Artificial neural networks in diagnosis of liver diseases

Liver diseases have severe patients’ consequences, being one of the main causes of premature death. These facts reveal the centrality of one`s daily habits, and how important it is the early diagnosis of these kind of illnesses, not only to the patients themselves, but also to the society in general. Therefore, this work will focus on the development of a diagnosis support system to these kind of maladies, built under a formal framework based on Logic Programming, in terms of its knowledge representation and reasoning procedures, complemented with an approach to computing grounded on Artificial Neural Networks.

Hépatopathies gravidiques [Pregnancy-associated liver diseases]

Les hépatopathies sont rares au cours de la grossesse, mais peuvent avoir des conséquences dramatiques pour la mère et l'enfant si elles ne sont pas diagnostiquées à temps. On différencie principalement les hépatopathies spécifiquement secondaires à la grossesse des intercurrentes. Parmi les premières, on peut citer les manifestations hépatiques de l'hyperemesis gravidarum, la cholestase intrahépatique gravidique, les atteintes hépatiques lors d'une (pré-)éclampsie, y compris le syndrome HELLP, et la stéatose hépatique aiguë gravidique. Le diagnostic différentiel est basé sur l'anamnèse (stade de la grossesse), la clinique, quelques examens de laboratoire et l'échographie comme imagerie de première intention. Le traitement d'une cholestase intrahépatique gravidique par acide ursodésoxycholique améliore le prurit et les tests hépatiques maternels. Une surveillance rapprochée de la grossesse reste cependant indispensable. Lors d'un syndrome HELLP ou d'une stéatose hépatique aiguë gravidique, il faut procéder à l'accouchement le plus vite possible. Toutes les hépatopathies déjà connues nécessitent un suivi strict durant la grossesse. While liver diseases are a rare occurrence in pregnancy, they may have dramatic implications for mother and child if not detected in good time. A distinction is drawn between pregnancy-specific liver diseases and intercurrent liver diseases during pregnancy. The former include hepatic manifestations of hyperemesis gravidarum, intrahepatic cholestasis of pregnancy, hepatic involvement in preeclampsia or eclampsia, including the HELLP syndrome, and acute fatty liver of pregnancy. Differential diagnosis of pregnancy-associated liver disorders is based on history (stage of pregnancy), clinical findings, a few laboratory tests and ultrasound as the primary imaging technique. Treatment of intrahepatic cholestasis of pregnancy with ursodeoxycholic acid improves pruritus and maternal liver tests. Close monitoring of pregnancy remains however indispensable. In HELLP syndrome and acute fatty liver of pregnancy the aim should be rapid delivery. Preexisting liver diseases require intensified monitoring during pregnancy.

Schwangerschaftsassoziierte Lebererkrankungen [Pregnancy-associated liver diseases]

Lebererkrankungen treten in der Schwangerschaft selten auf, können jedoch für Mutter und Kind dramatische Folgen haben, wenn sie nicht rechtzeitig erkannt werden. Prinzipiell unterscheidet man schwangerschaftsspezifische Lebererkrankungen von interkurrierenden Lebererkrankungen während der Schwangerschaft. Zu ersteren gehören die hepatischen Manifestationen der Hyperemesis gravidarum, die intrahepatische Schwangerschaftscholestase, die Leberbeteiligung bei Präeklampsie bzw. Eklampsie inkl. HELLP-Syndrom und die akute Schwangerschaftsfettleber. Die Differentialdiagnose schwangerschaftsassoziierter Lebererkrankungen basiert auf der Anamnese (Stadium der Schwangerschaft), der Klinik, wenigen Laboruntersuchungen und einer Ultrasonographie als primärem bildgebendem Verfahren. Die Behandlung der intrahepatischen Schwangerschaftscholestase mit Ursodeoxycholsäure verbessert den Pruritus und die mütterlichen Leberwerte. Eine engmaschige Überwachung der Schwangerschaft bleibt jedoch unabdingbar. Beim HELLP-Syndrom und der akuten Schwangerschaftsfettleber ist die rasche Entbindung anzustreben. Vorbestehende Lebererkrankungen bedürfen in der Schwangerschaft einer intensivierten Kontrolle. While liver diseases are a rare occurrence in pregnancy, they may have dramatic implications for mother and child if not detected in good time. A distinction is drawn between pregnancy-specific liver diseases and intercurrent liver diseases during pregnancy. The former include hepatic manifestations of hyperemesis gravidarum, intrahepatic cholestasis of pregnancy, hepatic involvement in preeclampsia or eclampsia, including the HELLP syndrome, and acute fatty liver of pregnancy. Differential diagnosis of pregnancy-associated liver disorders is based on history (stage of pregnancy), clinical findings, a few laboratory tests and ultrasound as the primary imaging technique. Treatment of intrahepatic cholestasis of pregnancy with ursodeoxycholic acid improves pruritus and maternal liver tests. Close monitoring of pregnancy remains however indispensable. In HELLP syndrome and acute fatty liver of pregnancy the aim should be rapid delivery. Preexisting liver diseases require intensified monitoring during pregnancy.

