25 research outputs found

    Artificial intelligence of imaging and clinical neurological data for predictive, preventive and personalized (P3) medicine for Parkinson Disease: the NeuroArtP3 protocol for a multi-center research study

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    Background The burden of Parkinson Disease (PD) represents a key public health issue and it is essential to develop innovative and cost-effective approaches to promote sustainable diagnostic and therapeutic interventions. In this perspective the adoption of a P3 (predictive, preventive and personalized) medicine approach seems to be pivotal. The NeuroArtP3 (NET-2018-12366666) is a four-year multi-site project co-funded by the Italian Ministry of Health, bringing together clinical and computational centers operating in the field of neurology, including PD. Objective The core objectives of the project are: i) to harmonize the collection of data across the participating centers, ii) to structure standardized disease-specific datasets and iii) to advance knowledge on disease’s trajectories through machine learning analysis. Methods The 4-years study combines two consecutive research components: i) a multi-center retrospective observational phase; ii) a multi-center prospective observational phase. The retrospective phase aims at collecting data of the patients admitted at the participating clinical centers. Whereas the prospective phase aims at collecting the same variables of the retrospective study in newly diagnosed patients who will be enrolled at the same centers. Results The participating clinical centers are the Provincial Health Services (APSS) of Trento (Italy) as the center responsible for the PD study and the IRCCS San Martino Hospital of Genoa (Italy) as the promoter center of the NeuroartP3 project. The computational centers responsible for data analysis are the Bruno Kessler Foundation of Trento (Italy) with TrentinoSalute4.0 –Competence Center for Digital Health of the Province of Trento (Italy) and the LISCOMPlab University of Genoa (Italy). Conclusions The work behind this observational study protocol shows how it is possible and viable to systematize data collection procedures in order to feed research and to advance the implementation of a P3 approach into the clinical practice through the use of AI models

    Mediastino non vascolare

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    Gastroduodenal artery stump haemorrhage following pylorus-sparing Whipple procedure: treatment with covered stents

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    BACKGROUND/AIMS: To report a case of bleeding after pancreatoduodenectomy in a patient with pancreatic leak and portal thrombosis who was successfully treated with an endovascular approach. METHODS: A 58-year-old male, suffering from neoplasm of the distal bile duct, underwent a pylorus-preserving Whipple procedure. On the 18th day, following a sudden drop in pressure and low haematocrit values, the patient underwent surgery. The source of the bleeding was not found. Six days later, following the appearance of bleeding from the abdominal drainage and haematemesis with shock, the patient had an immediate angiography. Bleeding from the gastroduodenal artery stump was evident, the portography showed no portal flow. With respect to the shortness of the stump, safe embolisation with coils, while preserving the common hepatic artery patency, was difficult to obtain. RESULTS: By transcatheter placement of covered stents into the hepatic artery and thereby occluding the origin of the gastroduodenal artery, the bleeding was stopped. After 2 months, CT angiography showed patency of both the common and proper hepatic arteries. Nine months after the procedure the patient is in good health. CONCLUSIONS: Percutaneous placement of covered stents can be the solution in cases where transcatheter embolisation is not recommendable because of portal vein thrombosis. Copyright 2002 S. Karger AG, Base

    Hypoechoic focal liver lesions: characterization with contrast enhanced ultrasonography

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    PURPOSE: To evaluate the late sinusoidal phase of contrast enhancement with a 2nd-generation ultrasound contrast enhanced medium in the characterization of hypoechoic focal liver lesions. METHODS: We studied 88 hypoechoic liver lesions (diameter range, 1-18 cm; with 18 lesions 2 cm or less) found on conventional grayscale sonography (US) with contrast-enhanced ultrasonography (CEUS). Final diagnosis was made using contrast enhanced helical CT, contrast enhanced MR, angiography (DSA), and/or histopathic confirmation or clinical imaging follow-up. RESULTS: There were 37/88 benign lesions demonstrated: 17 cavernous hemangiomas, 3 capillary hemangiomas, 11 focal nodular hyperplasias (FNH), 3 focal areas of sparing in hepatic steatosis, 2 adenomas, and 1 intrahepatic necrotic area. Malignant lesions demonstrated included 51/88: 27 hepatocellular carcinomas (HCC) in cirrhosis, 11 metastatic carcinomas, 10 metastatic endocrine tumors, 2 cholangiocellular carcinomas (CCC) and 1 non-Hodgkin's lymphoma (NHL). CEUS characterized 30/37 (81%) benign lesions and 45/51 (88%) malignant lesions. On the basis of the results obtained during the sinusoidal contrast enhanced phase of CEUS, diagnosis of benignancy was possible in 35/37 (95%) of benign liver lesions and diagnosis of malignancy in 49/51 (96%) of malignant liver lesions. The enhancement pattern of 13 small (< or = 2 cm in diameter) hypervascular liver lesions (3 capillary hemangiomas, 2 FNHs, 4 HCCs, 4 metastatic endocrine tumors) was better demonstrated on CEUS than on helical CT. In these cases the hyper vascularization of the lesions shown on CEUS was not confirmed on CT. CONCLUSIONS: CEUS distinguished malignant from benign hypoechoic liver lesions with an accuracy of 95
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