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1.
Eur Radiol ; 33(1): 23-33, 2023 Jan.
Article in English | MEDLINE | ID: mdl-35779089

ABSTRACT

OBJECTIVES: While chest radiograph (CXR) is the first-line imaging investigation in patients with respiratory symptoms, differentiating COVID-19 from other respiratory infections on CXR remains challenging. We developed and validated an AI system for COVID-19 detection on presenting CXR. METHODS: A deep learning model (RadGenX), trained on 168,850 CXRs, was validated on a large international test set of presenting CXRs of symptomatic patients from 9 study sites (US, Italy, and Hong Kong SAR) and 2 public datasets from the US and Europe. Performance was measured by area under the receiver operator characteristic curve (AUC). Bootstrapped simulations were performed to assess performance across a range of potential COVID-19 disease prevalence values (3.33 to 33.3%). Comparison against international radiologists was performed on an independent test set of 852 cases. RESULTS: RadGenX achieved an AUC of 0.89 on 4-fold cross-validation and an AUC of 0.79 (95%CI 0.78-0.80) on an independent test cohort of 5,894 patients. Delong's test showed statistical differences in model performance across patients from different regions (p < 0.01), disease severity (p < 0.001), gender (p < 0.001), and age (p = 0.03). Prevalence simulations showed the negative predictive value increases from 86.1% at 33.3% prevalence, to greater than 98.5% at any prevalence below 4.5%. Compared with radiologists, McNemar's test showed the model has higher sensitivity (p < 0.001) but lower specificity (p < 0.001). CONCLUSION: An AI model that predicts COVID-19 infection on CXR in symptomatic patients was validated on a large international cohort providing valuable context on testing and performance expectations for AI systems that perform COVID-19 prediction on CXR. KEY POINTS: • An AI model developed using CXRs to detect COVID-19 was validated in a large multi-center cohort of 5,894 patients from 9 prospectively recruited sites and 2 public datasets. • Differences in AI model performance were seen across region, disease severity, gender, and age. • Prevalence simulations on the international test set demonstrate the model's NPV is greater than 98.5% at any prevalence below 4.5%.


Subject(s)
COVID-19 , Deep Learning , Humans , Artificial Intelligence , Radiography, Thoracic/methods , Tomography, X-Ray Computed/methods , Retrospective Studies
2.
BMC Cancer ; 21(1): 253, 2021 Mar 09.
Article in English | MEDLINE | ID: mdl-33750342

ABSTRACT

BACKGROUND: The liver is one of the most frequent sites of metastases in rectal cancer. This study aimed to evaluate how the development of synchronous or metachronous liver metastasis and overall survival are impacted by baseline liver steatosis and chemotherapy-induced liver damage in rectal cancer patients. METHODS: Patients diagnosed with stage II to IV rectal cancer between 2010 and 2016 in our province with suitable baseline CT scan were included. Data on cancer diagnosis, staging, therapy, outcomes and liver function were collected. CT scans were retrospectively reviewed to assess baseline steatosis (liver density < 48 HU and/or liver-to-spleen ratio < 1.1). Among patients without baseline steatosis and treated with neoadjuvant chemotherapy, chemotherapy-induced liver damage was defined as steatosis appearance, ≥ 10% liver volume increase, or significant increase in liver function tests. RESULTS: We included 283 stage II to IV rectal cancer patients with suitable CT scan (41% females; mean age 68 ± 14 years). Steatosis was present at baseline in 90 (31.8%) patients, synchronous liver metastasis in 42 (15%) patients and metachronous liver metastasis in 26 (11%); 152 (54%) deaths were registered. The prevalence of synchronous liver metastasis was higher in patients with steatosis (19% vs 13%), while the incidence of metachronous liver metastasis was similar. After correcting for age, sex, stage, and year of diagnosis, steatosis was not associated with metachronous liver metastasis nor with overall survival. In a small analysis of 63 patients without baseline steatosis and treated with neoadjuvant chemotherapy, chemotherapy-induced liver damage was associated with higher incidence of metachronous liver metastasis and worse survival, results which need to be confirmed by larger studies. CONCLUSIONS: Our data suggest that rectal cancer patients with steatosis had a similar occurrence of metastases during follow-up, even if the burden of liver metastases at diagnosis was slightly higher, compatible with chance.


