Abstract
Objective
The goal of this study was to determine D1 receptor availability in human cocaine dependent (CD) subjects and matched healthy controls (HC). In addition, the cocaine dependent subjects performed cocaine self-administration sessions in order to explore the association between D1 receptor availability and cocaine seeking behavior.
Methods
25 cocaine dependent subjects (40 ±4 yrs, 19M/6 F) and 23 matched healthy controls (38 ±4 yrs, 19M/4F) were scanned with PET and the radiotracer [11C]NNC 112. During the cocaine self-administration sessions, cocaine dependent volunteers were given the choice to self-administer cocaine (0, 6, and 12 mg) or to receive a monetary voucher worth $5. D1 receptor availability was measured in the limbic, associative and sensori-motor striatum in addition to cortical brain regions.
Results
No difference in D1 receptor availability was seen between the two groups. A negative association was seen between D1 receptor BPND in the limbic striatum and the choice for the 6 mg dose of cocaine (r = - 0.47, p = 0.02, corrected for age).
Conclusions
These results do not support the hypothesis that cocaine dependence is associated with a reduction in D1 receptor availability in the striatum. However, within the cocaine-dependent subjects, low D1 receptor availability in the ventral striatum was associated with the choice to self-administer cocaine, suggesting that low D1 receptor availability may be associated with an increased risk of relapse in cocaine dependence.
Keywords: PET, D1 receptor, cocaine, cocaine-seeking behavior, striatum, limbic striatum
Introduction
Recent studies investigating the role of the D1 receptor in animal models of cocaine dependence suggest that increased signaling at this receptor may provide a novel treatment approach for this disorder (Self et al., 1996a; Self et al., 2000). In animal models of cocaine dependence, the administration of a D1 agonist attenuates cocaine-seeking behavior elicited by a priming dose of cocaine in rodents and non-human primates (De Vries et al., 1999; Dias et al., 2004; Khroyan et al., 2000; Self et al., 1996a). Similar results have shown that a D1 agonist also reduces cue-induced cocaine seeking behavior (Alleweireldt et al., 2002). In a related study, rats with higher preferred levels of cocaine self-administration were found to be less sensitive to D1 mediated inhibition of cocaine-seeking behavior compared to rats with lower levels of cocaine intake (Edwards et al., 2007). Alternatively, D1 antagonists administered directly into the nucleus accumbens have been shown to increase cocaine self-administration in rodents (Caine et al., 1995; Maldonado et al., 1993). Together, these data suggest that excessive cocaine self-administration may be associated with a loss of signaling at the D1 receptor, and that D1 receptor blockade in the nucleus accumbens may increase the risk of relapse.
In line with this theory, it might be expected that cocaine dependence is associated with a decrease in D1 receptor availability. However, previous studies in rodents and non-human primates have demonstrated both a decrease (Farfel et al., 1992; Kleven et al., 1990; Moore et al., 1998) as well as an increase (Lim et al., 1990; Nader et al., 2002; Unterwald et al., 1994) in striatal D1 receptors following chronic exposure to cocaine. In humans, a post-mortem study showed that striatal D1 receptor mRNA was unchanged in chronic cocaine abusers, although D1 receptor density was not measured (Meador-Woodruff et al., 1993). Only one previous study has used PET imaging to measure changes in D1 receptor binding associated with cocaine exposure, and this study showed a significant decrease in rodents exposed to cocaine for at least seven days (Tsukada et al., 1996).
In order to investigate the effects of cocaine dependence on D1 receptor availability, we used PET and the radiotracer [11C]NNC 112 in a group of human cocaine dependent (CD) subjects and matched healthy controls (HC). Following the PET scans, the cocaine dependent subjects underwent cocaine self-administration sessions in order to explore the association between D1 receptor availability and cocaine seeking behavior. Animal studies have shown that a priming dose of cocaine reinstates cocaine self-administration (Khroyan et al., 2000; Self et al., 1996a; Shaham et al., 2003) and a similar laboratory model has been developed for human subjects (Foltin et al., 2003; Martinez et al., 2004). In this model, non-treatment seeking, recently-detoxified cocaine dependent volunteers were given the choice to self-administer cocaine over an alternative reinforcer (money) following a response-independent (“priming”) dose of cocaine. The self-administration sessions provide a measure of each subject's vulnerability to the reinforcing effects of cocaine, which can then be correlated with D1 receptor availability. Our hypotheses were: 1) cocaine dependence would be associated with a decrease in D1 receptor availability in the ventral striatum, and; 2) the cocaine dependent subjects with the lowest D1 receptor availability in the ventral striatum would be more likely to choose cocaine over an alternative reinforcer in the self-administration sessions.
Materials and Methods
Human Subjects
The study was approved by the Institutional Review Board of the New York State Psychiatric Institute. All subjects provided written informed consent. The cocaine dependent volunteers (CD) were medically healthy, and fulfilled DSM-IV criteria for cocaine dependence, with no other current axis I diagnosis. The CD participants had weekly cocaine use greater than the amount of cocaine used in this study and tested positive for cocaine (urine toxicology) at screening. They were not seeking treatment, but were informed that a referral for treatment was available. CD subjects were required to use alcohol or cannabis less than twice a week and no use of prescription medications or other illicit drugs was permitted in the six months prior to study entry. Seventeen of the CD subjects had been scanned with another radiotracer in a previously reported study (Martinez et al., 2004). Healthy control subjects (HC) were between the ages of 21 and 45 and had no current or past DSM-IV Axis I disorder. Nicotine dependence was acceptable for both groups.
The CD subjects were admitted to the Irving Center for Clinical Research at the New York Presbyterian Hospital and underwent random urine tests to confirm abstinence. The PET scans were performed following 14 days of abstinence, and the cocaine self-administration sessions were performed 2 to 3 days after the PET scans.
