine; Baltimore Maryland
| | - Stefan Buettner
- Department of Surgery; The Johns Hopkins University School of Medicine; Baltimore Maryland
| | - Masaji Hashimoto
- Hepatobiliary Surgery Division; Department of Digestive Surgery; Toranomon Hospital; Tokyo Japan
| | - Junichi Shindoh
- Hepatobiliary Surgery Division; Department of Digestive Surgery; Toranomon Hospital; Tokyo Japan
| | - Timothy M. Pawlik
- Department of Surgery; The Johns Hopkins University School of Medicine; Baltimore Maryland
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18
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Yang XD, Pan LH, Wang L, Ke Y, Cao J, Yang C, Zhong JH, Luo W, Guo J, Li LQ. Systematic Review of Single Large and/or Multinodular Hepatocellular Carcinoma: Surgical Resection Improves Survival. Asian Pac J Cancer Prev 2016. [PMID: 26225708 DOI: 10.7314/apjcp.2015.16.13.5541] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND The role of surgical resection for patients with single large (≥5 cm) and/or multinodular (≥2) hepatocellular carcinoma (HCC) is still controversial. This systematic review was performed to evaluate the safety and efficacy of resection for patients with single large and/or multinodular HCC. MATERIALS AND METHODS Databases (the PubMed, Web of Science, Embase, and Cochrane databases) were systematically searched to identify relevant studies exploring the safety and efficacy of resection for single large and/or multinodular HCC, published between January 2000 and December 2014. Perioperative morbidity and mortality, overall survival, and disease-free survival of the resection group were calculated. In addition, these outcome variables were also calculated for the control group in the included studies. RESULTS One randomized controlled trial and 42 non- randomized studies involving 9,580 patients were eligible for analysis. Eight (1,594 patients) of the 43 studies also reported the outcomes of transarterial chemoembolization (TACE). Although 51.4% of patients featured cirrhosis, 90.7% of them demonstrated Child-Pugh A liver function in the resection group. The median rates of morbidity (24.5%) and mortality (2.5%) after resection were significantly higher than that of TACE (11.0%, P<0.001; 1.9%, P<0.001). However, patients who underwent resection had significantly higher median one-, three-, and five-year overall survival (76.1%, 51.7%, and 37.4%) than those who underwent TACE (68.3%, 31.5%, and 17.5%, all P<0.001). The median 1-, 3-, and 5-year DFS rates after resection were 58.3%, 34.6%, and 24.0%, respectively. CONCLUSIONS Although tumor recurrence after resection for patients with single large and/ or multinodular HCC continues to be a major problem, resection should be considered as a strategy to achieve long-term survival.
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Affiliation(s)
- Xiang-Di Yang
- Hepatobiliary Surgery Department, Affiliated Tumor Hospital of Guangxi Medical University, China E-mail : ;
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Barth BK, Fischer MA, Kambakamba P, Lesurtel M, Reiner CS. Liver-fat and liver-function indices derived from Gd-EOB-DTPA-enhanced liver MRI for prediction of future liver remnant growth after portal vein occlusion. Eur J Radiol 2016; 85:843-9. [PMID: 26971433 DOI: 10.1016/j.ejrad.2016.02.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 02/04/2016] [Indexed: 12/19/2022]
Abstract
OBJECTIVES To evaluate the use of Gd-EOB-DTPA-enhanced magnetic resonance imaging (MRI)-derived fat- and liver function-measurements for prediction of future liver remnant (FLR) growth after portal vein occlusion (PVO) in patients scheduled for major liver resection. METHODS Forty-five patients (age, 59 ± 13.9 y) who underwent Gd-EOB-DTPA-enhanced liver MRI within 24 ± 18 days prior to PVO were included in this study. Fat-Signal-Fraction (FSF), relative liver enhancement (RLE) and corrected liver-to-spleen ratio (corrLSR) of the FLR were calculated from in- and out-of-phase (n=42) as well as from unenhanced T1-weighted, and hepatocyte-phase images (n=35), respectively. Kinetic growth rate (KGR, volume increase/week) of the FLR after PVO was the primary endpoint. Receiver operating characteristics analysis was used to determine cutoff values for prediction of impaired FLR-growth. RESULTS FSF (%) showed significant inverse correlation with KGR (r=-0.41, p=0.008), whereas no significant correlation was found with RLE and corrLSR. FSF was significantly higher in patients with impaired FLR-growth than in those with normal growth (%FSF, 8.1 ± 9.3 vs. 3.0 ± 5.9, p=0.02). ROC-analysis revealed a cutoff-FSF of 4.9% for identification of patients with impaired FLR-growth with a specificity of 82% and sensitivity of 47% (AUC 0.71 [95%CI:0.54-0.87]). Patients with impaired FLR-growth according to the FSF-cutoff showed a tendency towards higher postoperative complication rates (posthepatectomy liver failure in 50% vs. 19%). CONCLUSIONS Liver fat-content, but not liver function derived from Gd-EOB-DTPA-enhanced MRI is a predictor of FLR-growth after PVO. Thus, liver MRI could help in identifying patients at risk for insufficient FLR-growth, who may need re-evaluation of the therapeutic strategy.