Subject(s)
Fatty Liver/complications , Liver Neoplasms/secondary , Rectal Neoplasms/pathology , Aged , Aged, 80 and over , Female , Humans , Liver/drug effects , Male , Middle Aged , Rectal Neoplasms/drug therapy , Rectal Neoplasms/mortality , Retrospective Studies , Tomography, X-Ray Computed
3.
Radiol Med ; 126(9): 1236-1248, 2021 Sep.
Article in English | MEDLINE | ID: mdl-34160775

ABSTRACT

In the past 20 years, Cardiac Computed Tomography (CCT) has become a pivotal technique for the noninvasive diagnostic work-up of coronary and cardiac diseases. Continuous technical and methodological improvements, combined with fast growing scientific evidence, have progressively expanded the clinical role of CCT. Recent large multicenter randomized clinical trials documented the high prognostic value of CCT and its capability to increase the cost-effectiveness of the management of patients with suspected CAD. In the meantime, CCT, initially perceived as a simple non-invasive technique for studying coronary anatomy, has transformed into a multiparametric "one-stop-shop" approach able to investigate the heart in a comprehensive way, including functional, structural and pathophysiological biomarkers. In this complex and revolutionary scenario, it is urgently needed to provide an updated guide for the appropriate use of CCT in different clinical settings. This manuscript, endorsed by the Italian Society of Medical and Interventional Radiology (SIRM) and by the Italian Society of Cardiology (SIC), represents the first of two consensus documents collecting the expert opinion of Radiologists and Cardiologists about current appropriate use of CCT.


Subject(s)
Cardiac Imaging Techniques , Computed Tomography Angiography , Coronary Disease/diagnostic imaging , Heart Defects, Congenital/diagnostic imaging , Heart/diagnostic imaging , Preoperative Care , Calcinosis/diagnostic imaging , Coronary Stenosis/diagnostic imaging , Coronary Stenosis/physiopathology , Fractional Flow Reserve, Myocardial , Humans , Primary Prevention
4.
Emerg Infect Dis ; 26(8): 1926-1928, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32396504
5.
Reprod Biomed Online ; 41(5): 903-906, 2020 11.
Article in English | MEDLINE | ID: mdl-32826162

ABSTRACT

RESEARCH QUESTION: Can the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) virus induce testis damage and dysfunction? DESIGN: This is the description of the case of a young man presenting with heavy testicular pain as the first symptom of COVID-19 infection. A review of the literature is also presented. RESULTS: SARS-CoV-2 may enter into the host cell by binding to angiotensin-converting enzyme 2. This receptor seems to be widely expressed in different testicular cell types, making possible the occurrence of orchitis in male patients with COVID-19 infection. From a review of the literature, it seems that there is currently no evidence of sexual transmission of SARS-CoV-2; however, the possibility of virus-induced testis damage and dysfunction cannot be excluded. CONCLUSIONS: Further studies are necessary on the pathological effect of SARS-CoV-2 in the male reproductive system and to ensure a proper andrological follow-up for male patients.


Subject(s)
Coronavirus Infections/diagnosis , Pelvic Pain/diagnosis , Pneumonia, Viral/diagnosis , Testicular Diseases/diagnosis , Testis/virology , Betacoronavirus/physiology , COVID-19 , Coronavirus Infections/complications , Coronavirus Infections/epidemiology , Diagnosis, Differential , Humans , Male , Pandemics , Pelvic Pain/epidemiology , Pelvic Pain/etiology , Pneumonia, Viral/complications , Pneumonia, Viral/epidemiology , SARS-CoV-2 , Testicular Diseases/epidemiology , Testicular Diseases/virology , Testis/pathology , Testis/physiology
6.
Radiol Med ; 125(11): 1040-1055, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32939626

ABSTRACT

Cardiac magnetic resonance (CMR) imaging is an effective method for noninvasively imaging the heart which in the last two decades impressively enhanced spatial and temporal resolution and imaging speed, broadening its spectrum of applications in cardiovascular disease. CMR imaging techniques are designed to noninvasively assess cardiovascular morphology, ventricular function, myocardial perfusion, tissue characterization, flow quantification and coronary artery disease. These intrinsic features yield CMR suitable for diagnosis, follow-up and longitudinal monitoring after treatment of cardiovascular diseases. The aim of this paper is to review the technical basis of CMR, from cardiac imaging planes to cardiac imaging sequences.