PET scan acquisition
[11C]NNC 112 was synthesized as previously described (Halldin et al., 1998), and injected intravenously over 45 seconds following a transmission scan. Emission data were acquired using the ECAT EXACT HR+ camera in 3D mode for 90 minutes, as previously described (Abi-Dargham et al., 2000). The arterial input was obtained by collecting arterial samples every 10 seconds with an automated sampling system (for the first 2 minutes) followed by manual samples at longer intervals, for a total of 30 samples. Six samples were collected (at 2, 8, 16, 30, 50, and 70 minutes) and further processed by high pressure liquid chromatography (HPLC) to measure the percent of plasma activity representing unmetabolized (parent) [11C]NNC 112. The measured input function values (Ca(t), μCi/mL) were analyzed as previously described and used for the kinetic analysis of the regional brain uptake (Abi-Dargham et al., 2000). The clearance of the parent compound (CL, L/h) was calculated as the ratio of the injected dose to the area under the curve of the input function. The plasma free fraction (fP), was calculated as the ratio of the ultrafiltrate to the total activity concentration as previously described (Abi-Dargham et al., 2000).
PET image analysis
Image analysis was performed in MEDx (Sensor Systems, Inc., Sterling, Virginia) using a region of interest analysis as described previously (Abi-Dargham et al., 2000). Correction for head movement and coregistration of the PET data to the MR were performed using automated image registration (AIR) (Woods et al., 1992; Woods et al., 1993). The regions of interest (ROIs) were identified on each individual subject's MRI, acquired on the GE 1.5 T Signa Advantage system. The ROI's included both cortical and subcortical regions. The subcortical regions included the striatum (STR), amygdala (AMY), and hippocampus (HIP). The striatum was divided into the caudate, putamen, and ventral striatum (VST). The caudate and putamen were further subdivided along their rostral-caudal axis using the anterior commissure (AC) to derive the following ROIs: 1) pre-commissural dorsal caudate (preDCA), 2) pre-commissural dorsal putamen (preDPU), 3) the post-commissural caudate (postCA) and 4) the post-commissural putamen (postPU). The striatal ROIs were classified as belonging to the limbic striatum (LST), associative striatum (AST), or sensorimotor striatum (SMST), based on cortical connectivity (for reviews see Haber and Fudge, 1997; Joel and Weiner, 2000). The LST corresponded to the VST, the AST activity was derived as the spatially weighted average of the activities in the preDCA, preDPU and postCA, and the SMST corresponded to the postPU. Details of the anatomical criteria and functional classification of the striatum have been described previously (Martinez et al., 2003). The cortical regions included the dorsolateral prefrontal cortex (DLPFC), medial prefrontal cortex (MPFC), orbitofrontal cortex (OFC), parietal cortex (PC), temporal cortex (TC), occipital cortex (OC), and anterior cingulate cortex (ACC) as described previously (Abi-Dargham et al., 2000). A segmentation procedure was implemented for the cortical regions so that only the voxels classified as gray matter were used to measure the activity distribution (Abi-Dargham et al., 2000). For all bilateral regions, right and left values were averaged.
PET outcome measures
The regional distribution volumes (VT, mL of plasma / g of tissue) were derived with a kinetic analysis using the arterial input function as previously described (Abi-Dargham et al., 2000). A one tissue compartment was used in the cerebellum, and a two-tissue compartment in other regions. D1 receptor availability was calculated with two outcome measures: [11C]NNC 112 binding potential (BPp, mL/g) and the specific to nonspecific partition coefficient (BPND, unitless) (Innis et al., 2007; Slifstein and Laruelle, 2001).
BPp and BPND are defined as:
VT (mL g-1) is the regional tissue distribution volume for the ROIs and cerebellum (CER), fND is the free fraction in the nonspecific distribution volume of the brain, fP is the free fraction in the plasma, Bmax is the concentration of D1 receptors (nmoles per g of tissue), and KD′ is the in vivo equilibrium dissociation constant of the radiotracer in the presence of dopamine (Slifstein and Laruelle, 2001). VTCER was measured for each subject in order to ensure that there was no difference in non-specific binding between the two groups. The contribution of total plasma activity to the regional time activity data was calculated assuming a fixed 5% blood volume in the regions of interest (Mintun et al., 1984). It should be note that [11C]NNC 112 labels both the D1 and D5 receptors, and the term D1 is used to denote both receptors.
Self-administration sessions
The cocaine dependent subjects underwent two types of cocaine self-administration sessions: sample sessions and choice sessions. In the sample sessions, the subjects self-administered a single dose of smoked cocaine (0, 6, or 12 mg of cocaine, 1 session of each dose per subject). The subjects were asked to rate the subjective effects at baseline, and at 4, 14, 30, and 60 minutes following the dose. The computerized subjective effects battery consisted of visual analog scales (VAS) labeled “not at all” at 0 mm and “extremely” at 100 mm, as previously described (Foltin et al., 1990). A previous cluster analysis demonstrated that the VAS “good drug effect”, “high”, and “stimulated” can be grouped into the positive effects cluster (Evans et al., 2002). The positive effects cluster was chosen a priori for correlation with D1 receptor availability. For each VAS, the area under the curve (AUC) was calculated relative to the baseline score and the positive effects score was derived as the average AUC for the VAS within this cluster.
In the choice sessions, the CD subjects underwent three cocaine self-administration sessions with 0 mg, 6 mg, and 12 mg doses of smoked cocaine presented in counterbalanced order, as previously described (Foltin et al., 2003; Martinez et al., 2004). Each session began with a response-independent or “priming” dose of cocaine (0, 6, or 12 mg). Following this dose, subjects were given the choice between the same dose of cocaine or a $5.00 merchandise voucher redeemable at local stores and paid upon discharge. Subjects were presented with this choice 5 times, spaced 14 minutes apart. Participants were required to press a space bar in order to receive their choice using a progressive ratio (200, 600, 1000, 1400 and 1600 responses required). The outcome measure for the choice sessions was the number of times a given dose of cocaine was chosen over voucher (range 0-5).
Statistical Analysis
Group demographic comparisons were performed with unpaired t tests. Differences in [11C]NNC 112 BPp and BPND between the CD and HC were analyzed by multivariate analysis of variance (MANOVA). The vector of regional BPp and BPND measurements was the multivariate statistic. Post-hoc tests, when indicated, were performed by region, controlling the false discovery rate (FDR) at the α = 0.05 level. Regional volumes were also compared across groups by MANOVA. Unpaired t-tests were used to compare differences in scan parameters, VTCER and f1 between the two groups.
