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1.
J Nucl Med ; 64(12): 1972-1979, 2023 12 01.
Article in English | MEDLINE | ID: mdl-37770111

ABSTRACT

This series of studies characterized [18F]T-008, a PET radiotracer for imaging cholesterol 24-hydroxylase (CH24H), in healthy volunteers (ClinicalTrials.gov identifier NCT02497235). Assessments included radiation dosimetry, kinetic modeling, test-retest variability (TRT) evaluation, and a dose occupancy evaluation using soticlestat, a selective CH24H inhibitor. Soticlestat is currently in phase 3 development for the treatment of seizures in Dravet syndrome and Lennox-Gastaut syndrome. Methods: In the dosimetry study, 5 participants (3 men) underwent serial whole-body scans to estimate organ-absorbed doses and effective doses of [18F]T-008 using OLINDA/EXM 1.1. For the kinetic modeling and TRT study, 6 participants (all men) underwent two 210-min dynamic [18F]T-008 PET scans with arterial blood sampling. The regional total volume of distribution was estimated using a 1-tissue-compartment model, a 2-tissue-compartment model, and Logan graphic analysis. In the dose occupancy study, 11 participants (all men) underwent 120-min scans at baseline and 2 time points (peak and trough) after receiving single oral doses of soticlestat (50-600 mg). The relationship between effect-site soticlestat concentration and brain occupancy was evaluated with a specially developed pharmacokinetic model and a saturable maximal occupancy model. Results: The estimated mean whole-body effective dose was 0.0292 mSv/MBq (SD, 0.00147 mSv/MBq). [18F]T-008 entered the brain rapidly, with a distribution consistent with known CH24H distribution densities. The 2-tissue-compartment model and Logan graphic analysis best described the tracer kinetics. The mean TRT for estimating total volume of distribution was 7%-15%. Single doses of soticlestat in the range 50-600 mg resulted in occupancies of 64%-96% at 2 h and 11%-79% at 24 h. The estimated half-maximal effect-site concentration of soticlestat was 5.52 ng/mL. Conclusion: [18F]T-008 is a suitable PET radiotracer for quantitatively analyzing CH24H in the human brain. Using [18F]T-008 and PET, we demonstrated that soticlestat was brain-penetrant and established target engagement by displacing [18F]T-008 in a dose-dependent manner in the brain.


Subject(s)
Positron-Emission Tomography , Radiometry , Humans , Male , Cholesterol 24-Hydroxylase , Ligands , Positron-Emission Tomography/methods , Female
2.
Mol Autism ; 13(1): 11, 2022 03 07.
Article in English | MEDLINE | ID: mdl-35255969

ABSTRACT

BACKGROUND: Although autism spectrum disorder (ASD) is a common developmental disorder, our knowledge about a behavioral and neurobiological female phenotype is still scarce. As the conceptualization and understanding of ASD are mainly based on the investigation of male individuals, females with ASD may not be adequately identified by routine clinical diagnostics. The present machine learning approach aimed to identify diagnostic information from the Autism Diagnostic Observation Schedule (ADOS) that discriminates best between ASD and non-ASD in females and males. METHODS: Random forests (RF) were used to discover patterns of symptoms in diagnostic data from the ADOS (modules 3 and 4) in 1057 participants with ASD (18.1% female) and 1230 participants with non-ASD (17.9% % female). Predictive performances of reduced feature models were explored and compared between females and males without intellectual disabilities. RESULTS: Reduced feature models relied on considerably fewer features from the ADOS in females compared to males, while still yielding similar classification performance (e.g., sensitivity, specificity). LIMITATIONS: As in previous studies, the current sample of females with ASD is smaller than the male sample and thus, females may still be underrepresented, limiting the statistical power to detect small to moderate effects. CONCLUSION: Our results do not suggest the need for new or altered diagnostic algorithms for females with ASD. Although we identified some phenotypic differences between females and males, the existing diagnostic tools seem to sufficiently capture the core autistic features in both groups.


Subject(s)
Autism Spectrum Disorder , Autistic Disorder , Intellectual Disability , Affect , Autism Spectrum Disorder/diagnosis , Female , Humans , Intellectual Disability/diagnosis , Male
3.
Neuropsychopharmacology ; 47(7): 1405-1412, 2022 06.
Article in English | MEDLINE | ID: mdl-34675381

ABSTRACT

The use of positron emission tomography (PET) in early-phase development of novel drugs targeting the central nervous system, is well established for the evaluation of brain penetration and target engagement. However, when novel targets are involved a suitable PET ligand is not always available. We demonstrate an alternative approach that evaluates the attenuation of amphetamine-induced synaptic dopamine release by a novel agonist of the orphan G-protein-coupled receptor GPR139 (TAK-041). GPR139 agonism is a novel candidate mechanism for the treatment of schizophrenia and other disorders associated with social and cognitive dysfunction. Ten healthy volunteers underwent [11C]PHNO PET at baseline, and twice after receiving an oral dose of d-amphetamine (0.5 mg/kg). One of the post-d-amphetamine scans for each subject was preceded by a single oral dose of TAK-041 (20 mg in five; 40 mg in the other five participants). D-amphetamine induced a significant decrease in [11C]PHNO binding potential relative to the non-displaceable component (BPND) in all regions examined (16-28%), consistent with increased synaptic dopamine release. Pre-treatment with TAK-041 significantly attenuated the d-amphetamine-induced reduction in BPND in the a priori defined regions (putamen and ventral striatum: 26% and 18%, respectively). The reduction in BPND was generally higher after the 40 mg than the 20 mg TAK-041 dose, with the difference between doses reaching statistical significance in the putamen. Our findings suggest that TAK-041 enters the human brain and interacts with GPR139 to affect endogenous dopamine release. [11C]PHNO PET is a practical method to detect the effects of novel drugs on the brain dopaminergic system in healthy volunteers, in the early stages of drug development.


