Limitations of SRTM, Logan graphical method, and equilibrium analysis for measuring transient dopamine release with [(11)C]raclopride PET.

Conventional PET methods to estimate [(11)C]raclopride binding potential (BP ND) assume that endogenous dopamine concentration does not change during the scan time. However, this assumption is purposely violated in studies using pharmacological or behavioral stimuli to invoke acute dopamine release. When the assumption of steady-state dopamine is violated, conventional analysis methods may produce biased or even unusable estimates of BP ND. To illustrate this problem, we examined the effect of scan duration on ΔBP ND estimated by three common analysis methods (simplified reference tissue model, Logan graphical reference method, and equilibrium analysis) applied to simulated and experimental single-scan activation studies. The activation - dopamine release - in both the simulated and experimental studies was brief. Simulations showed ΔBP ND to be highly dependent on the window of data used to determine BP ND in the activation state. A similar pattern was seen in the data from human smoking studies. No such pattern of ΔBP ND dependence on the window of data used was apparent in simulations where dopamine was held constant. The dependence of ΔBP ND on the duration of data analyzed illustrates the inability of conventional methods to reliably quantify short-lived increases in endogenous dopamine.

[1]  Edythe D London,et al.  Gene variants of brain dopamine pathways and smoking-induced dopamine release in the ventral caudate/nucleus accumbens. , 2006, Archives of general psychiatry.

[2]  David J. Schlyer,et al.  Graphical Analysis of Reversible Radioligand Binding from Time—Activity Measurements Applied to [N-11C-Methyl]-(−)-Cocaine PET Studies in Human Subjects , 1990, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[3]  N. Volkow,et al.  Addiction: Beyond dopamine reward circuitry , 2011, Proceedings of the National Academy of Sciences.

[4]  K A Frey,et al.  Quantitative in vivo receptor binding. I. Theory and application to the muscarinic cholinergic receptor , 1985, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[5]  Karmen K. Yoder,et al.  ntPET: a new application of PET imaging for characterizing the kinetics of endogenous neurotransmitter release. , 2005, Molecular imaging.

[6]  N. Volkow,et al.  Distribution Volume Ratios without Blood Sampling from Graphical Analysis of PET Data , 1996, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[7]  P B Hoffer,et al.  Microdialysis and SPECT measurements of amphetamine‐induced dopamine release in nonhuman primates , 1997, Synapse.

[8]  Alice Egerton,et al.  The effect of nicotine on striatal dopamine release in man: A [11C]raclopride PET study , 2007, Synapse.

[9]  Karmen K. Yoder,et al.  Test–retest variability of [11C]raclopride‐binding potential in nontreatment‐seeking alcoholics , 2011, Synapse.

[10]  Paul E Kinahan,et al.  PET Measures of Amphetamine-Induced Dopamine Release in Ventral versus Dorsal Striatum , 1999, Neuropsychopharmacology.

[11]  M. Laruelle Imaging Synaptic Neurotransmission with in Vivo Binding Competition Techniques: A Critical Review , 2000, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[12]  Vesa Oikonen Noise model for PET time-radioactivity curves , 2003 .

[13]  R F Muzic,et al.  COMKAT: compartment model kinetic analysis tool. , 2001, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[14]  G. Chiara,et al.  Effects of nicotine on the nucleus accumbens and similarity to those of addictive drugs , 1996, Nature.

[15]  A. Syrota,et al.  In Vivo Detection of Striatal Dopamine Release during Reward: A PET Study with [11C]Raclopride and a Single Dynamic Scan Approach , 2002, NeuroImage.

[16]  Ella Hirani,et al.  Temporal characterisation of amphetamine‐induced dopamine release assessed with [11C]raclopride in anaesthetised rodents , 2004, Synapse.

[17]  Jeih-San Liow,et al.  Design of a motion-compensation OSEM list-mode algorithm for resolution-recovery reconstruction for the HRRT , 2003, 2003 IEEE Nuclear Science Symposium. Conference Record (IEEE Cat. No.03CH37515).

