7T HR FID-MRSI Compared to Amino Acid PET: Glutamine and Glycine as Promising Biomarkers in Brain Tumors.
Gilbert J HangelPhilipp LazenSukrit SharmaBarbara HristoskaCornelius CadrienJulia FurtnerIvo RauschAlexandra LipkaEva HečkováLukas HingerlStanislav MotykaStephan GruberBernhard StrasserBarbara KieselMatthias PreusserThomas Roetzer-PejrimovskyAdelheid WöhrerWolfgang BognerGeorg WidhalmKarl RoesslerTatjana Traub-WeidingerSiegfried TrattnigPublished in: Cancers (2022)
(1) Background: Recent developments in 7T magnetic resonance spectroscopic imaging (MRSI) made the acquisition of high-resolution metabolic images in clinically feasible measurement times possible. The amino acids glutamine (Gln) and glycine (Gly) were identified as potential neuro-oncological markers of importance. For the first time, we compared 7T MRSI to amino acid PET in a cohort of glioma patients. (2) Methods: In 24 patients, we co-registered 7T MRSI and routine PET and compared hotspot volumes of interest (VOI). We evaluated dice similarity coefficients (DSC), volume, center of intensity distance (CoI), median and threshold values for VOIs of PET and ratios of total choline (tCho), Gln, Gly, myo-inositol (Ins) to total N-acetylaspartate (tNAA) or total creatine (tCr). (3) Results: We found that Gln and Gly ratios generally resulted in a higher correspondence to PET than tCho. Using cutoffs of 1.6-times median values of a control region, DSCs to PET were 0.53 ± 0.36 for tCho/tNAA, 0.66 ± 0.40 for Gln/tNAA, 0.57 ± 0.36 for Gly/tNAA, and 0.38 ± 0.31 for Ins/tNAA. (4) Conclusions: Our 7T MRSI data corresponded better to PET than previous studies at lower fields. Our results for Gln and Gly highlight the importance of future research (e.g., using Gln PET tracers) into the role of both amino acids.
Keyphrases
- amino acid
- pet ct
- positron emission tomography
- computed tomography
- high resolution
- pet imaging
- magnetic resonance
- newly diagnosed
- ejection fraction
- deep learning
- prognostic factors
- machine learning
- mass spectrometry
- rectal cancer
- optical coherence tomography
- immune response
- electronic health record
- regulatory t cells
- patient reported
- dendritic cells
- liquid chromatography
- artificial intelligence
- minimally invasive
- tandem mass spectrometry