Subject(s)
Dopamine Agonists , Dopamine , Amphetamine/pharmacology , Biomarkers/metabolism , Brain , Dextroamphetamine/pharmacology , Dopamine/metabolism , Dopamine Agonists/metabolism , Dopamine Agonists/pharmacology , Humans , Nerve Tissue Proteins/metabolism , Positron-Emission Tomography/methods , Receptors, Dopamine D3/metabolism , Receptors, G-Protein-Coupled/metabolism
4.
Front Psychiatry ; 12: 727308, 2021.
Article in English | MEDLINE | ID: mdl-34504449

ABSTRACT

Diagnosing autism spectrum disorder (ASD) requires extensive clinical expertise and training as well as a focus on differential diagnoses. The diagnostic process is particularly complex given symptom overlap with other mental disorders and high rates of co-occurring physical and mental health concerns. The aim of this study was to conduct a data-driven selection of the most relevant diagnostic information collected from a behavior observation and an anamnestic interview in two clinical samples of children/younger adolescents and adolescents/adults with suspected ASD. Via random forests, the present study discovered patterns of symptoms in the diagnostic data of 2310 participants (46% ASD, 54% non-ASD, age range 4-72 years) using data from the combined Autism Diagnostic Observation Schedule (ADOS) and Autism Diagnostic Interview-Revised (ADI-R) and ADOS data alone. Classifiers built on reduced subsets of diagnostic features yield satisfactory sensitivity and specificity values. For adolescents/adults specificity values were lower compared to those for children/younger adolescents. The models including ADOS and ADI-R data were mainly built on ADOS items and in the adolescent/adult sample the classifier including only ADOS items performed even better than the classifier including information from both instruments. Results suggest that reduced subsets of ADOS and ADI-R items may suffice to effectively differentiate ASD from other mental disorders. The imbalance of ADOS and ADI-R items included in the models leads to the assumption that, particularly in adolescents and adults, the ADI-R may play a lesser role than current behavior observations.

5.
JCPP Adv ; 1(2): e12023, 2021 Jul.
Article in English | MEDLINE | ID: mdl-37431472

ABSTRACT

Background: Diagnosing autism spectrum disorder (ASD) is complex and time-consuming. The present work systematically examines the importance of items from the Autism Diagnostic Interview-Revised (ADI-R) and Autism Diagnostic Observation Schedule (ADOS) in discerning children with and without ASD. Knowledge of the most discriminative features and their underlying concepts may prove valuable for the future training tools that assist clinicians to substantiate or extenuate a suspicion of ASD in nonverbal and minimally verbal children. Methods: In two samples of nonverbal (N = 466) and minimally verbal (N = 566) children with ASD (N = 509) and other mental disorders or developmental delays (N = 523), we applied random forests (RFs) to (i) the combination of ADI-R and ADOS data versus (ii) ADOS data alone. We compared the predictive performance of reduced feature models against outcomes provided by models containing all features. Results: For nonverbal children, the RF classifier indicated social orientation to be most powerful in differentiating ASD from non-ASD cases. In minimally verbal children, we find language/speech peculiarities in combination with facial/nonverbal expressions and reciprocity to be most distinctive. Conclusion: Based on machine learning strategies, we carve out those symptoms of ASD that prove to be central for the differentiation of ASD cases from those with other developmental or mental disorders (high specificity in minimally verbal children). These core concepts ought to be considered in the future training tools for clinicians.

6.
Drug Metab Dispos ; 44(9): 1536-42, 2016 09.
Article in English | MEDLINE | ID: mdl-27353045

ABSTRACT

Therapeutic benefits from nociceptin opioid peptide receptor (NOP) antagonism were proposed for obesity, eating disorders, and depression. LY2940094 ([2-[4-[(2-chloro-4,4-difluoro-spiro[5H-thieno[2,3-c]pyran-7,4'-piperidine]-1'-yl)methyl]-3-methyl-pyrazol-1-yl]-3-pyridyl]methanol) is a novel, orally bioavailable, potent, and selective NOP antagonist. We studied NOP receptor occupancy (RO) after single oral LY2940094 doses in rat hypothalamus and human brain by use of liquid chromatography with tandem mass spectrometry (LC-MS/MS) (LSN2810397) and positron emission tomography (PET) ([(11)C]NOP-1A) tracers, respectively. A bolus plus constant infusion tracer protocol with PET was employed in humans at 2.5 and 26.5 hours after administration of the LY2940094 dose. The RO was calculated from the change in regional distributional volume (VT) corrected for nondisplaceable volume using Lasson plots. The RO followed a simple Emax relationship to plasma LY2940094 concentration, reaching near complete occupancy in both species. For rat hypothalamus, the plasma concentration at half-maximum RO (EC50) was 5.8 ng/ml. In humans, LY2940094 was well tolerated and safe over the 4-40 mg dose range, and it peaked in plasma at 2 to 6 hours after a 1- to 2-hour lag, with approximate dose-proportional exposure. After 4-40 mg doses, NOP RO was similar across the prefrontal cortex, occipital cortex, putamen, and thalamus, with EC50 of 2.94 to 3.46 ng/ml, less than 2-fold lower than in rats. Over 4-40 mg doses, LY2940094 mean plasma levels at peak and 24 hours were 7.93-102 and 1.17-14.1 ng/ml, corresponding to the cross-region average NOP RO of 73%-97% and 28%-82%, respectively. The rat EC50 translates well to humans. LY2940094 readily penetrates the human brain, and a once-daily oral dose of 40 mg achieves sustainably high (>80%) NOP RO levels suitable for testing clinical efficacy.