The correlation of D1 receptor availability and cocaine seeking behavior was analyzed by linear regression between BPp and BPND and the choice for cocaine. For this analysis, the VST was chosen a priori for correlation with the choice for a 6 mg dose of cocaine. Exploratory analysis was performed to examine the correlation between receptor availability and positive effects of cocaine. A two tailed probability value of p < 0.05 was chosen as the level of significance for these analyses.
Results
Group comparison
Twenty-five CD subjects and twenty-three HC subjects were enrolled in this study. The group demographics are shown in table 1. Of the 25 CD subjects, one completed the PET scans and the self-administration sample session but not the choice session due to a scheduling conflict. The CD subjects had been smoking crack cocaine an average of 16.4 ± 4.5 years and spent an average of $264 ± $118/week over the last six months.
Table 1.
Group demographics
| Parameter | HC | CD | p |
|---|---|---|---|
| n | 23 | 25 | - |
| Age (mean ± SD, years) | 38 ± 4 | 40 ± 4 | 0.33 |
| Gender (Male/Female) | 19M/6F | 19M/4F | - |
| Ethnicity (Afro-American/Hispanic/ Caucasian not Hispanic) | 16AA/4H/5C | 12AA/5H/6C | 0.61 |
| Smoking status (Yes/Ex/No) | 16Y/3E/4N | 19Y/3E/3N | 0.53 |
| Mean ± cigarettes per day in smokers | 11 ± 8 | 11 ± 4 | 0.82 |
Abbreviations: HC: healthy control subjects; CD: cocaine dependent subjects.
PET scan parameters
There was no significant difference between the two groups with respect to injected dose (HC: 14.3 ± 3.4 mCi, CD: 13.1 ± 4.2 mCi; p = 0.38) or specific activity (HC: 1007 ± 456 Ci/mmoles, CD: 969 ± 454 Ci/mmoles; p = 0.77). Plasma clearance did not differ between groups (HC: 83.6 ± 31.2 L h-1; CD: 93.0 ± 27.4 L h-1, p= 0.28) nor did the plasma free fraction (f1) (HC: 0.88 ± 0.41%; CD: 0.86 ± 0.36%, p = 0.89). The volume of distribution of the cerebellum (VTCER) was 2.17 ± 0.49 mL g-1 in HC subjects and 2.32 ± 0.46 mL g-1 in CD subjects (p = 0.28).
The volumes of the regions of interest for each group were analyzed with a MANOVA, which did not show a significant volume difference between groups (Hotelling's trace, p = 0.102). Two regions did have low p values when unpaired t-tests were applied on individual regions (OFC, p = 0.013 and TC, p = 0.015) but these did not survive multiple comparison correction by the FDR criterion.
D1 receptor availability
Representative PET scans are shown in figure 1. There was no significant difference between groups for BPp and BPND (MANOVA, p = 0.35 for BPp and p = 0.219 for BPND). The values are provided in table 2. Unpaired t-tests on individual regions did not reach significance after correction for multiple comparisons according to the FDR criterion. Although a decrease in BPp and BPND was seen in the ventral striatum in the cocaine dependent subjects compared to healthy controls, this difference did not reach significance.
Figure 1.
[11C]NNC 112 distribution in a healthy control subject (left) and a cocaine dependent subject (right). Both images are the mean of data acquired from 0-90 minutes and the image display was corrected for injected dose. The selected images include the striatum rostral to the anterior commissure. No significant difference in D1 receptor availability was seen between the two groups.
Table 2.
[11C]NNC 112 binding potential (BPP, mL g-1) and specific to nonspecific partition coefficient (BPND, unitless)
| Region of interest | BPP | BPND | |||
|---|---|---|---|---|---|
| HC | CD | HC | CD | ||
| Striatum | Ventral striatum | 5.03 ± 1.61 |
4.89 ± 1.11 |
2.32 ± 0.51 |
2.13 ± 0.43 |
| Pre-commissural dorsal caudate |
6.02 ± 1.57 |
6.19 ± 1.32 |
2.78 ± 0.43 |
2.67 ± 0.33 |
|
| Post-commissural dorsal caudate |
4.38 ± 1.38 |
4.81 ± 1.36 |
2.06 ± 0.37 |
2.02 ± 0.46 |
|
| Pre-commissural dorsal putamen |
6.69 ± 1.76 |
6.70 ± 1.28 |
3.08 ± 0.43 |
2.91 ± 0.33 |
|
| Post-commissural dorsal putamen |
6.15 ± 1.81 |
6.45 ± 1.26 |
2.82 ± 0.46 |
2.80 ± 0.32 |
|
| Subcortical | Amygdala | 1.08 ± 026 |
1.18 ± 0.34 |
0.51 ± 0.11 |
0.51 ± 0.12 |
| Hippocampus | 0.66 ± 0.26 |
0.63 ± 0.20 |
0.31 ± 0.11 |
0.27 ± 0.07 |
|
| Cortical | Dorsolateral prefrontal cortex |
1.18 ± 0.37 |
1.10 ± 0.30 |
0.55 ± 0.12 |
0.47 ± 0.09 |
| Medial prefrontal cortex |
1.41 ± 0.40 |
1.35 ± 0.27 |
0.65 ± 0.13 |
0.59 ± 0.08 |
|
| Orbitofrontal cortex | 1.00 ± 0.35 |
0.97 ± 0.37 |
0.47 ± 0.15 |
0.42 ± 0.13 |
|
| Anterior cingulate | 1.54 ± 0.43 |
1.57 ± 0.38 |
0.71 ± 0.13 |
0.68 ± 0.12 |
|
| Temporal cortex | 1.25 ± 0.33 |
1.27 ± 0.30 |
0.58 ± 0.10 |
0.55 ± 0.09 |
|
| Parietal cortex | 1.24 ± 0.38 |
1.14 ± 0.29 |
0.57 ± 0.13 |
0.49 ± 0.08 |
|
| Occipital cortex | 1.24 ± 0.39 |
1.22 ± 0.28 |
0.58 ± 0.13 |
0.53 ± 0.08 |
|
Values are Mean ± SD. No significant differences were seen between the two groups.
