Medical Specialties Commons^™

Cloud-Based Ultrasound System: Feasibility And Potential, Ji-Bin Liu

Department of Radiology Faculty Papers

No abstract provided.

Cerebral Blood Flow And Brain Functional Connectivity Changes In Older Adults Participating In A Mindfulness-Based Stress Reduction Program, Aleeze Sattar Moss, Diane K. Reibel, Nancy Wintering, Faezeh Vedaei, Hannah Porter, Mohsen Khosravi, Justin Heholt, M. Alizadeh, Feroze Mohamed, Andrew B. Newberg

Department of Radiology Faculty Papers

There is a growing interest in the potential beneficial effects of mindfulness meditation training in protecting against age-related physical, emotional, and cognitive decline. The current prospective, single-center, single-arm study investigated if functional magnetic resonance imaging-based changes in cerebral blood flow and brain functional connectivity could be observed in 11 elderly adults (mean age 79) after participation in a Mindfulness-Based Stress Reduction (MBSR) program. The results showed significantly (p < 0.05) altered cerebral blood flow and functional connectivity in the cingulate gyrus, limbic structures, and subregions of the temporal and frontal lobes, similar to findings of other meditation-related studies in younger populations. Furthermore, these changes were also associated with significant improvements in depression symptoms. This study suggests that the MBSR program can potentially modify cerebral blood flow and connectivity in this population.

Identification Of Chronic Mild Traumatic Brain Injury Using Resting State Functional Mri And Machine Learning Techniques, Faezeh Vedaei, Najmeh Mashhadi, George Zabrecky, Daniel A. Monti, Emily Navarreto, Chloe Hriso, Nancy Wintering, Andrew B. Newberg, Feroze Mohamed

Department of Radiology Faculty Papers

Mild traumatic brain injury (mTBI) is a major public health concern that can result in a broad spectrum of short-term and long-term symptoms. Recently, machine learning (ML) algorithms have been used in neuroscience research for diagnostics and prognostic assessment of brain disorders. The present study aimed to develop an automatic classifier to distinguish patients suffering from chronic mTBI from healthy controls (HCs) utilizing multilevel metrics of resting-state functional magnetic resonance imaging (rs-fMRI). Sixty mTBI patients and forty HCs were enrolled and allocated to training and testing datasets with a ratio of 80:20. Several rs-fMRI metrics including fractional amplitude of low-frequency …

Association Between Exposure To Radioactive Iodine After The Chernobyl Accident And Thyroid Volume In Belarus 10-15 Years Later, Ekaterina Chirikova, Robert J Mcconnell, Patrick O'Kane, Vasilina Yauseyenka, Mark P Little, Victor Minenko, Vladimir Drozdovitch, Ilya Veyalkin, Maureen Hatch, June M Chan, Chiung-Yu Huang, Kiyohiko Mabuchi, Elizabeth K Cahoon, Alexander Rozhko, Lydia B Zablotska

Department of Radiology Faculty Papers

Background: While there is a robust literature on environmental exposure to iodine-131 (131I) in childhood and adolescence and the risk of thyroid cancer and benign nodules, little is known about its effects on thyroid volume.

Methods: To assess the effect of 131I dose to the thyroid on the volume of the thyroid gland, we examined the data from the baseline screening of the Belarusian-American Cohort Study of residents of Belarus who were exposed to the Chernobyl fallout at ages ≤18 years. Thyroid dose estimates were based on individual thyroid activity measurements made shortly after the accident and dosimetric data from …

Resting-State Functional Mri Metrics In Patients With Chronic Mild Traumatic Brain Injury And Their Association With Clinical Cognitive Performance., Faezeh Vedaei, Andrew B. Newberg, Md, Mahdi Alizadeh, Jennifer Muller, Shiva Shahrampour, Devon Middleton, Ms, George Zabrecky, Nancy Wintering, Anthony J. Bazzan Md, Daniel A. Monti, Md, Feroze Mohamed, Phd

