Artificial Intelligence: Clinical AI Applications

What is Deep Learning?, Bhavik Patel, MD

Patient-centered Artificial Intelligence (AI), Andrew Wentland, MD

Fast MRI with DL, Hersh Chandarana, MD

DL-based CT reconstruction, Carlo DeCecco, MD

Chest/CVI AI applications, Martin Willemink, MD

Body AI applications, Angela Tong, MD

Artificial Intelligence: Practical AI

Biases in AI, Bhavik Patel, MD

Incorporating AI into Your Practice, Ross Filice, MD

AI for work efficiency, Andrew Smith, MD

Female Pelvis Plenary

MRI diagnosis and classification of Adenomyosis: Is perfect the enemy of good?, Susan Ascher, MD

Endometriosis: US vs MRI, Anu Shenoy-Bhangle, MD

LM vs LMS , Nicole Hindman, MD

Cardiovascular Plenary

HRCT of small airway disease, Philip  Costello, MD

Cardiopulmonary imaging manifestations of COVID-19, Satinder Singh, MD

Functional CT Imaging of the Heart - Many Roads to FFR-CT, Joseph Schoepf, MD

4D Flow MRI for Congenital Heart Disease, Scott Reeder, MD

Scientific Session Part 1

Pres 1 : The Natural History of Colorectal Polyps at Longitudinal CT Colonography, Dustin Pooler, MD

Pres 2: Quantitative CT Analysis Of Ambient Particulate Matter Exposure-associated Multiscale Structure And Function Alteration In Healthy, Asthma, COPD, And IPF Lungs, Jiwoong Choi, MD

Pres 3: Facilitating Surveillance of Incidental Findings with a Novel Reporting Template: Proof of Concept in Patients with Pancreatic Abnormalities, William Smith, MD

Pres 4: Characterization of a Deep Learning CT Image Reconstruction Algorithm in a Phantom Experiment, Giuseppe Toia, MD

Pres 5: Feasibility And Diagnostic Performance Of A New CCTA-derived And AI-based Fully Automated System For Detection Of Coronary Artery Disease, Tilman Emrich, MD

Scientific Session Part 2

Pres 1 : The value of PSMA-targeting 18F-DCFPyL PET/CT scan in the management of patients with prostate cancer, a prospective study, Soheil Kooraki, MD

Pres 2: Comparison of Automated versus Manual ROI Placement for Liver PDFF and R2* Measurements, Nikolaos Panagiotopoulos, MD

Pres 3: Deciphering Intratumoral Molecular Heterogeneity in Clear Cell Renal Cell Carcinoma with a Radiogenomics Platform, Durga Udayakumar, MD

Pres 4: Inter-reader Agreement Of The Society Of Abdominal Radiology-american Gastroenterological Association (sar-aga) Consensus Reporting For Key Phenotypes At Mr Enterography In Adults With Crohn Disease: Impact Of Radiologist Experience, Bari Dane, MD

Pres 5: LI-RADS Treatment Response Algorithm: Performance and Diagnostic Accuracy with Radiologic-Pathologic Correlation in patients with SBRT treated hepatocellular carcinoma, Jeffrey Wang, MD

Pres 6: Diagnostic performance of liver T1 mapping for noninvasive diagnosis of clinically significant portal hypertension., Emre Altinmakas, MD

Pres 7: Risk Prediction Models for Screening High-risk Esophageal Varices with MR Elastography in Patients with Advanced Liver Disease, Safa Hoodeshenas, MD

Workshops 1, 2

Workshop 1A - Important topics in leadership and goal alignment , Desiree Morgan, MD & Matt Davenport, MD

Workshop 1B - O-RADS 2021 Primer, Angela  Tong, MD & Nancy Kim, MD

Workshop 1C - Pancreatic Neuroendocrine Neoplasms 2021 Update , Motoyo Yano, MD

Workshop 2A - Getting Things Done, Scott Reeder, MD & Scott Lee, MD

Workshop 2B - Challenging Hepatobiliary MRI cases , Paul Nikolaidis, MD & Anuradha Shenoy-Bhangle, MD

Workshop 2C - Prostate MRI—PIRADS Case Review, Pranay Krishnan, MD & Melina Pectasides, MD

