Radiology Commons^™

The Use Of Viatorr Stent At The Thoracic Outlet To Maintain Hemodialysis Access Function, Mohammad Ghasemi-Rad, Lauren Do, Michael Collard, Jai Cui, Zubin Irani

Faculty, Staff and Students Publications

PURPOSE: Venous steno-occlusive disease at the thoracic outlet affects up to 30% of the hemodialysis population [1] causing arm swelling and hemodialysis access dysfunction. Balloon angioplasty in this region can be of limited utility given the rigid compressive effect of surrounding musculoskeletal (MSK) structures. Outcomes of using the Viatorr endoprosthesis (Gore Viatorr TIPS Endoprosthesis, Gore, Flagstaff AR, USA, Viatorr ®) within this region to salvage the HD access in patients who presented with dialysis access dysfunction is presented.

METHODS: A retrospective chart review was performed of our tertiary and quaternary care hospital system. Hemodialysis patients were included in the study …

Medical Imaging Applications Of Federated Learning, Sukhveer Singh Sandhu, Hamed Taheri Gorji, Pantea Tavakolian, Kouhyar Tavakolian, Alireza Akhbardeh

Faculty, Staff and Student Publications

Since its introduction in 2016, researchers have applied the idea of Federated Learning (FL) to several domains ranging from edge computing to banking. The technique's inherent security benefits, privacy-preserving capabilities, ease of scalability, and ability to transcend data biases have motivated researchers to use this tool on healthcare datasets. While several reviews exist detailing FL and its applications, this review focuses solely on the different applications of FL to medical imaging datasets, grouping applications by diseases, modality, and/or part of the body. This Systematic Literature review was conducted by querying and consolidating results from ArXiv, IEEE Xplorer, and PubMed. Furthermore, …

Automated Lung Ultrasound Pulmonary Disease Quantification Using An Unsupervised Machine Learning Technique For Covid-19, Hersh Sagreiya, Michael A Jacobs, Alireza Akhbardeh

Faculty, Staff and Student Publications

COVID-19 is an ongoing global health pandemic. Although COVID-19 can be diagnosed with various tests such as PCR, these tests do not establish pulmonary disease burden. Whereas point-of-care lung ultrasound (POCUS) can directly assess the severity of characteristic pulmonary findings of COVID-19, the advantage of using US is that it is inexpensive, portable, and widely available for use in many clinical settings. For automated assessment of pulmonary findings, we have developed an unsupervised learning technique termed the calculated lung ultrasound (CLU) index. The CLU can quantify various types of lung findings, such as A or B lines, consolidations, and pleural …

A Case Of Combined Pulmonary Vein Isolation (Pvi) And Watchman Implant Through Hepatic Vein In A Patient With Interrupted Inferior Vena Cava (Ivc), Sameh Girgis, Negar Niknam, Zabeer Bhatti, Jalal Mohsin, Ahmed Kamel Abdel Aal, Ramesh Hariharan, Khashayar Hematpour

Faculty, Staff and Student Publications

This case report describes a successful procedure involving pulmonary vein isolation (PVI) and left atrial appendage (LAA) closure with a watchman device in a 78-year-old male with atrial fibrillation and an interrupted inferior vena cava. Due to the vascular anomaly, a transhepatic approach was used, which proved successful.

The Mastery Lifestyle Intervention To Reduce Biopsychosocial Risks For Pregnant Latinas And African Americans And Their Infants: Protocol For A Randomized Controlled Trial, Berta H Ganizada, Koen D Reesink, Shaiv Parikh, Mitch J F G Ramaekers, Asim C Akbulut, Pepijn J M H Saraber, Gijs P Debeij, Mumc-Taa Student Team, Armand M Jaminon, Ehsan Natour, Roberto Lorusso, Joachim E Wildberger, Barend Mees, Geert Willem Schurink, Michael J Jacobs, Jack Cleutjens, Ingrid Krapels, Alexander Gombert, Jos G Maessen, Ryan Accord, Tammo Delhaas, Simon Schalla, Leon J Schurgers, Elham Bidar