Subject(s)
Pyrans/pharmacology , Receptors, Opioid/drug effects , Spiro Compounds/pharmacology , Adolescent , Adult , Animals , Brain/metabolism , Healthy Volunteers , Humans , Male , Positron-Emission Tomography , Pyrans/adverse effects , Pyrans/pharmacokinetics , Rats , Rats, Sprague-Dawley , Spiro Compounds/adverse effects , Spiro Compounds/pharmacokinetics , Young Adult , Nociceptin Receptor
7.
J Pharmacol Exp Ther ; 356(2): 260-6, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26628406

ABSTRACT

The κ-opioid receptor (KOR) is thought to play an important therapeutic role in a wide range of neuropsychiatric and substance abuse disorders, including alcohol dependence. LY2456302 is a recently developed KOR antagonist with high affinity and selectivity and showed efficacy in the suppression of ethanol consumption in rats. This study investigated brain penetration and KOR target engagement after single oral doses (0.5-25 mg) of LY2456302 in 13 healthy human subjects. Three positron emission tomography scans with the KOR antagonist radiotracer (11)C-LY2795050 were conducted at baseline, 2.5 hours postdose, and 24 hours postdose. LY2456302 was well tolerated in all subjects without serious adverse events. Distribution volume was estimated using the multilinear analysis 1 method for each scan. Receptor occupancy (RO) was derived from a graphical occupancy plot and related to LY2456302 plasma concentration to determine maximum occupancy (rmax) and IC50. LY2456302 dose dependently blocked the binding of (11)C-LY2795050 and nearly saturated the receptors at 10 mg, 2.5 hours postdose. Thus, a dose of 10 mg of LY2456302 appears well suited for further clinical testing. Based on the pharmacokinetic (PK)-RO model, the rmax and IC50 of LY2456302 were estimated as 93% and 0.58 ng/ml to 0.65 ng/ml, respectively. Assuming that rmax is 100%, IC50 was estimated as 0.83 ng/ml.


Subject(s)
Benzamides/metabolism , Brain/diagnostic imaging , Brain/metabolism , Carbon Radioisotopes/metabolism , Positron-Emission Tomography , Pyrrolidines/metabolism , Receptors, Opioid, kappa/metabolism , Adult , Benzamides/pharmacology , Brain/drug effects , Humans , Male , Middle Aged , Positron-Emission Tomography/methods , Pyrrolidines/pharmacology , Young Adult
8.
J Nucl Med ; 56(2): 243-8, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25593119

ABSTRACT

UNLABELLED: (11)C-LY2795050 is a new antagonist PET radioligand for the κ opioid receptor (KOR). In this study, we assessed the reproducibility of the binding parameters of (11)C-LY2795050 in healthy human subjects. METHODS: Sixteen healthy subjects (11 men and 5 women) underwent 2 separate 90-min PET scans with arterial input function and plasma free fraction (fP) measurements. The 2-tissue-compartment model and multilinear analysis-1 were applied to calculate 5 outcome measures in 14 brain regions: distribution volume (VT), VT normalized by fP (VT/fP), and 3 binding potentials (nondisplaceable binding potential, binding potential relative to total plasma concentration, and binding potential relative to free plasma concentration: BPND, BPP, BPF, respectively). Since KOR is distributed ubiquitously throughout the brain, there are no suitable reference regions. We used a fixed fraction of individual cerebellar VT value (VT,CER) as the nondisplaceable VT (VND) (VND = VT,CER/1.17). The relative and absolute test-retest variability and intraclass correlation coefficient were evaluated for the outcome measures of (11)C-LY2795050. RESULTS: The test-retest variability of (11)C-LY2795050 for VT was no more than 10% in any region and was 12% in the amygdala. For binding potential (BPND and BPP), the test-retest variability was good in regions of moderate and high KOR density (BPND > 0.4) and poor in regions of low density. Correction by fP (VT/fP or BPF) did not improve the test-retest performance. CONCLUSION: Our results suggest that quantification of (11)C-LY2795050 imaging is reproducible and reliable in regions with moderate and high KOR density. Therefore, we conclude that this first antagonist radiotracer is highly useful for PET studies of KOR.