Department of Radiology Faculty Papers

Mild traumatic brain injury (mTBI) accounts for more than 80% of people experiencing brain injuries. Symptoms of mTBI include short-term and long-term adverse clinical outcomes. In this study, resting-state functional magnetic resonance imaging (rs-fMRI) was conducted to measure voxel-based indices including fractional amplitude of low-frequency fluctuation (fALFF), regional homogeneity (ReHo), and functional connectivity (FC) in patients suffering from chronic mTBI; 64 patients with chronic mTBI at least 3 months post injury and 40 healthy controls underwent rs-fMRI scanning. Partial correlation analysis controlling for age and gender was performed within mTBI cohort to explore the association between rs-fMRI metrics and neuropsychological …

Imaging And Treatment Of Posttraumatic Ankle And Hindfoot Osteoarthritis, Tetyana Gorbachova, Yulia V. Melenevsky, L. Daniel Latt, Jennifer S. Weaver, Mihra S. Taljanovic

Department of Radiology Faculty Papers

Posttraumatic osteoarthritis of the ankle and hindfoot is a common and frequently debil-itating disorder. 70% to 90% of ankle osteoarthritis is related to prior trauma that encompasses a spectrum of disorders including fractures and ligamentous injuries that either disrupt the articular surface or result in instability of the joint. In addition to clinical evaluation, imaging plays a sub-stantial role in the treatment planning of posttraumatic ankle and hindfoot osteoarthritis. Imaging evaluation must be tailored to specific clinical scenarios and includes weight bearing radiography that utilizes standard and specialty views, computed tomography which can be performed with a standard or a …

Contrast-Enhanced Ultrasound Of Muscle Perfusion May Indicate Patient Response To Left Ventricular Assist Device Therapy., Lauren J. Delaney, Kathleen Fitzgerald, Maria Stanczak, Priscilla Machado, John W..C. Entwistle, Flemming Forsberg, Gordon R. Reeves

Department of Radiology Faculty Papers

PURPOSE: Left ventricular assist device (LVAD) support is associated with peripheral vascular abnormalities beyond those associated with heart failure (HF). These abnormalities are associated with persistent functional impairments that adversely impact quality of life (QoL). Methods for measuring peripheral vascular function in this population are needed.

METHODS: This pilot study investigated the use of contrast-enhanced ultrasound (CEUS) using standardized protocols to estimate changes in peripheral (quadriceps) muscle perfusion among patients with HF (INTERMACS profile 3) undergoing LVAD implantation (n = 7). Patients were then stratified by those who did ("responders", n = 4) and did not ("nonresponders", n = 3) …

Alterations In Functional Connectivity Measured By Functional Magnetic Resonance Imaging And The Relationship With Heart Rate Variability In Subjects After Performing Orgasmic Meditation: An Exploratory Study, Andrew B. Newberg, Nancy Wintering, Chloe Hriso, Faezeh Vedaei, Marie Stoner, Reneita Ross

Department of Radiology Faculty Papers

Background: We measured changes in resting brain functional connectivity, with blood oxygen level dependent (BOLD) functional magnetic resonance imaging (fMRI), associated with a creative meditation practice that is augmented by clitoral stimulation and is designed to not only achieve a spiritual experience but to help individuals manage their most intimate personal relationships. Briefly, the meditative state is attained by both the male and female participants while the male stimulates the woman's clitoris. The goal of this practice, called orgasmic meditation (OM), according to the practitioners is not sexual, but to use the focus on clitoral stimulation to facilitate a meditative …

Contrast-Enhanced Ultrasound Assessment Of Treatment Response In A Patient With Multifocal Hepatocellular Carcinoma Treated With Transarterial Chemo And Radioembolization, Esika Savsani, M. Tantawi, Corinne Wessner, Philip Lee, Andrej Lyshchik, Kevin Anton, Colette Shaw, Ji-Bin Liu, John R. Eisenbrey