Innovations in CT

Contrast Agents in the Era of Multi-Energy CT, Benjamin Yeh, MD

Evolution of CT Image Reconstruction - from filtered back projection to deep learning, Martin Willemink, MD

Protocol Standardization – the foundation for successful AI, Myron Pozniak, MD

Is Photon Counting CT ready for prime time?, Kalpana Kanal, MD

Digital X-ray Tube Technology: What does it mean for CT?, Timothy Szczykutowicz , MD

Debate: Is hardware or software the next big innovation in CT?, Avinash Kambadakone, MD, (Hardware) Dushyant Sahani, MD, (Software) Bhavik Patel, MD & Martin Willemink MD

Al Plenary

Opportunistic Screening in Body with AI, Perry Pickhardt, MD

Opportunistic Screening in Chest with AI, Carlo DeCecco, MD

Panel Discussion - Identifying the Best AI Solutions for Your Practice, Explainable AI, Future of AI, Ross Filice, MD, Andrew Wentland, MD, Andrew Smith, MD, Bhavik Patel, MD, Angela Tong, MD, Hersh Chandarana, MD & Linda Chu, MD

Workshops 3, 4

Workshop 3A - Meet the Editors, Eric Tamm, MD & N. Reed Dunnick, MD

Workshop 3B (1) - MR Assessment of Diffuse Liver Disease: What’s New?, Takeshi Yokoo, MD, Richard Ehman, MD & Claude Sirlin, MD

Workshop 3B (2) - MR Assessment of Diffuse Liver Disease: What’s New?, Takeshi Yokoo, MD, Richard Ehman, MD & Claude Sirlin, MD

Workshop 3B (3) - MR Assessment of Diffuse Liver Disease: What’s New?, Takeshi Yokoo, MD, Richard Ehman, MD & Claude Sirlin, MD

Workshop 3C - Clinical PET/MRI, Ali Pirasteh, MD

Workshop 4A - Wellness from the Early Career Perspective (A Panel Discussion), Aarti Sehkar, MD, Jessica Robbins, MD, Ali Pirasteh, MD, Nancy Kim, MD, Andrew Wentland, MD, Lei Yu, MD & Aditi Chaurasia, MD

Workshop 4B - Pancreatic Cystic Lesions: Guidelines, Recommendations and Templates  , Ravi Kaza, MD

Workshop 4C - Radiomics in Lung Cancer, Subba Digumarthy, MD

MR Innovations - Part 1

Low field/Low Cost MRI Has Arrived: What Does It Mean for Radiology?, Jeffrey Weinreb, MD

Low-field MRI- Back to Future, Hersh Chandarana, MD

The Chair Perspective, Tom Grist, MD

Workshop 5

Workshop 5A - Building Emotional Intelligence , Neil Rofsky, MD

Workshop 5B - Protons, Photons, and Echoes - A Multimodality Approach to Abdominal and Peripheral Vascular Disease, Joseph Leach, MD & Stephanie Weinstein, MD

Workshop 5C - More Science, Sooah Kim, MD & Shawn  Haji-Momenian, MD

Pres 1: Pre-Procedural CTA-based Left and Right Ventricular Longitudinal Strain Provides Superior Prediction of Mortality Compared to Ejection Fraction in Transcatheter Aortic Valve Replacement, Rock Savage, MD

Pres 2: Harmonizing CT and DXA Body Composition for Longitudinal Assessments of Adipose Tissue Measurements, Elliot Varney, MD

Pres 3: Osseous Tumor Reporting and Data System (OT-Rads) - Multi-Reader Validation Study, Anurag Gupta, MD

Pres 4. Comparison of Diagnostic Performance of Abbreviated vs Comprehensive MRCP for Pancreatic Cyst Surveillance, Chenchan Huang, MD

Workshop 6

Workshop 6A (1) - Aspiring Inventors and Working with Industry , Richard Ehman, MD & Lincoln Berland, MD

Workshop 6A (2) - Aspiring Inventors and Working with Industry , Richard Ehman, MD & Lincoln Berland, MD

Workshop 6B - LI-RADS Update, Victoria Chernyak, MD & Claude Sirlin, MD

Workshop 6C - Even More Science, Ihab  Kamel, MD

Pres 1: Subtraction Stromal Volume: A New Ultrasound Tool to Predict Ovarian Torsion, Evan Norris, MD

