Francesco Ria

Francesco Ria
Duke University | DU · Radiology Department - Clinical Imaging Physics Group

Doctor of Medical Physics

About

60
Publications
3,985
Reads
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190
Citations
Citations since 2017
40 Research Items
190 Citations
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20172018201920202021202220230102030405060
20172018201920202021202220230102030405060
Introduction
Francesco Ria currently works at the Clinical Imaging Physics Group - radiology, Duke University. Francesco does research in Medical Physics, Oncology and Radiology.
Additional affiliations
September 2019 - present
Duke University Health System
Position
  • Research Associate
September 2015 - September 2019
Duke University Health System
Position
  • Researcher
March 2011 - November 2016
Centro Diagnostico Italiano
Position
  • Medical Physicist - Quality Assurance Manager in Nuclear Medicine
Education
April 2010 - May 2014
University of Milan
Field of study
  • Medical Physics
September 2008 - September 2009
Fondazione ISTUD
Field of study
  • Marketing and Management in Pharmaceutical
September 2000 - December 2007
Università del Salento
Field of study
  • Nuclear and Sub-nuclear Physics

Publications

Publications (60)
Article
Purpose: Modern CT systems adjust x-ray flux accommodating for patient size to achieve certain image noise values. The effectiveness of this adaptation is an important aspect of CT performance and should ideally be characterized in the context of real patient cases. The objective of this study was to characterize CT performance with a new metric t...
Article
OBJECTIVE. Diagnostic reference levels were developed as guidance for radiation dose in medical imaging and, by inference, diagnostic quality. The objective of this work was to expand the concept of diagnostic reference levels to explicitly include noise of CT examinations to simultaneously target both dose and quality through corresponding referen...
Article
Purpose: Phantoms are useful tools in diagnostic CT, but practical limitations reduce phantoms to being only a limited patient surrogate. Furthermore, a phantom with a single cross sectional area cannot be used to evaluate scanner performance in modern CT scanners that use dose reduction techniques such as Automated Tube Current Modulation (ATCM)...
Preprint
Full-text available
Objective. The outbreak of coronavirus SARS-COV2 disease 2019 (COVID-19) necessitates fast and accurate diagnostic tools. RT-PCR has been identified as gold standard test with Chest-CT and Chest-Radiography showing promising results as well. However, several institutions are discouraging the use of radiological procedures for COVID-19 diagnosis, pa...
Article
Objectives Quantifying radiation burden is essential for justification, optimization, and personalization of CT procedures and can be characterized by a variety of risk surrogates inducing different radiological risk reflections. This study compared how twelve such metrics can characterize risk across patient populations.Methods This study included...
Article
A comparative assessment of the absorbed doses resulted from computed tomography (CT) examinations, and the dose resulted from occupational external gamma exposure of the “Mayak” workers was carried out. The patients’ diagnostic radiation dose was reconstructed using Monte-Carlo simulation on a population of 58 virtual adult phantoms across 13 CT p...
Article
Full-text available
The evaluation of radiation burden in vivo is crucial in modern radiology as stated also in the European Directive 2013/59/Euratom—Basic Safety Standard. Although radiation dose monitoring can impact the justification and optimization of radiological procedure, as well as effective patient communication, standardization of radiation monitoring soft...
Article
Objective: To devise a patient-informed time series model that predicts liver contrast enhancement, by integrating clinical data and pharmacokinetics models, and to assess its feasibility to improve enhancement consistency in contrast-enhanced liver CT scans. Methods: The study included 1577 Chest/Abdomen/Pelvis CT scans, with 70-30% training/va...
Article
Purpose: The gold-standard method for estimation of patient-specific organ doses in digital tomosynthesis (DT) requires protocol-specific Monte Carlo (MC) simulations of radiation transport in anatomically accurate computational phantoms. Although accurate, MC simulations are computationally expensive, leading to a turnaround time in the order of...
Article
Purpose To estimate cumulative organ doses and age- and gender-stratified cancer mortality risks in patients undergoing recurrent computed tomography (CT) exams. Methods Cohorts of patients who received cumulative effective dose ≥100 mSv were stratified into age and gender groups. Organ doses of 27 organs using Monte Carlo methods were available,...
Article
Full-text available
