Magnetic Resonance Fingerprinting of Patients with Gliomas
Magnetic Resonance Fingerprinting of Patients with Gliomas
Disciplines
Clinical Medicine (100%)
Keywords
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MR Fingerprinting,
Quantitative Maps,
Gliomas,
Brain/Central Nervous System Cancers,
Magnetic resonance imaging
Advanced conventional MR Imaging of brain tumors is mainly based on contrast images and is time consuming. To overcome these limitations MR Fingerprinting (MRF) offers a fundamentally novel approach to data acquisition, post-processing, and visualization in MR using a fast, single MR sequence. MRF uses a single pseudo-randomized acquisition that causes the signals from different tissues to have a unique signal evolution or fingerprint that is simultaneously a function of the multiple tissue properties. The postprocessing involves a pattern-matching algorithm to identify the fingerprints with the closest match in a predefined dictionary of predicted signal evolutions that can then be translated into quantitative maps. From these MRF derived T1 and T2 relaxation times can be used to generate synthetic contrast images. Our hypothesis is that MRF will offer a fast single sequence for the evaluation of brain tumors which may replace several conventional MR sequences, so far used in an advanced brain tumor protocol. The simultaneously acquired T1 and T2 maps may offer information on the grade and extension of gliomas, which so far can only be gained from a conventional advanced brain tumor protocol. In the follow-up study an enhanced detection rate of recurrent tumor in high grade gliomas should be possible by MRF. Methods to proof these hypotheses will comprise the following phases: 1) Phantom testing of the MRF acquired T1 and T2 relaxation times and the conventionally acquired T1 and T2 relaxation times 2) in vivo application of the validated MRF sequence and protocol optimization on 10 volunteers. 3) in vivo application of MRF on 50 patients with low-and high grade gliomas: Validation of MR based evaluation on tumor, the tumor surrounding tissue and normal appearing brain tissue with histological specimen analyses derived from surgery. MRF-obtained T1 and T2 relaxation times in one sequence of 5 minutes will be compared to conventional advanced MRI tumor protocol which takes about 60 minutes. -1-
Advanced conventional MR Imaging of brain tumors is mainly based on contrast images and is time consuming. To overcome these limitations MR Fingerprinting (MRF) offers a fundamentally novel approach to data acquisition, post-processing, and visualization in MR using a fast, single MR sequence. MRF uses a single pseudo-randomized acquisition that causes the signals from different tissues to have a unique signal evolution or 'fingerprint' that is simultaneously a function of the multiple tissue properties. The postprocessing involves a pattern-matching algorithm to identify the fingerprints with the closest match in a predefined dictionary of predicted signal evolutions that can then be translated into quantitative maps. These MRF derived T1 and T2 relaxation times can be used to generate synthetic contrast images. In this project together with Siemens Healthineers an optimized MRF sequence for neuro applications was developed, implemented and applied in a clinical trial. An important finding in this project was the detection of motion sensitivity with the MRF sequence and the development of strategies to visualize and overcome these artefacts, which were internationally not known before. Co-registration between images acquired during MRF session and an advanced tumour protocol session with multiple sequences and quantitative assessment was performed in a collective group of 35 measured patients with histological results from biopsies and surgeries as a standard of reference Similarity between relaxation times derived from MRF and conventional techniques was evaluated. As expected, high correlations between MRF T1 and T2 and the respective conventional quantitative MR techniques could be demonstrated. Evaluation of pathological tissues of interest on the co-registered images with respect to the quantitative tissue parameters has been performed in four regions: solid part of the tumour, perifocal oedema, perilesional normal appearing white matter, and contralateral white matter of the frontal lobe with the result of a clear differentiation of these tissues by MRF derived parameters. Furthermore, it could be shown that MRF T1 and T2 values of solid tumour parts were significantly higher in IDH-mutant tumours than in IDH-wildtype suggesting the potential of using non-invasive MR imaging, particularly MRF-derived T1 and T2 relaxation values, as a biomarker for differentiating gliomas with respect to their IDH mutationan important influencing factor for individual therapy planning and prognosis. Additionally we have investigated the relationship between within-pathology MR relaxation values acquired with MRF and other metabolic imaging methods such as Positron Emission Tomography (PET) and MR spectroscopy at 7 Tesla in the same cohort of patients. The comparison MRF with PET has shown that both MRF and PET provide quantitative measurements with high predictability on grading and subtumour regions of gliomas. Nonetheless, results were not similar, reflecting the different underlying mechanisms of each method.