3.0-T MRI evaluation of patients with chronic liver diseases: initial observations

Purpose: To describe the use of 3.0-T magnetic resonance imaging (MRI) for the evaluation of chronic liver diseases. Materials and Methods: Two groups of patients who had chronic liver diseases and underwent 3.0-T MRI for evaluation of the liver were included in the study. The first group of patients included 66 consecutive patients (33 male, 33 female; mean age +/- standard deviation, 56 +/- 11). The second group of patients included 30 consecutive patients (18 males, 12 females; mean age +/- standard deviation, 53 +/- 10) in whom Variable-Rate Selective Excitation (VERSE) pulses and improved adjustments procedure were used during the acquisitions. Imaging findings of chronic liver diseases, predetermined artifacts and image quality of all individual sequences in the first group and predetermined artifacts and image quality of T2-weighted sequences in the second group were reviewed retrospectively and independently by two reviewers. chi-Square tests were used to compare the findings between two groups of patients and individual sequences. Kappa statistics were used to determine the extent of agreement between the reviewers. Results: Fifteen dysplastic nodules in 6 of 66 (9%) patients and 12 hepatocellular carcinomas in 11 of 66 (17%) patients were detected. Excluding motion artifacts, three-dimensional (313) T1-weighted gradient-echo (GE) sequence was the least affected sequence by the artifacts. Image quality of T1-weighted 3D-GE sequences was excellent in 43 of 66 (65%) patients. In-phase and out-of-phase T1-weighted spoiled GE (SGE) images were fair in 62 of 66 (94%) and 61 of 66 (92%) patients, respectively. The image quality of short tau inversion recovery (STIR) and half-Fourier rapid acquisition with relaxation enhancement (RARE) sequences were fair in 31 of 66 (47%) and 53 of 66 (80%) patients. STIR and half-Fourier RARE sequences in the second group demonstrated significantly better image quality (P=.03 and P<.0001). Conclusion: 3.0-T MRI allows the acquisition of very high quality postgadolinium 3D-GE sequence, which permitted the detection and characterization of lesions in the setting of chronic liver diseases. The use of VERSE pulses and improved adjustments procedure improved the image quality of T2-weighted sequences. In-phase/out-of-phase SGE sequences are at present of fair quality. (C) 2008 Elsevier Inc. All rights reserved.

Fatty liver automatic diagnosis from ultrasound images

In this paper an automatic classification algorithm is proposed for the diagnosis of the liver steatosis, also known as, fatty liver, from ultrasound images. The features, automatically extracted from the ultrasound images used by the classifier, are basically the ones used by the physicians in the diagnosis of the disease based on visual inspection of the ultrasound images. The main novelty of the method is the utilization of the speckle noise that corrupts the ultrasound images to compute textural features of the liver parenchyma relevant for the diagnosis. The algorithm uses the Bayesian framework to compute a noiseless image, containing anatomic and echogenic information of the liver and a second image containing only the speckle noise used to compute the textural features. The classification results, with the Bayes classifier using manually classified data as ground truth show that the automatic classifier reaches an accuracy of 95% and a 100% of sensitivity.