Faculty, Staff and Student Publications

Current management guidelines for ascending thoracic aortic aneurysms (aTAA) recommend intervention once ascending or sinus diameter reaches 5-5.5 cm or shows a growth rate of >0.5 cm/year estimated from echo/CT/MRI. However, many aTAA dissections (aTAAD) occur in vessels with diameters below the surgical intervention threshold ofMoreover, during aTAA repair surgeons observe and experience considerable variations in tissue strength, thickness, and stiffness that appear not fully explained by patient risk factors. To improve the understanding of aTAA pathophysiology, we established a multi-disciplinary research infrastructure: The Maastricht acquisition platform for studying mechanisms of tissue-cell crosstalk (MAPEX). The explicit scientific focus of the …

Longitudinal Diffusion And Volumetric Kinetics Of Head And Neck Cancer Magnetic Resonance On A 15 T Mr-Linear Accelerator Hybrid System: A Prospective R-Ideal Stage 2a Imaging Biomarker Characterization/Pre-Qualification Study, Joint Head And Neck Radiation Therapy-Mri Development Cooperative, Mr-Linac Consortium Head And Neck Tumor Site Group

Faculty, Staff and Student Publications

Objectives: We aim to characterize the serial quantitative apparent diffusion coefficient (ADC) changes of the target disease volume using diffusion-weighted imaging (DWI) acquired weekly during radiation therapy (RT) on a 1.5 T MR-Linac and correlate these changes with tumor response and oncologic outcomes for head and neck squamous cell carcinoma (HNSCC) patients as part of a programmatic R-IDEAL biomarker characterization effort.

Methods:Thirty patients with HNSCC who received curative-intent RT at MD Anderson Cancer Center, were included. Baseline and weekly MRI were obtained, and various ADC parameters were extracted from the regions of interest (ROIs). Baseline and weekly ADC parameters were …

The Neutralization Of The Eosinophil Peroxidase Antibody Accelerates Eosinophilic Mucin Decomposition, Panagiotis Doukas, Jan Paul Frese, Thorsten Eierhoff, Gabriel Hellfritsch, Ben Raude, Michael J Jacobs, Andreas Greiner, Alexander Oberhuber, Alexander Gombert

Faculty, Staff and Student Publications

Acute kidney injury (AKI) is a common complication after complex aortic procedures and it is associated with relevant mortality and morbidity. Biomarkers for early and specific AKI detection are lacking. The aim of this work is to investigate the reliability of the NephroCheck bedside system for diagnosing stage 3 AKI following open aortic surgery. In this prospective, multicenter, observational study,- https://clinicaltrials.gov/ct2/show/NCT04087161 -we included 45 patients undergoing open thoracoabdominal aortic repair. AKI risk (AKIRisk-Index) was calculated from urine samples at 5 timepoints: baseline, immediately postoperatively and at 12, 24, 48, and 72 h post-surgery. AKIs were classified according to the KDIGO …

Opportunistic Detection Of Type 2 Diabetes Using Deep Learning From Frontal Chest Radiographs, Ayis Pyrros, Stephen M. Borstelmann, Ramana Mantravadi, Zachary Zaiman, Kaesha Thomas, Brandon Price, Eugene Greenstein, Nasir Siddiqui, Melinda Willis, Ihar Shulhan, John Hines-Shah, Jeanne M. Horowitz, Paul Nikolaidis, Matthew P. Lungren, Jorge Mario Rodríguez-Fernández, Judy Wawira Gichoya, Sanmi Koyejo, Adam E. Flanders, Nishith Khandwala, Amit Gupta, John W. Garrett, Joseph Paul Cohen, Brian T. Layden, Perry J. Pickhardt, William Galanter

Department of Radiology Faculty Papers

Deep learning (DL) models can harness electronic health records (EHRs) to predict diseases and extract radiologic findings for diagnosis. With ambulatory chest radiographs (CXRs) frequently ordered, we investigated detecting type 2 diabetes (T2D) by combining radiographic and EHR data using a DL model. Our model, developed from 271,065 CXRs and 160,244 patients, was tested on a prospective dataset of 9,943 CXRs. Here we show the model effectively detected T2D with a ROC AUC of 0.84 and a 16% prevalence. The algorithm flagged 1,381 cases (14%) as suspicious for T2D. External validation at a distinct institution yielded a ROC AUC of …

Multiple Primary Lung Cancers: Treatment Outcomes After Stereotactic Body Radiotherapy (Sbrt), Gyujae Choi, George Chen, Weiyuan Mai, Albert Chen, Angela Zhu

Faculty, Staff and Students Publications

PURPOSE/OBJECTIVES: Patients with lung cancer sometimes present with multiple primary lung cancers (MPLCs), either simultaneously (synchronous) or after treatment of an initial lesion (metachronous). Although open surgery remains a treatment mainstay for patients with stage I-II non-small-cell lung cancer (NSCLC), stereotactic body radiation therapy (SBRT) is an acceptable alternative for patients who are medically unfit for or who refuse surgery. In this study, we retrospectively examine the outcome among patients with early-stage MPLCs treated at our institution with SBRT.

