Assessment of LI-RADS efficacy in classification of hepatocellular carcinoma and benign liver nodules using DCE-MRI features and machine learning.

Purpose: The current study aimed to evaluate the efficiency of dynamic contrast-enhanced (DCE) MRI visual features in classifying benign liver nodules and hepatocellular carcinoma (HCC) using a machine learning model. Methods: 115 LI-RADS3, 137 LI-RADS4, and 140 LI-RADS5 nodules were included (392 nodules from 245 patients), which were evaluated by follow-up imaging for LR-3 and pathology results for LR-4 and LR-5 nodules. Data was collected retrospectively from 3 T and 1.5 T MRI scanners. All the lesions were categorized into 124 benign and 268 HCC lesions. Visual features included tumor size, arterial-phase hyper-enhancement (APHE), washout, lesion segment, mass/mass-like, and capsule presence. Gini-importance method extracted the most important features to prevent over-fitting. Final dataset was split into training(70%), validation(10%), and test dataset(20%). The SVM model was used to train the classifying algorithm. For model validation, 5-fold cross-validation was utilized, and the test data set was used to assess the final accuracy. The area under the curve and receiver operating characteristic curves were used to assess the performance of the classifier model. Results: For test dataset, the accuracy, sensitivity, and specificity values for classifying benign and HCC lesions were 82%,84%, and 81%, respectively. APHE, washout, tumor size, and mass/mass-like features significantly differentiated benign and HCC lesions with p-value < .001. Conclusions: The developed classification model employing DCE-MRI features showed significant performance of visual features in classifying benign and HCC lesions. Our study also highlighted the significance of mass and mass-like features in addition to LI-RADS categorization. For future work, this study suggests developing a deep-learning algorithm for automatic lesion segmentation and feature assessment to reduce lesion categorization errors.

The effects of prognostic factors on transplant and mortality of patients with end-stage liver disease using Markov multistate model.

Background: Decompensated cirrhosis patients have a high risk of death which can be considerably reduced with liver transplantation (LT). This study aimed to simultaneously investigate the effect of some patients' characteristics on mortality among those with/without LT and also LT incident. Materials and Methods: In this historical cohort study, the information from 780 eligible patients aged 18 years or older was analyzed by the Markov multistate model; they had been listed between 2008 and 2014, needed a single organ for initial orthotopic LT, and followed at least for up to 5 years. Results: With a median survival time of 6 (5-8) years, there were 275 (35%) deaths. From 255 (33%) patients who had LT, 55 (21%) subsequently died. Factors associated with a higher risk of mortality and LT occurrence were included: higher model for end-stage liver disease (MELD) score (hazard ratio [HR] = 1.16, confidence interval [CI]: 1.09-1.24 and HR = 1.22, CI: 1.41-1.30) and ascites complication (HR = 2.34, CI: 1.74-3.16 and HR = 11.43, CI: 8.64-15.12). Older age (HR = 1.03, CI: 1.01-1.06), higher creatinine (HR = 6.87, CI: 1.45-32.56), and autoimmune disease versus hepatitis (HR = 2.53, CI: 1.12-5.73) were associated with increased risk of mortality after LT. Conclusion: The MELD and ascites are influential factors on waiting list mortality and occurrence of LT. Total life expectancy is not influenced by higher MELD.

Anastomotic biliary stricture following liver transplantation and management analysis: 15 years of experience at a high-volume transplant center.

INTRODUCTION: The occurrence of anastomotic biliary stricture (BS) remains an essential issue following liver transplantation (LT). The present study aimed to compare our findings regarding the incidence of anastomotic BS to what is known. METHODS: The present study is a single-center, retrospective cohort study of a total number of 717 consecutive patients (426 men and 291 women) who had undergone LT from January 2001 to March 2016. Multivariable Cox regression analysis was conducted to evaluate the risk factors associated with anastomotic BS development. RESULTS: Post-transplant anastomotic BS developed in 70 patients (9.8%). In the Cox multivariate analysis (a stepwise forward conditional method), factors including biliary leak (hazard ratio [HR]: 6.61, 95% confidence interval [CI]: 3.08-17.58, p < 0.001), hepatic artery thrombosis (HR: 2.29, 95% CI: 1.03-5.88; p = 0.003), and acute rejection (HR: 2.18, 95% CI: 1.16-3.37; p = 0.006) were identified as independent risk factors for the development of anastomotic BS. Surgery in 6 cases (66.7%), followed by endoscopic retrograde cholangiopancreatography (ECRP) with a metal stent in 18 cases (62.1%), percutaneous transhepatic biliary drainage in 9 (20.9%), and ERCP with a single plastic stent in 8 (18.2%), had the highest effectiveness rates in the management of BS, respectively. CONCLUSIONS: Risk factors including biliary leak, hepatic artery thrombosis, and acute rejection were independently associated with an anastomotic BS. ERCP with a metal stent may be considered as an effective treatment procedure with a relatively low complication rate in the management of benign post-LT anastomotic BS.