Department of Radiology Faculty Papers

Minimally invasive locoregional therapies have become important treatment options for patients with intermediate or late-stage hepatocellular carcinoma (HCC) who are ineligible for surgical resection or liver transplantation. Imaging modalities are essential for procedural guidance and for assessing treatment response thereafter. We report a unique finding of a patient with multifocal HCC treated with transarterial radioembolization (TARE) with yttrium-90 (Y90) and transarterial chemoembolization (TACE). We compared contrast-enhanced ultrasound (CEUS) with contrast-enhanced magnetic resonance imaging (CE-MRI) in the evaluation of treatment response to demonstrate advantages of CEUS imaging technique and its early detection of viable tumor.

Point-Of-Care Ultrasound: New Concepts And Future Trends, Yaoting Wang, Huihui Chai, Ruizhong Ye, Jingzhi Li, Ji-Bin Liu, Chen Lin, Chengzhong Peng

Department of Radiology Faculty Papers

Ultrasound (US) technology, with major advances and new developments, has become an essential and first-line imaging modality for clinical diagnosis and interventional treatment. US imaging has evolved from one-dimensional, twodimensional to three-dimensional display, and from static to real-time imaging, as well as from structural to functional imaging. Based on its portability and advanced digital imaging technique, US was first adopted by emergency medicine in the 1980s and gradually gained popularity among other specialists for clinical diagnosis and interventional treatment. Point-of-Care Ultrasound (POCUS) was then proposed as a new concept and developed for new uses, which greatly extended clinical US applications. …

Comparing Two Methods Of Rectal Diclofenac Administration For Pain Management In Second Trimester Abortion: A Randomized Clinical Trial, Mahboobeh Shirazi, Mehnoosh Torkzaban, Samira Fallah, Marjan Ghaemi

Department of Radiology Faculty Papers

Background & Objective: Pain is the most common side effect of induced medical abortion. However, the optimal analgesia method remains as a clinical challenge. This study aimed to compare the efficacy of two methods of administration of diclofenac as a prophylactic or a therapeutic in pain management in induced second-trimester medical abortion.

Materials & Methods: This randomized clinical trial study was conducted upon pregnant women who were candidates for induced medical abortion and referred to a tertiary educational hospital between October 2019 and December 2020. Participants were divided into two groups based on the mode of diclofenac administration, which was …

Aortic Fistulas: Pathophysiologic Features, Imaging Findings, And Diagnostic Pitfalls, Aishwarya Gulati, Md, Harit Kapoor, Md, Achala Donuru, Mbbs, Frcr, Kunal Gala, Mbbs, Dnb, Maansi Parekh, Mbbs, Dnb

Department of Radiology Faculty Papers

Fistulas between the aorta and surrounding organs are extremely rare but can be fatal if they are not identified and treated promptly. Most of these fistulas are associated with a history of trauma or vascular intervention. However, spontaneous aortic fistulas (AoFs) can develop in patients with weakened vasculature, which can be due to advanced atherosclerotic disease, collagen-vascular disease, vasculitides, and/or hematogenous infections. The clinical features of AoFs are often nonspecific, with patients presenting with bleeding manifestations, back or abdominal pain, fever, and shock. Confirmation with invasive endoscopy is often impractical in the acute setting. Imaging plays an important role in …

Predicting Long-Term Hepatocellular Carcinoma Response To Transarterial Radioembolization Using Contrast-Enhanced Ultrasound: Initial Experiences., Lauren J. Delaney, M. Tantawi, Corinne Wessner, Priscilla Machado, Flemming Forsberg, Andrej Lyshchik, Patrick O'Kane, Ji-Bin Liu, Jesse M. Civan, Alison Tan, Kevin Anton, Colette Shaw, John R. Eisenbrey