Purpose: Accurate classification of COVID-19 in chest radiographs is invaluable to hard-hit pandemic hot spots. Transfer learning techniques for images using well-known convolutional neural networks show promise in addressing this problem. These methods can significantly benefit from supplemental training on similar conditions, considering that the...
Conference Paper
Purpose. Recent studies have shown that it is not uncommon for a patient to undergo multiple CT exams resulting in high cumulative dose above 100 mSv, the radiation risk associated with which is not negligible. The purpose of this study was to compare the estimated radiation risk in a large population of such cases based on effective dose to estima...
Conference Paper
Purpose. Risk in medical imaging is a combination of radiation risk and clinical risk, which is largely driven by the effective diagnosis. While radiation risk has traditionally been the main focus of Computed Tomography (CT) optimization, such a goal cannot be achieved without considering clinical risk. The purpose of this study was to develop a c...
Article
A Correction to this paper has been published: https://doi.org/10.1007/s00330-021-07903-z
Conference Paper
Image quality estimation is crucial in modern CT with noise magnitude playing a key role. Several methods have been proposed to estimate noise surrogates in vivo. This study aimed to ascertain the accuracy of three different noise-magnitude estimation methods. We used ensemble noise as the ground truth. The most accurate approach to assess ensemble...
Article
OBJECTIVE. The purpose of this study is to comprehensively implement a patient-informed organ dose monitoring framework for clinical CT and compare the effective dose (ED) according to the patient-informed organ dose with ED according to the dose-length product (DLP) in 1048 patients. MATERIALS AND METHODS. Organ doses for a given examination are c...
Article
Full-text available
In a highly technological discipline like medical physics, even the highest education needs to be integrated with specific competencies sufficient to practice imaging physics independently. To this end, the American Board of Radiology (ABR) provides an alternate pathway to board certification for medical physicists trained in countries other than t...
Article
Objective To determine the correlation between patient attributes and contrast enhancement in liver parenchyma and demonstrate the potential for patient-informed prediction and optimization of contrast enhancement in liver imaging. Methods The study included 418 chest/abdomen/pelvis computed tomography scans, with 75% to 25% training-testing spl...
Article
Objective: The outbreak of coronavirus SARS-COV2 affected more than 180 countries necessitating fast and accurate diagnostic tools. Reverse transcriptase polymerase chain reaction (RT-PCR) has been identified as a gold standard test with Chest CT and Chest Radiography showing promising results as well. However, radiological solutions have not been...
Article
Purpose: Patient radiation burden in CT can best be characterized through risk estimates derived from organ doses. Organ doses can be estimated by Monte Carlo simulations of the CT procedures on computational phantoms assumed to emulate the patients. However, the results are subject to uncertainties related to how accurately the patient and CT pro...
Chapter
Computed tomography (CT) is a leading advanced imaging modality today. Its use, however, has raised concerns regarding utilization costs, appropriate applications, and the associated potential radiation risks. Programmatic radiation dose reporting software has emerged to monitor radiation exposure towards proper CT imaging. Proper imaging implies b...
Conference Paper
Purpose. Radiological risk is a combination of radiation and clinical risk (likelihood of not delivering a proper diagnosis), which together may be characterized as a total risk index (TRI). While many strategies have been developed to ascertain radiation risk, there has been a paucity of studies assessing the clinical risk. This knowledge gap make...
Article
Purpose: Automated assessment of perceptual image quality on clinical Computed Tomography (CT) data by computer algorithms has the potential to greatly facilitate data-driven monitoring and optimization of CT image acquisition protocols. The application of these techniques in clinical operation requires the knowledge of how the output of the compu...
Article
Purpose: The purpose of this study was to simulate and validate organ doses from different CT localizer radiograph geometries using Monte Carlo methods for a population of patients. Methods: A Monte Carlo method was developed to estimate organ doses from CT localizer radiographs using PENELOPE. The method was validated by comparing dosimetry est...
Conference Paper
Full-text available