Cocaine self-administration session results
In the sample sessions, the positive effects of cocaine varied with the dose. The AUC of the positive effects cluster of the 12 mg dose (314 ± 622) was higher than that of the 0 mg (135 ± 441) and 6 mg doses (151 ± 419) (p < 0.05 for both comparisons). No significant difference was seen between the positive effects of the 0 and 6 mg doses (p = 0.30). Since only the 12 mg dose elicited positive subjective effects different from placebo, the effects of the 12 mg dose were selected for comparison with the PET scan data.
In the choice sessions, subjects could choose cocaine 0 to 5 times. The 0 mg dose was chosen an average of 0.33 ± 1.05 times, the 6 mg dose was chosen 1.58 ± 1.67 times, and the 12 mg dose was chosen 3.21 ± 1.61 times. The 12 mg dose was chosen more frequently than both the 0 mg and 6 mg dose (p < 0.001 for both cases) and the 6 mg dose was also chosen more frequently than the 0 mg dose (p = 0.002). The rationale for using low doses of cocaine in the self-administration sessions was to ensure enough variability between subjects to allow comparison with the PET data. The coefficient of variation (%CV) was higher for the 6 mg dose (1.05) compared to the 12 mg (0.50). Therefore, the 6 mg was chosen a priori for comparison with the PET data.
Relationship between PET data and cocaine self-administration
As shown in figure 2, there was a significant negative correlation between D1 receptor BPND in the ventral striatum and the choice for cocaine (r = -0.47, p = 0.02, corrected for age), such that the cocaine dependent subjects with the lowest values for BPND were more likely to choose a 6 mg dose of smoked cocaine. Exploratory analysis with the other striatal ROIs failed to show significant association between choice and BPND (preDCA: r = 0.27, p = 0.21, preDPU: r = 0.19, p = 0.37, postCA: r = 0.12, p = 0.60, postPU: r = 0.05, p = 0.83, STR: r = 0.23, p = 0.30). No correlation was seen between BPP in the ventral striatum, or any other ROI, and the choice to self-administer 6 mg cocaine. No correlation was seen between BPP or BPND in any brain region and the choice to self-administer the 12 mg dose of cocaine. No correlation was seen between BPP or BPND and the positive effects of the 12 mg dose of cocaine.
Figure 2.
Correlation between [11C]NNC 112 BPND in the VST (x axis) and the choice to self-administer 6 mg doses of cocaine (y axis, range 0-5). A significant correlation was found between D1 receptor availability and the choice to self-administer cocaine over an alternative reinforcer (voucher worth $5) (r = -0.47, p = 0.02, corrected for age).
A significant negative correlation was also seen between BPND in the VST and years of cocaine use (r = -0.59, p = 0.01, corrected for age). Exploratory analysis failed to detect significant correlation between years of use and BPND or BPP in any other striatal region.
Discussion
The results of this study do not support the hypothesis that D1 receptor availability, measured with PET and the radiotracer [11C]NNC 112, is reduced in the ventral striatum of cocaine dependent subjects compared to healthy controls. However, within the cocaine dependent subjects, low D1 receptor availability in the ventral striatum may be associated with the choice to self-administer cocaine. In this study, an association was seen between [11C]NNC 112 BPND (although not BPP) in the ventral striatum and the choice to self-administer the 6 mg dose of smoked cocaine.
D1 receptor availability and cocaine dependence
In this dataset, we found no significant difference in [11C]NNC 112 BPP or BPND in each of the regions of interest investigated. While this finding is in agreement with a human postmortem study reporting that striatal D1 receptor mRNA is unchanged following chronic cocaine exposure (Meador-Woodruff et al., 1993), pre-clinical studies investigating this effect have not been consistent. Previous studies in rodents have reported both an increase and decrease in striatal D1 receptors following cocaine exposure (Kleven et al., 1990; Lim et al., 1990; Unterwald et al., 1994). To our knowledge, only one previous study has used PET imaging and the radiotracer [11C]SCH23390 to measure changes D1 receptor binding, and this study showed a significant decrease in BPND in rodents following at least 7 days of cocaine administration (Tsukada et al., 1996).
Studies in non-human primates have also shown conflicting results. Two studies in rhesus monkeys have reported a decrease in D1 receptor binding following cocaine exposure. Farfel et al reported that 14 days of experimenter-administered cocaine followed by 14 days withdrawal resulted in a decrease in D1 receptor density in the caudate, with no change in the nucleus accumbens (Farfel et al., 1992). A subsequent study used [3H]SCH23390 to label the D1 receptor, and reported decreased binding in the nucleus acumens in rhesus monkeys who self-administered cocaine for 18-22 months (Moore et al., 1998). However, two other studies in rhesus monkeys have used [3H]SCH23390 to label the D1 receptor and shown increases in receptor binding following cocaine self-administration. The study by Nader et al (Nader et al., 2002) showed that 100 days of cocaine self-administration increased D1 receptor binding in the dorsolateral and ventromedial caudate and putamen in addition to the shell of the nucleus accumbens. More recently, Beveridge et al (Beveridge et al., 2008) used the same paradigm and showed similar results, but also showed that D1 receptor binding returned to baseline following 90 days of abstinence. Overall, these data in animals suggest that D1 receptor availability may vary with respect to the duration of cocaine exposure and abstinence, and a recent study in rodents also showed that D1 receptor binding varies with the time of withdrawal (Ben-Shahar et al., 2007). In the present study, the cocaine dependent particpants had a long history of cocaine exposure, such that the design of this study is more in line with that of Moore et al (Moore et al., 1998). Although we saw a decrease in striatal D1 receptor availability, it was not significant. However, it is possible that D1 receptor BP might have been lower had we performed the PET scans following a shorter duration of abstinence. In other words, it is possible that the cocaine subjects had lower D1 receptor BP prior to the 14 days ob abstinenece, and in this study, they were scanned as D1 receptor density was returning to baseline.
Another potential issue that must be considered in this study is that of cigarette smoking. A previous PET study using the radiotracer [11C]NNC 112 reported a decrease in D1 receptor availability in the ventral striatum of cigarette smokers compared to non-smokers (Dagher et al., 2001). In the present study, subjects were matched for smoking, so it is unlikely that smoking status was a source of artifact. Nevertheless, we performed a 2 way ANOVA with group (HC and CD) and smoking status (nonsmokers and ex-smokers pooled) as treatments. In fact VST BPND was higher among smokers than non-smokers at trend level (smokers = 2.30 ± 0.46, non-smokers = 2.04 ± 0.46, p = 0.078), though the group by smoker interaction was not significant (p = 0.613).