[18]  N. Lassen,et al.  Neuroreceptor Quantitation in vivo by the Steady-State Principle Using Constant Infusion or Bolus Injection of Radioactive Tracers , 1992, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[19]  Evan D. Morris,et al.  Noninvasive visualization of human dopamine dynamics from PET images , 2010, NeuroImage.

[20]  M Slifstein,et al.  Effects of statistical noise on graphic analysis of PET neuroreceptor studies. , 2000, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[21]  Hiroto Kuwabara,et al.  Striatal dopamine release and family history of alcoholism. , 2006, Alcoholism, clinical and experimental research.

[22]  Rajendra D. Badgaiyan,et al.  A novel method for noninvasive detection of neuromodulatory changes in specific neurotransmitter systems , 2003, NeuroImage.

[23]  Robert A Koeppe,et al.  Smoking Modulation of μ-Opioid and Dopamine D2 Receptor-Mediated Neurotransmission in Humans , 2007, Neuropsychopharmacology.

[24]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[25]  Evan D. Morris,et al.  A linear model for estimation of neurotransmitter response profiles from dynamic PET data , 2012, NeuroImage.

[26]  B. Moghaddam,et al.  NMDA antagonist effects on striatal dopamine release: Microdialysis studies in awake monkeys , 2002, Synapse.

[27]  Zsolt Szabo,et al.  Modified Regression Model for the Logan Plot , 2002, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[28]  Jeffrey H. Meyer,et al.  Smoking-induced ventral striatum dopamine release. , 2004, The American journal of psychiatry.

[29]  N. Alpert,et al.  In vivo imaging of neuromodulatory synaptic transmission using PET: A review of relevant neurophysiology , 1995 .

[30]  M. Mandelkern,et al.  Smoking-induced change in intrasynaptic dopamine concentration: Effect of treatment for Tobacco Dependence , 2010, Psychiatry Research: Neuroimaging.

[31]  W C Eckelman,et al.  Kinetic Modeling of [11C]Raclopride: Combined PET-Microdialysis Studies , 1997, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[32]  J. Monterosso,et al.  Ventral Striatal Dopamine Release in Response to Smoking a Regular vs a Denicotinized Cigarette , 2009, Neuropsychopharmacology.

[33]  Karmen K. Yoder,et al.  Change in binding potential as a quantitative index of neurotransmitter release is highly sensitive to relative timing and kinetics of the tracer and the endogenous ligand. , 2004, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[34]  Christer Halldin,et al.  Precursor synthesis and radiolabelling of the dopamine D2 receptor ligand (11C)raclopride from (11C)methyl triflate , 1999 .

[35]  S. Haber,et al.  Imaging Human Mesolimbic Dopamine Transmission with Positron Emission Tomography. Part II: Amphetamine-Induced Dopamine Release in the Functional Subdivisions of the Striatum , 2003, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[36]  R E Carson,et al.  Assessment of Dynamic Neurotransmitter Changes with Bolus or Infusion Delivery of Neuroreceptor Ligands , 1998, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[37]  Charles A. Bouman,et al.  Nonparametric Extraction of Transient Changes in Neurotransmitter Concentration From Dynamic PET Data , 2007, IEEE Transactions on Medical Imaging.

[38]  Osama Mawlawi,et al.  Imaging Human Mesolimbic Dopamine Transmission with Positron Emission Tomography: I. Accuracy and Precision of D2 Receptor Parameter Measurements in Ventral Striatum , 2001, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[39]  A. Lammertsma,et al.  Simplified Reference Tissue Model for PET Receptor Studies , 1996, NeuroImage.

[40]  Alain Dagher,et al.  The hedonic response to cigarette smoking is proportional to dopamine release in the human striatum as measured by positron emission tomography and [11C]raclopride , 2004, Synapse.

[41]  M. Mandelkern,et al.  Effect of a History of Major Depressive Disorder on Smoking-Induced Dopamine Release , 2009, Biological Psychiatry.