Focal Malignant Liver Lesions: Diagnosis by Dynamic Incremental CT, Early Phase

The purpose of our study was to evaluate the accuracy of dynamic incremental bolus-enhanced conventional CT (DICT) with intravenous contrast administration, early phase, in the diagnosis of malignancy of focal liver lesions. A total of 122 lesions were selected in 74 patients considering the following criteria: lesion diameter 10 mm or more, number of lesions less than six per study, except in multiple angiomatosis and the existence of a valid criteria of definitive diagnosis. Lesions were categorized into seven levels of diagnostic confidence of malignancy compared with the definitive diagnosis for acquisition of a receiver-operator-characteristic (ROC) curve analysis and to determine the sensitivity and specificity of the technique. Forty-six and 70 lesions were correctly diagnosed as malignant and benign, respectively; there were 2 false-positive and 4 false-negative diagnoses of malignancy and the sensitivity and specificity obtained were 92 and 97%. The DICT early phase was confirmed as a highly accurate method in the characterization and diagnosis of malignancy of focal liver lesions, requiring an optimal technical performance and judicious analysis of existing semiological data.

Evaluation of the therapeutic response of hepatitis C in coinfected patients (HIV/HCV): a study of cases from a hospital for chronic liver diseases in the Eastern Brazilian Amazon

INTRODUCTION: The aim of this study was to evaluate the therapeutic response of hepatitis C in patients coinfected with human immunodeficiency virus (HIV-1). METHODS: A retrospective study of 20 patients coinfected with HIV-1/HCV who were treated in the outpatient liver clinic at the Sacred House of Mercy Foundation Hospital of Pará (Fundação Santa Casa de Misericórdia do Pará - FSCMPA) from April 2004 to June 2009. Patients were treated with 180µg PEG interferon-α2a in combination with ribavirin (1,000 to 1,250mg/day) for 48 weeks. The end point was the sustained virological response (SVR) rate (HCV RNA negative 24 weeks after completing treatment). RESULTS: The mean age of the patients was 40±9.5 years, of which 89% (n=17) were male, and the HCV genotypes were genotype 1 (55%, n=11/20), genotype 2 (10%, n=2/20) and genotype 3 (35%, n=7/20). The mean CD4+ lymphocyte count was 507.8, and the liver fibrosis stages were (METAVIR) F1 (25%), F2 (55%), F3 (10%) and F4 (10%). The early virological response (EVR) was 60%, the end-of-treatment virological response (EOTVR) was 45% and the SVR was 45%. CONCLUSIONS: The median HCV viral load was high, and in 85% of cases in which highly active antiretroviral therapy (HAART) was used, none of the patients with F3-F4 fibrosis responded to treatment. Of the twenty patients treated, 45% achieved SVR and 45% achieved EOTVR. Studies that include cases from a wider region are needed to better evaluate these findings.

Les hépatopathies auto-immunes et leurs traitements [Auto-immune liver diseases and their treatment]

There are three main types of auto-immune liver disease, auto-immune hepatitis, primary biliary cirrhosis and primary sclerosing cholangitis. In the case of auto-immune hepatitis, prednisone therapy, with or without azathioprine, can improve quality of life and halt progression to cirrhosis. If there is no response or if the therapy is poorly tolerated, mycophenolate mofetil or cyclosporin should be considered. Ursodeoxycholic acid (UDCA), at a dosage of 13 to 15 mg/kg/day slows the progression of fibrosis in patients with primary biliary cirrhosis. Pruritus may be treated with cholestyramine, rifampicin or opiate antagonists. Ursodeoxycholic acid at a dosage of 20 to 30 mg/kg/day will slow the evolution of fibrosis.

Significance of serum adiponectin levels in patients with chronic liver disease.