It is also possible that this study lacked the power to detect a between group difference. If the variance observed in this study is taken as an estimate of population variance, then the between group difference in BPND required to reach significance would be about 17% (for α = 0.05 critical level and 1 - β = 0.8 power). However, we saw only a non-significant decrease of 8% in BPND in the ventral striatum, and less of a difference in the other striatal regions.
D1 receptor transmission and cocaine dependence
Previous pre-clinical studies have shown conflicting results with respect to the effects of D1 agonist and antagonist administration on the behavioral effects of cocaine administration. Previous studies have shown that D1 agonists reduce cocaine-seeking behavior (De Vries et al., 1999; Milivojevic et al., 2004; Self et al., 1996b), decrease cocaine self-administration (Barrett et al., 2004; Caine et al., 1999), and increased the latency for cue-induced cocaine-seeking behavior (Alleweireldt et al., 2002). In addition, a recent study in D1 knock-out mice showed that the D1 receptor is crucial for mediating the reinforcing effects of cocaine (Caine et al., 2007). Similar results have been reported with non-human primates (Katz and Witkin, 1992; Khroyan et al., 2000; Mutschler and Bergman, 2002; Platt et al., 2001). However, the opposite effect has also been shown, in which D1 antagonist administration attenuates priming- and cue-induced cocaine-seeking behavior (Alleweireldt et al., 2002; Barrett et al., 2004; Khroyan et al., 2000; Khroyan et al., 2003; Kleven and Woolverton, 1990), blocks cocaine-induced conditioned place preference (Baker et al., 1998; Nazarian et al., 2004), and blocks the reinstatement of cocaine self-administration (Bachtell et al., 2005; Schmidt and Pierce, 2006). In short, some studies show that D1 receptor activation may inhibit cocaine-seeking behavior, while other studies suggest that D1 receptor blockade may have a more beneficial effect.
Studies in humans, while limited, suggest that stimulation of D1 receptors in humans may reduce the reinforcing effects of cocaine, whereas blockade of the D1 receptor enhances the reinforcing effects. In a study of cocaine-dependent participants, the D1 antagonist SCH 39166 has been shown to increase both cocaine self-administration in addition to the subjective measures of “High,” “Stimulated,” and “Good Drug Effect” (Haney et al., 2001). Alternatively, the administration of ABT-431, a full agonist at the D1 receptor, to cocaine dependent subjects significantly decreased the positive subjective effects of cocaine (Haney et al., 1999). ABT-431 did not significantly affect cocaine self-administration, although its dosage is limited in humans due to side effects.
D1 receptor availability and the addictive phenotype
In the present study, low D1 receptor availability correlated with both the choice to self-administer low dose cocaine and years of cocaine use. This finding suggests that low D1 receptor binding potential may be indicative of a particular phenotype. Cocaine dependent subjects with low D1 receptor binding may have a more severe addiction, such that they are more vulnerable to the effects of a priming dose of cocaine and self-administer more cocaine. This is in agreement with the recent study investigating the “addictive phenotype” in rodents (Edwards et al., 2007). In this study, rodents trained to self-administer cocaine were characterized as having higher vs lower preferred levels of cocaine intake. The rodents with higher levels of cocaine intake were found to be less sensitive to the effects of D1 receptor agonist in reducing cocaine-induced reinstatement of cocaine seeking behavior (Edwards et al., 2007). Notably, chronic cocaine exposure produces a persistent upregulation of cAMP-PKA pathways in the nucleus accumbens, which then weakens further D1 receptor signaling and down-regulates D1 receptor expression (Self, 2004; Ventura and Sibley, 2000). Thus, we had hypothesized that cocaine dependence would be associated with a decrease in D1 receptor binding compared to healthy controls. While we did see a decrease in [11C]NNC 112 BPND in the limbic striatum, it was not significant (BPND was 2.32 in HC vs 2.13 in CD, p = 0.17, two group t-test, not corrected for multiple observations). However, the possibility remains that cocaine dependent subjects who chose to self-administer higher doses of cocaine may represent a phenotype in which D1 receptor binding is decreased in the limbic striatum. In order to test this hypothesis, we performed a post-hoc analysis in which the cocaine dependent subjects were divided into two groups: those who self-administered 0 or 1 dose of cocaine and those who self-administered 2 to 5 doses of cocaine. This analysis showed that the low (0 to 1) self-administration group had a higher D1 receptor BPND compared to those who self-administered 2 to 5 doses of cocaine (BPND was 2.32 in low self-administration group vs 2.13 in the high self-administration group, p = 0.04). This finding is consistent with the hypothesis that a phenotype of cocaine dependent subjects with low D1 receptor binding in the ventral striatum may represent a group with greater vulnerability to the reinforcing effects of cocaine.
Study Limitations
The limitations of this study include the lack of a significant correlation between BPP and the choice to self-administer cocaine, the lack of a correlation between the choice to administer the 12mg dose of cocaine and BPND, and the lack of selectivity of [11C]NNC 112 for D1 versus serotonin type 2A receptor (5-HT2A) receptors (Slifstein et al., 2007). While there was evidence of a negative correlation between [11C]NNC 112 BPP and the choice to self-administer the 6 mg dose of cocaine, this was not significant (r = -0.30, p = 0.19). Thus, it is possible that this study lacked the power to detect a correlation with BPP, given that this outcome measure has a higher variability than BPND. The lack of a correlation between the 12 mg dose of cocaine and [11C]NNC 112 binding (both BPP and BPND) may be due to the lower coefficient of variation seen with the 12 mg self-administration sessions. The majority of subjects (17 of 24) self-administered 3 or more doses of the 12 mg dose in the cocaine self-administration sessions, so that there may have been insufficient variability to detect a correlation. Lastly, while approximately 30% of the binding of [11C]NNC 112 can be attributed to the 5-HT2A receptor in the cortex, there does not appear to be any significant binding to the 5-HT2A receptor in the striatum (Slifstein et al., 2007). The same is also true for [11C]SCH23390, so that the difference seen between this study and that of Tsukada et al (Tsukada et al., 1996) cannot be attributed to this issue.
