Automated stratification of liver disease in ultrasound: An online accurate feature classification paradigm.

PURPOSE: Fatty liver disease (FLD) is one of the most common diseases in liver. Early detection can improve the prognosis considerably. Using ultrasound for FLD detection is highly desirable due to its non-radiation nature, low cost and easy use. However, the results can be slow and ambiguous due to manual detection. The lack of computer trained systems leads to low image quality and inefficient disease classification. Thus, the current study proposes novel, accurate and reliable detection system for the FLD using computer-based training system. MATERIALS AND METHODS: One hundred twenty-four ultrasound sample images were selected retrospectively from a database of 62 patients consisting of normal and cancerous. The proposed training system was generated offline parameters using training liver image database. The classifier applied transformation parameters to an online system in order to facilitate real-time detection during the ultrasound scan. The system utilized six sets of features (a total of 128 features), namely Haralick, basic geometric, Fourier transform, discrete cosine transform, Gupta transform and Gabor transform. These features were extracted for both offline training and online testing. Levenberg-Marquardt back propagation network (BPN) classifier was used to classify the liver disease into normal and abnormal categories. RESULTS: Random partitioning approach was adapted to evaluate the classifier performance and compute its accuracy. Utilizing all the six sets of 128 features, the computer aided diagnosis (CAD) system achieved classification accuracy of 97.58%. Furthermore, the four performance metrics consisting of sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) realized 98.08%, 97.22%, 96.23%, and 98.59%, respectively. CONCLUSION: The proposed system was successfully able to detect and classify the FLD. Furthermore, the proposed system was benchmarked against previous methods. The comparison established an advanced set of features in the Levenberg-Marquardt back propagation network reports a significant improvement compared to the existing techniques.

Immunosuppression withdrawal after auxiliary liver transplantation for acute liver failure.

BACKGROUND: The potential for immunosuppression withdrawal is the rationale for auxiliary liver transplantation (AUX) in patients with acute liver failure (ALF). PATIENTS AND METHODS: Forty-four AUX were performed in 28 adults and 16 children with ALF secondary to seronegative hepatitis (n = 20; 45%), paracetamol hepatotoxicity (n = 14; 32%), acute viral hepatitis (hepatitis B virus [HBV] n = 3, Epstein-Barr virus n = 1; 9%), drug-induced hepatitis (n = 3; 7%), autoimmune hepatitis (n = 2; 5%), and mushroom poisoning (n = 1; 2%). All patients fulfilled the King's College Hospital transplant criteria for ALF. After partial hepatectomy, 38 patients received a segmental auxiliary graft and six, a whole auxiliary graft. Immunosuppression was based on calcineurin inhibitors and steroids. RESULTS: Thirty-four patients (77%) are alive after a median follow-up of 30 months (range 4 to 124). Eight adults and two children died of sepsis (n = 6; 14%) at a median interval of 30 days (range 2 to 66), intraoperative cardiac failure (n = 1), brain edema on postoperative day 8 (n = 1), sudden death on day 35 (n = 1), and multiple organ failure associated with HBV recurrence 4 years after transplantation (n = 1). Three patients underwent retransplantation for small-for-size graft syndrome with sepsis on postoperative day 15 (n = 1) and for ductopenic rejection 4 and 15 months after AUX (n = 2). In 10/31 (32%) survivors (6/18 adults and 4/13 children) immunosuppression was completely withdrawn after a median of 19 months. CONCLUSION: Complete immunosuppression withdrawal can be achieved in a significant proportion of patients after AUX for ALF.

Nutritional considerations and management of the child with liver disease.

Nutritional management of the infant and child with liver disease is highly dependent upon the type of liver disease. Acute liver disease, such as that secondary to viral hepatitis, requires no specific nutritional therapy with the exception that branched-chain amino acid supplements may be indicated in the management of hepatic encephalopathy. Nutritional management of the child with chronic liver disease depends upon whether or not cholestasis is present, since in that condition, large amounts of fat-soluble vitamin supplements and medium-chain triglycerides are usually required for optimum growth. However, anicteric cirrhotic liver disease also presents nutritional challenges because of hypermetabolism, enteropathy, and increased protein oxidation. Certain inborn errors of metabolism that result in liver disease (including galactosemia, hepatorenal tyrosinemia, hereditary fructose intolerance, and Wilson's disease) have specific nutritional requirements. And, finally, the advent of pediatric liver transplantation has placed new emphasis on the importance of optimum nutritional management of the child with chronic liver disease, since improvement of nutritional status in the pretransplant period maximizes success of the transplant. This review will focus on the pathogenesis of malnutrition in childhood liver disease and will provide recommendations for nutritional assessment and monitoring as well as nutritional management of cholestatic liver disease, anicteric cirrhotic liver disease, and the inborn errors of metabolism enumerated above. Specific recommendations for nutritional management of the child awaiting liver transplantation will be provided.

[Pathophysiological basis of 3 subtypes in ganfeng neidong syndrome].

The multiple parameters of 3 Subtypes: Ganyang Huafeng Syndrome (GYHFS), Xuexu Shengfeng Syndrome and Yinxu Fengdong Syndrome of Ganfeng Neidong Syndrome were determined for the 1st time. It was found that there were several characteristics in GYHFS. (1) Disturbance of the cerebral blood flow and the damage of brain tissue was manifested by the abnormality of the bulbar conjunctival microcirculation, carotid Doppler ultrasonic determination and brainstem auditory and visual pathway, high blood viscosity, dysmnesia, free radical and lipid peroxidation injury and the changes of Zn, Cu, K and Mg after brain damage. (2) Stress status were expressed by the high plasma levels of cortisol, norepinephrine and epinephrine, decreased serum triiodothyronine level and hyperfunction of sympathetic nerve. (3) The marked changes of the regulating substance of the vessel smooth muscle function including the increased plasma levels of TXB2, TXB2/6-k-PGF1 alpha, and calmodulin, as well as decreased SP, ANP, CGRP. Other 2 subtypes had about the same changes of these parameters, but of milder disorders.

The use of multiple radionuclide imaging to differentiate the focal intrahepatic lesion.

Thirty-five patients with various focal intrahepatic lesions were evaluated with multiple radionuclides. Comparison of the blood pool scans with angiography and histology demonstrated an excellent correlation of these studies. Diagnostic accuracy was improved by separating the blood and pool scans into 3 categories. Each category suggested, at most, one further study to provide specific diagnostic information. Thus, by utilizing 3 radiopharmaceuticals, one can be more specific in preoperative diagnoses.