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Affiliation(s)
- Borna K Barth
- Institute for Diagnostic and Interventional Radiology, University Hospital Zürich, Rämistrasse 100, CH-8091 Zurich, Switzerland
| | - Michael A Fischer
- Institute for Diagnostic and Interventional Radiology, University Hospital Zürich, Rämistrasse 100, CH-8091 Zurich, Switzerland
| | - Patryk Kambakamba
- Department of Surgery, Swiss Hepatopancreatobiliary and Transplantation Center, University Hospital Zurich, Rämistrasse 100, CH-8091 Zurich, Switzerland
| | - Mickael Lesurtel
- Department of Surgery, Swiss Hepatopancreatobiliary and Transplantation Center, University Hospital Zurich, Rämistrasse 100, CH-8091 Zurich, Switzerland
| | - Caecilia S Reiner
- Institute for Diagnostic and Interventional Radiology, University Hospital Zürich, Rämistrasse 100, CH-8091 Zurich, Switzerland.
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Yao H, Bian X, Mao L, Zi X, Yan X, Qiu Y. Preoperative Enteral Nutritional Support in Patients Undergoing Hepatectomy for Hepatocellular Carcinoma: A Strengthening the Reporting of Observational Studies in Epidemiology Article. Medicine (Baltimore) 2015; 94:e2006. [PMID: 26579806 PMCID: PMC4652815 DOI: 10.1097/md.0000000000002006] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
To compare the short-term outcomes between hepatocellular carcinoma (HCC) patients with and those without preoperative nutrition on the basis of postoperative enteral nutrition.HCC patients with postoperative enteral nutrition who underwent liver resection between February 2010 and December 2014 in Nanjing Drum Tower Hospital were considered for the study: 43 patients with and 36 patients without preoperative nutrition. Primary endpoint was the incidence of overall complications. Secondary endpoints were infectious and major complications.In the preoperative enteral nutrition group, shorter length of postoperative hospital stay (10.5 ± 2.7 versus 13.7 ± 6.3 days, P = 0.007), less exogenous albumin infusion (10.2 ± 22.4 versus 47.8 ± 97.7 g, P = 0.030), earlier first exhaust time (2.7 ± 0.8 versus 3.0 ± 0.9 days, P = 0.043), and first defection time (3.5 ± 0.9 versus 4.4 ± 1.4 days, P = 0.001) were observed. No significant differences were observed in the incidence of overall complications (32.6% versus 52.8%, P = 0.070), infectious complications (7.0% versus 8.3%, P = 1), and major complications (14.0% versus 11.1%, P = 0.969) between the preoperative enteral nutrition and control group.Preoperative enteral nutrition could improve short-term outcomes of HCC patients via accelerating the recovery of gastrointestinal function and shortening the length of postoperative hospital stay.