Acknowledgements
The authors would like to thank Mabel Torres, Erica Scher, Ingrid Gelbard-Stokes, Elizabeth Hackett, and Hemant Belani for their excellent technical assistance. This study was supported by the Public Health Service NIDA PA50 DA 09236, NIDA K23 DA00483 and NIH M01RR00645.
Footnotes
Disclosure/Conflicts of Interest:
The authors report no conflicts of interest associated with the content of this manuscript.
Diana Martinez: no disclosures
Mark Slifstein: has received compensation for professional services from Glaxo-Smith-Kline, Amgen, and Yale University.
Rajesh Narendran: no disclosures
Richard W Foltin: no disclosures
Allegra Broft : no disclosures
Dah-Ren Hwang: currently an employee of Amgen
Audrey Perez: no disclosures
Anissa Abi-Dargham: has received compensation for professional services from Bristol Meyers Squibb-Otsuka, Sanofi-Aventis, Vanda Pharmaceuticals, Eli Lilly and Company.
Herbert D Kleber: no disclosures
Marc Laruelle: currently an employee of Glaxo-Smith-Kline
References
- Abi-Dargham A, Martinez D, Mawlawi O, Simpson N, Hwang DR, Slifstein M, Anjilvel S, Pidcock J, Guo NN, Lombardo I, Mann JJ, Van Heertum R, Foged C, Halldin C, Laruelle M. Measurement of striatal and extrastriatal dopamine D1 receptor binding potential with [11C]NNC 112 in humans: validation and reproducibility. J Cereb Blood Flow Metab. 2000;20:225–243. doi: 10.1097/00004647-200002000-00003. [DOI] [PubMed] [Google Scholar]
- Alleweireldt AT, Weber SM, Kirschner KF, Bullock BL, Neisewander JL. Blockade or stimulation of D1 dopamine receptors attenuates cue reinstatement of extinguished cocaine-seeking behavior in rats. Psychopharmacology (Berl) 2002;159:284–293. doi: 10.1007/s002130100904. [DOI] [PubMed] [Google Scholar]
- Bachtell RK, Whisler K, Karanian D, Self DW. Effects of intra-nucleus accumbens shell administration of dopamine agonists and antagonists on cocaine-taking and cocaine-seeking behaviors in the rat. Psychopharmacology (Berl) 2005;183:41–53. doi: 10.1007/s00213-005-0133-1. [DOI] [PubMed] [Google Scholar]
- Baker DA, Fuchs RA, Specio SE, Khroyan TV, Neisewander JL. Effects of intraaccumbens administration of SCH-23390 on cocaine-induced locomotion and conditioned place preference. Synapse. 1998;30:181–193. doi: 10.1002/(SICI)1098-2396(199810)30:2<181::AID-SYN8>3.0.CO;2-8. [DOI] [PubMed] [Google Scholar]
- Barrett AC, Miller JR, Dohrmann JM, Caine SB. Effects of dopamine indirect agonists and selective D1-like and D2-like agonists and antagonists on cocaine self-administration and food maintained responding in rats. Neuropharmacology. 2004;47(Suppl 1):256–273. doi: 10.1016/j.neuropharm.2004.07.007. [DOI] [PubMed] [Google Scholar]
- Ben-Shahar O, Keeley P, Cook M, Brake W, Joyce M, Nyffeler M, Heston R, Ettenberg A. Changes in levels of D1, D2, or NMDA receptors during withdrawal from brief or extended daily access to IV cocaine. Brain Res. 2007;1131:220–228. doi: 10.1016/j.brainres.2006.10.069. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Beveridge TJ, Smith HR, Nader MA, Porrino LJ. Abstinence from Chronic Cocaine Self-Administration Alters Striatal Dopamine Systems in Rhesus Monkeys. Neuropsychopharmacology. 2008 doi: 10.1038/npp.2008.135. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Caine SB, Heinrichs SC, Coffin VL, Koob GF. Effects of the dopamine D-1 antagonist SCH 23390 microinjected into the accumbens, amygdala or striatum on cocaine self-administration in the rat. Brain Res. 1995;692:47–56. doi: 10.1016/0006-8993(95)00598-k. [DOI] [PubMed] [Google Scholar]
- Caine SB, Negus SS, Mello NK, Bergman J. Effects of dopamine D(1-like) and D(2-like) agonists in rats that self-administer cocaine. J Pharmacol Exp Ther. 1999;291:353–360. [PubMed] [Google Scholar]
- Caine SB, Thomsen M, Gabriel KI, Berkowitz JS, Gold LH, Koob GF, Tonegawa S, Zhang J, Xu M. Lack of self-administration of cocaine in dopamine D1 receptor knock-out mice. J Neurosci. 2007;27:13140–13150. doi: 10.1523/JNEUROSCI.2284-07.2007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dagher A, Bleicher C, Aston JA, Gunn RN, Clarke PB, Cumming P. Reduced dopamine D1 receptor binding in the ventral striatum of cigarette smokers. Synapse. 2001;42:48–53. doi: 10.1002/syn.1098. [DOI] [PubMed] [Google Scholar]
- De Vries TJ, Schoffelmeer AN, Binnekade R, Vanderschuren LJ. Dopaminergic mechanisms mediating the incentive to seek cocaine and heroin following long-term withdrawal of IV drug self-administration. Psychopharmacology (Berl) 1999;143:254–260. doi: 10.1007/s002130050944. [DOI] [PubMed] [Google Scholar]
- Dias C, Lachize S, Boilet V, Huitelec E, Cador M. Differential effects of dopaminergic agents on locomotor sensitisation and on the reinstatement of cocaine-seeking and food-seeking behaviour. Psychopharmacology (Berl) 2004;175:414–427. doi: 10.1007/s00213-004-1839-1. [DOI] [PubMed] [Google Scholar]
- Edwards S, Whisler KN, Fuller DC, Orsulak PJ, Self DW. Addiction-related alterations in D1 and D2 dopamine receptor behavioral responses following chronic cocaine self-administration. Neuropsychopharmacology. 2007;32:354–366. doi: 10.1038/sj.npp.1301062. [DOI] [PubMed] [Google Scholar]