Subject(s)
Heart/diagnostic imaging , Magnetic Resonance Imaging/methods , Cardiac Imaging Techniques/methods , Coronary Artery Disease/diagnostic imaging , Heart Diseases/diagnostic imaging , Heart Rate , Humans , Imaging, Three-Dimensional , Magnetic Resonance Angiography/methods , Magnetic Resonance Imaging, Cine/methods , Myocardial Contraction , Myocardial Perfusion Imaging , Respiratory-Gated Imaging Techniques , Time Factors
7.
Liver Int ; 39(8): 1521-1534, 2019 08.
Article in English | MEDLINE | ID: mdl-30972903

ABSTRACT

BACKGROUND & AIMS: Non-invasive tests to diagnose non-alcoholic steatohepatitis (NASH) are urgently needed. This systematic review aims to evaluate imaging accuracy in diagnosing NASH among non-alcoholic fatty liver disease (NAFLD) patients, using liver biopsy as reference. METHODS: Eligible studies were systematic reviews and cross-sectional/cohort studies of NAFLD patients comparing imaging with histology, considering accuracy and/or associations. MEDLINE, Scopus, EMBASE and Cochrane Library databases were searched up to April 2018. Studies were screened on title/abstract, then assessed for eligibility on full-text. Data were extracted using a predesigned form. Risk of bias was assessed using Quality Assessment of Diagnostic Accuracy Studies-2 tool. RESULTS: Of the 641 studies screened, 61 were included in scoping review, 30 of which (with accuracy results) in data synthesis. Imaging techniques included: elastography (transient elastography-TE, acoustic radiation force impulse-ARFI, magnetic resonance elastography-MRE), ultrasound (US), magnetic resonance (MR), computed tomography and scintigraphy. Histological NASH definition was heterogeneous. In 28/30 studies, no prespecified threshold was used (high risk of bias). AUROCs were up to 0.82 for TE, 0.90 for ARFI, 0.93 for MRE and 0.82 for US scores. MR techniques with higher accuracy were spectroscopy (AUROC = 1 for alanine), susceptibility-weighted imaging (AUROC = 0.91), multiparametric MR (AUROC = 0.80), optical analysis (AUROC = 0.83), gadoxetic acid-enhanced MR (AUROCs = 0.85) and superparamagnetic iron oxide-enhanced MR (AUROC = 0.87). Results derived mostly from single studies without independent prospective validation. CONCLUSIONS: There is currently insufficient evidence to support the use of imaging to diagnose NASH. More studies are needed on US and MR elastography and non-elastographic techniques, to date the most promising methods.


Subject(s)
Non-alcoholic Fatty Liver Disease/diagnostic imaging , Elasticity Imaging Techniques , Humans , Liver/pathology , Non-alcoholic Fatty Liver Disease/pathology
8.
Int J Mol Sci ; 20(5)2019 Mar 08.
Article in English | MEDLINE | ID: mdl-30857165

ABSTRACT

18F-Sodium Fluoride (NaF) accumulates in areas of active hydroxyapatite deposition and potentially unstable atherosclerotic plaques. We assessed the presence of atherosclerotic plaques in 50 adult patients with HIV (HIV+) who had undergone two cardiac computed tomography scans to measure coronary artery calcium (CAC) progression. CAC and its progression are predictive of an unfavorable prognosis. Tracer uptake was quantified in six arterial territories: aortic arch, innominate carotid artery, right and left internal carotid arteries, left coronary (anterior descending and circumflex) and right coronary artery. Thirty-one patients showed CAC progression and 19 did not. At least one territory with high NaF uptake was observed in 150 (50%) of 300 arterial territories. High NaF uptake was detected more often in non-calcified than calcified areas (68% vs. 32%), and in patients without than in those with prior CAC progression (68% vs. 32%). There was no correlation between clinical and demographic variables and NaF uptake. In clinically stable HIV+ patients, half of the arterial territories showed a high NaF uptake, often in the absence of macroscopic calcification. NaF uptake at one time point did not correlate with prior progression of CAC. Prospective studies will demonstrate the prognostic significance of high NaF uptake in HIV+ patients.


