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1.
Radiology ; 309(2): e223349, 2023 11.
Article in English | MEDLINE | ID: mdl-37987657

ABSTRACT

Background Current predictive tools to estimate the risk of biochemical recurrence (BCR) after treatment of prostate cancer do not consider multiparametric MRI (mpMRI) information. Purpose To develop a risk prediction tool that considers mpMRI findings to assess the risk of 5-year BCR after radical prostatectomy. Materials and Methods In this retrospective single-center analysis in 1459 patients with prostate cancer who underwent mpMRI before radical prostatectomy (in 2012-2015), the outcome of interest was 5-year BCR (two consecutive prostate-specific antigen [PSA] levels > 0.2 ng/mL [0.2 µg/L]). Patients were randomly divided into training (70%) and test (30%) sets. Kaplan-Meier plots were applied to the training set to estimate survival probabilities. Multivariable Cox regression models were used to test the relationship between BCR and different sets of exploratory variables. The C-index of the final model was calculated for the training and test sets and was compared with European Association of Urology, University of California San Francisco Cancer of the Prostate Risk Assessment, Memorial Sloan-Kettering Cancer Center, and Partin risk tools using the partial likelihood ratio test. Five risk categories were created. Results The median duration of follow-up in the whole cohort was 59 months (IQR, 32-81 months); 376 of 1459 (25.8%) patients had BCR. A multivariable Cox regression model (referred to as PIPEN, and composed of PSA density, International Society of Urological Pathology grade group, Prostate Imaging Reporting and Data System category, European Society of Urogenital Radiology extraprostatic extension score, nodes) fitted to the training data yielded a C-index of 0.74, superior to that of other predictive tools (C-index 0.70 for all models; P ≤ .01) and a median higher C-index on 500 test set replications (C-index, 0.73). Five PIPEN risk categories were identified with 5-year BCR-free survival rates of 92%, 84%, 71%, 56%, and 26% in very low-, low-, intermediate-, high-, and very high-risk patients, respectively (all P < .001). Conclusion A five-item model for predicting the risk of 5-year BCR after radical prostatectomy for prostate cancer was developed and internally verified, and five risk categories were identified. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Aguirre and Ortegón in this issue.


Subject(s)
Multiparametric Magnetic Resonance Imaging , Prostatic Neoplasms , Humans , Male , Prostate , Prostate-Specific Antigen , Prostatectomy , Prostatic Neoplasms/diagnostic imaging , Prostatic Neoplasms/surgery , Retrospective Studies
2.
Neurol Sci ; 44(1): 263-271, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36114979

ABSTRACT

PURPOSE: Fibrocartilaginous nucleus pulposus components herniation and embolism rarely causes acute ischaemic events involving the spinal cord. Few reports have suggested this as a mechanism leading to anterior spinal artery syndrome. The purpose of this study was to evaluate the topography and pattern of this rare myelopathy by MRI. METHODS: A retrospective observational case series of patients, admitted to our Institute between 2008 and 2021, with a diagnosis of fibrocartilaginous embolism based on typical clinical and radiological features. RESULTS: Five patients were identified (2 men and 3 women; range 13-38 years). No one had pre-existing vascular risk factors. All referred potential precipitating event in the 24 h prior to symptom onset. MRI findings showed increased signal intensity of the spinal cord on T2-weighted images in all cases and degenerative disc changes opposite to it in four of them. The outcome was poor: three showed only partial sensitivity and motor improvement (mRs 4, 3, and 2, respectively); one completely recovered except for isolated hand paresis (mRs 1); and one remained severely neurologically affected (mRs 5). CONCLUSIONS: Fibrocartilaginous embolism must be a differential diagnosis in case of otherwise unexplained spinal cord infarction in adult and paediatric low risk population. Neuroradiological findings such as abnormal spinal cord signal intensity and degenerative disc changes can aid in early diagnosis of this rare myelopathy. The prevalent myelopathy location was thoracic. All signal alterations were detected in the anterior region of the spinal cord in the territories of the anterior spinal artery.


Subject(s)
Embolism , Spinal Cord Diseases , Male , Adult , Child , Humans , Female , Retrospective Studies , Spinal Cord/diagnostic imaging , Spinal Cord/blood supply , Spinal Cord Diseases/complications , Spinal Cord Diseases/diagnostic imaging , Embolism/complications , Embolism/diagnostic imaging , Magnetic Resonance Imaging , Infarction/diagnostic imaging , Infarction/etiology
3.
J Imaging ; 7(12)2021 Dec 01.
Article in English | MEDLINE | ID: mdl-34940725

