Laura Tofanelli’s research while affiliated with WWF Italy and other places

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Publications (6)


DESCRIPTION OF THE CLINICAL AND RADIOLOGICAL CHARACTERISTICS OF PULMONARY EMBOLISM IN COVID-19 VERSUS NON COVID-19 PATIENTS: A MULTICENTRIC CROSS-SECTIONAL STUDY OVER A 24-MONTH PERSPECTIVE
  • Article

January 2025

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8 Reads

Journal of Thrombosis and Haemostasis

Paola Sterpone

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Marco Paolo Donadini

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Irene Abatangelo

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[...]

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Table 1 (continued)
Fig. 2 3D and 2D contour-focused segmentation. Box and whisker plots show the interobserver reliability of feature classes grouped according to image type
Table 2 (continued)
Fig. 3 3D and 2D contour-focused segmentation. Box and whisker plots show the overall interobserver reliability of matching feature classes derived from CT and MRI, as well as T1-weighted and T2-weighted MRI sequences, grouped according to image type
Feature selection process and exploratory machine learn- ing pipeline in the reproducible feature datasets. The results of each annotation and image type combination are reported
Effects of Interobserver Variability on 2D and 3D CT- and MRI-Based Texture Feature Reproducibility of Cartilaginous Bone Tumors
  • Article
  • Full-text available

August 2021

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116 Reads

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36 Citations

Journal of Digital Imaging

This study aims to investigate the influence of interobserver manual segmentation variability on the reproducibility of 2D and 3D unenhanced computed tomography (CT)- and magnetic resonance imaging (MRI)-based texture analysis. Thirty patients with cartilaginous bone tumors (10 enchondromas, 10 atypical cartilaginous tumors, 10 chondrosarcomas) were retrospectively included. Three radiologists independently performed manual contour-focused segmentation on unenhanced CT and T1-weighted and T2-weighted MRI by drawing both a 2D region of interest (ROI) on the slice showing the largest tumor area and a 3D ROI including the whole tumor volume. Additionally, a marginal erosion was applied to both 2D and 3D segmentations to evaluate the influence of segmentation margins. A total of 783 and 1132 features were extracted from original and filtered 2D and 3D images, respectively. Intraclass correlation coefficient ≥ 0.75 defined feature stability. In 2D vs. 3D contour-focused segmentation, the rates of stable features were 74.71% vs. 86.57% ( p < 0.001), 77.14% vs. 80.04% ( p = 0.142), and 95.66% vs. 94.97% ( p = 0.554) for CT and T1-weighted and T2-weighted images, respectively. Margin shrinkage did not improve 2D ( p = 0.343) and performed worse than 3D ( p < 0.001) contour-focused segmentation in terms of feature stability. In 2D vs. 3D contour-focused segmentation, matching stable features derived from CT and MRI were 65.8% vs. 68.7% ( p = 0.191), and those derived from T1-weighted and T2-weighted images were 76.0% vs. 78.2% ( p = 0.285). 2D and 3D radiomic features of cartilaginous bone tumors extracted from unenhanced CT and MRI are reproducible, although some degree of interobserver segmentation variability highlights the need for reliability analysis in future studies.

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Body composition with dual energy X-ray absorptiometry: from basics to new tools

August 2020

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142 Reads

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151 Citations

Quantitative Imaging in Medicine and Surgery

Dual-energy X-ray absorptiometry (DXA) in nowadays considered one of the most versatile imaging techniques for the evaluation of metabolic bone disorders such as osteoporosis, sarcopenia and obesity. The advantages of DXA over other imaging techniques are the very low radiation dose, its accuracy and simplicity of use. In addition, fat mass (FM) and lean mass (LM) values by DXA shows very good accuracy compared to that of computed tomography and magnetic resonance imaging. In this review we will explain the technical working principles of body composition with DXA, together with the possible limitations and pitfalls that should be avoided in daily routine to produce high-quality DXA examinations. We will also cover the current clinical practical application of whole body DXA values, with particular emphasis on the use of LM indices in the diagnostic workup of reduced muscle mass, sarcopenia and osteosarcopenic obesity according to the most recent guidelines. The possible use of adipose indices will be considered, such as the fat mass index (FMI) or the android/gynoid ratio, as well as lipodystrophy indices and the evaluation of visceral adipose tissue (VAT). Whenever available, we will provide possible cut-off diagnostic values for each of these LM and FM indices, according to current literature and guidelines.


Quantification of Heterogeneity to Classify Benign Parotid Tumors: A Feasibility Study on Most Frequent Histotypes

April 2020

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35 Reads

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6 Citations

Aim: To differentiate Warthin tumors (WTs) and pleomorphic adenomas (PAs) measuring heterogeneity of intravoxel incoherent motion (IVIM) and dynamic-contrast enhanced-magnetic resonance imaging biomarkers. Methods: Volumes of interest were traced on 18 WT and 18 PA in 25 patients. For each IVIM and dynamic-contrast enhanced biomarker, histogram parameters were calculated and then compared using the Wilcoxon-signed-rank test. Receiver operating characteristic curves and multivariate analysis were employed to identify the parameters and their pairs with the best accuracy. Results: Most of the biomarkers exhibited significant difference (p < 0.05) between PA and WT for histogram parameters. Time to peak median and skewness, and D* median and entropy showed the highest area under the curve. No meaningful improvement of accuracy was obtained using two features. Conclusion: IVIM and dynamic-contrast enhanced histogram descriptors may help in the classification of WT and PA.