Subject(s)
Coronary Artery Disease/diagnostic imaging , Fluorine Radioisotopes/analysis , HIV Infections/complications , Plaque, Atherosclerotic/diagnostic imaging , Vascular Calcification/diagnostic imaging , Aged , Coronary Artery Disease/complications , Coronary Artery Disease/pathology , Disease Progression , Female , HIV/isolation & purification , Humans , Male , Middle Aged , Plaque, Atherosclerotic/complications , Plaque, Atherosclerotic/pathology , Positron Emission Tomography Computed Tomography , Sodium Fluoride/analysis , Vascular Calcification/complications , Vascular Calcification/pathology
9.
Radiol Med ; 121(1): 12-8, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26210815

ABSTRACT

PURPOSE: To establish the appropriate number of Cardiac-CT and Cardio-MR examinations, to determine an economically justified and sustainable investment in these two technologies, for an exclusive cardiologic use. MATERIALS AND METHODS: From July 2013 to July 2014, through a survey in four different Italian Departments of Radiology, data on the costs of Cardiac-CT and Cardiac-MR examinations were collected. For the evaluation of the costs of examinations, it was used an analytical accounting system, considering only the direct costs (consumables, health personnel work time, equipment amortization/maintenance) and other costs (utilities, services, etc.). Indirect costs (general costs) were not assessed. It was made a simulation, assuming an exclusive use of the CT and MR equipments for Cardiac-CT and Cardiac-MR examinations, calculating the annual number necessary to arrive at the Break Even Point (BEP: the point at which cost or expenses and revenue are equal). RESULTS: On the basis of the CT costs, in order to reach the BEP, performing only Cardiac-CT examinations, an average of 2641-2752 examinations/year is needed. The annual time commitment of the Medical Professional to ensure the number of examinations to reach the BEP is 2625-2750 h/year, equivalent to two Medical Doctors in a Cardiology Department. The recent Cardiac-CT Italian Registry, in the period January-June 2011, reports a number of examinations of 3455 patients in 47 different Centers, distributed throughout the whole national territory. With regard to MR, in order to reach the BEP, performing only Cardiac-MR examinations, an average of 2435-3123 examinations/year is needed. The annual time commitment of the Medical Professional to ensure the number of examinations to reach the BEP is 2437-3125 h/year, equivalent to two Medical Doctors in a Cardiology Department. The recent Cardiac-MR Italian Registry reports a number of examinations of 3776 patients in 40 Centers, distributed throughout the whole national territory. CONCLUSION: This research has shown that, only on the basis of costs, currently in Italy is anti-economic an exclusive use of CT or MR equipment for cardiac exams, unless it's not decided, regardless of the recent guidelines and clinical indications, to submit all patients with cardiac diseases (diseases of the coronary arteries and cardiomyopathies) to Cardiac-CT and Cardiac-MR examinations. This might likely to increase both the inappropriate examinations and either health spending and in the case of CT with important repercussions, in terms of radio-exposure, subject to forensic procedures.


Subject(s)
Cardiovascular Diseases/diagnosis , Costs and Cost Analysis , Magnetic Resonance Imaging/economics , Magnetic Resonance Imaging/statistics & numerical data , Tomography, X-Ray Computed/economics , Tomography, X-Ray Computed/statistics & numerical data , Cardiovascular Diseases/diagnostic imaging , Humans , Italy , Registries , Surveys and Questionnaires
10.
Med Lav ; 107(4): 263-70, 2016 07 26.
Article in English | MEDLINE | ID: mdl-27464899