Adiponectin, which plays a pivotal role in metabolic liver diseases, is reduced in concentration in patients with NASH (non-alcoholic steatohepatitis). The aim of the present study was to determine adiponectin concentrations in patients with different forms and stages of chronic liver diseases. Serum adiponectin concentrations were measured in 232 fasting patients with chronic liver disease: 64 with NAFLD (non-alcoholic fatty liver disease), 123 with other chronic liver disease (e.g. viral hepatitis, n=71; autoimmune disease, n=18; alcohol-induced liver disease, n=3; or elevated liver enzymes of unknown origin, n=31) and 45 with cirrhosis. Circulating adiponectin levels were significantly lower in patients with NAFLD in comparison with patients with other chronic liver disease (4.8+/-3.5 compared with 10.4+/-6.3 microg/ml respectively; P<0.0001). Circulating adiponectin levels were significantly higher in patients with cirrhosis in comparison with patients without cirrhosis (18.6+/-14.5 compared with 8.4+/-6.1 microg/ml respectively; P<0.0001). Adiponectin concentrations correlated negatively with body weight (P<0.001), serum triacylglycerols (triglycerides) (P<0.001) and, in women, with BMI (body mass index) (P<0.001). Adiponectin concentrations correlated positively with serum bile acids (P<0.001), serum hyaluronic acid (P<0.001) and elastography values (P<0.001). Adiponectin levels were decreased in patients with NAFLD. In conclusion, adiponectin levels correlate positively with surrogate markers of hepatic fibrosis (transient elastography, fasting serum bile acids and hyaluronate) and are significantly elevated in cases of cirrhosis.

Prise en charge d'une lésion hépatique découverte fortuitement [The management of an incidental liver lesion]

The widespread use of abdominal imaging technologies has led to an increase in the incidental finding of liver tumors. Most of these lesions are asymptomatic and will not require any treatment. With the use of contrast-enhanced radiological studies, most of the tumors can be reliably diagnosed by non-invasive means. In case of diagnostic uncertainty, patients should not undergo percutaneous biopsy but rather complete resection of the lesion for an unequivocal diagnosis. Such pathologies must be taken charge of in centers with expertise by interdisciplinary teams.

Hepatic amyloidosis increases liver stiffness measured by transient elastography.

Liver stiffness values in transient elastography (TE) have to be interpreted with caution. Steatosis, congestion, acute inflammation and extrahepatic cholestasis can indeed influence measurements. Obtained stiffness values in the cirrhotic range can also be present in the absence of fibrosis as in hepatic amyloidosis. Here we report two cases of systemic amyloidosis with hepatic involvement where high stiffness values were measured at TE. In fact, deposits of amyloid may increase the rigidity of the liver parenchyma resulting in higher liver stiffness values. Therefore, results of TE should always be interpreted in their clinical context and if inconsistent, the performance of a liver biopsy might be necessary.

Hemobilia, a rare cause of acute pancreatitis after percutaneous liver biopsy: diagnosis and treatment by endoscopic retrograde cholangiopancreatography.

We here report the case history of a 75-yr-old woman who developed pancreatitis and recurrent symptomatic, cholestasis-induced hemobilia after percutaneous liver biopsy. An endoscopic sphincterotomy with clot extraction led to relief of symptoms. The risk of hemobilia after percutaneous liver biopsy is less than one per 1000 procedures, and only two cases of acute pancreatitis after percutaneous liver biopsy have previously been reported. To our knowledge, this is the first case in which endoscopic retrograde cholangiopancreatography was used to both diagnostic and therapeutic ends.

Using transient elastography to detect chronic liver diseases in a primary care nurse consultancy

Background: Chronic liver diseases (CLDs) are significant causes of death in adults in many countries and are usually diagnosed at late stages. Early detection may allow time for treatment to prevent disease progression. Objectives: The aim of this study was to assess the feasibility of screening for unrecognized CLDs in a primary care nurse consultancy and report findings from screening. Methods: Two experienced nurses in a primary care nurse consultancy were trained to perform transient elastography (TE). Subjects aged from 18 to 70 years were identified randomly from the health registry and invited to participate in a feasibility pilot study. Exclusion criteria were past or current history of liver diseases. Nurses collected demographic and clinical data and performed TE tests using Fibroscan tomeasure liver stiffness; a cutoff score of 6.8 kPa or greater was used as an indicator of the presence of CLD with fibrosis. Results: Accurate measurements were obtained in 495 of 502 participants (98.6%). Prevalence of elevated liver stiffness was observed in 28 of 495 subjects (5.7%). Compared to patients with normal liver stiffness, patients with increased liver stiffness were older, were more frequently male, and had higher frequency of metabolic syndrome. Nonalcoholic fatty liver was the most common cause of CLD. Discussion: Following training in procedures for conducting TE, nurses in a primary care clinic were able to detect unrecognized CLDs in presumably healthy subjects. Early detection of CLDs is feasible in primary care clinics and may facilitate identification of undiagnosed CLD in adults.