Research Output
- 686 Citations
- 28 Publications
- 1 Fundings
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2023
Title Evaluation of Gliomas with Magnetic Resonance Fingerprinting with PET Correlation-A Comparative Study. DOI 10.3390/cancers15102740 Type Journal Article Author Cardoso Pl Journal Cancers -
2019
Title Reproducibility and Repeatability of MR Fingerprinting Relaxometry in the Human Brain DOI 10.1148/radiol.2019182360 Type Journal Article Author Körzdörfer G Journal Radiology Pages 429-437 -
2023
Title A comparison of 7 Tesla MR spectroscopic imaging and 3 Tesla MR fingerprinting for tumor localization in glioma patients DOI 10.48550/arxiv.2304.05254 Type Other Author Cardoso P Link Publication -
2024
Title 7 Tesla magnetic resonance spectroscopic imaging predicting IDH status and glioma grading. DOI 10.1186/s40644-024-00704-9 Type Journal Article Author Cadrien C Journal Cancer imaging : the official publication of the International Cancer Imaging Society Pages 67 -
2024
Title A Comparison of 7 Tesla MR Spectroscopic Imaging and 3 Tesla MR Fingerprinting for Tumor Localization in Glioma Patients. DOI 10.3390/cancers16050943 Type Journal Article Author Lazen P Journal Cancers -
2022
Title MR Fingerprinting—A Radiogenomic Marker for Diffuse Gliomas DOI 10.3390/cancers14030723 Type Journal Article Author Springer E Journal Cancers Pages 723 Link Publication -
2021
Title Improved susceptibility weighted imaging at ultra-high field using bipolar multi-echo acquisition and optimized image processing: CLEAR-SWI DOI 10.1016/j.neuroimage.2021.118175 Type Journal Article Author Eckstein K Journal NeuroImage Pages 118175 Link Publication -
2021
Title Modified amino-dextrans as carriers of Gd-chelates for retrograde transport and visualization of peripheral nerves by magnetic resonance imaging (MRI) DOI 10.1016/j.jinorgbio.2021.111495 Type Journal Article Author Pashkunova-Martic I Journal Journal of Inorganic Biochemistry Pages 111495 -
2021
Title Long-term evolution of multiple sclerosis iron rim lesions in 7 T MRI DOI 10.1093/brain/awaa436 Type Journal Article Author Dal-Bianco A Journal Brain Pages 833-847 Link Publication -
2021
Title Effects of SSRI treatment on GABA and glutamate levels in an associative relearning paradigm DOI 10.1016/j.neuroimage.2021.117913 Type Journal Article Author Spurny B Journal NeuroImage Pages 117913 Link Publication -
2021
Title Reliability of the MOCART (Magnetic Resonance Observation of Cartilage Repair Tissue) 2.0 knee score for different cartilage repair techniques—a retrospective observational study DOI 10.1007/s00330-021-07688-1 Type Journal Article Author Schreiner M Journal European Radiology Pages 5734-5745 Link Publication -
2021
Title Histological Analysis of Cartilage Defects Repaired with an Autologous Human Stem Cell Construct 48 Weeks Postimplantation Reveals Structural Details Not Detected by T2-Mapping MRI DOI 10.1177/1947603521989423 Type Journal Article Author Shimomura K Journal CARTILAGE Link Publication -
2021
Title Tissue Sodium Concentration Quantification at 7.0-T MRI as an Early Marker for Chemotherapy Response in Breast Cancer: A Feasibility Study DOI 10.1148/radiol.2021201600 Type Journal Article Author Zaric O Journal Radiology Pages 63-72 -
2021
Title Inter-subject stability and regional concentration estimates of 3D-FID-MRSI in the human brain at 7 T DOI 10.1002/nbm.4596 Type Journal Article Author Hangel G Journal NMR in Biomedicine Link Publication -
2021
