Ep. 432 AI in Medicine: Navigating the New Frontier with Confidence with Dr. Matthew Lungren

Ep. 432 AI in Medicine: Navigating the New Frontier with Confidence with Dr. Matthew Lungren

In this episode, Dr. Matthew Lungren discusses the transformative potential of Artificial Intelligence (AI) in healthcare, sharing insights into large language models, deep learning, and machine learning in improving patient care, enhancing clinical workflows, and optimizing medical research. Dr. Lungren is a pediatric diagnostic and interventional radiologist, and the Chief Data Science Officer at Microsoft Health and Life Sciences. He advocates for a future where AI acts as a tool for healthcare professionals, allowing them to devote more time to patient care rather than administrative tasks. Additionally, the discussion explores concerns such as AI’s impact on employment and interactions with insurance companies, while presenting resources for healthcare professionals to engage with and learn about AI technologies actively. --- CHECK OUT OUR SPONSOR Reflow Medical https://www.reflowmedical.com/ --- SHOW NOTES 00:00 - Introduction 03:00 - The Journey to AI Expertise: Dr. Lungren’s Story 05:48 - Decoding AI: From Basics to Large Language Models 13:07 - AI’s Impact on Healthcare and Beyond 15:57 - Exploring AI’s Potential in Content Creation and Clinical Efficiency 20:22 - The Future of AI in Healthcare: Opportunities and Challenges 25:27 - Leveraging AI for Diagnostic Radiology and Beyond 27:42 - The Transformative Potential of Generative AI in Healthcare 33:40 - Addressing Concerns: AI’s Role in Insurance and Patient Advocacy 36:41 - Empowering Healthcare Professionals with AI: Practical Applications and Future Outlook --- RESOURCES Fundamentals of Machine Learning for Healthcare - Stanford University Coursera Course: https://www.coursera.org/learn/fundamental-machine-learning-healthcare Dr. Matt Lungren’s LinkedIn Learning Course on Generative AI: https://www.linkedin.com/learning/an-introduction-to-how-generative-ai-will-transform-healthcare/introduction-to-generative-ai-in-healthcare DeepLearning.AI Website (Professor Andrew Ng): https://www.deeplearning.ai/ Fast.AI Website (Professor Jeremy Howard): https://www.fast.ai/ Professor Jeremy Howard YouTube: https://www.youtube.com/@howardjeremyp/featured Healthcare Information and Management Systems Society (HIMMS) Meeting: https://www.himssconference.com/en/homepage.html

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Ep. 255 History of Ablative Procedures with Drs. Luigi Solbiati and Steven Raman

