7 results on '"Sanna PMG"'
Search Results
2. Convolutional neural networks for automatic MR classification of myocardial iron overload in thalassemia major patients.
- Author
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Positano V, Meloni A, De Santi LA, Pistoia L, Borsellino Z, Cossu A, Massei F, Sanna PMG, Santarelli MF, and Cademartiri F
- Abstract
Objectives: To develop a deep-learning model for supervised classification of myocardial iron overload (MIO) from magnitude T2* multi-echo MR images., Materials and Methods: Eight hundred twenty-three cardiac magnitude T2* multi-slice, multi-echo MR images from 496 thalassemia major patients (285 females, 57%), labeled for MIO level (normal: T2* > 20 ms, moderate: 10 ≤ T2* ≤ 20 ms, severe: T2* < 10 ms), were retrospectively studied. Two 2D convolutional neural networks (CNN) developed for multi-slice (MS-HippoNet) and single-slice (SS-HippoNet) analysis were trained using 5-fold cross-validation. Performance was assessed using micro-average, multi-class accuracy, and single-class accuracy, sensitivity, and specificity. CNN performance was compared with inter-observer agreement between radiologists on 20% of the patients. The agreement between patients' classifications was assessed by the inter-agreement Kappa test., Results: Among the 165 images in the test set, a multi-class accuracy of 0.885 and 0.836 was obtained for MS- and SS-Hippo-Net, respectively. Network performances were confirmed on external test set analysis (0.827 and 0.793 multi-class accuracy, 29 patients from the CHMMOTv1 database). The agreement between automatic and ground truth classification was good (MS: κ = 0.771; SS: κ = 0.614), comparable with the inter-observer agreement (MS: κ = 0.872, SS: κ = 0.907) evaluated on the test set., Conclusion: The developed networks performed classification of MIO level from multiecho, bright-blood, and T2* images with good performances., Key Points: Question MRI T2* represents the established clinical tool for MIO assessment. Quality control of the image analysis is a problem in small centers. Findings Deep learning models can perform MIO staging with good accuracy, comparable to inter-observer variability of the standard procedure. Clinical relevance CNN can perform automated staging of cardiac iron overload from multiecho MR sequences facilitating non-invasive evaluation of patients with various hematologic disorders., Competing Interests: Compliance with ethical standards. Guarantor: The scientific guarantor of this publication is Dr Filippo Cademartiri. Conflict of interest: The authors of this manuscript declare no relationships with any companies, whose products or services may be related to the subject matter of the article. Statistics and biometry: One of the authors (Antonella Meloni) has significant statistical expertise. Informed consent: Written informed consent was obtained from all subjects (patients) in this study. Ethical approval: Institutional Review Board approval was obtained. Study subjects or cohorts overlap: The image data used in the study represents part of the MIOT/eMIOT database, which was previously involved in several studies of thalassemia major patients with different scientific objectives. Methodology: Retrospective Observational Performed at one institution, (© 2024. The Author(s), under exclusive licence to European Society of Radiology.)
- Published
- 2024
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3. Left atrial strain in patients with β-thalassemia major: a cross-sectional CMR study.
- Author
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Meloni A, Saba L, Positano V, Pistoia L, Porcu M, Massei F, Sanna PMG, Longo F, Giovangrossi P, Argento C, Gerardi C, Cademartiri F, and Cau R
- Subjects
- Humans, Female, Male, Cross-Sectional Studies, Adult, Case-Control Studies, Magnetic Resonance Imaging methods, Atrial Function, Left physiology, Contrast Media, Magnetic Resonance Imaging, Cine methods, beta-Thalassemia diagnostic imaging, beta-Thalassemia complications, Heart Atria diagnostic imaging, Heart Atria physiopathology
- Abstract
Objectives: The aim of this cross-sectional study was to investigate the association of left atrial (LA) strain parameters with demographics, clinical data, cardiovascular magnetic resonance (CMR) findings, and cardiac complications (heart failure and arrhythmias) in a cohort of patients with β-thalassemia major (β-TM)., Materials and Methods: We considered 264 β-TM patients (133 females, 36.79 ± 11.95 years) consecutively enrolled in the Extension-Myocardial Iron Overload in Thalassemia (E-MIOT) project. Moreover, we included 35 sex- and age-matched healthy controls (14 females, mean age 37.36 ± 17.52 years). Reservoir, conduit, and booster LA functions were analysed by CMR feature tracking using dedicated software., Results: Compared to the healthy control group, β-TM patients demonstrated lower LA reservoir strain and booster strains, as well as LA reservoir and booster strain rates. However, no differences were found in LA conduit deformation parameters. In β-TM patients, ageing, sex, and left ventricle (LV) volume indexes were independent determinants of LA strain parameters. The number of segments with late gadolinium enhancement (LGE) significantly correlated with all LA strain parameters, with the exception of the LA conduit rate. Patients with cardiac complications exhibited significantly impaired strain parameters compared to patients without cardiac complications., Conclusion: In patients with β-TM, LA strain parameters were impaired compared to control subjects, and they exhibited a significant correlation with the number of LV segments with LGE. Furthermore, patients with cardiac complications had impaired left atrial strain parameters. Clinical relevance statement In patients with β-thalassemia major, left atrial strain parameters were impaired compared to control subjects and emerged as a sensitive marker of cardiac complications, stronger than cardiac iron levels., Key Points: • Compared to healthy subjects, β-thalassemia major patients demonstrated significantly lower left atrial reservoir strain and booster strains, as well as left atrial reservoir and booster strain rates. • In β-thalassemia major, ageing, sex, and left ventricular volume indexes were independent determinants of left atrial strain parameters, while left atrial strain parameters were not correlated with myocardial iron overload. • An independent association between reduced left atrial strain parameters and a history of cardiac complications was found in β-thalassemia major patients., (© 2024. The Author(s), under exclusive licence to European Society of Radiology.)