Department of Radiology Faculty Papers

Conventional cross-sectional imaging done shortly after radioembolization of hepatocellular carcinoma (HCC) does not reliably predict long-term response to treatment. This study evaluated whether quantitative contrast-enhanced ultrasound (CEUS) can predict the long-term response of HCC to yttrium-90 (Y-90) treatment. Fifteen patients underwent CEUS at three time points: immediately following treatment and 1 and 2 wk post-treatment. Response 3-6 mo after treatment was categorized on contrast-enhanced magnetic resonance imaging by two experienced radiologists using the Modified Response Evaluation Criteria in Solid Tumors. CEUS data were analyzed by quantifying tumor perfusion and residual fractional vascularity using time-intensity curves. Patients with stable disease on …

Validating Deep Learning Inference During Chest X-Ray Classification For Covid-19 Screening., Robbie Sadre, Baskaran Sundaram, Sharmila Majumdar, Daniela Ushizima

Department of Radiology Faculty Papers

The new coronavirus unleashed a worldwide pandemic in early 2020, and a fatality rate several times that of the flu. As the number of infections soared, and capabilities for testing lagged behind, chest X-ray (CXR) imaging became more relevant in the early diagnosis and treatment planning for patients with suspected or confirmed COVID-19 infection. In a few weeks, proposed new methods for lung screening using deep learning rapidly appeared, while quality assurance discussions lagged behind. This paper proposes a set of protocols to validate deep learning algorithms, including our ROI Hide-and-Seek protocol, which emphasizes or hides key regions of interest …

Primary Leiomyosarcoma Of The Distal Tibia: A Case Report., Sachin Dheer, Pamela Gekas, Faith Schick, Homyar Karanjia, Nicholas Taweel

Department of Radiology Faculty Papers

The authors present an unusual case of a leiomyosarcoma of the distal tibia. Leiomyosarcoma tumors typically originate from smooth muscle tissue. It is rare for it to derive from bone and even rarer to be found in a bone of the lower limb. Given this extreme rarity in addition to nonspecific findings on plain film radiographs and magnetic resonance imaging (MRI), biopsy was needed in this case. It was only through immunochemistry staining that a definitive diagnosis was made. As such, this case is an illustrative example of an aggressive, though rare, primary lesion of the bone which should be …

Gemcitabine-Loaded Microbubble System For Ultrasound Imaging And Therapy., Lauren J. Delaney, John R. Eisenbrey, David Brown, Jonathan R Brody, Masaya Jimbo, Brian E Oeffinger, Maria Stanczak, Flemming Forsberg, Ji-Bin Liu, Margaret A Wheatley

Department of Radiology Faculty Papers

Ultrasound imaging presents many positive attributes, including safety, real-time imaging, universal accessibility, and cost. However, inherent difficulties in discrimination between soft tissues and tumors prompted development of stabilized microbubble contrast agents. This presents the opportunity to develop agents in which drug is entrapped in the microbubble shell. We describe preparation and characterization of theranostic poly(lactide) (PLA) and pegylated PLA (PEG-PLA) shelled microbubbles that entrap gemcitabine, a commonly used drug for pancreatic cancer (PDAC). Entrapping 6 wt% gemcitabine did not significantly affect drug activity, microbubble morphology, or ultrasound contrast activity compared with unmodified microbubbles. In vitro microbubble concentrations yielding ≥ 500nM …

N-Acetyl Cysteine Administration Affects Cerebral Blood Flow As Measured By Arterial Spin Labeling Mri In Patients With Multiple Sclerosis., Shiva Shahrampour, Justin Heholt, Andrew Wang, Faezeh Vedaei, Feroze B. Mohamed, Mahdi Alizadeh, Ze Wang, George Zabrecky, Nancy Wintering, Anthony J. Bazzan, Thomas P. Leist, Daniel A. Monti, Andrew B. Newberg

Department of Radiology Faculty Papers

Background: The purpose of this study was to explore if administration of N-acetyl-cysteine (NAC) in patients with multiple sclerosis (MS) resulted in altered cerebral blood flow (CBF) based on Arterial Spin Labeling (ASL) magnetic resonance imaging (MRI).