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Affiliation(s)
- Hui Yao
- From the Department of Hepatopancreatobiliary Surgery, Drum Tower Hospital, Medical School of Nanjing University (HY, XB, LM, XY, YQ) and Department of Hepatopancreatobiliary Surgery, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, China (XZ)
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Chiu CC, Wang JJ, Chen YS, Chen JJ, Tsai TC, Lai CC, Sun DP, Shi HY. Trends and predictors of outcomes after surgery for hepatocellular carcinoma: A nationwide population-based study in Taiwan. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2015; 41:1170-8. [PMID: 26048295 DOI: 10.1016/j.ejso.2015.04.023] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2014] [Revised: 04/19/2015] [Accepted: 04/27/2015] [Indexed: 02/07/2023]
Abstract
BACKGROUND Despite the huge and growing global burden of hepatocellular carcinoma (HCC), high-quality population-based studies of HCC prevalence and outcomes are scarce. PURPOSE To analyze trends and predictors of hospital resource utilization and mortality rates in a population of patients who had received HCC surgery. PATIENTS AND MATERIALS This population-based patient cohort study retrospectively analyzed 23,107 patients who had received surgical treatment for HCC from 1998 to 2009. RESULTS The prevalence rate of surgical treatment in HCC patients significantly increased by 167.4% from 4.857 per 100,000 persons in 1998 to 12.989 per 100,000 persons in 2009 (P < 0.001). Age, gender, Deyo-Charlson co-morbidity index score, hospital volume, surgeon volume, digestive system disease, hepatitis type and liver cirrhosis were significantly associated with HCC surgical outcomes (P < 0.05). Over the 12-year period analyzed, the estimated mean hospital treatment cost increased 9.4% whereas mean length of stay (LOS) decreased 25.3%. The estimated mean overall survival time after HCC surgery was 40.9 months (SD 1.2 months), and the overall in-hospital 1-, 3-, and 5-year survival rates were 97.2%, 79.9%, 61.1%, and 54.6%, respectively. CONCLUSIONS These population-based data reveal that the prevalence of HCC has increased, especially in older patients. Additionally, hospital treatment costs for HCC have increased despite decreases in LOS. These analytical results should be applicable to most countries with relatively small populations. Additionally, healthcare providers and patients should recognize that attributes of both the patient and the hospital may affect outcomes.
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Affiliation(s)
- C-C Chiu
- Department of General Surgery, Chi Mei Medical Center, Tainan and Liouying, Taiwan; Department of Electrical Engineering, Southern Taiwan University of Science and Technology, Tainan, Taiwan
| | - J-J Wang
- Department of Medical Research, Chi Mei Medical Center, Tainan, Taiwan
| | - Y-S Chen
- Department of Surgery, E-Da Hospital, Kaohsiung, Taiwan
| | - J-J Chen
- Department of Gastroenterology & Hepatology, Chi Mei Medical Center, Tainan and Liouying, Taiwan
| | - T-C Tsai
- Department of General Surgery, Chi Mei Medical Center, Tainan and Liouying, Taiwan
| | - C-C Lai
- Department of Intensive Care Medicine, Chi Mei Medical Center, Tainan and Liouying, Taiwan
| | - D-P Sun
- Department of General Surgery, Chi Mei Medical Center, Tainan and Liouying, Taiwan
| | - H-Y Shi
- Department of Healthcare Administration and Medical Informatics, Kaohsiung Medical University, Kaohsiung, Taiwan.
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Zhong JH, Rodríguez AC, Ke Y, Wang YY, Wang L, Li LQ. Hepatic resection as a safe and effective treatment for hepatocellular carcinoma involving a single large tumor, multiple tumors, or macrovascular invasion. Medicine (Baltimore) 2015; 94:e396. [PMID: 25621684 PMCID: PMC4602643 DOI: 10.1097/md.0000000000000396] [Citation(s) in RCA: 102] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2014] [Revised: 11/25/2014] [Accepted: 11/26/2014] [Indexed: 01/27/2023] Open
Abstract
This systematic review examined whether the available evidence justifies using hepatic resection (HR) during later stages of hepatocellular carcinoma (HCC), which contravenes treatment guidelines but is current practice at many medical centers.Official guidelines and retrospective studies recommend different roles for HR for patients with large/multinodular HCC or with HCC involving macrovascular invasion (MVI).Several databases were systematically searched for studies examining the safety and efficacy of HR for treating HCC involving a single large tumor (>5 cm) or multiple tumors, or for treating HCC involving MVI.We identified 50 studies involving 14, 808 patients that investigated the use of HR to treat large/multinodular HCC, and 24 studies with 4389 patients that investigated HR to treat HCC with MVI. Median in-hospital mortality for patients with either type of HCC was significantly lower in Asian studies (2.7%) than in non-Asian studies (7.3%, P < 0.001). Median overall survival (OS) was significantly higher for all Asian patients with large/multinodular HCC than for all non-Asian patients at both 1 year (81% vs 65%, P < 0.001) and 5 years (42% vs 32%, P < 0.001). Similar results were obtained for median disease-free survival at 1 year (61% vs 50%, P < 0.001) and 5 years (26% vs 24%, P < 0.001). However, median OS was similar for Asian and non-Asian patients with HCC involving MVI at 1 year (50% vs 52%, P = 0.45) and 5 years (18% vs 14%, P = 0.94). There was an upward trend in 5-year OS in patients with either type of HCC.HR is reasonably safe and effective at treating large/multinodular HCC and HCC with MVI. The available evidence argues for expanding the indications for HR in official treatment guidelines.