Pres 2: Inter-Scanner Variability of Dual-Energy CT-derived Iodine Measurements: Impact of Different Normalization Techniques, Jinjin Cao, MD

Pres 3: Automated Image Prescription for Liver MRI using Deep Learning, Ruiqi Geng, MD

Hepatic, Billary, and Pancreatic Imaging Plenary

PDAC from a surgical perspective, Emily Winslow, MD

Advanced response assessment to novel PDAC therapy, Ihab  Kamel, MD

Cholangitis Update: PSC, IgG4, and COVID, Sooah Kim, MD

Hepatectomy and ALPPS: What the surgeons want to know, Joseph Yacoub, MD

Imaging of Liver Directed Therapy with Focus on TARE, Frank Miller, MD

The Isolated Dilated Bile Duct: Differential Diagnosis and Management, Reena Jha, MD

Debate (1) : Use of Hepatobiliary contrast for HCC screening, Bachir Taouli, MD, (Pro) Victoria Chernyak, MD, (Con) Joseph Yacoub, MD & Ihab Kamel, MD

Debate (2): Use of Hepatobiliary contrast for HCC screening, Bachir Taouli, MD, (Pro) Victoria Chernyak, MD, (Con) Joseph Yacoub, MD & Ihab Kamel, MD

Presidential Lecture

How Body Imagers Helped to Invent Functional Brain Imaging & What the Future Holds, Bruce  Rosen, MD

MR Innovations - Part 2 Rapid/Abbreviated MRI

The Case for RAPID MRI, Garry Gold, MD

The Case against RAPID MRI, Pranay Krishnan, MD

Panel Discussion, Garry Gold, MD, Pranay Krishnan, MD, Takeshi Yokoo, MD & Nicole Hindman MD

Workshop 7

Workshop 7A (1) - State of the Art in Lymphatic Imaging , Jeff  Maki, MD & Leo Tsai, MD

Workshop 7A (2) - State of the Art in Lymphatic Imaging , Jeff  Maki, MD & Leo Tsai, MD

Workshop 7B - Contrast Enhanced US for renal imaging/interventions, Elizabeth Edney, MD & Lori Mankowski Gettle, MD

Workshop 8

Workshop 8A (1) - CT Colonography , Kevin Chang, MD & Courtney Moreno, MD

Workshop 8A (2) - CT Colonography , Kevin Chang, MD & Courtney Moreno, MD

Workshop 8B - Dual Energy CT of the Abdomen: What You Need to Know , Bari Dane, MD

Workshop 8C - Start Ups and Collaborations: What You Need to Know, Garry Gold, MD & Martin Willemink, MD

HPB Tumor Board

(Panelists) Victoria Chernyak, MD, Motoyo Yano, MD, Emil Cohen, MD, Emily Winslow, MD & Yang Zhang, MD

Roundtables

Lean on,  Not In: Real Strategies for Work/Life Balance, Susan Ascher, MD & Nancy Kim, MD

Writing, reviewing, editing and more, becoming involved in radiology journals, Nicole Hindman, MD & Eric Tamm, MD

Gastrointestinal / Urinary Tract Plenary

Advances in Understanding of Crohn’s Disease Strictures, Mark Baker , MD

CT Colonography: How to benchmark your practice using ACR’s CT Colonography Registry, Courtney Moreno, MD

GI Manifestations of Novel Targeted Therapies, Atul Shinagare, MD

Imaging Polycystic Kidney Disease, Martin Prince, MD

CT Gastrography or Gastric Cancer- What the tumor board wants to know, Matt Morgan, MD

Workshop 9

Workshop 9A (1) - CSI Radiology: Radiology’s Role in Forensic Imaging , Les Folio, MD & Kalpana Kanal, MD

Workshop 9A (2) - CSI Radiology: Radiology’s Role in Forensic Imaging , Les Folio, MD & Kalpana Kanal, MD

Workshop 9B - Adrenal Imaging Update , Ayushi Gupta, MD & Aarti Sekhar, MD

Workshop 9C (1) - Female Pelvis Update: Placental and Cervical Imaging, Sherelle Laifer-Narin, MD & Joy Liau, MD

Workshop 9C (2) - Female Pelvis Update: Placental and Cervical Imaging, Sherelle Laifer-Narin, MD & Joy Liau, MD