Methods: Twenty-three patients with mild to moderate MS, (17 relapsing remitting and 6 primary progressive) were randomized to either NAC plus standard of care (N = 11), or standard of care only (N = 12). The experimental group received NAC intravenously (50 mg/kg) once per week and orally (500mg 2x/day) the other six days. Patients in both groups were evaluated initially and after …

Hybrid Diffusion Imaging Reveals Altered White Matter Tract Integrity And Associations With Symptoms And Cognitive Dysfunction In Chronic Traumatic Brain Injury., Jennifer Muller, Devon Middleton, M. Alizadeh, George Zabrecky, Nancy Wintering, Anthony J. Bazzan, Ji Lang, Chengyuan Wu, Daniel A. Monti, Qianhong Wu, Andrew B. Newberg, Feroze B. Mohamed

Department of Radiology Faculty Papers

The detection and association of in vivo biomarkers in white matter (WM) pathology after acute and chronic mild traumatic brain injury (mTBI) are needed to improve care and develop therapies. In this study, we used the diffusion MRI method of hybrid diffusion imaging (HYDI)to detect white matter alterations in patients with chronic TBI (cTBI). 40 patients with cTBI presenting symptoms at least three months post injury, and 17 healthy controls underwent magnetic resonance HYDI. cTBI patients were assessed with a battery of neuropsychological tests. A voxel-wise statistical analysis within the white matter skeleton was performed to study between group differences …

Spiritual Fitness: A New Dimension In Alzheimer's Disease Prevention, Dharma Singh Khalsa, Andrew B. Newberg

Department of Radiology Faculty Papers

BACKGROUND: Religious and spiritual interventions may have an effect on Alzheimer's disease prevention. Kirtan Kriya meditation has been shown to mitigate the deleterious effects of chronic stress on cognition, reverse memory loss, and create psychological and spiritual wellbeing, which may reduce multiple drivers of Alzheimer's disease risk.

OBJECTIVE: To detail a new concept in medicine called Spiritual Fitness, a merging of stress reduction, basic wellbeing, and psycho/spiritual wellbeing to prevent Alzheimer's disease.

METHODS: The literature on the topics mentioned above is described, including an in-depth discussion on why and how each are critical to advancing the future of Alzheimer's disease …

Gunshot-Related Pediatric Left Ventricular Apical Aneurysm, Achala Donuru, David Saul, Maansi Parekh, Maruti Kumaran, Vinay Kandula, Rami Kharouf

Department of Radiology Faculty Papers

Penetrating injuries of the thorax and abdomen, such as gunshot and stabbing, are rare in children. We present the case of a pediatric patient with a history of remote gunshot injury presenting with a late aneurysm in the left ventricle.

Radiology In The Era Of Value-Based Healthcare: A Multi-Society Expert Statement From The Acr, Car, Esr, Is3r, Ranzcr, And Rsna., Adrian P Brady, Jaqueline A Bello, Lorenzo E Derchi, Michael Fuchsjäger, Stacy Goergen, Gabriel P Krestin, Emil J Y Lee, David C Levin, Josephine Pressacco, Vijay M Rao, John Slavotinek, Jacob J Visser, Richard E A Walker, James A Brink

Department of Radiology Faculty Papers

Background: The Value-Based Healthcare (VBH) concept is designed to improve individual healthcare outcomes without increasing expenditure, and is increasingly being used to determine resourcing of and reimbursement for medical services. Radiology is a major contributor to patient and societal healthcare at many levels. Despite this, some VBH models do not acknowledge radiology’s central role; this may have future negative consequences for resource allocation.