MATERIALS/METHODS: Patients at our institution receiving SBRT for MPLC between June 2011 and March 2020 were reviewed retrospectively. Prior to undergoing …

Radiological-Histopathological Discordance In Patients Transplanted For Hcc And Its Impact On Post-Transplant Outcomes, Islam B Mohamed, Mohamed Saleh Ismail, Ahmed El Sabagh, Ahmed M Afifi Abdelwahab, Efstathia Polychronopoulou, Yong-Fang Kuo, Manal Hassan, John A Goss, Fasiha Kanwal, Prasun K Jalal

Faculty, Staff and Students Publications

BACKGROUND AND AIMS: Contrast-enhanced cross-sectional imaging is the cornerstone in the diagnosis, staging, and management of HCC, including eligibility for liver transplantation (LT). Radiological-histopathological discordance may lead to improper staging and may impact patient outcomes. We aimed to assess the radiological-histopathological discordance at the time of LT in HCC patients and its impact on the post-LT outcomes.

METHODS: We analyzed further the effect of 6-month waiting policy on the discordance. Using United Network for Organ Sharing-Organ Procurement and Transplantation Network (UNOS-OPTN) database, we examined the discordance between pre-LT imaging and explant histopathology for all adult HCC patients who received liver …

Dislodged Endovascular Heat-Induced Thrombus Resulting In Pulmonary Embolus Following Post-Operative Ultrasound Compression, Danielle Park, Aghilas Belkadi, Luke Perry, Michael Kachmar, Holly Graves

Rowan-Virtua Research Day

Introduction: Venous insufficiency and consequent varicose veins are common problems faced by many patients. Fortunately, there are many treatment options available including a minimally invasive method known as radiofrequency ablation (RFA). RFA is not without complications; amongst those are endovascular heat induced thrombosis (EHIT). This rare complication is typically managed conservatively; however, in rare occasions, the thrombus can detach and embolize causing further issues for patients.

Case Description: A 48-year-old male underwent an uneventful RFA procedure for a CEAP 4a venous insufficiency. On the post-operative ultrasound venous duplex evaluation, the patient was found to have EHIT type 2 in the …

Case Report: Use Of Bedside Handheld Ultrasound To Diagnose Finger Dislocation, Frank Wheeler, Philip Carhart, James Espinosa, Alan Lucerna, Henry Schuitema

Rowan-Virtua Research Day

Here we present the case of a 37-year-old male with a finger injury in which finger dislocation was suspected clinically. A bedside pocket ultrasound was performed using a water submersion technique, which identified a posterior dislocated right 2nd digit at the PIP joint. This finding was confirmed with an x-ray. This case report demonstrates that ultrasonography can be utilized to correctly identify finger dislocation. Although larger studies need to be performed to validate the accuracy of this imaging technique, the implications may improve care of the patient. It would also be particularly beneficial for this technique to be applied to …

Multiparametric Magnetic Resonance Imaging Artificial Intelligence Pipeline For Oropharyngeal Cancer Radiotherapy Treatment Guidance, Kareem Wahid

Dissertations and Theses (Open Access)

Oropharyngeal cancer (OPC) is a widespread disease and one of the few domestic cancers that is rising in incidence. Radiographic images are crucial for assessment of OPC and aid in radiotherapy (RT) treatment. However, RT planning with conventional imaging approaches requires operator-dependent tumor segmentation, which is the primary source of treatment error. Further, OPC expresses differential tumor/node mid-RT response (rapid response) rates, resulting in significant differences between planned and delivered RT dose. Finally, clinical outcomes for OPC patients can also be variable, which warrants the investigation of prognostic models. Multiparametric MRI (mpMRI) techniques that incorporate simultaneous anatomical and functional information …