Ep. 255 History of Ablative Procedures with Drs. Luigi Solbiati and Steven Raman

In this episode, guest host Dr. Steven Raman interviews a founding father of percutaneous tumor ablation, Dr. Luigi Solbiati about the development of this revolutionary treatment, new therapies that have stemmed from it, and his vision for the future of interventional oncology. --- CHECK OUT OUR SPONSOR Varian, a Siemens Healthineers company https://www.varian.com/ --- SHOW NOTES Dr. Solbiati was a radiologist at the General Hospital of Busto Arsizio when he developed an interest in cancer in the 1980s. He traveled to the UK to learn about CT and ultrasound imaging. Upon his return to Italy, he combined this knowledge with his hospital’s department of pathology to obtain the first liver and abdominal ultrasound-guided biopsies for non-palpable lesions. Dr. Solbiati notes that in most of the world, ultrasound is personally performed by medical doctors, and it is an important skill to have. Next, we discover how Dr. Solbiati came to treat the first parathyroid adenoma using percutaneous ethanol injection. After Dr. Solbiati had performed a parathyroid tumor biopsy, the treatment team realized that her serum PTH levels had completely normalized due to compression of the overactive parenchyma. Inspired by this result, Dr. Solbiati researched past literature and saw the success of ethanol injection to cause sclerosis of liver and renal cysts. Since the patient was not a surgical candidate, she was willing to undergo ethanol injection, which was eventually successful. Dr. Solbiati explains that parathyroid tumors are hypervasculated and encapsulated, so they are able to contain ethanol and prevent diffusion. Additionally, the use of ultrasound made it possible for operators to visualize the amount of liquid ethanol entering a solid tumor. Overtime, Dr. Solbiati began to work with Dr. Tito Livraghi to inject ethanol and chemotherapeutics for hepatocellular carcinoma lesions. The outcomes from their initial studies are still used as benchmarks for locoregional therapies today. Their research gained publicity from scientific and non-scientific media, which came with both positive and negative reactions. Dr. Solbiati emphasizes the importance of collaboration with surgeons and other interventionalists to combine surgical, intravascular, and percutaneous therapies. Additionally, he also played a key role in the testing of cool-tip radiofrequency ablation. Dr. Solbiati highlights the significance of percutaneous ablation in advancing health equity. Ethanol and radiofrequency ablation are relatively cost-efficient and safe, which allows for higher quality of cancer treatment in resource-limited settings. He looks toward the future of interventional oncology as the “fourth pillar” of cancer care (in addition to medical, surgical, and radiation oncological treatments), the growing use of augmented reality for percutaneous procedures, and the increasing rate of combination therapy with immunologic agents. --- RESOURCES Percutaneous ethanol injection of parathyroid tumors under US guidance: treatment for secondary hyperparathyroidism (Radiology, 1985): https://pubmed.ncbi.nlm.nih.gov/3889999/ Hepatic metastases: percutaneous radio-frequency ablation with cooled-tip electrodes (RSNA, 1997): https://pubs.rsna.org/doi/10.1148/radiology.205.2.9356616

26 Okt 202242min

Ep 254 Who is SIO? Past, Present and Future of Our Society with Drs. Bill Rilling, Sarah White, and Sean Tutton

Ep 254 Who is SIO? Past, Present and Future of Our Society with Drs. Bill Rilling, Sarah White, and Sean Tutton

In this episode, guest host Dr. Sean Tutton interviews Dr. Bill Rilling and Dr. Sarah White about the history of the Society of Interventional Oncology (SIO), their current research and volunteer involvement, and future directions of the society. --- CHECK OUT OUR SPONSOR Varian, a Siemens Healthineers company https://www.varian.com/ --- SHOW NOTES We begin by discussing how the Society of Interventional Oncology (SIO) began. It started as the World Conference of Interventional Oncology (WCIO), but was formed into an official society with the goal to become the fourth pillar of oncology care, in addition to surgical oncology, medical oncology and radiation oncology. At the time of its inception, the group asked themselves whether interventional oncology would be bettered by the addition of a professional membership society, and there was a thoughtful and unified decision that it would be. Next, we discuss what goes into forming a society? When asking people to become members, pay money and give their time, they will expect some return on their investment. It's important to have a formal society, as it greatly advances the field forward. The ability to focus resources and effort completely on what you're passionate about is what having SIO allows. At SIO, we want people to be members of both SIR and SIO, it should be both, not one or the other. Finally, we talk about some of the current research funded by SIO. SIO fulfills the research aspect of the society by creating data, currently via the Ablation with Confirmation of Colorectal Liver Metastasis (ACCLAIM) Trial. This trial uses software to determine post-treatment margins in percutaneous microwave ablation for colorectal metastasis of the liver. With this trial, they hope to prove that this procedure results in high rates of clear margins, which will make it a minimally invasive alternative to surgical resection. Future research efforts will likely focus on coupling locoregional therapy with targeted immunotherapy. They aim to start treating new cancers, develop further partnerships with industry and pharma, and continue to produce quality data on response rates to promote interventional oncology as the well respected and accepted fourth pillar of oncology. --- RESOURCES SIO: www.sio-central.org ACCLAIM Trial: www.sio-central.org/p/cm/ld/fid=809