Methods, fndings and interpretation: This multi-society paper, representing the views of Radiology Societies in Europe, the USA, Canada, Australia, and New Zealand, describes the place of radiology in VBH models and the healthcare value contributions of radiology. …

Us-Triggered Microbubble Destruction For Augmenting Hepatocellular Carcinoma Response To Transarterial Radioembolization: A Randomized Pilot Clinical Trial., John R Eisenbrey, Flemming Forsberg, Corinne E Wessner, Lauren J Delaney, Kristen Bradigan, Sriharsha Gummadi, Mohamed Tantawi, Andrej Lyshchik, Patrick O'Kane, Ji-Bin Liu, Charles Intenzo, Jesse Civan, Warren Maley, Scott W Keith, Kevin Anton, Allison Tan, Amanda Smolock, Susan Shamimi-Noori, Colette M Shaw

Department of Radiology Faculty Papers

Combined US-triggered microbubble destruction and hepatocellular carcinoma radioembolization showed improved treatment response compared with radioembolization alone and no changes in vital signs or liver function.

Background US contrast agents are gas-filled microbubbles (MBs) that can be locally destroyed by using external US. Among other bioeffects, US-triggered MB destruction, also known as UTMD, has been shown to sensitize solid tumors to radiation in preclinical models through localized insult to the vascular endothelial cells.

Purpose: To evaluate the safety and preliminary efficacy of combining US-triggered MB destruction and transarterial radioembolization (TARE) in participants with hepatocellular carcinoma (HCC).

Materials and Methods: In this …

Contrast-Enhanced Ultrasound In Association With Serum Biomarkers For Differentiating Combined Hepatocellular-Cholangiocarcinoma From Hepatocellular Carcinoma And Intrahepatic Cholangiocarcinoma., Jie Yang, Ya-Han Zhang, Jia-Wu Li, Ying-Yu Shi, Jia-Yan Huang, Yan Luo, Ji-Bin Liu, Qiang Lu

Department of Radiology Faculty Papers

BACKGROUND: Combined hepatocellular-cholangiocarcinoma (CHC) is a rare type of primary liver cancer. Due to its complex histopathological characteristics, the imaging features of CHC can overlap with those of hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (ICC).

AIM: To investigate the possibility and efficacy of differentiating CHC from HCC and ICC by using contrast-enhanced ultrasound (CEUS) Liver Imaging Reporting and Data System (LI-RADS) and tumor biomarkers.

METHODS: Between January 2016 and December 2019, patients with histologically confirmed CHC, ICC and HCC with chronic liver disease were enrolled. The diagnostic formula for CHC was as follows: (1) LR-5 or LR-M with elevated alpha-fetoprotein …

Association Between Medicaid Expansion Status And Lung Cancer Screening Exam Growth: Findings From The Acr Lung Cancer Registry., Neal Gupta, Ethan J. Halpern, Vijay M. Rao

Department of Radiology Faculty Papers

PURPOSE: To determine if Medicaid expansion is associated with increased volumes of lung cancer screenings.

METHODS: A quasi-experimental study was performed to compare the annual growth rates in lung cancer screenings between states that expanded Medicaid (n = 31) versus those that did not (n = 17). Using the American College of Radiology Lung Cancer Screening Registry, we calculated the average annual growth rate between 2016 and 2019 for both groups. Secondary analyses between these two groups also included calculations of the percentages of studies considered appropriate by USPSTF criteria.

RESULTS: No significant difference was identified in the average annual …

Analysis Of Ultrasonographic Misdiagnosis Of Cephalothoracopagus Janiceps Conjoined Twins: A Case Report, Mehnoosh Torkzaban, Nesa Rajabpoor Nikoo, Ateeh Kalateh, Mahboobeh Shirazi

Department of Radiology Faculty Papers

Background & Objective: Conjoined twins (CTs) are rare complications of monozygotic twinning. Cephalothoracopagus is the rarest subtype of CTs and occurs once in every 58 sets of conjoined twins or once in every three million births. Here we present such a case and analyze the possible reasons for ultrasonographic misdiagnosis and recommend solutions to avoid it. Case Report: In this article, we have reported a case of Cephalothoracopagus Janiceps twining. The ultrasonographic diagnosis was missed at 7 and 12 weeks scans. Increased thickness of nuchal translucency and absent nasal bone was observed alongside with suspected gastroschisis. The patient was referred …