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- 2024
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4. Myocardial tissue characterization by segmental T2 mapping in thalassaemia major: detecting inflammation beyond iron.
- Author
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Meloni A, Pistoia L, Positano V, Martini N, Borrello RL, Sbragi S, Spasiano A, Casini T, Bitti PP, Putti MC, Cuccia L, Allò M, Massei F, Sanna PMG, De Caterina R, Quaia E, Cademartiri F, and Pepe A
- Subjects
- Female, Humans, Iron, Contrast Media, Gadolinium, Myocardium, Magnetic Resonance Imaging methods, Inflammation diagnostic imaging, beta-Thalassemia diagnostic imaging, Iron Overload diagnostic imaging
- Abstract
Aims: We measured myocardial T2 values by a segmental approach in thalassaemia major (TM) patients, comparing such values against T2* values for the detection of myocardial iron overload (MIO), evaluating their potential in detecting subclinical inflammation, and correlating with clinical status., Methods and Results: One-hundred and sixty-six patients (102 females, 38.29 ± 11.49years) enrolled in the Extension-Myocardial Iron Overload in Thalassemia Network underwent magnetic resonance imaging for the assessment of hepatic, pancreatic, and cardiac iron overload (T2* technique), of biventricular function (cine images), and of replacement myocardial fibrosis [late gadolinium enhancement (LGE)]. T2 and T2* values were quantified in all 16 myocardial segments, and the global value was the mean of all segments. Global heart T2 values were significantly higher in TM than in a cohort of 80 healthy subjects. T2 and T2* values were significantly correlated. Out of the 25 patients with a decreased global heart T2* value, 11 (44.0%) had reduced T2 values. No patient with a normal T2* value had a decreased T2 value.Eleven (6.6%) patients had a decreased global heart T2 value, 74 (44.6%) a normal global heart T2 value, and 81 (48.8%) an increased global heart T2 value. Biventricular function was comparable amongst the three groups, whilst LGE was significantly more frequent in patients with reduced vs. increased global heart T2 value. Compared with the other two groups, patients with reduced T2 values had significantly higher hepatic and pancreatic iron deposition., Conclusion: In TM, T2 mapping does not offer any advantage in terms of sensitivity for MIO assessment but detects subclinical myocardial inflammation., Competing Interests: Conflict of interest: AP received speakers’ honoraria from Chiesi Farmaceutici S.p.A. The remaining authors have nothing to disclose., (© The Author(s) 2023. Published by Oxford University Press on behalf of the European Society of Cardiology. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)
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- 2023
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5. Gender Differences in Knowledge and Perception of Cardiovascular Disease among Italian Thalassemia Major Patients.
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Meloni A, Pistoia L, Maffei S, Marcheschi P, Casini T, Spasiano A, Bitti PP, Cuccia L, Corigliano E, Sanna PMG, Massei F, Positano V, and Cademartiri F
- Abstract
We evaluated gender differences in knowledge and perception of cardiovascular disease (CVD) among Italian thalassemia major (TM) patients. An anonymous questionnaire was completed by 139 β-TM patients (87 (62.7%) females, 40.90 ± 8.03 years). Compared to females, males showed a significantly higher frequency of CVDs, and they less frequently selected tumors in general as the greatest health problem for people of the same age and gender (48.1% vs. 66.7%; p = 0.031) and as the greatest danger to their future health (26.9% vs. 43.7%; p = 0.048). CVDs were designated as the greatest danger to their future health by a significantly higher percentage of males than females (53.8% vs. 36.8%; p = 0.048). Both males and females showed a good knowledge of cardiovascular risk factors and preventive measures for CVDs. No gender differences were detected in the subjective well-being and the perceived cardiovascular risk. The perceived risk was not influenced by age, presence of cardiovascular risk factors, or disease, but no patient with a low perceived CVD risk had myocardial iron overload. Our findings highlight the need to implement future educational programs aimed at increasing the awareness of CVD as the greatest health issue, especially among the female TM population, and at informing TM patients of the different actors, besides iron, that play a role in the development of cardiovascular complications.
