Development of a Non-Invasive Biomarker for Bleeding Risk Stratification of Gastroesophageal Varices
Final Report Abstract
Patients with end-stage liver disease (cirrhosis) can develop gastroesophageal varices. Gastroesophageal varices are pathologically enlarged veins in the esophagus that can rupture and cause life-threatening bleeding. The current standard for diagnosing gastroesophageal varices is esophagogastroduodenoscopy (EGD), a procedure in which a thin tube with a camera is inserted down the throat to visualize the enlarged veins in the esophagus. However, EGD is invasive, expensive, requires sedation, and can be uncomfortable for patients. First studies have shown promise that four-dimensional flow magnetic resonance imaging (4D Flow MRI) can non-invasively detect gastroesophageal varices at high risk for bleeding. 4D Flow MRI can measure the blood flow in the vessels supplying the liver and the varices. This study aimed to improve the quality and speed of 4D Flow MRI scans so that they can be used to develop noninvasive biomarkers for predicting the presence of gastroesophageal varices in patients with cirrhosis. We focused on two main areas: 1. Improving the quality of 4D Flow MRI scans in patients with obesity. Many patients with cirrhosis are obese, and 4D Flow MRI scans can be difficult to obtain in these patients. We found that a new MRI technique called “inner volume excitation improves image quality in obese patients. In this technique, only the central part of the” patient’s body is imaged to exclude artifacts arising from fatty tissue in the body wall and arms. 2. Shortening the acquisition time of 4D Flow MRI scans. 4D Flow MRI scans can be long, taking around 10 minutes to complete. We used time-averaged acquisitions to shorten the acquisition time to 3 minutes while retaining diagnostic image quality. This was possible because flow in the portal vein is constant and does not change relevantly during the cardiac cycle. We validated the proposed 4D flow MRI techniques in a group of 15 healthy subjects with obesity. Moreover, we developed a flow phantom that can be used to test 4D flow MRI sequences and postprocessing techniques. This phantom can be used to create a variety of flow conditions, including those that are found in patients with cirrhosis. To pave the way of potential use in clinical routine, we also established normal values for 4D flow MRI-derived flow, velocity, and vessel diameters in healthy subjects. The findings of this research lay the foundation for establishing 4D flow MRI of the liver in clinical routine. We developed a fast, robust, and reproducible sequence to measure blood flow in the portal vein. Future research will focus on improvement of reconstruction and postprocessing techniques of the 4D flow data. We can then apply the method in a large cohort of patients undergoing EGD for evaluation of gastroesophageal varices. This will help to determine diagnostic markers for non-invasive risk-assessment of gastroesophageal varices in patients with cirrhosis. Such a test could reduce the need for EGD and improve patient care.
Publications
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Abdominal 4D Flow MRI in High BMI Patients. Society for Magnetic Resonance Angiography Annual Meeting. Virtual (2021)
Spahic, A.; Oechtering, T. H.; Roberts, G.; Reeder, S. B.; Wieben, O. & Johnson, K. M.
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Abdominal applications of quantitative 4D flow MRI. Abdominal Radiology, 47(9), 3229-3250.
Oechtering, Thekla H.; Roberts, Grant S.; Panagiotopoulos, Nikolaos; Wieben, Oliver; Roldán-Alzate, Alejandro & Reeder, Scott B.
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Clinical Applications of 4D Flow MRI in the Portal Venous System. Magnetic Resonance in Medical Sciences, 21(2), 340-353.
Oechtering, Thekla H.; Roberts, Grant S.; Panagiotopoulos, Nikolaos; Wieben, Oliver; Reeder, Scott B. & Roldán-Alzate, Alejandro
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Fat mitigation strategies to improve image quality of radial 4D flow MRI in obese subjects. ISMRM Annual Meeting.
Oechtering, Thekla; Shamim, A M K Muntasir; Spahic, Alma; Panagiotopoulos, Nikolaos; Wieben, Oliver; Roldán-Alzate, Alejandro; Reeder, Scott & Johnson, Kevin
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Portal Venous 4D Flow MRI in Obese Patients without Known Liver Disease Undergoing Weight Loss Surgery. ISMRM Annual Meeting.
Spahic, Alma; Roberts, Grant; Wolfson, Tanya; Harris, David; Panagiotopoulos, Nikolaos; Roldán-Alzate, Alejandro; Johnson, Kevin; Wieben, Oliver; Sirlin, Claude; Reeder, Scott & Oechtering, Thekla
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Quality Improvement of Radial 4D Flow MRI in the Abdomen of Obese Subjects through Mitigation of Fat Signal. 108th Annual Meeting of the Radiological Society of North America (RSNA), Chicago, USA (2022)
Oechtering, T. H.; Shamim, A. M. K. M.; Spahic, A.; Harris, D.; Roldán-Alzate, A.; Wieben, O.; Reeder, S. B. & Johnson, K. M.