Evaluation of the therapeutic response of hepatitis C in coinfected patients (HIV/HCV): a study of cases from a hospital for chronic liver diseases in the Eastern Brazilian Amazon

INTRODUCTION: The aim of this study was to evaluate the therapeutic response of hepatitis C in patients coinfected with human immunodeficiency virus (HIV-1). METHODS: A retrospective study of 20 patients coinfected with HIV-1/HCV who were treated in the outpatient liver clinic at the Sacred House of Mercy Foundation Hospital of Pará (Fundação Santa Casa de Misericórdia do Pará - FSCMPA) from April 2004 to June 2009. Patients were treated with 180µg PEG interferon-α2a in combination with ribavirin (1,000 to 1,250mg/day) for 48 weeks. The end point was the sustained virological response (SVR) rate (HCV RNA negative 24 weeks after completing treatment). RESULTS: The mean age of the patients was 40±9.5 years, of which 89% (n=17) were male, and the HCV genotypes were genotype 1 (55%, n=11/20), genotype 2 (10%, n=2/20) and genotype 3 (35%, n=7/20). The mean CD4+ lymphocyte count was 507.8, and the liver fibrosis stages were (METAVIR) F1 (25%), F2 (55%), F3 (10%) and F4 (10%). The early virological response (EVR) was 60%, the end-of-treatment virological response (EOTVR) was 45% and the SVR was 45%. CONCLUSIONS: The median HCV viral load was high, and in 85% of cases in which highly active antiretroviral therapy (HAART) was used, none of the patients with F3-F4 fibrosis responded to treatment. Of the twenty patients treated, 45% achieved SVR and 45% achieved EOTVR. Studies that include cases from a wider region are needed to better evaluate these findings.

Semi-synthetic bile acids as novel drug candidate in liver diseases: physico-chemical characterization and HPLC-ES-MS/MS methods for their quali-quantitative analysis in different experimental animal models

The physico-chemical characterization, structure-pharmacokinetic and metabolism studies of new semi synthetic analogues of natural bile acids (BAs) drug candidates have been performed. Recent studies discovered a role of BAs as agonists of FXR and TGR5 receptor, thus opening new therapeutic target for the treatment of liver diseases or metabolic disorders. Up to twenty new semisynthetic analogues have been synthesized and studied in order to find promising novel drugs candidates. In order to define the BAs structure-activity relationship, their main physico-chemical properties (solubility, detergency, lipophilicity and affinity with serum albumin) have been measured with validated analytical methodologies. Their metabolism and biodistribution has been studied in “bile fistula rat”, model where each BA is acutely administered through duodenal and femoral infusion and bile collected at different time interval allowing to define the relationship between structure and intestinal absorption and hepatic uptake ,metabolism and systemic spill-over. One of the studied analogues, 6α-ethyl-3α7α-dihydroxy-5β-cholanic acid, analogue of CDCA (INT 747, Obeticholic Acid (OCA)), recently under approval for the treatment of cholestatic liver diseases, requires additional studies to ensure its safety and lack of toxicity when administered to patients with a strong liver impairment. For this purpose, CCl4 inhalation to rat causing hepatic decompensation (cirrhosis) animal model has been developed and used to define the difference of OCA biodistribution in respect to control animals trying to define whether peripheral tissues might be also exposed as a result of toxic plasma levels of OCA, evaluating also the endogenous BAs biodistribution. An accurate and sensitive HPLC-ES-MS/MS method is developed to identify and quantify all BAs in biological matrices (bile, plasma, urine, liver, kidney, intestinal content and tissue) for which a sample pretreatment have been optimized.