ABSTRACT

BACKGROUND: The number of Magnetic Resonance Imaging (MRI) operators is rapidly increasing. In these workers, a high prevalence of certain subjective symptoms has been described but until now scant research is available on this topic. OBJECTIVES: To assess the prevalence and the evolution of symptoms over time in a group of operators recently engaged in MRI, also considering the possible role played by factors such as age, gender and occupational stress. METHODS: In 17 physicians exclusively engaged in MRI - 6 working with 1.5 T scanners only and 11 with both 1.5 and 3T - subjective symptoms were evaluated at the beginning of MRI activity and after 2 months by using an ad hoc questionnaire. The questionnaire also included items on occupational stress. RESULTS: At the start of MRI activity, 81% of the subjects reported at least one of the investigated symptoms; after 2 months, 85% of the symptomatic operators reported the regression of one or more symptoms. In operators with high exposure (1.5 and 3 T scanners), the mean number of symptoms tended to be higher compared with those with lower exposure (1.5 T only), and the reduction after 2 months was significantly greater. In the whole group, occupational stress was significantly correlated with the total number of symptoms and to some of the symptoms more specifically. As stress did not differ between highly- and lowly- exposed, there is no reason to assume an influence on the observed differences in the prevalence and reduction of symptoms. CONCLUSIONS: Our data suggest that MRI operators may experience various symptoms at the beginning of activity, rapidly reversible in a few weeks. The trend over longer periods deserves further study. Occupational stress may play a role in symptoms. The duration of previous MRI work (particularly short-term) as well as work-related stress should be adequately addressed in future studies on subjective symptoms in operators.


Subject(s)
Diagnostic Self Evaluation , Magnetic Resonance Imaging , Occupational Diseases/diagnosis , Occupational Exposure/statistics & numerical data , Radiology , Adult , Female , Humans , Male , Symptom Assessment
12.
Radiol Med ; 120(2): 228-38, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25100304

ABSTRACT

PURPOSE: This study aimed to evaluate 3-T magnetic resonance imaging in the analysis of caesarean scars in women with prior caesarean section (pCS) and investigate the potential added value of diffusion tensor imaging (3T-MR-DTI) with fibre tracking reconstruction, compared with transvaginal ultrasound (TVUS). METHODS: Thirty women who had previously undergone elective CS in a singleton pregnancy at term were examined (19 women with one pCS formed group 1 and 11 women with two pCS formed group 2). Patients underwent TVUS and 3T-MR-DTI within 2 days. Twelve women with prior vaginal delivery served as controls and underwent only 3T-MR. Uterine fibre architecture was depicted by MR-DTI with 3D tractography reconstruction providing quali-quantitative analysis of fibre, described as the reduction of number of longitudinal fibres that run through the uterine scar. RESULTS: Six subjects were excluded. According to 3T-MR morphology, scars were described as linear (n = 12) and retracting (n = 12); disagreement with TVUS was 54 %. The thickness of myometrium at the scar level was found to be significantly greater with 3T-MR compared to TVUS in linear scars (p = 0.01). No difference was found among retracting scars. In controls, according to 3T-MR-DTI, longitudinal myometrial fibres running in the anterior wall were similar to those in the posterior wall at same level -2 %; -27 % + 22 %). In groups 1 and 2 there was significant reduction in anterior fibres compared to posterior ones (-53 %; -77 % - 34 %; p = 0.0001). Among retracting scars, fibre reduction was significantly higher compared to linear scars, p < 0.016. CONCLUSIONS: The added value of 3T-MR with DTI lies in the prompt evaluation of muscle fibre remaining at scar level.


Subject(s)
Cesarean Section , Cicatrix/diagnostic imaging , Cicatrix/pathology , Diffusion Magnetic Resonance Imaging , Diffusion Tensor Imaging , Adult , Cesarean Section/adverse effects , Cicatrix/etiology , Female , Humans , Ultrasonography , Vagina
13.
Radiol Med ; 120(10): 919-29, 2015 Oct.
Article in English | MEDLINE | ID: mdl-25700633

ABSTRACT

PURPOSE: Cardiac CT (CCT) is an imaging modality that is becoming a standard in clinical cardiology. We evaluated indications, safety, and impact on patient management of routine CCT in a multicenter national registry. MATERIALS AND METHODS: During a period of 6 months, 47 centers in Italy enrolled 3,455 patients. RESULTS: CCT was performed mainly with 64-slice CT scanners (73.02 %). Contrast agents were administrated in 3,185 patients (92.5 %). Mean DLP changes with type of scanner and was lower in >64 row detector scanner. The most frequent indication for CCT was suspected CAD (44.8 %), followed by calcium scoring (9.6 %), post-angioplasty/stenting (8.3 %), post-CABGs (7.5 %), study of cardiac anatomy (4.22 %) and assessment in patients with known CAD (4.1 %) and acute chest pain (1.99 %). Most of the CCTs were performed in outpatient settings (2,549; 74 %) and a minority in inpatient settings (719, 20.8 %). Adverse clinical events (mild-moderate) occurred in 26 examinations (0.75 %). None of them was severe. In 45.3 % of the cases CCT findings impacted patient management. CONCLUSION: CCT is performed with different workloads in participating centers. It is a safe procedure and its results have a strong impact on patient management.