The Predictive Impact Of Dual Somatostatin Receptor/Fluorodeoxyglucose (Fdg) Positron Emission Tomography (Pet) In Metastatic Gastroenteropancreatic Neuroendocrine Tumors (Gep-Nets): Review Of Literature And A Single Institution Experience, Amr Mohamed, Sylvia L Asa, Zhenghong Lee, Sree H Tirumani, Qiubai Li, Norbert Avril, David Bajor, Amit Mahipal, Sakti Chakrabarti, J Eva Selfridge, Arash Kardan

Faculty, Staff and Students Publications

Treatment with radiolabelled somatostatin analogs, a form of peptide receptor radionuclide therapy (PRRT), has changed the management of patients with advanced gastroenteropancreatic neuroendocrine tumors (GEP-NETs). There is a subgroup of patients who have suboptimal benefit and rapidly progress on PRRT, indicating that accurate prognostic and predictive markers are urgently needed. Currently, most of the literature concentrate on the prognostic impact of the dual positron emission tomography (PET) scan with very few information regarding the predictive value. We report a case series and review the literature to summarizes the predictive value of combined somatostatin receptor (SSTR) and fluorodeoxyglucose (FDG) PET in …

Opportunistic Retrospective Assessment Of Huac, Bone Density, Sft And Breast Density On Ct Images And Relationship With Severity Of Covid-19, Mahmut Subasi, Mustafa Duger, Cengiz Erol, Irmak Durur-Subasi

Journal of Mind and Medical Sciences

Aim. To evaluate mean Hounsfield unit calculation (HUAC), bone density, subcutaneous fat thickness (SFT), breast density (constitutional imaging biomarkers) and age in symptomatic patients with COVID-19, to assess their correlation with pneumonia severity. Materials and Methods. Between 11 March and 30 May 2020, 272 consecutive symptomatic female patients with COVID-19 who underwent chest CT imaging at baseline were reviewed. HUAC, bone density, SFT and breast density were evaluated retrospectively and statistically compared in cases with negative/positive PCR test results, with/without pneumonia and with mild/moderate-severe pneumonia. Univariate/multivariate logistic regression analyses were applied for estimation of moderate/severe pneumonia. Results. The parameters of …

Giant Cell Arteritis In An Elderly Female With Pulmonary Tuberculosis, Ashwin Parchani, Ashish Baweja, Harnoor Singh, Yatharth Malik, Vinod Gupta, Minakshi Dhar, Monika Pathania

Faculty, Staff and Student Publications

Giant cell arteritis (GCA) is a type of systemic vasculitis that primarily affects people over the age of 50 and affects the medium to large arteries. GCA's clinical manifestations can be varied and non-specific, similar to those observed in atherosclerosis. Here, the authors present a case of an elderly woman with pulmonary tuberculosis with GCA masquerading as atherosclerosis.

Differentiating Axonal From Demyelinating Neuropathies Using Multiparametric Quantitative Mri Of Peripheral Nerves, Jacob D. Baraz, Stephanie Xuan, Sadaf Saba, Xue Yang, Ryan Castoro, Yang Xuan, Alison Roth, Richard D. Dortch, Jun Li, Yongsheng Chen

Medical Student Research Symposium

Objectives: To develop a multiparametric quantitative MRI (qMRI) method to track pathological changes in the peripheral neuropathies.

Background: Irrespective of the causes or types of polyneuropathies, peripheral nerves are mainly afflicted by two kinds of pathologies – axonal loss and demyelination. It is critical to differentiate between the two as treatments are different for the two conditions. While nerve conduction studies (NCS) have been used to differentiate the two pathologies in the distal nerves, there are no tools to probe the pathologies in the proximal peripheral nerves. This is particularly needed when distal nerves become non-responsive in NCS.

Methods: We …

Safety Of Nivolumab Added To Chemoradiation Therapy Platforms For Intermediate And High-Risk Locoregionally Advanced Head And Neck Squamous Cell Carcinoma: Rtog Foundation 3504, Maura L Gillison, Robert L Ferris, Jonathan Harris, A Dimitrios Colevas, Loren K Mell, Christina Kong, Richard C Jordan, Kevin L Moore, Minh-Tam Truong, Claudia Kirsch, Arnab Chakravarti, Dukagjin M Blakaj, David A Clump, James P Ohr, John F Deeken, Michael F Gensheimer, Nabil F Saba, Jennifer A Dorth, David I Rosenthal, Rom S Leidner, Randall J Kimple, Mitchell Machtay, Walter J Curran, Pedro Torres-Saavedra, Quynh Thu Le

Faculty, Staff and Student Publications

PURPOSE: Programmed death-1 immune checkpoint blockade improves survival of patients with recurrent/metastatic head and neck squamous cell carcinoma (HNSCC), but the benefits of addition to (chemo)radiation for newly diagnosed patients with HNSCC remain unknown.

