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1.
NMR Biomed ; 34(6): e4502, 2021 06.
Article de Anglais | MEDLINE | ID: mdl-33772910

RÉSUMÉ

This study investigates the in vivo pharmacokinetics and pharmacodynamics of hyperpolarized [1-13 C]-pyruvate in a translational cancer model in order to inform the application of dynamic nuclear polarization (DNP)-enhanced magnetic resonance spectroscopic imaging (MRSI) as a tool for imaging liver cancer. Intratumoral metabolism within autochthonous hepatocellular carcinomas in male Wistar rats was analyzed by MRSI following hyperpolarized [1-13 C]-pyruvate injections with 80 mM (low dose [LD]) or 160 mM (high dose [HD]) pyruvate. Rats received (i) LD followed by HD injection, (ii) sequential LD injections with or without an interposed lactate dehydrogenase inhibitor (LDHi) injection, or (iii) a single LD injection. A subset of rats in (ii) were sacrificed immediately after imaging, permitting measurement of active LDH concentrations in tumor extracts. Urine and serum were collected before and after injections for rats in (iii). Comparison of LD and HD injections confirmed concentration-dependent variation of intratumoral metabolite fractions and intermetabolite ratios. In addition, quantification of the lactate-to-pyruvate ratio was sensitive to pharmacologic inhibition with intermetabolite ratios correlating with active LDH concentrations in tumor extracts. Finally, comparison of pre- and post-DNP urine collections revealed that pyruvate and the radical source are renally excreted after injection. These data demonstrate that DNP-MRSI facilitates real-time quantification of intratumoral metabolism that is repeatable and reflective of intracellular processes. A translational model system confirmed that interpretation requires consideration of probe dose, administration frequency and excretion.


Sujet(s)
Isotopes du carbone/composition chimique , Imagerie par résonance magnétique , Modèles biologiques , Acide pyruvique/pharmacologie , Acide pyruvique/pharmacocinétique , , Animaux , Mâle , Acide pyruvique/sang , Acide pyruvique/métabolisme , Rat Wistar , Reproductibilité des résultats
2.
Clin Cancer Res ; 26(17): 4581-4589, 2020 09 01.
Article de Anglais | MEDLINE | ID: mdl-32499234

RÉSUMÉ

PURPOSE: Targeted therapies for cancer have accelerated the need for functional imaging strategies that inform therapeutic efficacy. This study assesses the potential of functional genetic screening to integrate therapeutic target identification with imaging probe selection through a proof-of-principle characterization of a therapy-probe pair using dynamic nuclear polarization (DNP)-enhanced magnetic resonance spectroscopic imaging (MRSI). EXPERIMENTAL DESIGN: CRISPR-negative selection screens from a public dataset were used to identify the relative dependence of 625 cancer cell lines on 18,333 genes. Follow-up screening was performed in hepatocellular carcinoma with a focused CRISPR library targeting imaging-related genes. Hyperpolarized [1-13C]-pyruvate was injected before and after lactate dehydrogenase inhibitor (LDHi) administration in male Wistar rats with autochthonous hepatocellular carcinoma. MRSI evaluated intratumoral pyruvate metabolism, while T2-weighted segmentations quantified tumor growth. RESULTS: Genetic screening data identified differential metabolic vulnerabilities in 17 unique cancer types that could be imaged with existing probes. Among these, hepatocellular carcinoma required lactate dehydrogenase (LDH) for growth more than the 29 other cancer types in this database. LDH inhibition led to a decrease in lactate generation (P < 0.001) and precipitated dose-dependent growth inhibition (P < 0.01 overall, P < 0.05 for dose dependence). Intratumoral alanine production after inhibition predicted the degree of growth reduction (P < 0.001). CONCLUSIONS: These findings demonstrate that DNP-MRSI of LDH activity using hyperpolarized [1-13C]-pyruvate is a theranostic strategy for hepatocellular carcinoma, enabling quantification of intratumoral LDHi pharmacodynamics and therapeutic efficacy prediction. This work lays the foundation for a novel theranostic platform wherein functional genetic screening informs imaging probe selection to quantify therapeutic efficacy on a cancer-by-cancer basis.


Sujet(s)
Spectroscopie par résonance magnétique du carbone-13/méthodes , Carcinome hépatocellulaire/diagnostic , Tumeurs expérimentales du foie/diagnostic , Tumeurs du foie/diagnostic , Imagerie moléculaire/méthodes , Animaux , Systèmes CRISPR-Cas/génétique , Carcinome hépatocellulaire/induit chimiquement , Carcinome hépatocellulaire/génétique , Carcinome hépatocellulaire/anatomopathologie , Jeux de données comme sujet , N-Éthyl-N-nitroso-éthanamine/administration et posologie , N-Éthyl-N-nitroso-éthanamine/toxicité , Dépistage précoce du cancer/méthodes , Humains , L-Lactate dehydrogenase/antagonistes et inhibiteurs , L-Lactate dehydrogenase/génétique , L-Lactate dehydrogenase/métabolisme , Acide lactique/métabolisme , Foie/imagerie diagnostique , Foie/anatomopathologie , Tumeurs du foie/induit chimiquement , Tumeurs du foie/génétique , Tumeurs du foie/anatomopathologie , Tumeurs expérimentales du foie/induit chimiquement , Tumeurs expérimentales du foie/génétique , Tumeurs expérimentales du foie/anatomopathologie , Mâle , Sondes moléculaires/administration et posologie , Sondes moléculaires/pharmacocinétique , Médecine de précision/méthodes , Étude de validation de principe , Acide pyruvique/métabolisme , Rats
3.
J Magn Reson ; 314: 106733, 2020 05.
Article de Anglais | MEDLINE | ID: mdl-32339979

RÉSUMÉ

Molecular imaging of biologic molecules and cellular processes is increasingly accessible through hyperpolarization of chemically-equivalent stable isotopes, most commonly 13C. However, many molecules are poor candidates for imaging due to their biophysical properties, particularly short spin-lattice relaxation times (T1). The inability to consistently predict the T1 from molecular structure, lack of experimental data for many biologically-relevant molecules and the high cost of developing probes can limit the development of hyperpolarized probes. We describe an in silico pipeline for modeling the estimated T1 of molecules of interest in order to address this deficiency. Applying a hybrid approach that incorporates molecular dynamics as well as quantum mechanics, this pipeline estimated T1 values that closely matched empirically determined values providing proof-of-principle that this approach may be used to facilitate MR probe development.


Sujet(s)
Acétates/composition chimique , Spectroscopie par résonance magnétique/méthodes , Acide pyruvique/composition chimique , Glucose/composition chimique , Concentration en ions d'hydrogène
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