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Affiliation(s)
- Jian-Hong Zhong
- From the Department of Hepatobiliary Surgery (J-HZ, ACR, Y-YW, L-QL), Affiliated Tumor Hospital of Guangxi Medical University, Nanning; Department of Research (ACR), Creaducate Enterprises Ltd, Kowloon, Hong Kong; and Department of Hepatobiliary Surgery (YK, LW), The Second Affiliated Hospital of Kunming Medical University, Kunming, PR China
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Wang H, Yang J, Yang J, Jiang L, Wen T, Wang W, Xu M, Li B, Yan L. Development and validation of a prediction score for complications after hepatectomy in hepatitis B-related hepatocellular carcinoma patients. PLoS One 2014; 9:e105114. [PMID: 25126946 PMCID: PMC4134261 DOI: 10.1371/journal.pone.0105114] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2014] [Accepted: 07/19/2014] [Indexed: 02/05/2023] Open
Abstract
Objective and Background The aim of the present study was to develop and validate a prediction score for postoperative complications by severity and guide perioperative management and patient selection in hepatitis B-related hepatocellular carcinoma patients undergoing liver resection. Methods A total of 1543 consecutive liver resections cases were included in the study. Randomly selected sample set of 70% of the study cohort was used to develop a score to predict complications III–V and the remaining 30% was used to validate the score. Based on the preoperative and predictable intraoperative parameters, logistic regression analysis was used to identify risk factors and create an integer score for the predicting of complication. Results American Society of Anesthesiologists category, portal hypertension, major liver resection (more than 3 segments) and extrahepatic procedures were identified as independent predictors for complications III–V by logistic regression analysis. A score system integrating these 4 factors was stratified into three groups and significantly predicted the risk of complications III–V, with a rate of 1.6%, 11.9% and 65.6% for low, moderate and high risk, respectively. Using the score, the complications risk could be predicted accurately in the validation set, without significant differences between predicted (10.4%) and observed (8.4%) risks for complications III–V (P = 0.466). Conclusions Based on four preoperative risk factors, we have developed and validated an integer-based risk score to predict postoperative severe complications after liver resection for hepatitis B-related hepatocellular carcinoma patients in high-volume surgical center. This score may contribute to preoperative risk stratification and clinical decision-making.
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Affiliation(s)
- Haiqing Wang
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Jian Yang
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Jiayin Yang
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Li Jiang
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Tianfu Wen
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Wentao Wang
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Mingqing Xu
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Bo Li
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
| | - Lunan Yan
- Department of Liver Surgery, West China Hospital of Sichuan University, Chengdu, Sichuan Province, China
- * E-mail:
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Lu CC, Chiu CC, Wang JJ, Chiu YH, Shi HY. Volume-outcome associations after major hepatectomy for hepatocellular carcinoma: a nationwide Taiwan study. J Gastrointest Surg 2014; 18:1138-45. [PMID: 24733257 DOI: 10.1007/s11605-014-2513-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2013] [Accepted: 03/24/2014] [Indexed: 02/07/2023]
Abstract
OBJECTIVE The objective of this study was to explore volume-outcome associations after major hepatectomy for hepatocellular carcinoma (HCC). METHODS This population-based cohort study retrospectively analyzed 23,107 major hepatectomies for HCC patients from 1998 to 2009. Relationships between hospital/surgeon volume and patient outcome were analyzed by propensity score matching (PSM). Five-year overall survival (OS) was estimated by Kaplan-Meier method, and differences were compared by log-rank test. RESULTS The mean length of stay (LOS) after major hepatectomy was 18.1 days, and the mean hospital cost was US$5,088.2. After PSM, the mean OS in high- and low-volume hospitals was 71.1 months (standard deviation (SD) 0.7 months) and 68.6 months (SD 0.6 months), respectively; the mean OS in high- and low-volume surgeons was 78.5 months (SD 0.7 months) and 66.9 months (SD 0.7 months), respectively. The PSM analysis showed that treatment by high-volume hospitals and treatment by high-volume surgeons were both associated with significantly shorter LOS, lower hospital cost, and longer survival compared to their low-volume counterparts (P < 0.001). CONCLUSIONS The results of this nationwide study support the regionalization of HCC treatment by hospital volume and by surgeon volume. High surgeon volume revealed both short- and long-term benefits. The applicability of PSM in volume-outcome analysis may also be confirmed.
