T1 Mapping From MPRAGE Acquisitions: Application to the Measurement of the Concentration of Nanoparticles in Tumors for Theranostic Use

J Magn Reson Imaging. 2023 Jul;58(1):313-323. doi: 10.1002/jmri.28509. Epub 2022 Oct 31.

Abstract

Background: The measurement of the concentration of theranostic agents in vivo is essential for the assessment of their therapeutic efficacy and their safety regarding healthy tissue. To this end, there is a need for quantitative T1 measurements that can be obtained as part of a standard clinical imaging protocol applied to tumor patients.

Purpose: To generate T1 maps from MR images obtained with the magnetization-prepared rapid gradient echo (MPRAGE) sequence. To evaluate the feasibility of the proposed approach on phantoms, animal and patients with brain metastases.

Study type: Pilot.

Phantom/animal model/population: Solutions containing contrast agents (chelated Gd3+ and iron nanoparticles), male rat of Wistar strain, three patients with brain metastases.

Field strength/sequence: A 3-T and 7-T, saturation recovery (SR), and MPRAGE sequences.

Assessment: The MPRAGE T1 measurement was compared to the reference SR method on phantoms and rat brain at 7-T. The robustness of the in vivo method was evaluated by studying the impact of misestimates of tissue proton density. Concentrations of Gd-based theranostic agents were measured at 3-T in gray matter and metastases in patients recruited in NanoRad clinical trial.

Statistical tests: A linear model was used to characterize the relation between T1 measurements from the MPRAGE and the SR acquisitions obtained in vitro at 7-T.

Results: The slope of the linear model was 0.966 (R2 = 0.9934). MPRAGE-based T1 values measured in the rat brain were 1723 msec in the thalamus. MPRAGE-based T1 values measured in patients in white matter and gray matter amounted to 747 msec and 1690 msec. Mean concentration values of Gd3+ in metastases were 61.47 μmol.

Data conclusion: The T1 values obtained in vitro and in vivo support the validity of the proposed approach. The concentrations of Gd-based theranostic agents may be assessed in patients with metastases within a standard clinical imaging protocol using the MPRAGE sequence.

Evidence level: 2.

Technical efficacy: Stage 1.

Keywords: Gd-based nanoparticle; MPRAGE; T1 map; theranostic agent; tumor.

MeSH terms

  • Animals
  • Brain Neoplasms* / diagnostic imaging
  • Brain Neoplasms* / pathology
  • Brain* / diagnostic imaging
  • Brain* / pathology
  • Magnetic Resonance Imaging / methods
  • Male
  • Precision Medicine
  • Rats
  • Rats, Wistar