An Explainable AI System for Automated COVID-19 Assessment and Lesion Categorization from CT-scans

COVID-19 infection caused by SARS-CoV-2 pathogen is a catastrophic pandemic outbreak all over the world with exponential increasing of confirmed cases and, unfortunately, deaths. In this work we propose an AI-powered pipeline, based on the deep-learning paradigm, for automated COVID-19 detection and lesion categorization from CT scans. We first propose a new segmentation module aimed at identifying automatically lung parenchyma and lobes. Next, we combined such segmentation network with classification networks for COVID-19 identification and lesion categorization. We compare the obtained classification results with those obtained by three expert radiologists on a dataset consisting of 162 CT scans. Results showed a sensitivity of 90\% and a specificity of 93.5% for COVID-19 detection, outperforming those yielded by the expert radiologists, and an average lesion categorization accuracy of over 84%. Results also show that a significant role is played by prior lung and lobe segmentation that allowed us to enhance performance by over 20 percent points. The interpretation of the trained AI models, moreover, reveals that the most significant areas for supporting the decision on COVID-19 identification are consistent with the lesions clinically associated to the virus, i.e., crazy paving, consolidation and ground glass. This means that the artificial models are able to discriminate a positive patient from a negative one (both controls and patients with interstitial pneumonia tested negative to COVID) by evaluating the presence of those lesions into CT scans. Finally, the AI models are integrated into a user-friendly GUI to support AI explainability for radiologists, which is publicly available at http://perceivelab.com/covid-ai

2019-novel Coronavirus severe adult respiratory distress syndrome in two cases in Italy: An uncommon radiological presentation

Introduction Several recent case reports have described common early chest imaging findings of lung pathology caused by 2019 novel Coronavirus (SARS-COV2) which appear to be similar to those seen previously in SARS-CoV and MERS-CoV infected patients. Objective We present some remarkable imaging findings of the first two patients identified in Italy with COVID-19 infection travelling from Wuhan, China. The follow-up with chest X-Rays and CT scans was also included, showing a progressive adult respiratory distress syndrome (ARDS). Results Moderate to severe progression of the lung infiltrates, with increasing percentage of high-density infiltrates sustained by a bilateral and multi-segmental extension of lung opacities, were seen. During the follow-up, apart from pleural effusions, a tubular and enlarged appearance of pulmonary vessels with a sudden caliber reduction was seen, mainly found in the dichotomic tracts, where the center of a new insurgent pulmonary lesion was seen. It could be an early alert radiological sign to predict initial lung deterioration. Another uncommon element was the presence of mediastinal lymphadenopathy with short-axis oval nodes. Conclusions Although only two patients have been studied, these findings are consistent with the radiological pattern described in literature. Finally, the pulmonary vessels enlargement in areas where new lung infiltrates develop in the follow-up CT scan, could describe an early predictor radiological sign of lung impairment

Role of MR Spectroscopy (H1-MRS) of the Testis in Men with Semen Analysis Altered

Purpose: Proton magnetic resonance spectroscopy (1 H-MRS) has been proposed as a tool to assess male infertility providing metabolic signatures related to the spermatogenesis in the testis. This study sought to identify the role of 1 H-MRS in the diagnosis of infertility in patients with semen analysis altered. Materials and Methods: 14 patients (27 testicles) with fertility problems and with an altered semen analysis (5 oligospermia, 3 asthenospermia, 6 oligoasthenospermia) and 9 controls (18 testicles) with normal spermatogenesis assessed (men with prior paternity and normal semen analysis) and normal testicles at magnetic resonance (MR) and ultrasonography (US) with colour Doppler (CD) examination were included. All patients underwent testis US and CD investigation, conventional MR examination at 1.5T including T1 and T2 weighted images in three orthogonal planes and proton magnetic resonance spectroscopy (1 H-MRS) with single-voxel PRESS (TR 2000 ms / TE 31 ms). Major metabolites peaks (choline, creatine, lipids, lactate) were calculated and compared between the patients and controls. Results: Mean choline peak in the semen analysis altered group was statistically significantly lower than the normal group (0.69 vs 1.34, 95% CI: 0.52 - 0.85; p < 0.001). 18 testicles within semen analysis altered group (66,7%) had both MR and US examination negative but mean choline peak lower then controls (1.09 vs 1.34, p < 0.001). 7 testicles of those presented also varicocele at CD investigation. Conclusion: 1 H-MRS revealed a significant shift towards lower choline peak in patients with semen analysis altered compared to controls with normal spermatogenesis. Moreover 1 HMRS provided to find out spermatogenesis disorder in patients with normal testis at MR and US examination

Extraosseus Ewing sarcoma: An uncommon periclavicular location

AbstractA rapidly enlarging right sternoclavicular mass in a young male was labeled as a nonspecific mass. MRI played a crucial role in characterizing the lesion, helping to define the possible mesenchymal origin and the relative involvement of the surrounding structures. We also discuss the differential diagnosis of an extraosseus Ewing sarcoma (ES), with its imaging findings

Diagnostic Imaging of the Diffuse Hepatic Epithelioid Hemangioendothelioma's Type: A Case Report

We present the case of 35 years old female patient who came to our Institute with an unspecified abdominal pain, hepatosplenomegaly and a previous alleged diagnosis of Budd-Chiari syndrome. Magnetic resonance imaging (MRI) was crucial to identify a diffuse and infiltrating mass involving the liver in a misleading diagnosis. A discussion about the imaging findings and differential diagnosis of a rare case of diffuse epithelioid hemangioendothelioma (EHE) is provided as follows. MRI was the most important instrument to guide the diagnostic and therapeutic path, helping to define the typical signal intensity of EHE, mainly with a hepatobiliary contrast agent. The differentiating between other primary tumors, however, remains a complicated issue. Our purpose was to highlight the radiologic and MR characteristics of this rare tumor in order to evaluate the diffuse EHE in the diagnostic proce

Extraosseus Ewing sarcoma: An uncommon periclavicular location

A rapidly enlarging right sternoclavicular mass in a young male was labeled as a nonspecific mass. MRI played a crucial role in characterizing the lesion, helping to define the possible mesenchymal origin and the relative involvement of the surrounding structures. We also discuss the differential diagnosis of an extraosseus Ewing sarcoma (ES), with its imaging findings

Economic Impact of SARS-COV2 Infection in the Department of Diagnostic Imaging

The COVID-19 pandemic caused an unprecedented effect on national radiological investigations. Since the World Health Organization officially declared the COVID-19 as a global pandemic, health policies have been rapidly organized to limit the spread of the virus and decrease the risk of exposure. These restrictions, in combination with home-stay arrangements and the onset of economic recession. As a result of public policies, financial difficulties and patient fear, many radiology departments have suffered a significant reduction in diagnostic examinations with important implications for their economic stability. The aim of this work is to evaluate the economic impact of the COVID-19 pandemic in the Radiology Department of an infectious disease hospital.</jats:p