Subject(s)
Cardiac Imaging Techniques , Heart Diseases/diagnostic imaging , Registries , Tomography, X-Ray Computed , Adolescent , Adult , Aged , Aged, 80 and over , Cardiac Imaging Techniques/methods , Child , Child, Preschool , Female , Humans , Infant , Italy , Male , Middle Aged , Tomography, X-Ray Computed/methods , Young Adult
14.
Circulation ; 128(1): 42-9, 2013 Jul 02.
Article in English | MEDLINE | ID: mdl-23709669

ABSTRACT

BACKGROUND: The natural history of myopericarditis/perimyocarditis is poorly known, and recently published studies have presented contrasting data on their outcomes. The aim of the present article is to assess the prognosis of myopericarditis/perimyocarditis in a multicenter, prospective cohort study. METHODS AND RESULTS: A total of 486 patients (median age, 39 years; range, 18-83 years; 300 men) with acute pericarditis or a myopericardial inflammatory syndrome (myopericarditis/perimyocarditis; 85% idiopathic, 11% connective tissue disease or inflammatory bowel disease, 5% infective) were prospectively evaluated from January 2007 to December 2011. The diagnosis of acute pericarditis was based on the presence of 2 of 4 clinical criteria (chest pain, pericardial rubs, widespread ST-segment elevation or PR depression, and new or worsening pericardial effusion). Myopericardial inflammatory involvement was suspected with atypical ECG changes for pericarditis, arrhythmias, and cardiac troponin elevation or new or worsening ventricular dysfunction on echocardiography and confirmed by cardiac magnetic resonance. After a median follow-up of 36 months, normalization of left ventricular function was achieved in >90% of patients with myopericarditis/perimyocarditis. No deaths were recorded, as well as evolution to heart failure or symptomatic left ventricular dysfunction. Recurrences (mainly as recurrent pericarditis) were the most common complication during follow-up and were recorded more frequently in patients with acute pericarditis (32%) than in those with myopericarditis (11%) or perimyocarditis (12%; P<0.001). Troponin elevation was not associated with an increase in complications. CONCLUSIONS: The outcome of myopericardial inflammatory syndromes is good. Unlike acute coronary syndromes, troponin elevation is not a negative prognostic marker in this setting.


Subject(s)
Myocarditis/complications , Myocarditis/drug therapy , Pericarditis/complications , Pericarditis/drug therapy , Acute Disease , Adolescent , Adult , Aged , Aged, 80 and over , Anti-Inflammatory Agents, Non-Steroidal/therapeutic use , Arrhythmias, Cardiac/complications , Aspirin/therapeutic use , Biomarkers/blood , Connective Tissue Diseases/complications , Disease-Free Survival , Female , Follow-Up Studies , Humans , Ibuprofen/therapeutic use , Inflammatory Bowel Diseases/complications , Male , Middle Aged , Prognosis , Prospective Studies , Troponin/blood , Young Adult
16.
Magn Reson Imaging ; 113: 110214, 2024 Jul 22.
Article in English | MEDLINE | ID: mdl-39047852