METHODS AND MATERIALS: We evaluated the safety of nivolumab concomitant with 70 Gy intensity modulated radiation therapy and weekly cisplatin (arm 1), every 3-week cisplatin (arm 2), cetuximab (arm 3), or alone for platinum-ineligible patients (arm 4) in newly diagnosed intermediate- or high-risk locoregionally advanced HNSCC. Patients received nivolumab from 2 weeks prior to radiation therapy until 3 months post-radiation therapy. The primary endpoint was dose-limiting …

Spontaneous Large Volume Hemothorax Managed With A Small-Bore Chest Tube, Moiz Salahuddin, Samia Ayub

Department of Medicine

A 67-year-old male with metastatic lung cancer presented with acute shortness of breath and increasing oxygen requirements. He had a decreasing hemoglobin for which he required red blood cell transfusions. His chest x-ray showed near complete white-out of the left lung. Bedside ultrasound (Handheld Sonostar C4PL) showed a large pleural effusion with swirling echogenic material suggestive of plankton sign. The pleural effusion was aspirated and showed frank blood, after which a small-bore chest tube (SBCT) was inserted. A total of 3200ml of blood was drained with the SBCT. There was complete clearance of the pleural space, and no further blood …

The Spatial And Temporal Structure Of Neural Activity Across The Fly Brain, Katherine E Maturen, Cheri L Canon, Joel G Fletcher, Amy K Hara, David H Kim, Jonathan B Kruskal, Frank H Miller, Erick M Remer, Stuart G Silverman

Faculty, Staff and Student Publications

In 2012, the Society of Abdominal Radiology (SAR) was formed by the merger of the Society of Gastrointestinal Radiologists (SGR) and the Society of Uroradiology (SUR). On the occasion of SAR's ten year anniversary, this commentary describes important changes in society structure, the growth and diversity of society membership, new educational and research initiatives, intersociety and international outreach, and plans for the future.

Ct Colonography Is The Perfect Colorectal Screening Test That Unfortunately Few People Use Yet, David H Kim

Faculty, Staff and Student Publications

Take-home points

• • Computed tomography colonography (CTC) is the perfect test among the colorectal cancer screening options.
• • The excellent performance of CTC is on par with colonoscopy for both cancers and precancerous polyps, yet without the risks associated with perforation and sedation.
• • CTC presents an opportunity to serve as an important filter and send the small numbers of high-risk lesions for immediate removal while allowing the identification of the few true precursor targets from the large majority of benign polyps.
• • This selective polypectomy strategy at CTC minimizes complications and waste of resources while maintaining advanced neoplasia detection …

A Method Using Longitudinal Laboratory Data To Predict Future Intestinal Complication In Patients With Crohn's Disease, James Irwin, Anton Lord, Emma Ferguson, Lisa A Simms, Katherine Hanigan, Carlos A Montoya, Graham Radford-Smith

Faculty, Staff and Student Publications

Background

Stenosis, fistulization, and perforation of the bowel are severe outcomes which can occur in patients with Crohn’s disease. Accurate prediction of these events may enable clinicians to alter treatment strategies and avoid these outcomes.

Aims

To study the correlation between longitudinal laboratory testing and subsequent intestinal complications in patients with Crohn’s disease.

Methods

An observational cohort of patients with Crohn’s disease at a single center were analyzed between 01/01/1994 and 06/30/2016. A complication was defined as the development of an intestinal fistula, stenosis, or perforation. Exploratory analysis using Cox regression was performed to select the best statistical method to …

Radiation Therapy For Retroperitoneal Sarcomas: A Strass-Ful Situation, Ahsan S Farooqi, B Ashleigh Guadagnolo, Devarati Mitra, Andrew J Bishop

Faculty, Staff and Student Publications

Locoregional recurrence (LRR) is the predominant pattern of relapse and often the cause of death in patients with retroperitoneal sarcomas (RPS). As a result, reducing LRR is a critical objective for RPS patients. However, unlike soft tissue sarcomas (STS) of the superficial trunk and extremity where the benefits of radiation therapy (RT) are well-established, the role of RT in the retroperitoneum remains controversial. Historically, preoperative or postoperative RT, either alone or in combination with intraoperative radiation (IORT), was commonly justified for RPS based on extrapolation from the superficial trunk and extremity STS literature. However, long-awaited results were recently published from …

Case Report Of Extensive Spinal Epidural Abscess, Eric Brown, Marcus Zorovich

Far West Division GME Research Day 2023

No abstract provided.