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- 2022
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6. Myocardial iron overload by cardiovascular magnetic resonance native segmental T1 mapping: a sensitive approach that correlates with cardiac complications.
- Author
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Meloni A, Martini N, Positano V, De Luca A, Pistoia L, Sbragi S, Spasiano A, Casini T, Bitti PP, Allò M, Sanna PMG, De Caterina R, Sinagra G, and Pepe A
- Subjects
- Female, Gadolinium, Humans, Magnetic Resonance Imaging, Cine, Magnetic Resonance Spectroscopy, Myocardium, Predictive Value of Tests, Ventricular Function, Left, Contrast Media, Iron Overload diagnostic imaging, Iron Overload etiology
- Abstract
Background: We compared cardiovascular magnetic resonance segmental native T1 against T2* values for the detection of myocardial iron overload (MIO) in thalassaemia major and we evaluated the clinical correlates of native T1 measurements., Methods: We considered 146 patients (87 females, 38.7 ± 11.1 years) consecutively enrolled in the Extension-Myocardial Iron Overload in Thalassaemia Network. T1 and T2* values were obtained in the 16 left ventricular (LV) segments. LV function parameters were quantified by cine images. Post-contrast late gadolinium enhancement (LGE) and T1 images were acquired., Results: 64.1% of segments had normal T2* and T1 values while 10.1% had pathologic T2* and T1 values. In 526 (23.0%) segments, there was a pathologic T1 and a normal T2* value while 65 (2.8%) segments had a pathologic T2* value but a normal T1 and an extracellular volume (ECV) ≥ 25% was detected in 16 of 19 segments where ECV was quantified. Global native T1 was independent from gender or LV function but decreased with increasing age. Patients with replacement myocardial fibrosis had significantly lower native global T1. Patients with cardiac complications had significantly lower native global T1., Conclusions: The combined use of both segmental native T1 and T2* values could improve the sensitivity for detecting MIO. Native T1 is associated with cardiac complications in thalassaemia major.
- Published
- 2021
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7. Changing patterns of thalassaemia in Italy: a WebThal perspective.
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Longo F, Corrieri P, Origa R, Barella S, Sanna PMG, Bitti PP, Zuccarelli A, Commendatore FV, Vitucci A, Quarta A, Lisi R, Cappellini MD, Massei F, Forni GL, and Piga A
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- Adolescent, Adult, Child, Cross-Sectional Studies, Female, Humans, Iron Overload epidemiology, Italy epidemiology, Male, Middle Aged, Thalassemia blood, Young Adult, Blood Transfusion, Thalassemia epidemiology, Thalassemia therapy
- Abstract
Background: Migration has impacted the spread of thalassaemia which is gradually becoming a global health problem. Italy, with an approximate estimation of 7,000 patients, does not have an accurate national record for haemoglobinopathies. This cross-sectional evaluation includes data for approximately 50% of beta-thalassaemia patients in Italy to provide an overview of the burden of thalassaemia syndromes., Materials and Methods: The analysis included data on epidemiology, transfusions and clinical parameters from 3,986 thalassaemia patients treated at 36 centres in Italy who were alive on 31
st December 2017. The study used WebThal, a computerised clinical record that is completely free-of-charge and that does not have any mandatory fields to be filled., Results: For patients with thalassaemia major, 68% were aged ≥35 years and 11% were aged ≤18 years. Patients with thalassaemia intermedia were slightly older. Transfusion data, reported in a subgroup of 1,162 patients, showed 9% had pre-transfusion haemoglobin <9 g/dL, 63% had levels between ≥9 and <10 g/dL, and 28% had levels ≥10 g/dL. These 1,162 patients underwent 22,272 transfusion days during 2017, with a mean of 19 transfusion days/year/patient (range 1-54 days). Severity of iron overload was reported in 756 patients; many had moderate or mild liver iron load (74% had liver iron <7.5 mg/g dry weight). In the same cohort, 85% of patients had no signs of cardiac iron load (MRT2* >20 ms), and only 3% showed signs of high-risk heart condition (T2* <10 ms). Most patients had normal alanine amino transferase levels due to treatment with the new anti-hepatitis C virus (HCV) drugs., Discussion: This study provides an overview of the current health status of patients with thalassaemia in Italy. Moreover, these data support the need for a national comprehensive thalassaemia registry.- Published
- 2021
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