Title Concentration of Gallbladder Phosphatidylcholine in Cholangiopathies: A Phosphorus-31 Magnetic Resonance Spectroscopy Pilot Study DOI 10.1002/jmri.27817 Type Journal Article Author Pfleger L Journal Journal of Magnetic Resonance Imaging Pages 530-540 -
2021
Title Differentiation of Cartilage Repair Techniques Using Texture Analysis from T2 Maps DOI 10.1177/19476035211029698 Type Journal Article Author Juras V Journal CARTILAGE Link Publication -
2020
Title Gluconeogenesis, But Not Glycogenolysis, Contributes to the Increase in Endogenous Glucose Production by SGLT-2 Inhibition. DOI 10.2337/dc20-1983 Type Journal Article Author Wolf P Journal Diabetes care Pages 541-548 Link Publication -
2020
Title Simultaneous Multiple Resonance Frequency imaging (SMURF): Fat-water imaging using multi-band principles DOI 10.1002/mrm.28519 Type Journal Article Author Bachrata B Journal Magnetic Resonance in Medicine Pages 1379-1396 Link Publication -
2020
Title Cutaneous nerve fields of the anteromedial lower limb—Determination with selective ultrasound-guided nerve blockade DOI 10.1002/ca.23582 Type Journal Article Author Riegler G Journal Clinical Anatomy Pages 11-18 Link Publication -
2020
Title Impact of concentration and dilution of three macrocyclic gadolinium-based contrast agents on MRI signal intensity at 1.5T and 3T and different pulse sequences: results of a phantom study in human plasma DOI 10.1177/0284185120915674 Type Journal Article Author Szomolanyi P Journal Acta Radiologica Pages 51-57 -
2020
Title Clinical implementation of accelerated T2 mapping: Quantitative magnetic resonance imaging as a biomarker for annular tear and lumbar disc herniation DOI 10.1007/s00330-020-07538-6 Type Journal Article Author Raudner M Journal European Radiology Pages 3590-3599 Link Publication -
2020
Title Phase unwrapping with a rapid opensource minimum spanning tree algorithm (ROMEO) DOI 10.1002/mrm.28563 Type Journal Article Author Dymerska B Journal Magnetic Resonance in Medicine Pages 2294-2308 Link Publication -
2020
Title Compressed sensing and the use of phased array coils in 23Na MRI: a comparison of a SENSE-based and an individually combined multi-channel reconstruction DOI 10.1016/j.zemedi.2020.10.003 Type Journal Article Author Lachner S Journal Zeitschrift für Medizinische Physik Pages 48-57 -
2020
Title Real-time motion and retrospective coil sensitivity correction for CEST using volumetric navigators (vNavs) at 7T DOI 10.1002/mrm.28555 Type Journal Article Author Rodriguez E Journal Magnetic Resonance in Medicine Pages 1909-1923 Link Publication -
2020
Title 7T Epilepsy Task Force Consensus Recommendations on the Use of 7T MRI in Clinical Practice. DOI 10.1212/wnl.0000000000011413 Type Journal Article Author Opheim G Journal Neurology Pages 327-341 Link Publication -
2021
Title Investigating the effect of trigger delay on cardiac 31P MRS signals DOI 10.1038/s41598-021-87063-8 Type Journal Article Author Wampl S Journal Scientific Reports Pages 9268 Link Publication -
2021
Title The Vienna morphological Achilles tendon score—VIMATS DOI 10.1007/s00508-021-01863-6 Type Journal Article Author Apprich S Journal Wiener klinische Wochenschrift Pages 560-567 Link Publication -
2020
Title In Vivo 1H MR Spectroscopy of Biliary Components of Human Gallbladder at 7T DOI 10.1002/jmri.27207 Type Journal Article Author GajdoÅ¡Ãk M Journal Journal of Magnetic Resonance Imaging Pages 98-107 Link Publication
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2021
Title 3T MR Fingerprinting of Early Stage OA Patients Type Other Start of Funding 2021 Funder Austrian Science Fund (FWF)