24 Okt 202239min

Ep. 253 How I Place Nephrostomy Tubes with Dr. Aaron Fritts

Ep. 253 How I Place Nephrostomy Tubes with Dr. Aaron Fritts

In this back to the basics episode, Dr. Christopher Beck interviews Dr. Aaron Fritts about his standard procedure for nephrostomy tube placement, preferred tools, and troubleshooting tips. --- CHECK OUT OUR SPONSOR Reflow Medical https://www.reflowmedical.com/ --- EARN CME Reflect on how this Podcast applies to your day-to-day and earn AMA PRA Category 1 CMEs: https://earnc.me/yEfEUY --- SHOW NOTES Dr. Fritts says that most of his referrals come from urology, and patients need treatment for hydronephrosis, kidney stones, and pre-operative access for lithotripsy. He goes over his workup, which can be expedited in emergency cases. He checks for normal coagulation tests and anticoagulation medications, since bleeding is the most common and dangerous complication of the procedure. Both doctors prefer to use CT imaging to map out the procedure, identify stone burden, and decide which calyx to access. It is important to use CT to make note of and avoid the colon (lateral) and paraspinal muscles (medial) when choosing an access site. Dr. Fritts also marks the access site before the patient gets prepped for the procedure, in order to ensure that the correct area is cleaned. Patients are usually under moderate sedation with versed and fentanyl. Then the doctors walk through a typical nephrostomy tube placement under ultrasound guidance. They emphasize that lidocaine needs to be injected all the way down to the cortex to maximize patient comfort and decrease the likelihood of patient movement during the procedure. Then, the needle is inserted into a calyx. While it is standard to access the lower pole to minimize bleeding risk, Dr. Beck sometimes prefers mid-pole access since this provides a shorter distance from skin to target and a more favorable angle to enter the ureter from the renal pelvis. The upper pole is generally avoided due to risk of diaphragmatic puncture, but it can be accessed if a stone is present there. Dr. Beck shares a tip about injecting saline to plump up the calyces and allow for better access. Dr. Fritts describes the two-stick technique that was primarily used before ultrasound access was available. He also recommends communicating with urologists in lithotripsy patients to identify optimal access sites for each patient’s lithotripsy. If the wire is placed directly on top of the stone and you have difficulty maneuvering the wire around the stone, you can inject saline to dilate the system and obtain a better angle for the wire. Finally, the doctors talk about drain selection, which is usually an 8Fr or 10Fr. The drain is secured with stitches, and possibly a bumper stitch. Pyonephrosis patients are usually kept inpatient, while other patients can get discharged after two hours. It is important to watch for hematuria and distinguish between mildly red venous blood from minor procedural trauma (which will subside) and bright red blood from arterial damage. --- RESOURCES SIR Now: https://sirnow.sirweb.org/ Ep. 97- Nephrostomy Tube Placement with Dr. David Feld: https://www.backtable.com/shows/vi/podcasts/97/nephrostomy-tube-placement-basic-to-advanced Diuretic agent and normal saline infusion technique for ultrasound-guided percutaneous nephrostomies in nondilated pelvicaliceal systems: https://pubmed.ncbi.nlm.nih.gov/22893420/ Bumper Stitch for Drainage Tube Securement: https://www.jvir.org/article/S1051-0443(11)01353-4/pdf