Subject(s)
Benzamides , Brain/diagnostic imaging , Carbon Radioisotopes , Pyrrolidines , Radiopharmaceuticals , Receptors, Opioid, kappa/antagonists & inhibitors , Adult , Brain/pathology , Female , Humans , Image Processing, Computer-Assisted , Male , Middle Aged , Positron-Emission Tomography , Reproducibility of Results , Treatment Outcome , Young Adult
9.
J Cereb Blood Flow Metab ; 34(11): 1818-25, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25182664

ABSTRACT

(11)C-LY2795050 is a novel kappa opioid receptor (KOR) antagonist tracer for positron emission tomography (PET) imaging. The purpose of this first-in-human study was to determine the optimal kinetic model for analysis of (11)C-LY2795050 imaging data. Sixteen subjects underwent baseline scans and blocking scans after oral naltrexone. Compartmental modeling and multilinear analysis-1 (MA1) were applied using the arterial input functions. Two-tissue compartment model and MA1 were found to be the best models to provide reliable measures of binding parameters. The rank order of (11)C-LY2795050 distribution volume (VT) matched the known regional KOR densities in the human brain. Blocking scans with naltrexone indicated no ideal reference region for (11)C-LY2795050. Three methods for calculation of the nondisplaceable distribution volume (VND) were assessed: (1) individual VND estimated from naltrexone occupancy plots, (2) mean VND across subjects, and (3) a fixed fraction of cerebellum VT. Approach (3) produced the lowest intersubject variability in the calculation of binding potentials (BPND, BPF, and BPP). Therefore, binding potentials of (11)C-LY2795050 can be determined if the specific binding fraction in the cerebellum is presumed to be unchanged by diseases and experimental conditions. In conclusion, results from the present study show the suitability of (11)C-LY2795050 to image and quantify KOR in humans.


Subject(s)
Benzamides , Cerebellum , Naltrexone/analogs & derivatives , Positron-Emission Tomography , Pyrrolidines , Receptors, Opioid, kappa/antagonists & inhibitors , Administration, Oral , Adult , Benzamides/administration & dosage , Benzamides/pharmacokinetics , Cerebellum/diagnostic imaging , Cerebellum/metabolism , Female , Humans , Kinetics , Male , Middle Aged , Models, Biological , Naltrexone/administration & dosage , Pyrrolidines/administration & dosage , Pyrrolidines/pharmacokinetics , Radioactive Tracers , Radiography , Receptors, Opioid, kappa/metabolism
10.
Neuroimage ; 87: 89-95, 2014 Feb 15.
Article in English | MEDLINE | ID: mdl-24225488

ABSTRACT

[(11)C]NOP-1A is a novel high-affinity PET ligand for imaging nociceptin/orphanin FQ peptide (NOP) receptors. Here, we report reproducibility and reliability measures of binding parameter estimates for [(11)C]NOP-1A binding in the brain of healthy humans. After intravenous injection of [(11)C]NOP-1A, PET scans were conducted twice on eleven healthy volunteers on the same (10/11 subjects) or different (1/11 subjects) days. Subjects underwent serial sampling of radial arterial blood to measure parent radioligand concentrations. Distribution volume (VT; a measure of receptor density) was determined by compartmental (one- and two-tissue) modeling in large regions and by simpler regression methods (graphical Logan and bilinear MA1) in both large regions and voxel data. Retest variability and intraclass correlation coefficient (ICC) of VT were determined as measures of reproducibility and reliability respectively. Regional [(11)C]NOP-1A uptake in the brain was high, with a peak radioactivity concentration of 4-7 SUV (standardized uptake value) and a rank order of putamen>cingulate cortex>cerebellum. Brain time-activity curves fitted well in 10 of 11 subjects by unconstrained two-tissue compartmental model. The retest variability of VT was moderately good across brain regions except cerebellum, and was similar across different modeling methods, averaging 12% for large regions and 14% for voxel-based methods. The retest reliability of VT was also moderately good in most brain regions, except thalamus and cerebellum, and was similar across different modeling methods averaging 0.46 for large regions and 0.48 for voxels having gray matter probability >20%. The lowest retest variability and highest retest reliability of VT were achieved by compartmental modeling for large regions, and by the parametric Logan method for voxel-based methods. Moderately good reproducibility and reliability measures of VT for [(11)C]NOP-1A make it a useful PET ligand for comparing NOP receptor binding between different subject groups or under different conditions in the same subject.


Subject(s)
Brain/diagnostic imaging , Opioid Peptides/pharmacokinetics , Positron-Emission Tomography/methods , Radiopharmaceuticals/pharmacokinetics , Receptors, Opioid/analysis , Adult , Area Under Curve , Carbon Radioisotopes/pharmacokinetics , Female , Humans , Male , Receptors, Opioid/metabolism , Reproducibility of Results , Young Adult , Nociceptin Receptor , Nociceptin
11.
EJNMMI Res ; 3(1): 47, 2013 Jun 10.
Article in English | MEDLINE | ID: mdl-23758896