ABSTRACT

The aim of this retrospective study is to assess any association between abdominal CT findings and the radiological stage of COVID-19 pneumonia, pulmonary embolism and patient outcomes. We included 158 adult hospitalized COVID-19 patients between 1 March 2020 and 1 March 2021 who underwent 206 abdominal CTs. Two radiologists reviewed all CT images. Pathological findings were classified as acute or not. A subset of patients with inflammatory pathology in ACE2 organs (bowel, biliary tract, pancreas, urinary system) was identified. The radiological stage of COVID pneumonia, pulmonary embolism, overall days of hospitalization, ICU admission and outcome were registered. Univariate statistical analysis coupled with explainable artificial intelligence (AI) techniques were used to discover associations between variables. The most frequent acute findings were bowel abnormalities (n = 58), abdominal fluid (n = 42), hematomas (n = 28) and acute urologic conditions (n = 8). According to univariate statistical analysis, pneumonia stage > 2 was significantly associated with increased frequency of hematomas, active bleeding and fluid-filled colon. The presence of at least one hepatobiliary finding was associated with all the COVID-19 stages > 0. Free abdominal fluid, acute pathologies in ACE2 organs and fluid-filled colon were associated with ICU admission; free fluid also presented poor patient outcomes. Hematomas and active bleeding with at least a progressive stage of COVID pneumonia. The explainable AI techniques find no strong relationship between variables.

4.
Sci Rep ; 11(1): 6940, 2021 03 25.
Article in English | MEDLINE | ID: mdl-33767213

ABSTRACT

A better understanding of temporal relationships between chest CT and labs may provide a reference for disease severity over the disease course. Generalized curves of lung opacity volume and density over time can be used as standardized references from well before symptoms develop to over a month after recovery, when residual lung opacities remain. 739 patients with COVID-19 underwent CT and RT-PCR in an outbreak setting between January 21st and April 12th, 2020. 29 of 739 patients had serial exams (121 CTs and 279 laboratory measurements) over 50 ± 16 days, with an average of 4.2 sequential CTs each. Sequential volumes of total lung, overall opacity and opacity subtypes (ground glass opacity [GGO] and consolidation) were extracted using deep learning and manual segmentation. Generalized temporal curves of CT and laboratory measurements were correlated. Lung opacities appeared 3.4 ± 2.2 days prior to symptom onset. Opacity peaked 1 day after symptom onset. GGO onset was earlier and resolved later than consolidation. Lactate dehydrogenase, and C-reactive protein peaked earlier than procalcitonin and leukopenia. The temporal relationships of quantitative CT features and clinical labs have distinctive patterns and peaks in relation to symptom onset, which may inform early clinical course in patients with mild COVID-19 pneumonia, or may shed light upon chronic lung effects or mechanisms of medical countermeasures in clinical trials.


Subject(s)
COVID-19/diagnostic imaging , Clinical Chemistry Tests , Hematologic Tests , Thorax/diagnostic imaging , Adult , COVID-19/blood , COVID-19/virology , Female , Humans , Male , Middle Aged , Retrospective Studies , SARS-CoV-2/isolation & purification , Severity of Illness Index , Thorax/pathology , Tomography, X-Ray Computed
5.
Intern Emerg Med ; 16(5): 1173-1181, 2021 08.
Article in English | MEDLINE | ID: mdl-33216258

ABSTRACT

To describe radiographic key patterns on Chest X-ray (CXR) in patients with SARS-CoV-2 infection, assessing the prevalence of radiographic signs of interstitial pneumonia. To evaluate pattern variation between a baseline and a follow-up CXR. 1117 patients tested positive for SARS-CoV-2 infection were retrospectively enrolled from four centers in Lombardy region. All patients underwent a CXR at presentation. Follow-up CXR was performed when clinically indicated. Two radiologists in each center reviewed images and classified them as suggestive or not for interstitial pneumonia, recording the presence of ground-glass opacity (GGO), reticular pattern or consolidation and their distribution. Pearson's χ2 test for categorical variables and McNemar test (χ2 for paired data) were performed. Patients mean age 63.3 years, 767 were males (65.5%). The main result is the large proportion of positive CXR in COVID-19 patients. Baseline CXR was positive in 940 patients (80.3%), with significant differences in age and sex distribution between patients with positive and negative CXR. 382 patients underwent a follow-up CXR. The most frequent pattern on baseline CXR was the GGO (66.1%), on follow-up was consolidation (53.4%). The most common distributions were peripheral and middle-lower lung zone. We described key-patterns and their distribution on CXR in a large cohort of COVID-19 patients: GGO was the most frequent finding on baseline CXR, while we found an increase in the proportion of lung consolidation on follow-up CXR. CXR proved to be a reliable tool in our cohort obtaining positive results in 80.3% of the baseline cases.


Subject(s)
COVID-19/diagnostic imaging , Radiography, Thoracic/methods , Adolescent , Adult , Aged , Aged, 80 and over , COVID-19/epidemiology , Cohort Studies , Female , Humans , Italy/epidemiology , Male , Middle Aged , Radiography, Thoracic/statistics & numerical data , Real-Time Polymerase Chain Reaction/methods
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