Maternal Mortality Following Thromboembolism; Incidences And Prophylaxis Strategies., Mahboobeh Shirazi, Behrokh Sahebdel, Mehnoosh Torkzaban, Elham Feizabad, Marjan Ghaemi

Department of Radiology Faculty Papers

BACKGROUND: Thromboembolism is one of the main causes of maternal mortality, which can be prevented in many cases. The present study was designed to investigate the incidence and prophylaxis strategies for maternal mortality following thromboembolism in postnatal.

METHODS: In this case series study, the data of the mortality cases were extracted according to the ethical and security standards of the Ministry of Health of the country and compared with a healthy control group. The thromboembolism risk factors measured and scored using a questionnaire entitled "the evaluation of risk factors for maternal mortality following thromboembolism during pregnancy, labor, or post-partum".

RESULTS: …

Author Reply., Selin Isguven, Paul H. Chung, Priscilla Machado, Lauren J. Delaney, Antonia F. Chen, Flemming Forsberg, Noreen J. Hickok

Department of Radiology Faculty Papers

No abstract provided.

Malignant Phyllodes Tumor With Extensive Lipomatous Differentiation., Jeffrey Landy, Priya Johal, Alexander Sevrukov, Ida Teberian, Jason Shames, Christopher Sebastiano, Theresa Kaufman

Department of Radiology Faculty Papers

Phyllodes tumors are uncommon neoplasms of the breast. Lipomatous differentiation of malignant phyllodes tumor is a rare stromal alteration of this fibroepithelial tumor, demonstrated as a fat-containing mass on imaging. We present the case of a 46-year-old woman who was diagnosed with a malignant phyllodes tumor of the breast that demonstrated extensive lipomatous differentiation.

Incorporation Of A Machine Learning Algorithm With Object Detection Within The Thyroid Imaging Reporting And Data System Improves The Diagnosis Of Genetic Risk., Shuo Wang, Jiajun Xu, Aylin Tahmasebi, Kelly Daniels, Ji-Bin Liu, Joseph Curry, Elizabeth Cottrill, Andrej Lyshchik, John R Eisenbrey

Department of Radiology Faculty Papers

Background: The role of next generation sequencing (NGS) for identifying high risk mutations in thyroid nodules following fine needle aspiration (FNA) biopsy continues to grow. However, ultrasound diagnosis even using the American College of Radiology's Thyroid Imaging Reporting and Data System (TI-RADS) has limited ability to stratify genetic risk. The purpose of this study was to incorporate an artificial intelligence (AI) algorithm of thyroid ultrasound with object detection within the TI-RADS scoring system to improve prediction of genetic risk in these nodules.

Methods: Two hundred fifty-two nodules from 249 patients that underwent ultrasound imaging and ultrasound-guided FNA with NGS with …

Characterization Of Indeterminate Breast Lesions On B-Mode Ultrasound Using Automated Machine Learning Models, Shuo Wang, Sihua Niu, Enze Qu, Flemming Forsberg, Annina Wilkes, Alexander Sevrukov, Kibo Nam, Robert F. Mattrey, Haydee Ojeda-Fournier, John R. Eisenbrey

Department of Radiology Faculty Papers

Purpose: While mammography has excellent sensitivity for the detection of breast lesions, its specificity is limited. Adjunct screening with ultrasound may partially alleviate this issue, but also increases false positives, resulting in unnecessary biopsies. This study investigated the use of Google AutoML Vision (Mountain View, CA), a commercially available machine learning service, to both identify and characterize indeterminate breast lesions on ultrasound.

Methods: B-mode images from 253 independent cases of indeterminate breast lesions scheduled for core biopsy were used for model creation and validation. The performances of two sub-models from AutoML Vision, the image classification model and object detection model …