21 Okt 20221h 25min

Ep. 252 How I Place Gastrostomy Tubes with Dr. Chris Beck

Ep. 252 How I Place Gastrostomy Tubes with Dr. Chris Beck

In this episode, Dr. Aaron Fritts interviews Dr. Christopher Beck about gastrostomy tubes, including the evolution of his method, tips for patients who pull their tubes out, and why g-tubes are such a controversial topic in IR. --- CHECK OUT OUR SPONSOR Laurel Road for Doctors https://www.laurelroad.com/healthcare-banking/ --- EARN CME Reflect on how this Podcast applies to your day-to-day and earn AMA PRA Category 1 CMEs: https://earnc.me/B9TbcW --- SHOW NOTES We begin by discussing indications and contraindications for gastrostomy tubes. Frequent indications are stroke patients, head and neck cancer patients, and trauma patients. Contraindications include uncorrectable coagulopathy, ascites, peritoneal carcinomatosis, or something interposed between the abdominal wall and the stomach, such as liver or bowel. Dr. Beck prefers having imaging to review, which most patients have. If no prior imaging is available, he will get a non-contrast CT abdomen the day of the procedure. He likes all his patients to drink barium for visualization of bowel during the procedure, but will not cancel the procedure if they didn’t drink it, as the insufflation should move bowel out of the way and there should be enough bowel gas to identify and avoid the bowel. Next, Dr. Beck reviews the details of his method. He likes to use monitored anesthesia care (MAC), because frequently he has patients with bad Mallampati scores. Additionally, anesthesia is very helpful with NG placement. Furthermore, it makes the procedure much more comfortable for the patient. He always checks liver margins with ultrasound prior to starting the procedure. He always gives 1 mg glucagon before insufflation and antibiotics per the SIR Guidelines App. As for equipment, he uses t-fasteners from Avanos, a dilator set, and a 20Fr G-tube. He used to start with 16Fr but found he frequently had to size up to a 20Fr. He uses a 24Fr peel away sheath. For the procedure, he insufflates, marks his entry point with a hemostat, and then numbs in all 3 spots where he will place his gastropexies. He uses 1/2 syringe of contrast for his gastropexy placement. He uses 2 t-tags, and prefers the C-arm in RAO rather than AP during this step. For G-tube placement, he aims 20 degrees toward the pylorus, and always makes sure he sees wire touching two walls of the stomach to ensure he is intraluminal. He uses sterile water to inflate the balloon rather than saline or contrast. Lastly, he always makes sure to get a good final image to confirm placement in the stomach. For post-care, on inpatients he rounds the next morning, checking that the tube flushes and then clears it for use. For outpatients, he recommends no feeding (via G or NG) for three hours and a consult with a dietician before discharge. After this, the patient can receive nutrition via NG. If the patient has no peritoneal signs, the G-tube can be used the next day. For tube management, he exchanges the tube every 6 months or sooner if there is an issue, such as the tube being pulled out or becoming clogged beyond the point of a bedside fix. --- RESOURCES BackTable YouTube Gastrostomy Tube Demo: https://www.youtube.com/watch?v=17ep0AEkKqs Early Initiation of Enteral Feeding: https://pubmed.ncbi.nlm.nih.gov/24674218/ SIR Guidelines App: https://apps.apple.com/us/app/sir-guidelines/id1552455529

17 Okt 20221h 9min

Ep. 251 Race and AI in Radiology with Dr. Judy Gichoya

Ep. 251 Race and AI in Radiology with Dr. Judy Gichoya

In this episode, Dr. Ally Baheti interviews interventional radiologist Dr. Judy Gichoya about her recent paper on artificial intelligence (AI) and the use of a deep learning model to recognize patients’ self-described racial identity, based on radiology images. --- CHECK OUT OUR SPONSORS Medtronic Concerto https://mobile.twitter.com/mdtvascular Viz.ai https://www.viz.ai/ --- EARN CME Reflect on how this Podcast applies to your day-to-day and earn AMA PRA Category 1 CMEs: https://earnc.me/XIPsKR --- SHOW NOTES Dr. Gichoya had started by tackling the original problem of bias in diagnoses for chest X-rays, since it has always been difficult to tell whether something is a real diagnosis, or simply just a finding. Her team built a deep learning model; however, they saw that it did not work well for black patients. With further investigation, they discovered that their model had learned signals that correlated with self-identified race. Intrigued by this finding, Dr. Gichoya and her team sought to identify the factors that the model used when making its race determination. Because AI is black box in nature, the methods by which the algorithm learns remains largely unknown. When tested in other imaging modalities (mammogram, chest CT, spine imaging), the model still showed high accuracy. Additionally, the model retained accuracy when different information was eliminated from the images (ex. age, disease distributions, bone densities). The model was also able to predict race in healthy patients, showing that it did not rely on patterns of disease prevalence in specific ethnic groups. Next, we spoke about the implications of this research in developing risk scores. Deep learning models are able to look at factors that humans are not trained or able to see. Dr. Gichoya highlights the model’s potential effectiveness in predicting osteoarthritis risk in black patients. We also look at applications in opportunistic screening and information about social determinants of health. For example, most patients presenting with chest pain often get chest CTs. Dr. Gichoya thinks that these images can be used by the model to learn about patients’ environmental exposures, like pollution. We finish the episode with a discussion on the changing landscape of IR and how AI can be used as an assistive technology. Interventional cardiologists are already using AI to dictate their procedural reports in real-time. In the interventional oncology space, AI could help integrate imaging and pathology findings to determine personalized treatment courses. All of these applications depend on researchers’ ability to market their findings to peers and the public, Dr. Gichoya gives tips on how to do this. --- RESOURCES AI recognition of patient race in medical imaging: a modelling study: https://www.thelancet.com/journals/landig/article/PIIS2589-7500(22)00063-2/fulltext