ABSTRACT

BACKGROUND: A recent study from our laboratory demonstrated that 11C-LY2428703, a new positron emission tomographic radioligand for metabotropic glutamate receptor 1 (mGluR1), has promising in vitro properties and excellent in vivo performance for imaging rat brain. The present study evaluated 11C-LY2428703 for imaging mGluR1 in monkey and human brains. METHODS: Rhesus monkeys were imaged at baseline and after administration of an mGluR1 blocking agent to calculate nonspecific binding, as well as after the administration of permeability glycoprotein (P-gp) and breast cancer resistance protein (BCRP) blockers to assess whether 11C-LY2428703 is a substrate for efflux transporters at the blood-brain barrier. Human imaging was performed at baseline in three healthy volunteers, and arterial input function was measured. RESULTS: Overall brain uptake was low in monkeys, though slightly higher in the cerebellum, where mGluR1s are concentrated. However, the uptake was not clearly displaceable in the scans after mGluR1 blockade. Brain penetration of the ligand did not increase after P-gp and BCRP blockade. Brain uptake was similarly low in all human subjects (mean VT with a two-tissue compartment model, 0.093 ± 0.012 mL/cm3) and for all regions, including the cerebellum. CONCLUSIONS: Despite promising in vitro and in vivo results in rodents, 11C-LY2428703 was unsuitable for imaging mGluR1s in monkey or human brain because of low brain uptake, which was likely caused by high binding to plasma proteins.

12.
Eur J Nucl Med Mol Imaging ; 40(2): 245-53, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23135321

ABSTRACT

PURPOSE: Two allosteric modulators of the group I metabotropic glutamate receptors (mGluR1 and mGluR5) were evaluated as positron emission tomography (PET) radioligands for mGluR1. METHODS: LY2428703, a full mGluR1 antagonist (IC(50) 8.9 nM) and partial mGluR5 antagonist (IC(50) 118 nM), and LSN2606428, a full mGluR1 and mGluR5 antagonist (IC(50) 35.3 nM and 10.2 nM, respectively) were successfully labeled with (11)C and evaluated as radioligands for mGluR1. The pharmacology of LY2428703 was comprehensively assessed in vitro and in vivo, and its biodistribution was investigated by liquid chromatography-mass spectrometry/mass spectrometry, and by PET imaging in the rat. In contrast, LSN2606428 was only evaluated in vitro; further evaluation was stopped due to its unfavorable pharmacological properties and binding affinity. RESULTS: (11)C-LY2428703 showed promising characteristics, including: (1) high potency for binding to human mGluR1 (IC(50) 8.9 nM) with no significant affinity for other human mGlu receptors (mGluR2 through mGluR8); (2) binding to brain displaceable by administration of an mGluR1 antagonist; (3) only one major radiometabolite in both plasma and brain, with a negligible brain concentration (with 3.5 % of the total radioactivity in cerebellum) and no receptor affinity; (4) a large specific and displaceable signal in the mGluR1-rich cerebellum with no significant in vivo affinity for mGluR5, as shown by PET studies in rats; and (5) lack of substrate behavior for efflux transporters at the blood-brain barrier, as shown by PET studies conducted in wild-type and knockout mice. CONCLUSION: (11)C-LY2428703, a new PET radioligand for mGluR1 quantification, displayed promising characteristics both in vitro and in vivo in rodents.


Subject(s)
Brain/pathology , Carbon Isotopes/pharmacology , Positron-Emission Tomography/methods , Receptors, Metabotropic Glutamate/metabolism , Allosteric Site , Animals , Blood-Brain Barrier , Chromatography, Liquid/methods , Humans , In Vitro Techniques , Inhibitory Concentration 50 , Ligands , Male , Mice , Mice, Knockout , Models, Chemical , Rats , Spectrometry, Mass, Electrospray Ionization/methods , Tandem Mass Spectrometry/methods
13.
J Alzheimers Dis ; 32(2): 373-85, 2012.
Article in English | MEDLINE | ID: mdl-22796873

ABSTRACT

The goal of this study was to identify the optimal combination of magnetic resonance imaging (MRI), [18F]-fluorodeoxyglucose positron emission tomography (FDG-PET), and cerebrospinal fluid (CSF) biomarkers to predict conversion from amnestic mild cognitive impairment (aMCI) to Alzheimer's disease (AD) dementia within two years, for enriching clinical trial populations. Data from 63 subjects in the Alzheimer's Disease Neuroimaging Initiative aMCI cohort who had MRI and FDG-PET imaging along with CSF data at baseline and at least two years clinical follow-up were used. A Bayesian classification method was used to determine which combination of 31 variables (MRI, FDG-PET, CSF measurements, apolipoprotein E (ApoE) genotype, and cognitive scores) provided the most accurate prediction of aMCI to AD conversion. The cost and time trade-offs for the use of these biomarkers as inclusion criteria in clinical trials were evaluated. Using the combination of all biomarkers, ApoE genotype, and cognitive scores, we achieved an accuracy of 81% in predicting aMCI to AD conversion. With only ApoE genotype and cognitive scores, the prediction accuracy decreased to 62%. By comparing individual modalities, we found that MRI measures had the best predictive power (accuracy = 78%), followed by ApoE, FDG-PET, CSF, and the Alzheimer's disease assessment scale-cognitive subscale. The combination of biomarkers from different modalities, measuring complementary aspects of AD pathology, provided the most accurate prediction of aMCI to AD conversion within two years. This was predominantly driven by MRI measures, which emerged as the single most powerful modality. Overall, the combination of MRI, ApoE, and cognitive scores provided the best trade-off between cost and time compared with other biomarker combinations for patient recruitment in clinical trial.