Workshop 10

Workshop 10A - Sour M & M’s: Lessons Learned from Peer Review, Elizabeth Edney, MD & Neil Hansen, MD

Workshop 10C - Pancreas a' Plenty, Sam Galgano, MD & Chenchan Huang, MD

Vanguards of Science

Photoimmunotherapy, Peter Choyke, MD

Advanced Musculoskeletal MRI, Garry Gold, MD

Studying Racism, Ruth Carlos, MD

4D Flow MRI for Risk Stratification of Variceal Bleeding in Cirrhosis, Scott Reeder, MD

Workshop 11

Workshop 11B (1) - Rethinking How We Read: Preparing for Cyberattacks and the Next Pandemic, Joseph Yacoub, MD, Lei Yu, MD, Neil Hansen, MD

Workshop 11B (2) - Rethinking How We Read: Preparing for Cyberattacks and the Next Pandemic, Joseph Yacoub, MD, Lei Yu, MD, Neil Hansen, MD

Workshop 11C -Saving Lives – Tracking and Managing Actionable Imaging Findings, Namita Gandhi, MD & Rekha Mody, MD

Imaging of the Male Pelvis: Prostate and Beyond

ACR-designated Prostate Cancer MRI Center: What You Need to Know , Jeffrey Weinreb, MD

PSMA PET/ CT in Prostate Cancer, Daniella Pinho, MD

Imaging of Recurrent Prostate Cancer , Vikas Kundra, MD

Prostate Tumor Board

(Panelists) Daniel Costa, MD, Jurgen Futterer, MD, Daniella Pinho, MD & Peter Pinto, MD

Three Pearls (non-CME)

Pres 1: Anticipating the Unexpected: Imaging Characteristics of Complications Post-Partial Nephrectomy,  Chaurasia, MD

Pres 2: Multimodality Imaging of Endometriosis: A Primer for Radiologists,  Hira, MD

Pres 3: Fibrous Pseudotumors of the Scrotum,  Patel, MD

Pres 4: Imaging Findings Of Succinate Dehydrogenase Subunit B (SDHB) Gene Mutation,  Chaurasia, MD

Pres 5: Contrast-Enhanced Ultrasound in HCC Treatment Response Assessment After Microwave Ablation,  Wang, MD

Pres 6: Treatment Response Assessment After Stereotactic Body Radiation Therapy (SBRT) and Transarterial Radioembolization for Hepatocellular Carcinoma (HCC): Diagnostic Challenges,  Carr, MD

Pres 7: Quantitative Imaging in the abdomen with dual-energy CT,  Cao, MD

Pres 8: Strengths, Weaknesses, Opportunities, and Threats (SWOT) Analysis of AI Algorithms in Body Imaging,  Elkassem, MD

Pres 9: Radiomics in Pancreatic Ductal Adenocarcinoma,  Rigiroli, MD

Poster Session A (non-CME)

Predictors of Acute Deep Venous Thrombosis in Patients Hospitalized for COVID-19, Dev, MD

Artificial Intelligence Correlates with Expert Aortic Measurements in Presurgical CT Evaluation for Transcatheter Aortic Valve Replacement, Mercer, MD

Predictors of Acute Deep Venous Thrombosis in Patients Hospitalized for COVID-19, Riyahi, MD

Multireader evaluation of the impact of high-matrix size reconstructions in image quality and diagnostic confidence of peripheral  artery disease in arterial runoff studies of the lower extremities, Schwartz, MD

Reproducibility of Quantitative Thoracic 4D Flow MRI: Physiological Variability of Hemodynamics due to Circadian Rhythm and Food Intake, Oechtering, MD

Fully-automated opportunistic screening of cardiomegaly on routine chest or abdominal CT exams,  Abou elkassem, MD

Ferumoxytol-enhanced pulmonary MRA in pregnant women/ Guidance for clinical service, Starekova, MD

Prognostic value of heterogeneity in tumor iodine concentration from dual-energy CT in patients treated with immune checkpoint inhibitors,  Stolzberg, MD

Collaboration in a pandemic: Implementation of a transcontinental hybrid ultrasound curriculum, McGinty, MD

CT Exam Protocol Management Comparison Between Two Major Referral Centers,  Dimperio, MD