ABSTRACT

OBJECTIVE: The research aimed to determine whether and which radiomic features from breast dynamic contrast enhanced (DCE) MRI could predict the presence of BRCA1 mutation in patients with triple-negative breast cancer (TNBC). MATERIAL AND METHODS: This retrospective study included consecutive patients histologically diagnosed with TNBC who underwent breast DCE-MRI in 2010-2021. Baseline DCE-MRIs were retrospectively reviewed; percentage maps of wash-in and wash-out were computed and breast lesions were manually segmented, drawing a 5 mm-Region of Interest (ROI) inside the tumor and another 5 mm-ROI inside the contralateral healthy gland. Features for each map and each ROI were extracted with Pyradiomics-3D Slicer and considered first separately (tumor and contralateral gland) and then together. In each analysis the more important features for BRCA1 status classification were selected with Maximum Relevance Minimum Redundancy algorithm and used to fit four classifiers. RESULTS: The population included 67 patients and 86 lesions (21 in BRCA1-mutated, 65 in non BRCA-carriers). The best classifiers for BRCA mutation were Support Vector Classifier and Logistic Regression in models fitted with both gland and tumor features, reaching an Area Under ROC Curve (AUC) of 0.80 (SD 0.21) and of 0.79 (SD 0.20), respectively. Three features were higher in BRCA1-mutated compared to non BRCA-mutated: Total Energy and Correlation from gray level cooccurrence matrix, both measured in contralateral gland in wash-out maps, and Root Mean Squared, selected from the wash-out map of the tumor. CONCLUSIONS: This study showed the feasibility of a radiomic study with breast DCE-MRI and the potential of radiomics in predicting BRCA1 mutational status.

17.
Calcif Tissue Int ; 93(5): 413-8, 2013 Nov.
Article in English | MEDLINE | ID: mdl-23975212

ABSTRACT

HIV-infected individuals suffer from accelerated aging, which manifests as premature cardiovascular and bone disease. However, little is known of the association of these two disorders in the HIV population. Our objective was to investigate the association between a marker of atherosclerosis (coronary artery calcium [CAC]) and low bone mineral density (BMD) in a cross-sectional cohort of HIV-infected patients. The study was conducted at the University of Modena and Reggio Emilia, Italy. A total of 636 consecutive middle-aged, HIV-infected subjects were recruited between January 2006 and December 2010. All patients underwent CAC and BMD assessment. Patients were categorized according to a CAC score <100 or >100 units based on previous literature that identified this cut-point as a marker of increased risk. Low femoral and lumbar spine BMD was defined as <25th percentile value for the study cohort. Logistic regression and bootstrap analysis were used to assess the independent association between CAC and BMD. The main outcome measure was a CAC score >100. Patients with CAC > 100 were older and more likely to be men, diabetic, and overweight. Patients with CAC < 100 had better renal function and a lower cardiovascular risk profile. After adjusting for age, sex, traditional and HIV-specific risk factors, vitamin D level, and PTH level, there was a significant association between CAC > 100 and low BMD for the femur (OR = 2.33, 95 % CI 1.09-4.99; p = 0.02) but not for the spine. Bootstrap analyses confirmed these findings. In summary, CAC was independently associated with low femoral BMD in HIV-infected patients. Future studies should test whether therapies that attenuate cardiovascular risk in HIV favorably impact bone health.


Subject(s)
Bone Density/physiology , HIV Infections/epidemiology , Vascular Calcification/epidemiology , Adult , Calcium/metabolism , Cohort Studies , Coronary Vessels/metabolism , Cross-Sectional Studies , Female , HIV Infections/complications , HIV Infections/physiopathology , HIV-1 , Humans , Male , Middle Aged , Vascular Calcification/complications , Vascular Calcification/physiopathology
18.
Nutrients ; 15(2)2023 Jan 11.
Article in English | MEDLINE | ID: mdl-36678245

ABSTRACT

The aim of this study was to evaluate the association of adipose tissue characteristics with survival in rectal cancer patients. All consecutive patients, diagnosed with stage II-IV rectal cancer between 2010-2016 using baseline unenhanced Computed Tomography (CT), were included. Baseline total, subcutaneous and visceral adipose tissue areas (TAT, SAT, VAT) and densities (TATd, SATd, VATd) at third lumbar vertebra (L3) were retrospectively measured. The association of these tissues with cancer-specific and progression-free survival (CCS, PFS) was assessed by using competitive risk models adjusted by age, sex and stage. Among the 274 included patients (median age 70 years, 41.2% females), the protective effect of increasing adipose tissue area on survival could be due to random fluctuations (e.g., sub-distribution hazard ratio-SHR for one cm2 increase in SAT = 0.997; 95%confidence interval-CI = 0.994-1.000; p = 0.057, for CSS), while increasing density was associated with poorer survival (e.g., SHR for one Hounsfield Unit-HU increase in SATd = 1.03, 95% CI = 1.01-1.05, p = 0.002, for CSS). In models considering each adipose tissue area and respective density, the association with CSS tended to disappear for areas, while it did not change for TATd and SATd. No association was found with PFS. In conclusion, adipose tissue density influenced survival in rectal cancer patients, raising awareness on a routinely measurable variable that requires more research efforts.