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Affiliation(s)
- Chih-Cheng Lu
- Department of Surgery, Chi Mei Medical Center, Liouying, Taiwan
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Wibmer A, Prusa AM, Nolz R, Gruenberger T, Schindl M, Ba-Ssalamah A. Liver Failure after Major Liver Resection: Risk Assessment by Using Preoperative Gadoxetic Acid–enhanced 3-T MR Imaging. Radiology 2013. [DOI: 10.1148/radiology.13130210] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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Wibmer A, Prusa AM, Nolz R, Gruenberger T, Schindl M, Ba-Ssalamah A. Liver failure after major liver resection: risk assessment by using preoperative Gadoxetic acid-enhanced 3-T MR imaging. Radiology 2013; 269:777-86. [PMID: 23942606 DOI: 10.1148/radiol.13130210] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
PURPOSE To determine if gadoxetic acid-enhanced magnetic resonance (MR) imaging with measurement of relative liver enhancement (RLE) on hepatobiliary phase images can allow preoperative assessment of the risk of liver failure after major liver resection. MATERIALS AND METHODS The local institutional review committee approved this retrospective analysis and waived written informed consent. The study included 73 patients (39 men; median age, 64.4 years) who underwent gadoxetic acid-enhanced 3-T MR imaging before resection of three or more liver segments. RLE was calculated as the ratio of signal intensity measurements of the liver parenchyma before and 20 minutes after intravenous administration of gadoxetic acid. RLE was assessed in each liver segment and the mean value of all segments was used for analysis. Posthepatectomy liver failure was defined according to the "50-50 criteria" (ie, prothrombin time <50% and serum bilirubin >50 µmol/L on postoperative day 5) and the International Study Group of Liver Surgery (ISGLS) classification. The association of RLE and liver failure was tested with univariate and multivariate logistic regression analysis. In addition to RLE, the latter also included demographic, clinical, operative, and histologic variables. RESULTS Patients with liver failure according to the 50-50 criteria (n = 3) had significantly lower RLE (54.5%) than those without (125.6%) (P = .009). According to ISGLS criteria, RLE was 112.5% in patients with grade A liver failure (n = 20), 88.4% in patients with grade B (n = 7), 41.7% (n = 2) in patients with grade C, and 136.5% (P < .001) in those without liver failure. In a logistic regression analysis, RLE was inversely related to the probability of liver failure according to the 50-50 (P = .02) and ISGLS (P < .001) criteria. In a multivariate analysis, RLE was independently associated with a higher probability of liver failure according to ISGLS classification (P = .003). CONCLUSION Gadoxetic acid-enhanced MR imaging can help with the assessment of the risk for liver failure after major liver resection.
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Affiliation(s)
- Andreas Wibmer
- From the Departments of Radiology (A.W., R.N., A.B.S.) and Surgery (A.M.P., T.G., M.S.), Medical University of Vienna, Waehringer Guertel 18-20, A-1090 Vienna, Austria
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Yu DC, Chen WB, Jiang CP, Ding YT. Risk assessment in patients undergoing liver resection. Hepatobiliary Pancreat Dis Int 2013; 12:473-9. [PMID: 24103276 DOI: 10.1016/s1499-3872(13)60075-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
BACKGROUND Liver resection is still a risky procedure with high morbidity and mortality. It is significant to predict the morbidity and mortality with some models after liver resection. DATA SOURCES The MEDLINE/PubMed, Web of Science, Google Scholar, and Cochrane Library databases were searched using the terms "hepatectomy" and "risk assessment" for relevant studies before August 2012. Papers published in English were included. RESULTS Thirty-four original papers were included finally. Some models, such as MELD, APACHE II, E-PASS, or POSSUM, widely used in other populations, are useful to predict the morbidity and mortality after liver resection. Some special models for liver resection are used to predict outcomes after liver resection, such as mortality, liver dysfunction, transfusion, or acute renal failure. However, there is no good scoring system to predict or classify surgical complications because of shortage of internal or external validation. CONCLUSION It is important to validate the models for the major complications after liver resection with further internal or external databases.
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Affiliation(s)
- De-Cai Yu
- Department of Hepatobiliary Surgery, Drum Tower Hospital, the Affiliated Medical School of Nanjing University, Nanjing 210008, China.
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