14 Okt 202233min

Ep. 250 The Evolution of Trauma Care in Interventional Radiology with Dr. Mark Wilson

Ep. 250 The Evolution of Trauma Care in Interventional Radiology with Dr. Mark Wilson

In this episode, Dr. Vishal Kumar interviews Dr. Mark Wilson, vice chair and professor of radiology and biomedical imaging at UCSF, and chief of diagnostic and interventional radiology at the Zuckerberg San Francisco General Hospital and Trauma Center about the evolution of trauma care in interventional radiology, translational research, and the impact of mentorship and student outreach. --- CHECK OUT OUR SPONSOR RADPAD® Radiation Protection https://www.radpad.com/ --- EARN CME Reflect on how this Podcast applies to your day-to-day and earn AMA PRA Category 1 CMEs: https://earnc.me/0RPqzN --- SHOW NOTES We begin by discussing how Dr. Wilson discovered radiology, and how he has come to be a leader in IR. He started out with an interest in psychiatry, and became involved in research on psychiatric brain imaging. As he delved deeper into biomedical imaging, his fascination grew. With help from his mentor, he began publishing, which motivated him to further pursue his passion for research. He learned about IR, and then got into UCSF for his radiology residency. Being at the frontier of innovations, Dr. Wilson has been involved in research on MR guided interventions, remote navigation, and percutaneous venous chemo filters. He says these projects have reinforced that radiology and research isn’t done in a vacuum. He depends on his collaborators in material science, chemistry, and other fields to successfully innovate. One thing he loves about the research lab is the student involvement, and getting to see high school and college students get their name on a paper. This is one area of student outreach that has an incredible impact and shapes future leaders in radiology and medicine. Finally, we discuss how Dr. Wilson spearheaded the role of radiology within the hospital infrastructure when they created the new SF General Hospital, the Zuckerberg San Francisco General Hospital and Trauma Center. He collaborated with hospital leadership and architects, as well as emergency medicine, surgery, anesthesia and nursing to build a state of the art trauma care center to serve the people of San Francisco. It fulfills its goal of bringing the services to the patient to deliver better and more efficient care. From CT scanners in the ED, to a hybrid trauma OR, this new center is one of the leading IR and trauma centers in the world. --- RESOURCES The History of the Zuckerberg San Francisco General Hospital and Trauma Center: https://zuckerbergsanfranciscogeneral.org/about-us/our-history/

10 Okt 202245min

Ep. 249 Plumbers, Scientists and Educators: Is It Possible to Fit It All In and Have a Life? with Dr. Lorenzo Patrone

Ep. 249 Plumbers, Scientists and Educators: Is It Possible to Fit It All In and Have a Life? with Dr. Lorenzo Patrone