Denoising of dual-energy CT scans for patients with high BMI of 25 to above 40 kg/m2,  Schwartz, MD

Characterization and potential standardization of energy independent CT reconstruction techniques using an investigational dual-source photon-counting CT system - preliminary phantom study,  Schwartz, MD

Novel use of time resolved magnetic resonance angiography to evaluate retrograde lumbar vein flow in patients with chronic headaches with and without nutcracker phenomenon, Malik, MD

Sinogram-based thin slices Deep Learning Image Reconstruction Technique in Abdominal CT: Image quantitative and qualitative analysis, Cao, MD

Poster Session B (non-CME)

Body Imaging Apprenticeship: An Innovative Elective for Senior Radiology Residents, Abuelroos, MD

Linearity and Bias of Liver and Bone Marrow Proton Density Fat Fraction in the setting of Ferumoxytol MRI, Pirasteh, MD

Traveling Gallstones: Spectrum of MR Imaging Findings of Gallstone-Related Complications, Anthony, MD

Gallstones detection on Dual Energy Computerized Tomography (DECT)- Is it ready for real-world use? A retrospective observational study, Guha Roy, MD

Ex Vivo Radiologic-Histologic Correlation of Human Pancreas Adenocarcinoma: A Feasibility Study, Acher, MD

Post operative imaging of the large bowel, normal vs abnormal - When should we worry?, Tafreshi, MD

Task-specific shape radiomic features of mesenteric-portal axis for prediction of survival of patients with pancreatic ductal adenocarcinoma, Rigiroli, MD

Safety And Efficacy Of CT-Guided Percutaneous Biopsy Of Suspicious Sub-Centimeter Retroperitoneal Lymph Nodes Detected By Metabolic Imaging For The Diagnosis Of Metastatic Prostate Cancer, Kapplinger, MD

Non-invasive Characterization of Racial Histologic Diversity in Small Renal Masses with the MRI Clear Cell Likelihood Score, Xi, MD

Deep Medicine: Application Of Artificial Intelligence (AI) In Detection, Characterization, And Prognostication Of Kidney Masses, Yazdian Anari, MD

Imaging Characterization of Low and High Fuhrman Grade Clear Cell Renal Cell Carcinoma: Ultrahigh-resolution Short-length Rescan with Photon-counting CT, Nikpanah, MD

Making the Cut: Open and Minimally Invasive Management of Renal Cell Carcinomas, Chaurasia, MD

Comparative Efficacy of PSMA-targeting 18F-DCFPyL PET/CT scan and Multi-parametric MRI for Detection and Staging of Prostate Cancer: A Prospective Study, Kooraki, MD

Using MRI and Wearable Sensors to Quantify the Relationship of Muscle Morphology and Microstructure with Gait Kinematics, Rubin, MD

SABI Monumental Opportunities, Mody, MD

SABI Monumental Opportunities, Ayushi Gupta, MD

SABI Monumental Opportunities, Nancy Kim, MD

SABI Monumental Opportunities, Robbins, MD

SABI Monumental Opportunities, Sam Galgano, MD

SABI Monumental Opportunities, Nikhil Madhuripan, MD

SABI Monumental Opportunities, Angela Tong, MD

Quality and Safety Plenary

Update on Iodinated contrast from the ACR Committee on Drugs and Contrast Media, Matt Davenport, MD

CT Imaging of the Pregnant or Potentially Pregnant Patient, Xiang  Li, MD

Bleeding with Imaging-Guided Procedures: Do Pre-Procedural Labs Matter?, Olga Brook, MD

How to Read Abdominal CT – Lessons from Cognitive Science, Mark Kliewer, MD

The Awesome and Frightening Power of Defaults , Brian Herts, MD

Beyond The Reading Room: Communication & Productivity

Social & Emotional Intelligence Training in Radiology, Jessica  Robbins, MD

Do Something Great, Matt Davenport, MD

Success Tips for Academics, Neil Rofsky, MD

Maximizing Flexibility: Working from Home While Maintaining Community, Angela Tong, MD

Negotiation Strategies for Academia and Private Practice, Fred Lee, MD

Debate: Teaching and Building community in the Digital Age: Possible or Impossible?, Desiree Morgan, MD, Aarti Sekhar, MD, Victoria Chernyak, MD & Michael Hartung, MD