- Evans SM, Haney M, Foltin RW. The effects of smoked cocaine during the follicular and luteal phases of the menstrual cycle in women. Psychopharmacology (Berl) 2002;159:397–406. doi: 10.1007/s00213-001-0944-7. [DOI] [PubMed] [Google Scholar]
- Farfel GM, Kleven MS, Woolverton WL, Seiden LS, Perry BD. Effects of repeated injections of cocaine on catecholamine receptor binding sites, dopamine transporter binding sites and behavior in rhesus monkey. Brain Res. 1992;578:235–243. doi: 10.1016/0006-8993(92)90252-5. [DOI] [PubMed] [Google Scholar]
- Foltin RW, Fischman MW, Nestadt G, Stromberger H, Cornell EE, Pearlson GD. Demonstration of naturalistic methods for cocaine smoking by human volunteers. Drug Alcohol Depend. 1990;26:145–154. doi: 10.1016/0376-8716(90)90121-t. [DOI] [PubMed] [Google Scholar]
- Foltin RW, Ward AS, Collins ED, Haney M, Hart CL, Fischman MW. The effects of venlafaxine on the subjective, reinforcing, and cardiovascular effects of cocaine in opioid-dependent and non-opioid-dependent humans. Exp Clin Psychopharmacol. 2003;11:123–130. doi: 10.1037/1064-1297.11.2.123. [DOI] [PubMed] [Google Scholar]
- Haber SN, Fudge JL. The primate substantia nigra and VTA: Integrative circuitry and function. Crit Rev Neurobiol. 1997;11:323–342. doi: 10.1615/critrevneurobiol.v11.i4.40. [DOI] [PubMed] [Google Scholar]
- Halldin C, Foged C, Chou YH, Karlsson P, Swahn CG, Sandell J, Sedvall G, Farde L. Carbon-11-NNC 112: a radioligand for PET examination of striatal and neocortical D1-dopamine receptors. J. Nucl. Med. 1998;39:2061–2068. [PubMed] [Google Scholar]
- Haney M, Collins ED, Ward AS, Foltin RW, Fischman MW. Effect of a selective dopamine D1 agonist (ABT-431) on smoked cocaine self-administration in humans. Psychopharmacology (Berl) 1999;143:102–110. doi: 10.1007/s002130050925. [DOI] [PubMed] [Google Scholar]
- Haney M, Ward AS, Foltin RW, Fischman MW. Effects of ecopipam, a selective dopamine D1 antagonist, on smoked cocaine self-administration by humans. Psychopharmacology (Berl) 2001;155:330–337. doi: 10.1007/s002130100725. [DOI] [PubMed] [Google Scholar]
- Innis RB, Cunningham VJ, Delforge J, Fujita M, Gjedde A, Gunn RN, Holden J, Houle S, Huang SC, Ichise M, Iida H, Ito H, Kimura Y, Koeppe RA, Knudsen GM, Knuuti J, Lammertsma AA, Laruelle M, Logan J, Maguire RP, Mintun MA, Morris ED, Parsey R, Price JC, Slifstein M, Sossi V, Suhara T, Votaw JR, Wong DF, Carson RE. Consensus nomenclature for in vivo imaging of reversibly binding radioligands. J Cereb Blood Flow Metab. 2007;27:1533–1539. doi: 10.1038/sj.jcbfm.9600493. [DOI] [PubMed] [Google Scholar]
- Joel D, Weiner I. The connections of the dopaminergic system with the striatum in rats and primates: an analysis with respect to the functional and compartmental organization of the striatum. Neuroscience. 2000;96:451–474. doi: 10.1016/s0306-4522(99)00575-8. [DOI] [PubMed] [Google Scholar]
- Katz JL, Witkin JM. Selective effects of the D1 dopamine receptor agonist, SKF 38393, on behavior maintained by cocaine injection in squirrel monkeys. Psychopharmacology. 1992;109:241–244. doi: 10.1007/BF02245508. [DOI] [PubMed] [Google Scholar]
- Khroyan TV, Barrett-Larimore RL, Rowlett JK, Spealman RD. Dopamine D1- and D2-like receptor mechanisms in relapse to cocaine-seeking behavior: effects of selective antagonists and agonists. J. Pharmacol. Exp. Ther. 2000;294:680–687. [PubMed] [Google Scholar]
- Khroyan TV, Platt DM, Rowlett JK, Spealman RD. Attenuation of relapse to cocaine seeking by dopamine D1 receptor agonists and antagonists in non-human primates. Psychopharmacology (Berl) 2003;168:124–131. doi: 10.1007/s00213-002-1365-y. [DOI] [PubMed] [Google Scholar]
- Kleven MS, Perry BD, Woolverton WL, Seiden LS. Effects of repeated injections of cocaine on D1 and D2 dopamine receptors in rat brain. Brain Res. 1990;532:265–270. doi: 10.1016/0006-8993(90)91768-c. [DOI] [PubMed] [Google Scholar]
- Kleven MS, Woolverton WL. Effects of continuous infusions of SCH 23390 on cocaine- or food-maintained behavior in rhesus monkeys. Behav Pharmacol. 1990;1:365–373. doi: 10.1097/00008877-199000140-00010. [DOI] [PubMed] [Google Scholar]
- Lim DK, Yu ZJ, Hoskins B, Rockhold RW, Ho IK. Effects of acute and subacute cocaine administration on the CNS dopaminergic system in Wistar-Kyoto and spontaneously hypertensive rats: II. Dopamine receptors. Neurochem Res. 1990;15:621–627. doi: 10.1007/BF00973753. [DOI] [PubMed] [Google Scholar]
- Maldonado R, Robledo P, Chover AJ, Caine SB, Koob GF. D1 dopamine receptors in the nucleus accumbens modulate cocaine self- administration in the rat. Pharmacol Biochem Behav. 1993;45:239–242. doi: 10.1016/0091-3057(93)90112-7. [DOI] [PubMed] [Google Scholar]
- Martinez D, Broft A, Foltin RW, Slifstein M, Hwang DR, Huang Y, Perez A, Frankle WG, Cooper T, Kleber HD, Fischman MW, Laruelle M. Cocaine dependence and d2 receptor availability in the functional subdivisions of the striatum: relationship with cocaine-seeking behavior. Neuropsychopharmacology. 2004;29:1190–1202. doi: 10.1038/sj.npp.1300420. [DOI] [PubMed] [Google Scholar]