Figure 1 A 74-year-old man that developed a major biliary leakage at the origin of VI segment biliary branch after elective laparoscopic cholecystectomy for biliary lithiasis. Despite a previous percutaneous biliary treatment with a plug to close the transaction, a persistent lowoutput loss by abdominal drainage (about 200 mL/day) was reported. (A) CT showing the persistence of a small biloma in the gallbladder bed (arrow head). (B) PTC from the PTBD that was previously positioned. No leak was detected. (C,D) Coronal and axial post-contrast MRCP showing a small extravasation of Gd-EOB-DPTA (arrow head) near the plug (signal void) from the excluded VI segment branch. (E) Coronal T1 weighted MIP image highlighting Gd-EOB-DPTA extravasation and filling a small biloma in the gallbladder bed. Note the hyperintensity of the abdominal drainage. (F) PTC from VI excluded segment during IR procedure demonstrating the presence of biliary leakage, exactly where it was formerly reported by MRCP. The patient was treated with glue embolization (Glubran and Lipiodol) of the biliary branches all around the vascular plug with complete resolution of fistula. PTBD, percutaneous transhepatic biliary drainage.
Figure 2 Types of subvesical bile ducts of Schnelldorfer et al. Type I: superficial variations of right posterior segmental or sectorial duct that drains separately into main duct; type II: supernumerary subvesical bile duct (the true Luschka duct) draining into main duct and running superficial; type III: hepaticocholecystic bile duct (sectorial duct draining directly into gallbladder); type IV: aberrant subvesical bile duct (grid of small bile ducts into the connective capsule/tissue of the gallbladder bed).
Figure 3 A 55-year-old man who underwent to a Whipple procedure for pancreatic cancer and developed a biliary leakage on biliodigestive anastomosis. (A) Post contrast axial MRCP showing small hyperintense biloma (arrow head) near the clips (signal void); (B) post contrast coronal MRCP showing extravasation of contrast medium and revealing the location of the leakage; (C) PTC during IR procedure demonstrating the presence of biliary leakage, exactly where it was reported by MRCP.
Figure 4 A 27-year-old woman who underwent cholecystectomy and resection of a large choledochocele and developed a biliary leakage on biliodigestive anastomosis. (A,B) post contrast coronal MRCP showing extravasation of contrast medium from the posterior branch used for the biliodigestive anastomosis; note the hyperintensity of the biliary drainage (C) PTC during IR procedure demonstrating the presence of biliary leakage, consistent with MRCP report.
Gd-EOB-DTP-enhanced MRC in the preoperative percutaneous management of intra and extrahepatic biliary leakages: Does it matter?

April 2019

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1,350 Reads

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10 Citations

Gland Surgery

Postoperative bile leakage is a common complication of abdominal surgical procedures and a precise localization of is important to choose the best management. Many techniques are available to correctly identify bile leaks, including ultrasound (US), computed tomography (CT) or magnetic resonance imaging (MRI), being the latter the best to clearly depict "active" bile leakages. This paper presents the state of the art algorithm in the detection of biliary leakages in order to plan a percutaneous biliary drainage focusing on widely available and safe contrast agent, the Gb-EOB-DPA. We consider its pharmacokinetic properties and impact in biliary imaging explain current debates to optimize image quality. We report common sites of leakage after surgery with special considerations in cirrhotic liver to show what interventional radiologists should look to easily detect bile leaks.

Citations (4)


... While the number of patients included in this study was limited to 39, CCC values are robust in a sample size as small as 10 patients. In addition, previous studies investigating the reproducibility of RFs used a similar number of patients [10,28,[42][43][44][45][46], including studies on HCC radiomics [47][48][49][50][51]. Lastly, although the reproducible RFs were found to be predictive of the degree of HCC differentiation, the limited number of patients constrains the generalizability of this finding. However, this study serves as a pilot, especially since previous radiomics studies investigating the association between RFs and HCC differentiation have primarily focused on magnetic resonance imaging features. ...

Reference:

The reproducibility and predictivity of radiomic features extracted from dynamic contrast-enhanced computed tomography of hepatocellular carcinoma
Effects of Interobserver Variability on 2D and 3D CT- and MRI-Based Texture Feature Reproducibility of Cartilaginous Bone Tumors

Journal of Digital Imaging

... Historically, part of the reason clinical trials have focused on weight loss is that it is practically much easier to measure weight than VAT. However, a particular strength of the present study is that incorporation of DXA analysis enabled additional accurate quantification of body composition including VAT 24 . The question as what constitutes a clinically meaningful reduction in VAT is still an open question 25 . ...

Body composition with dual energy X-ray absorptiometry: from basics to new tools
  • Citing Article
  • August 2020

Quantitative Imaging in Medicine and Surgery

... The hemodynamic data and quantitative metrics provided by dynamic contrastenhanced MRI (DCE-MRI) can be used to differentiate between BTs and MTs. In addition, quantitative DCE-MRI has been shown in a few studies to be helpful in detecting PTs; however, several inherent limitations remain, including small sample sizes or poor temporal resolution (15)(16)(17)(18). Diffusion kurtosis imaging (DKI) can produce two parameters by measuring the non-Gaussian behavior of water molecule diffusion, including diffusion kurtosis (K) and diffusion coefficient (D). ...

Quantification of Heterogeneity to Classify Benign Parotid Tumors: A Feasibility Study on Most Frequent Histotypes
  • Citing Article
  • April 2020

... Further delayed imaging should be obtained if the leak is not apparent on the routinely obtained 20-min delayed T1-weighted sequence. Excretion of Eovist into the biliary system can be delayed in the setting of hepatic dysfunction [38]. In addition to extraluminal contrast extravasation, the site of the leak may also be identified, especially if the injury involves the larger ducts, which can then help with surgical planning [15,27]. ...

Gd-EOB-DTP-enhanced MRC in the preoperative percutaneous management of intra and extrahepatic biliary leakages: Does it matter?

Gland Surgery