Subject(s)
Amnesia/diagnosis , Cognitive Dysfunction/diagnosis , Dementia/diagnosis , Aged , Aged, 80 and over , Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/diagnosis , Alzheimer Disease/diagnostic imaging , Amnesia/cerebrospinal fluid , Amnesia/diagnostic imaging , Biomarkers/cerebrospinal fluid , Cognitive Dysfunction/cerebrospinal fluid , Cognitive Dysfunction/diagnostic imaging , Dementia/cerebrospinal fluid , Dementia/diagnostic imaging , Disease Progression , Female , Humans , Male , Middle Aged , Neuropsychological Tests , Predictive Value of Tests , Radionuclide Imaging
14.
J Nucl Med ; 53(3): 385-92, 2012 Mar.
Article in English | MEDLINE | ID: mdl-22312136

ABSTRACT

UNLABELLED: Nociceptin/orphanin FQ peptide (NOP) receptor is a new class of opioid receptor that may play a pathophysiologic role in anxiety and drug abuse and is a potential therapeutic target in these disorders. We previously developed a high-affinity PET ligand, (11)C-NOP-1A, which yielded promising results in monkey brain. Here, we assessed the ability of (11)C-NOP-1A to quantify NOP receptors in human brain and estimated its radiation safety profile. METHODS: After intravenous injection of (11)C-NOP-1A, 7 healthy subjects underwent brain PET for 2 h and serial sampling of radial arterial blood to measure parent radioligand concentrations. Distribution volume (V(T); a measure of receptor density) was determined by compartmental (1- and 2-tissue) and noncompartmental (Logan analysis and Ichise's bilinear analysis [MA1]) methods. A separate group of 9 healthy subjects underwent whole-body PET to estimate whole-body radiation exposure (effective dose). RESULTS: After (11)C-NOP-1A injection, the peak concentration of radioactivity in brain was high (∼5-7 standardized uptake values), occurred early (∼10 min), and then washed out quickly. The unconstrained 2-tissue-compartment model gave excellent V(T) identifiability (∼1.1% SE) and fitted the data better than a 1-tissue-compartment model. Regional V(T) values (mL·cm(-3)) ranged from 10.1 in temporal cortex to 5.6 in cerebellum. V(T) was well identified in the initial 70 min of imaging and remained stable for the remaining 50 min, suggesting that brain radioactivity was most likely parent radioligand, as supported by the fact that all plasma radiometabolites of (11)C-NOP-1A were less lipophilic than the parent radioligand. Voxel-based MA1 V(T) values correlated well with results from the 2-tissue-compartment model, showing that parametric methods can be used to compare populations. Whole-body scans showed radioactivity in brain and in peripheral organs expressing NOP receptors, such as heart, pancreas, and spleen. (11)C-NOP-1A was significantly metabolized and excreted via the hepatobiliary route. Gallbladder had the highest radiation exposure (21 µSv/MBq), and the effective dose was 4.3 µSv/MBq. CONCLUSION: (11)C-NOP-1A is a promising radioligand that reliably quantifies NOP receptors in human brain. The effective dose in humans is low and similar to that of other (11)C-labeled radioligands, allowing multiple scans in 1 subject.


Subject(s)
Brain/diagnostic imaging , Bridged Bicyclo Compounds, Heterocyclic , Opioid Peptides/metabolism , Positron-Emission Tomography/methods , Radiopharmaceuticals , Spiro Compounds , Whole Body Imaging/methods , Adult , Biotransformation , Bridged Bicyclo Compounds, Heterocyclic/adverse effects , Bridged Bicyclo Compounds, Heterocyclic/pharmacokinetics , Female , Humans , Image Processing, Computer-Assisted , Isotope Labeling , Linear Models , Magnetic Resonance Imaging , Male , Models, Statistical , Radiometry , Radiopharmaceuticals/administration & dosage , Radiopharmaceuticals/pharmacokinetics , Spiro Compounds/adverse effects , Spiro Compounds/pharmacokinetics , Tissue Distribution , Nociceptin
15.
J Nucl Med ; 52(10): 1638-45, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21880575

ABSTRACT

UNLABELLED: Our laboratory developed (S)-3-(2'-fluoro-6',7'-dihydrospiro[piperidine-4,4'-thieno[3,2-c]pyran]-1-yl)-2-(2-fluorobenzyl)-N-methylpropanamide ((11)C-NOP-1A), a new radioligand for the nociceptin/orphanin FQ peptide (NOP) receptor, with high affinity (K(i), 0.15 nM) and appropriate lipophilicity (measured logD, 3.4) for PET brain imaging. Here, we assessed the utility of (11)C-NOP-1A for quantifying NOP receptors in the monkey brain and estimated the radiation safety profile of this radioligand based on its biodistribution in monkeys. METHODS: Baseline and blocking PET scans were acquired from head to thigh for 3 rhesus monkeys for approximately 120 min after (11)C-NOP-1A injection. These 6 PET scans were used to quantify NOP receptors in the brain and to estimate radiation exposure to organs of the body. In the blocked scans, a selective nonradioactive NOP receptor antagonist (SB-612111; 1 mg/kg intravenously) was administered before (11)C-NOP-1A. In all scans, arterial blood was sampled to measure the parent radioligand (11)C-NOP-1A. Distribution volume (V(T); a measure of receptor density) was calculated with a compartment model using brain and arterial plasma data. Radiation-absorbed doses were calculated using the MIRD Committee scheme. RESULTS: After (11)C-NOP-1A injection, peak uptake of radioactivity in the brain had a high concentration (∼5 standardized uptake value), occurred early (∼12 min), and thereafter washed out quickly. V(T) (mL · cm(-3)) was highest in the neocortex (∼20) and lowest in hypothalamus and cerebellum (∼13). SB-612111 blocked approximately 50%-70% of uptake and reduced V(T) in all brain regions to approximately 7 mL · cm(-3). Distribution was well identified within 60 min of injection and stable for the remaining 60 min, consistent with only parent radioligand and not radiometabolites entering the brain. Whole-body scans confirmed that the brain had specific (i.e., displaceable) binding but could not detect specific binding in peripheral organs. The effective dose for humans estimated from the baseline scans in monkeys was 5.0 µSv/MBq. CONCLUSION: (11)C-NOP-1A is a useful radioligand for quantifying NOP receptors in the monkey brain, and its radiation dose is similar to that of other (11)C-labeled ligands for neuroreceptors. (11)C-NOP-1A appears to be a promising candidate for measuring NOP receptors in the human brain.