Enlarging Premaxillary Mass: A Unique Manifestation Of Extranodal Diffuse B-Cell Lymphoma, Daryush Varedi, Michael Carlson, Jacob Bruckner, Pavandeep Maan, Shiv Bhanu, Justin Wei, Duy Bui

Far West Division GME Research Day 2023

No abstract provided.

Regional Fa Values And Loss Of Consciousness In Mild Traumatic Brain Injury, Alexander Asturias, Thomas Knoblauch, Alan Rodriguez, Cheryl Vanier, Caroline Le Tohic, Brandon Barrett, Michael Eisenberg, Rachelle Gibbert, Lennon Zimmerman, Shaunaq Parikh, Anh Nguyen, Sherwin Azad, Leo Germin, Enrico Fazzini, Travis Snyder

Far West Division GME Research Day 2023

No abstract provided.

Giant Mesenchymal Hepatic Hamartomas With Adrenal Involvement Precipitating Respiratory Failure: A Myxomatous Mystery In A 3 Month Old, Ali Yasback, Abid Ulhaque, Tushar Chandra, Sandor Szilagyi

West Florida Division GME Research Day 2023

No abstract provided.

Diagnostic Dilemma: Schwannoma Or Ganglion Cyst, Karthik Ks, Prakash M, Gurumurthy B, Sujanatheja Js, Pramod Bm, Punith N

Digital Journal of Clinical Medicine

Schwannomas are rare, slow growing benign tumors of peripheral nerve sheath originating from Schwann cells surrounding the nerve associated with delayed presentation of pain and paresthesia. Their incidence being 5% of all upper extremity tumors. They may be a part of neurofibromatosis called schwannomatosis with multiple peripheral schwannomas. We present a case of solitary schwannomas from the peripheral nerves probably superficial branch of median nerve mistaken initially for ganglion cyst.

Ifabp Levels Predict Visceral Malperfusion In The First Hours After Open Thoracoabdominal Aortic Repair, Panagiotis Doukas, Cathryn Bassett, Hanif Krabbe, Jelle Frankort, Michael J Jacobs, Moustafa Elfeky, Alexander Gombert

Faculty, Staff and Student Publications

INTRODUCTION: Intestinal ischemia after open thoracoabdominal aortic repairs, is a rare but devastating complication, associated with high mortality. Notoriously challenging to diagnose, visceral malperfusion necessitates immediate surgical attention. Intestinal fatty acid-binding protein (IFABP) has been proposed as a biomarker for the diagnosis of intestinal wall damage. In this prospectively conducted, observational study we evaluated the diagnostic capacity of IFABP levels in patients' serum and their correlation with visceral malperfusion.

METHODS: 23 patients undergoing open thoracoabdominal aortic repairs were included in this study and 8 of them were diagnosed postoperatively with visceral malperfusion-defined as a partial or complete thrombotic occlusion of …

Glucocentric Drugs In Cardiovascular Disease Protection And Heart Failure, Khawaja M. Talha, Gregg C. Fonarow, Salim S. Virani, Javed Butler

Office of the Provost

Evidence for cardiovascular outcomes with older-generation antihyperglycemic drugs in the management of type 2 diabetes is based on aggregated data from prior randomized controlled trials and observational studies that were not focused on prespecified cardiovascular end points. Newer antihyperglycemic medications have undergone a rigorous evaluation of cardiovascular outcomes through randomized controlled trials since the US Food and Drug Administration imposed a mandatory requirement for all glucose-lowering drugs in 2008. The three classes of drugs that have been most extensively studied are dipeptidyl peptidase 4 inhibitors, glucagon-like peptide 1 receptor agonists, and sodium-glucose cotransporter-2 (SGLT2) inhibitors, the latter two reporting significant …