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Quality improvement of radial 4D flow MRI of the abdomen in obese subjects through mitigation of fat signal. SABI 45th Annual Course, New Orleans, USA, October 22 - 26, 2022
Oechtering, T. H.; Shamim, A. M. K. M.; Panagiotopoulos, N.; Spahic, A.; Harris, D.; Roldán-Alzate, A.; Wieben, O.; Reeder, S. B. & Johnson, K. M.
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4D Flow cardiovascular magnetic resonance consensus statement: 2023 update. Journal of Cardiovascular Magnetic Resonance, 25(1), 40.
Bissell, Malenka M.; Raimondi, Francesca; Ait, Ali Lamia; Allen, Bradley D.; Barker, Alex J.; Bolger, Ann; Burris, Nicholas; Carhäll, Carl-Johan; Collins, Jeremy D.; Ebbers, Tino; Francois, Christopher J.; Frydrychowicz, Alex; Garg, Pankaj; Geiger, Julia; Ha, Hojin; Hennemuth, Anja; Hope, Michael D.; Hsiao, Albert; Johnson, Kevin ... & Dyverfeldt, Petter
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4D Flow MRI Reference Values of the Portal Venous System. ISMRM Annual Meeting.
Huang, Andrew; Roberts, Grant; Roldán-Alzate, Alejandro; Wieben, Oliver; Reeder, Scott & Oechtering, Thekla
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4D flow MRI to evaluate flow and future liver remnant growth after portal vein embolization. ISMRM Annual Meeting.
Oechtering, Thekla; Schubert, Tilman; Zhao, Qianqian; Alexandridis, Roxana; Panagiotopoulos, Nikolaos; Wieben, Oliver; Johnson, Kevin; Roldán-Alzate, Alejandro & Reeder, Scott
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4D Fluss MRT zur Blutflussmessung und Prädiktion des Wachstums von nicht-embolisierten Lebersegmenten nach Pfortaderembolisation. RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren.
Oechtering, T. H.; Schubert, T.; Zhao, Q.; Alexandridis, R.; Panagiotopoulos, N.; Wieben, O.; Johnson, K.; Roldán-Alzate, A. & Reeder, S.
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Abbreviated Three Minute 4D Flow MRI of the Portal Circulation: Prospective Evaluation in Obese Subjects. ISMRM Annual Meeting.
Oechtering, Thekla; Shamim, AMK Muntasir; Harris, David; Panagiotopoulos, Nikolaos; Spahic, Alma; Wieben, Oliver; Johnson, Kevin; Roldán-Alzate, Alejandro & Reeder, Scott
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Anatomically Accurate In vitro Model of the Liver for 4D Flow MRI Validation. ISMRM Annual Meeting.
Rice, James; Oechtering, Thekla; Johnson, Kevin; Wieben, Oliver; Reeder, Scott & Roldan-Alzate, Alejandro
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Artifact-robust vascular segmentation for 3D phase-contrast MR angiography using a deep learning approach. ISMRM Annual Meeting.
Tamada, Daiki; Oechtering, Thekla; Takai, Eisuke & Reeder, Scott
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Denoising Vastly Undersampled Radial Portal Venous 4D Flow Data via Deep Learning. ISMRM Annual Meeting.
Naren, Tarun; Wieben, Oliver; Oechtering, Thekla; Reeder, Scott & Johnson, Kevin
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Fat mitigation strategies to improve image quality of radial 4D flow MRI in obese subjects. Magnetic Resonance in Medicine, 90(2), 444-457.
Shamim, A. M. K. Muntasir; Panagiotopoulos, Nikolaos; Spahic, Alma; Harris, David T.; Roldán‐Alzate, Alejandro; Wieben, Oliver; Reeder, Scott B.; Oechtering, Thekla Helene & Johnson, Kevin M.
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Four-dimensional Flow MRI Helps Predict Future Liver Remnant Hypertrophy after Transhepatic Portal Vein Embolization. Radiology, 308(3).
Roldán-Alzate, Alejandro & Oechtering, Thekla H.
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Prospektive Evaluierung einer schnellen 4D Fluss MRT-Sequenz zur Untersuchung der Pfortader. RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren.
Oechtering, T. H.; Shamim, A. M.; Harris, D.; Spahic, A.; Panagiotopoulos, N.; Wieben, O.; Roldán-Alzate, A.; Reeder, S. & Johnson, K.
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Reference values for 4D flow magnetic resonance imaging of the portal venous system. Abdominal Radiology, 48(6), 2049-2059.
Huang, Andrew; Roberts, Grant S.; Roldán-Alzate, Alejandro; Wieben, Oliver; Reeder, Scott B. & Oechtering, Thekla H.