Subject(s)
Brain/diagnostic imaging , Brain/metabolism , Bridged Bicyclo Compounds, Heterocyclic , Positron-Emission Tomography/methods , Receptors, Opioid/metabolism , Spiro Compounds , Whole Body Imaging/methods , Animals , Carbon Radioisotopes , Cycloheptanes/administration & dosage , Humans , Macaca mulatta , Male , Narcotic Antagonists , Piperidines/administration & dosage , Radioligand Assay , Radiopharmaceuticals , Receptors, Opioid/blood , Nociceptin Receptor
16.
Drug Discov Today ; 16(13-14): 583-93, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21635967

ABSTRACT

There is increasing interest in the application of quantitative magnetic resonance imaging (MRI) methods to drug development, but as yet little standardization or best practice guidelines for its use in this context. Pharmaceutical trials are subject to regulatory constraints and sponsor company processes, including site qualification and expectations around study oversight, blinding, quality assurance and quality control (QA/QC), analysis and reporting of results. In this article, we review the processes on the sponsor side and also the procedures involved in data acquisition at the imaging site. We then propose summary recommendations to help guide appropriate imaging site qualification, as part of a framework of 'good imaging practice' for functional (f)MRI studies applied to drug development.


Subject(s)
Clinical Trials as Topic/methods , Drug Design , Magnetic Resonance Imaging/methods , Clinical Trials as Topic/standards , Drug Industry/methods , Guidelines as Topic , Humans , Magnetic Resonance Imaging/standards , Quality Control
17.
Drug Discov Today ; 16(15-16): 671-82, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21477664

ABSTRACT

Functional magnetic resonance imaging (fMRI) experiments are more complex compared with standard radiological imaging, involving additional data streams and hardware along with complex analysis methods. Here, we propose guidelines based around mitigating risks associated with the complexities of the technique at the level of the individual imaging protocol, including workable and effective quality assurance/quality control procedures and rigorous, predefined, analysis pipelines. Our aim is to provide a framework for 'good imaging practice' (GIP), enabling these requirements to be addressed at an appropriate level of detail. The development of a procedural framework for GIP in pharmaceutical fMRI studies could lead to greater acceptance of the method within industry and facilitate validation and, eventually, qualification of the technique as an imaging biomarker.


Subject(s)
Drug Design , Guidelines as Topic , Magnetic Resonance Imaging/methods , Biomarkers, Pharmacological/metabolism , Drug Industry/methods , Humans , Magnetic Resonance Imaging/standards , Quality Control
18.
J Med Chem ; 54(8): 2687-700, 2011 Apr 28.
Article in English | MEDLINE | ID: mdl-21438532

ABSTRACT

Positron emission tomography (PET) coupled to an effective radioligand could provide an important tool for understanding possible links between neuropsychiatric disorders and brain NOP (nociceptin/orphanin FQ peptide) receptors. We sought to develop such a PET radioligand. High-affinity NOP ligands were synthesized based on a 3-(2'-fluoro-4',5'-dihydrospiro[piperidine-4,7'-thieno[2,3-c]pyran]-1-yl)-2(2-halobenzyl)-N-alkylpropanamide scaffold and from experimental screens in rats, with ex vivo LC-MS/MS measures, three ligands were identified for labeling with carbon-11 and evaluation with PET in monkey. Each ligand was labeled by (11)C-methylation of an N-desmethyl precursor and studied in monkey under baseline and NOP receptor-preblock conditions. The three radioligands, [(11)C](S)-10a-c, gave similar results. Baseline scans showed high entry of radioactivity into the brain to give a distribution reflecting that expected for NOP receptors. Preblock experiments showed high early peak levels of brain radioactivity, which rapidly declined to a much lower level than seen in baseline scans, thereby indicating a high level of receptor-specific binding in baseline experiments. Overall, [(11)C](S)-10c showed the most favorable receptor-specific signal and kinetics and is now selected for evaluation in human subjects.