Factors Associated With Length of Hospital Stay Following Liver Transplant Surgery.

OBJECTIVES: Length of stay is considered an important surrogate for transplant survival rate and resource utilization. Therefore, in the present study, our aim was to determine factors affecting length of hospital stay. MATERIALS AND METHODS: We retrospectively analyzed records of patients who underwent liver transplant at the Tehran University of Medical Sciences Liver Transplantation Center from March 2014 to March 2016. RESULTS: For our final analyses, there were 161 adult recipients, including 106 males (65.8%) and 55 females (34.1%). Univariate analyses showed that body mass index, Modelfor End-Stage Liver Disease score, duration of surgery, number of administered packed red blood cells and fibrinogen during surgery, reoperation, retransplant, bacterial infection, pleural effusion, ascites, renal failure that required dialysis, and wound infection were risk factors for length of hospital stay. After multivariate linear regression analysis, only body mass index (ß = 0.016; P = .028), Model for End-Stage Liver Disease score (ß = 0.017; P = .002), surgical duration (ß = 0.002; P = .001), reoperation (ß = 0.016; P < .001), presence of pleural effusion (ß = 0.212; P = .042), and management of bacterial infection (ß = 0.21; P = .03) and psychiatric problems after liver transplant (ß = 0.213; P = .025) were independent risk factors for length of hospital stay. CONCLUSIONS: The present study showed that multiple preoperative, intraoperative, and postoperative variables could have an impact on length of hospitalization. Therefore, methods for assessing these factors could improve patient outcomes and resource savings in liver transplant centers.

Occult hepatitis C virus infection in Iranian patients with cryptogenic liver disease.

The diagnosis of cryptogenic liver disease is made when after extensive evaluations, recognizable etiologies of chronic liver disease are excluded. In this study, the presence of hepatitis C virus (HCV) RNA was tested in peripheral blood mononuclear cells (PBMCs) taken from Iranian patients who although were found negative for plasma HCV RNA and anti-HCV antibodies, suffered from chronic liver disease of unknown etiology. From September 2007 to March 2010, 69 patients from Tehran with chronic liver disease of unknown etiology who were referred to our center were enrolled in the present study. PBMCs were isolated from 10 mL peripheral blood specimens. HCV-RNA status was tested in plasma and PBMCs samples by reverse-transcription polymerase chain reaction (RT-PCR). HCV-RNA was detected in HCV-positive PBMCs specimens by RT-PCR method. HCV genotypes were subsequently analyzed in HCV-positive samples using restriction fragment length polymorphism (RFLP) assay; then HCV genotypes were confirmed by sequencing of 5' non-coding fragments after cloning PCR products into pJET1.2/blunt cloning vector. HCV-RNA was detected in PBMCs specimens belonging to 7 (10%) out of 69 patients. Genotyping of the HCV-RNA isolated from PBMCs showed that 3 (43%) patients with occult HCV infection had genotype 1b, 2 (29%) had genotype 1a, and another 2 (29%) had genotype 3a. The results of this study suggest that patients with chronic liver disease of unknown etiology may have occult HCV infection in the absence of anti-HCV antibodies and plasma HCV-RNA. It has been suggested that in the absence of liver biopsy specimens, analysis of PBMC sample for HCV-RNA would be informative.

Pancreatic pseudotumor with sclerosing pancreato-cholangitis: is this a systemic disease?

OBJECTIVE AND METHOD: Primary sclerosing cholangitis (PSC) is a disease that predominantly affects the biliary tree, although the pancreas may also be affected. A review of the presenting features of all patients given a diagnosis of PSC at a single center was conducted. The aim was to clarify the presentation of patients with pseudotumor of the pancreas in this patient population. RESULTS: Seventy-two patients were diagnosed with PSC either by ERCP (63/72 = 88%) or by liver biopsy (9/72 = 12%). The diagnosis of PSC was made following referral for abnormal liver tests (67%), jaundice (17%), and acute cholangitis (5%). Inflammatory bowel disease (IBD) (60%), non-insulin-dependent diabetes mellitus (NIDDM) (13%), thyroid disease (8%), and pancreatic disease (7%) were the major coexistent extrahepatic diseases. Three patients, all with marked weight loss, who presented with jaundice, abdominal pain, and/or diarrhea were found to have a pancreatic mass at first presentation. Clinical and radiological findings suggested pancreatic malignancy, and only later was advanced sclerosing cholangitis identified. The biopsy of the pancreas in two of these three patients revealed chronic pancreatitis. The long-term follow-up and good clinical response to medical therapy confirmed lack of pancreatic malignancy. These three patients all had other evidence of systemic involvement: submandibular gland fibrosis and urethral stricture in one, fibromuscular dysplasia of the renal artery in another, and retroperitoneal fibrosis in the third. None had IBD. CONCLUSION: Pancreatic pseudotumor with sclerosing pancreato-cholangitis may be a manifestation of a systemic disease characterized by nonmalignant strictures and multifocal fibroinflammatory processes, unlike classical PSC.