In this episode, BackTable is on location in Barcelona for CIRSE 2022! Dr. Aaron Fritts conducts a live video interview with interventional radiologist Dr. Lorenzo Patrone. They discuss their experiences with balancing clinical, academic, and family responsibilities, as well as differences in the American and European physician work environments and the use of social media in medicine. --- CHECK OUT OUR SPONSORS Reflow Medical https://www.reflowmedical.com/ Medtronic Chocolate PTA Balloon https://www.medtronic.com/peripheral --- SHOW NOTES Dr. Patrone recounts his entry into the European IR speaking circuit. Through networking, he continues to meet speakers, learn from their experiences, and gain effective communication and presentation skills. He speaks about normalizing the feeling of imposter syndrome, especially when being invited to speak among IR founders and luminaries. He emphasizes personal growth and identifying where your passion and talent overlaps with lecture content. Dr. Patrone highlights the fact that the field of IR revolves around three different aspects: First, the pioneering phase to innovate new procedures, then the research/evidence phase to demonstrate reproducible results, and finally, the education phase to disseminate knowledge and inspire new generations of IRs. It is common for IRs to feel overwhelmed when trying to commit to all of these fields. Instead of trying to master all aspects of the job, Dr. Patrone recommends that clinicians find different angles of their jobs and hone in the aspects that make them enthusiastic to come to work. Personally, he prioritizes clinical care and teaching. We discuss how time is the ultimate luxury, and how to avoid over-commitment and burnout. We also consider societal gender roles and talk about unjust extra pressures faced by female physicians. Then, we look at some key differences between a physician career in the US, versus one in Europe. Dr. Patrone comments on the pay gap, training pathway, and overall philosophy of the Italian and British healthcare systems. Finally, we discuss benefits and misuses of social media within the medical community. Dr. Patrone emphasizes that social media should be used as a tool to teach and inspire, rather than a platform to criticize individuals or specialties. Regarding case-based posts and feedback, he highlights the point that every clinician could have a different but valid approach to each case, based on the practice setting and operator skill. He also encourages other posters to talk about case complications, which can provide enormous educational value for learners.

7 Okt 202252min

Ep. 248 Staff Culture with Dr. Peder Horner (on location at CIRSE)

Ep. 248 Staff Culture with Dr. Peder Horner (on location at CIRSE)

In this episode, Dr. Aaron Fritts interviews Dr. Peder Horner about the impact of staff culture on patient care, how to manage bad players, and how to maintain an active role in shaping a healthy work culture. --- CHECK OUT OUR SPONSORS Accountable Physician Advisors http://www.accountablephysicianadvisors.com/ Accountable Revenue Cycle Solutions https://www.accountablerevcycle.com/ --- EARN CME Reflect on how this Podcast applies to your day-to-day and earn AMA PRA Category 1 CMEs: https://earnc.me/49cHUg --- SHOW NOTES We begin by discussing why staff culture is important. In IR, many people are coming out of a toxic training program and are now expected to be department leaders. We take after our mentors, and we pick up both good and bad habits. So where does healthy staff culture start? Dr. Horner explains that it starts from the top. You have to play an active role in molding the culture, otherwise it will remain toxic or simply be uninspiring. Next, we ask Dr. Horner how he inspires his staff. He shares many values as a parent and a leader. If he is tired and as a result doesn’t smile while at work, it can set the mood for a case, similarly to how it can add up and impact a home relationship on a day to day basis. When employees have negative feelings at work, this results in worse patient care. Lastly, we talk about how to maintain culture once you have a good team onboard. Dr. Horner believes in checking in frequently by asking his techs and nurses how they are doing. He prioritizes their career growth and mobility, which he says may lose him employees over time, but in turn makes people enjoy coming to work because they feel like they are improving and advancing. He says you must be selfless as a leader. If you expect everything to stay static, you’re doing your staff and patients a disservice. Even a great team, if left static, will not go far. He encourages personal and professional development among his staff which is a huge part of the culture of growth he believes in. --- RESOURCES Harvard Business Review: https://hbr.org Paper on Work Culture and Patient Care: https://asqblog.com/2015/02/25/barsade-oneill-2014-whats-love-got-to-do-with-it-a-longitudinal-study-of-the-culture-of-companionate-love-and-employee-and-client-outcomes-in-a-long-term-care-setting/

3 Okt 202249min

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