Subject(s)
Brain/diagnostic imaging , Opioid Peptides/metabolism , Animals , Chromatography, Liquid , Haplorhini , Magnetic Resonance Spectroscopy , Positron-Emission Tomography , Radioligand Assay , Rats , Stereoisomerism , Tandem Mass Spectrometry , Nociceptin
19.
Eur J Nucl Med Mol Imaging ; 37(8): 1499-506, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20333514

ABSTRACT

PURPOSE: Cannabinoid subtype 1 (CB(1)) receptors are found in nearly every organ in the body, may be involved in several neuropsychiatric and metabolic disorders, and are therefore an active target for pharmacotherapy and biomarker development. We recently reported brain imaging of CB(1) receptors with two PET radioligands: (11)C-MePPEP and (18)F-FMPEP-d (2). Here we describe the biodistribution and dosimetry estimates for these two radioligands. METHODS: Seven healthy subjects (four men and three women) underwent whole-body PET scans for 120 min after injection with (11)C-MePPEP. Another seven healthy subjects (two men and five women) underwent whole-body PET scans for 300 min after injection with (18)F-FMPEP-d (2). Residence times were acquired from regions of interest drawn on tomographic images of visually identifiable organs for both radioligands and from radioactivity excreted in urine for (18)F-FMPEP-d (2). RESULTS: The effective doses of (11)C-MePPEP and (18)F-FMPEP-d (2) are 4.6 and 19.7 microSv/MBq, respectively. Both radioligands demonstrated high uptake of radioactivity in liver, lung, and brain shortly after injection and accumulated radioactivity in bone marrow towards the end of the scan. After injection of (11)C-MePPEP, radioactivity apparently underwent hepatobiliary excretion only, while radioactivity from (18)F-FMPEP-d (2) showed both hepatobiliary and urinary excretion. CONCLUSION: (11)C-MePPEP and (18)F-FMPEP-d (2) yield an effective dose similar to other PET radioligands labeled with either (11)C or (18)F. The high uptake in brain confirms the utility of these two radioligands to image CB(1) receptors in brain, and both may also be useful to image CB(1) receptors in the periphery.


Subject(s)
Drug Inverse Agonism , Positron-Emission Tomography/methods , Pyrrolidinones/pharmacology , Pyrrolidinones/pharmacokinetics , Receptor, Cannabinoid, CB1/metabolism , Adult , Brain/diagnostic imaging , Brain/metabolism , Female , Humans , Male , Radiometry
20.
J Nucl Med ; 51(1): 112-20, 2010 Jan.
Article in English | MEDLINE | ID: mdl-20008988

ABSTRACT

UNLABELLED: We recently demonstrated that (11)C-MePPEP, a PET ligand for CB(1) receptors, has such high uptake in the human brain that it can be imaged for 210 min and that receptor density can be quantified as distribution volume (V(T)) using the gold standard of compartmental modeling. However, (11)C-MePPEP had relatively poor retest and intersubject variabilities, which were likely caused by errors in the measurements of radioligand in plasma at low concentrations by 120 min. We sought to find an analog of (11)C-MePPEP that would provide more accurate plasma measurements. We evaluated several promising analogs in the monkey brain and chose the (18)F-di-deutero fluoromethoxy analog ((18)F-FMPEP-d(2)) to evaluate further in the human brain. METHODS: (11)C-FMePPEP, (18)F-FEPEP, (18)F-FMPEP, and (18)F-FMPEP-d(2) were studied in 5 monkeys with 10 PET scans. We calculated V(T) using compartmental modeling with serial measurements of unchanged parent radioligand in arterial plasma and radioactivity in the brain. Nonspecific binding was determined by administering a receptor-saturating dose of rimonabant, an inverse agonist at the CB(1) receptor. Nine healthy human subjects participated in 17 PET scans using (18)F-FMPEP-d(2), with 8 subjects having 2 PET scans to assess retest variability. To identify sources of error, we compared intersubject and retest variability of brain uptake, arterial plasma measurements, and V(T). RESULTS: (18)F-FMPEP-d(2) had high uptake in the monkey brain, with greater than 80% specific binding, and yielded less radioactivity uptake in bone than did (18)F-FMPEP. High brain uptake with (18)F-FMPEP-d(2) was also observed in humans, in whom V(T) was well identified within approximately 60 min. Retest variability of plasma measurements was good (16%); consequently, V(T) had a good retest variability (14%), intersubject variability (26%), and intraclass correlation coefficient (0.89). V(T) increased after 120 min, suggesting an accumulation of radiometabolites in the brain. Radioactivity accumulated in the skull throughout the entire scan but was thought to be an insignificant source of data contamination. CONCLUSION: Studies in monkeys facilitated our development and selection of (18)F-FMPEP-d(2), compared with (18)F-FMPEP, as a radioligand demonstrating high brain uptake, high percentage of specific binding, and reduced uptake in bone. Retest analysis in human subjects showed that (18)F-FMPEP-d(2) has greater precision and accuracy than (11)C-MePPEP, allowing smaller sample sizes to detect a significant difference between groups.


Subject(s)
Brain/diagnostic imaging , Fluorodeoxyglucose F18 , Pyrrolidinones , Radiopharmaceuticals , Receptor, Cannabinoid, CB1/agonists , Receptor, Cannabinoid, CB1/metabolism , Adult , Animals , Area Under Curve , Brain Chemistry , Female , Humans , Image Processing, Computer-Assisted , Isotope Labeling , Macaca mulatta , Male , Plasma/diagnostic imaging , Radionuclide Imaging , Radiopharmaceuticals/chemical synthesis , Skull/diagnostic imaging , Young Adult
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