Subject(s)
Rectal Neoplasms , Subcutaneous Fat , Female , Humans , Aged , Male , Retrospective Studies , Abdominal Fat , Adipose Tissue , Rectal Neoplasms/diagnostic imaging , Intra-Abdominal Fat/diagnostic imaging
19.
Nat Rev Endocrinol ; 19(5): 299-310, 2023 05.
Article in English | MEDLINE | ID: mdl-36805052

ABSTRACT

Hyperferritinaemia is a common laboratory finding that is often associated with metabolic dysfunction and fatty liver. Metabolic hyperferritinaemia reflects alterations in iron metabolism that facilitate iron accumulation in the body and is associated with an increased risk of cardiometabolic and liver diseases. Genetic variants that modulate iron homeostasis and tissue levels of iron are the main determinants of serum levels of ferritin in individuals with metabolic dysfunction, raising the hypothesis that iron accumulation might be implicated in the pathogenesis of insulin resistance and the related organ damage. However, validated criteria for the non-invasive diagnosis of metabolic hyperferritinaemia and the staging of iron overload are still lacking, and there is no clear evidence of a benefit for iron depletion therapy. Here, we provide an overview of the literature on the relationship between hyperferritinaemia and iron accumulation in individuals with metabolic dysfunction, and on the associated clinical outcomes. We propose an updated definition and a provisional staging system for metabolic hyperferritinaemia, which has been agreed on by a multidisciplinary global panel of expert researchers. The goal is to foster studies into the epidemiology, genetics, pathophysiology, clinical relevance and treatment of metabolic hyperferritinaemia, for which we provide suggestions on the main unmet needs, optimal design and clinically relevant outcomes.


Subject(s)
Iron Overload , Iron , Humans , Iron/metabolism , Ferritins/genetics , Ferritins/metabolism , Iron Overload/diagnosis , Iron Overload/genetics
20.
Am Heart J ; 163(6): 1024-30, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22709756

ABSTRACT

BACKGROUND: Epicardial adipose tissue (EAT) may contribute to the development of coronary atherosclerosis via paracrine secretion of inflammatory cytokines. METHODS: This is a prospective, observational study of 240 consecutive HIV-infected patients receiving antiretroviral therapy. All patients underwent 2 sequential chest computed tomographic scans to assess the change in coronary artery calcium (CAC), a marker of subclinical atherosclerosis, and EAT volume. Patients with known cardiovascular disease were excluded. Factors independently associated with EAT change were explored using multivariable linear regression analyses. The association between EAT increase and CAC progression was explored using logistic regression analyses. RESULTS: Two hundred forty patients were included. Patients' mean age was 47.5 ± 8 years, and 68% were men. The median interval between computed tomographic scans was 18.7 months (interquartile range 10-27 months). Men showed a larger increase in EAT (5 ± 14.2 cm(3)) than did women (-0.45 ± 8.8 cm(3), P = .007). Factors independently associated with change in EAT were CD4(+) recovery (ß = 0.43, CI 0.05-0.82) and male gender (ß = 5.65, CI, 1.05-10.26). Change in EAT was independently associated with CAC progression (odds ratio 1.04, 95% CI 1.004-1.88, P = .030) after adjusting for traditional cardiovascular risk factors. CONCLUSIONS: In this cohort of patients with HIV receiving antiretroviral therapy, male gender and CD4(+) were independent predictors of EAT increase, and there was a parallel progression of CAC and EAT. Abnormal immunoreactivity associated with T-lymphocyte recovery should be further studied as a determinant of atherosclerosis progression in HIV-infected patients.


Subject(s)
Adiposity , Coronary Artery Disease/epidemiology , HIV Infections/epidemiology , Pericardium/metabolism , Adipose Tissue , Anti-Retroviral Agents/therapeutic use , Comorbidity , Coronary Artery Disease/blood , Coronary Vessels/chemistry , Cytokines/blood , Female , HIV Infections/drug therapy , Humans , Logistic Models , Male , Pericardium/pathology , Prospective Studies , Risk Assessment , Tomography, X-Ray Computed
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