2026 Valkovic Group: Non-invasive cardiac metabolism assessment using ultra-high field (7T) MR Spectroscopy and supported by AI
- Ladislav Valkovic
About the Research
My group at the Oxford Centre for Clinical Magnetic Resonance Research (OCMR) is focused on development of new methods for cardiac metabolism assessment using magnetic resonance spectroscopy (MRS). This project will utilize the increased signal-to-noise ratio of the ultrahigh field (7T) system, as well as its potential for cardio-respiratory motion detection and correction. Previously unexplored metabolic pathways can be investigated using ultrahigh field MRS in vivo, and modern artificial intelligence (AI) approaches promise more reliable cardiac metabolism assessment in patients with cardiovascular and metabolic disorders.
MRS is a technique capable of uncovering changes in tissue chemical composition and energy metabolism non-invasively in vivo. This is particularly attractive for organs where invasive biopsy is too risky, e.g., the heart.
Our current focus is on the development of novel MRS methods with high sensitivity to uncover variations in low concentration metabolites and utilize AI techniques for improved data acquisition and analysis. These methods will increase spatial resolution of the acquired data, and will allow quality controlled absolute quantification of metabolite concentrations. Ultimately, these techniques will be combined to allow assessment of Gibbs free energy of ATP hydrolysis.
The focus of this work will be on MRSI pulse sequences supported by AI for super-resolution cardiac energetics. The techniques will then be applied to study metabolic changed in patients with Diabetes and Heart Failure. This DPhil is well suited to someone interested in the interface between biology and physics. Good software design skills, including C++ and Matlab are important, and an understanding of cardiac physiology is preferable.
This project is not suitable for part-time study.
Training Opportunities
The student will be trained in MRI pulse sequence programming and spectroscopy acquisition and analysis methods, they will be by the group in OCMR and will have also access to the graduate MR course organized by the Oxford Centre for Integrative Neuroimaging (OxCIN).
Students are encouraged to attend the MRC Weatherall Institute of Molecular Medicine DPhil Course, which takes place in the autumn of their first year. Running over several days, this course helps students to develop basic research and presentation skills, as well as introducing them to a wide range of scientific techniques and principles, ensuring that students have the opportunity to build a broad-based understanding of differing research methodologies.
Generic skills training is offered through the Medical Sciences Division's Skills Training Programme. This programme offers a comprehensive range of courses covering many important areas of researcher development: knowledge and intellectual abilities, personal effectiveness, research governance and organisation, and engagement, influence, and impact. Students are actively encouraged to take advantage of the training opportunities available to them.
As well as the specific training detailed above, students will have access to a wide range of seminars and training opportunities through the many research institutes and centres based in Oxford.
The Department has a successful mentoring scheme, open to graduate students, which provides an additional possible channel for personal and professional development outside the regular supervisory framework. We hold an Athena SWAN Silver Award in recognition of our efforts to build a happy and rewarding environment where all staff and students are supported to achieve their full potential.
Additional Supervisors
1. Damian Tyler
Publications
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