Purpose. Automated Tube Current Modulation (ATCM) systems are implemented in modern CT scanners adjusting X-ray flux for patient size to save patient dose and achieve uniform image quality. Different vendors developed different ATCM strategies that offer different relationship between dose, noise, and patient size. Therefore, there is a need to ass...
Conference Paper
Full-text available
Purpose. Diagnostic Reference Level (DRL) is a typical radiation metric reported for achieving optimum dose and patient safety. DRLs represent "only a first step in the overall optimization process" (IAEA). Therefore, the concept of DRL needs to be expanded to incorporate diagnostic quality. The objective of this work was to expand DRL to new dose...
Article
Full-text available
Introduction: The European Directive 2013/59/EURATOM requires patient radiation dose information to be included in the medical report of radiological procedures. To provide effective communication to the patient, it is necessary to first assess the patient's level of knowledge regarding medical exposure. The goal of this work is to survey patients...
Poster
Full-text available
A new social role for medical physicists: the Italian Association of Medical Physics (AIFM) free web section 'ilfisicomedicorisponde' to convey the clear and scientific information to public
Conference Paper
Full-text available
Purpose: Radiologic procedures are optimized based on a benefit-to-risk. However, risk has been the primary focus of radiology optimization and dose monitoring. Such programs are typically based on the concept of Diagnostic Reference Level (DRL). The term “diagnostic” implies image quality, yet DRL refers to radiation dose. The purpose of this stud...
Conference Paper
Purpose: Iodinated contrast agents are commonly used in computed tomography (CT) to delineate vasculature and blood perfusion by enhancement of Hounsfield unit values. Contrast-enhancement is affected by anatomical and physiological factors, and varies across patients. The purpose of this study was to quantify the variability of the contrast-enhanc...
Conference Paper
Purpose: Current radiation dose estimation for CT localizer exams report a single CTDIvol value. Localizer exams with the same CTDIvol can be acquired as AP, PA, or lateral geometries, each of which carry different radiation burdens. The Purpose of this study was to quantify radiation burden from different CT localizer geometries using Monte-Carlo...
Conference Paper
Purpose: Evolution in European and American legislations and scientific initiatives, such as IAEA_Rpop, Image Wisely, and Image Gently, are leading to a new multidisciplinary approach in radiology, and to an increase in patient awareness. In this scenario, there is a need of a new social role for medical physicists. This work describes the Italian...
Conference Paper
Purpose: To develop a robust and accurate automated solution for measuring image noise, spatial resolution, contrast, and radiation dose using clinical patient CT images. Methods: An automated infrastructure has been developed to measure the image quality and radiation dose metrics from daily clinical CT images data routed through the picture archi...
Conference Paper
Purpose: American and European legislation, as well as scientific initiative such IAEA RPOP and Image Wisely, have described a new approach to optimization and patient awareness in radiology. Therefore, there is a need for a new medical physicist role that can convey correct and effective information to patients. This work describes a four-year rad...
Article
Full-text available
Abstract In the radiolabelling process, the frequency of routine analytical testing must be defined with a risk assessment based on different factors (Pharmeuropa Vol. 26 No. 2, 5.19). Aim of this study is to define the criteria based on the risk assessment required for setting the frequency of analytical controls. 331 preparations of three differe...
Article
Purpose:Inconsistency in the scan range for a given protocol can be a source of variability in patient dose. The purpose of this study was to determine the variability in the over-scan length in clinical CT operation for chest and abdominopelvic (A&P) protocols. Methods:A total of 51 abdomen-pelvis and 121 chest CT exams were randomly selected from...
Article
Background: The gold standard treatment for early stage non small-cell lung cancer (NSCLC) is surgical resection. For patients (pts) considered medically or functionally not amenable with surgery, radiotherapy is the alternative treatment. In the last years impressive local control (LC) rates have been reported using stereotactic radiotherapy treat...
Article
Full-text available
An assessment of the new monograph chapter Compounding of Radiopharmaceuticals has been conducted on the basis of the first period of implementation of Italian legislation on Good Radiopharmaceuticals Practice (NBP) in the preparation of radiopharmaceuticals, in keeping with Decree by the Italian Ministry of Health dated March 30, 2005. This approa...

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