- Martinez D, Slifstein M, Broft A, Mawlawi O, Hwang DR, Huang Y, Cooper T, Kegeles L, Zarahn E, Abi-Dargham A, Haber SN, Laruelle M. Imaging human mesolimbic dopamine transmission with positron emission tomography. Part II: amphetamine-induced dopamine release in the functional subdivisions of the striatum. J Cereb Blood Flow Metab. 2003;23:285–300. doi: 10.1097/01.WCB.0000048520.34839.1A. [DOI] [PubMed] [Google Scholar]
- Meador-Woodruff JH, Little KY, Damask SP, Mansour A, Watson SJ. Effects of cocaine on dopamine receptor gene expression: a study in the postmortem human brain. Biological Psychiatry. 1993;34:348–355. doi: 10.1016/0006-3223(93)90178-g. [DOI] [PubMed] [Google Scholar]
- Milivojevic N, Krisch I, Sket D, Zivin M. The dopamine D1 receptor agonist and D2 receptor antagonist LEK-8829 attenuates reinstatement of cocaine-seeking in rats. Naunyn Schmiedebergs Arch Pharmacol. 2004;369:576–582. doi: 10.1007/s00210-004-0937-2. [DOI] [PubMed] [Google Scholar]
- Mintun MA, Raichle ME, Kilbourn MR, Wooten GF, Welch MJ. A quantitative model for the in vivo assessment of drug binding sites with positron emission tomography. Ann. Neurol. 1984;15:217–227. doi: 10.1002/ana.410150302. [DOI] [PubMed] [Google Scholar]
- Moore RJ, Vinsant SL, Nader MA, Porrino LJ, Friedman DP. Effect of cocaine self-administration on striatal dopamine D1 receptors in rhesus monkeys. Synapse. 1998;28:1–9. doi: 10.1002/(SICI)1098-2396(199801)28:1<1::AID-SYN1>3.0.CO;2-G. [DOI] [PubMed] [Google Scholar]
- Mutschler NH, Bergman J. Effects of chronic administration of the D1 receptor partial agonist SKF 77434 on cocaine self-administration in rhesus monkeys. Psychopharmacology (Berl) 2002;160:362–370. doi: 10.1007/s00213-001-0976-z. [DOI] [PubMed] [Google Scholar]
- Nader MA, Daunais JB, Moore T, Nader SH, Moore RJ, Smith HR, Friedman DP, Porrino LJ. Effects of Cocaine Self-administration on Striatal Dopamine Systems in Rhesus Monkeys. Initial and Chronic Exposure. Neuropsychopharmacology. 2002;27:35–46. doi: 10.1016/S0893-133X(01)00427-4. [DOI] [PubMed] [Google Scholar]
- Nazarian A, Russo SJ, Festa ED, Kraish M, Quinones-Jenab V. The role of D1 and D2 receptors in the cocaine conditioned place preference of male and female rats. Brain Res. Bull. 2004;63:295–299. doi: 10.1016/j.brainresbull.2004.03.004. [DOI] [PubMed] [Google Scholar]
- Platt DM, Rowlett JK, Spealman RD. Modulation of cocaine and food self-administration by low- and high-efficacy D1 agonists in squirrel monkeys. Psychopharmacology (Berl) 2001;157:208–216. doi: 10.1007/s002130100779. [DOI] [PubMed] [Google Scholar]
- Schmidt HD, Pierce RC. Cooperative activation of D1-like and D2-like dopamine receptors in the nucleus accumbens shell is required for the reinstatement of cocaine-seeking behavior in the rat. Neuroscience. 2006;142:451–461. doi: 10.1016/j.neuroscience.2006.06.004. [DOI] [PubMed] [Google Scholar]
- Self D. Drug dependence and addiction: neural substrates. Am J Psychiatry. 2004;161:223. doi: 10.1176/appi.ajp.161.2.223. [DOI] [PubMed] [Google Scholar]
- Self DW, Barnhart WJ, Lehman DA, Nestler EJ. Opposite modulation of cocaine-seeking behavior by D1- and D2-like dopamine receptor agonists. Science. 1996a;271:1586–1589. doi: 10.1126/science.271.5255.1586. [DOI] [PubMed] [Google Scholar]
- Self DW, Belluzzi JD, Kossuth S, Stein L. Self-administration of the D1 agonist SKF 82958 is mediated by D1, not D2, receptors. Psychopharmacology (Berl) 1996b;123:303–306. doi: 10.1007/BF02246638. [DOI] [PubMed] [Google Scholar]
- Self DW, Karanian DA, Spencer JJ. Effects of the novel D1 dopamine receptor agonist ABT-431 on cocaine self-administration and reinstatement. Ann N Y Acad Sci. 2000;909:133–144. doi: 10.1111/j.1749-6632.2000.tb06679.x. [DOI] [PubMed] [Google Scholar]
- Shaham Y, Shalev U, Lu L, De Wit H, Stewart J. The reinstatement model of drug relapse: history, methodology and major findings. Psychopharmacology (Berl) 2003;168:3–20. doi: 10.1007/s00213-002-1224-x. [DOI] [PubMed] [Google Scholar]
- Slifstein M, Kegeles LS, Gonzales R, Frankle WG, Xu X, Laruelle M, Abi-Dargham A. [11C]NNC 112 selectivity for dopamine D1 and serotonin 5-HT(2A) receptors: a PET study in healthy human subjects. J Cereb Blood Flow Metab. 2007;27:1733–1741. doi: 10.1038/sj.jcbfm.9600468. [DOI] [PubMed] [Google Scholar]
- Slifstein M, Laruelle M. Models and methods for derivation of in vivo neuroreceptor parameters with PET and SPECT reversible radiotracers. Nuclear Medicine and Biology. 2001;28:595–608. doi: 10.1016/s0969-8051(01)00214-1. [DOI] [PubMed] [Google Scholar]
- Tsukada H, Kreuter J, Maggos CE, Unterwald EM, Kakiuchi T, Nishiyama S, Futatsubashi M, Kreek MJ. Effects of binge pattern cocaine administration on dopamine D1 and D2 receptors in the rat brain: an in vivo study using positron emission tomography. J Neurosci. 1996;16:7670–7677. doi: 10.1523/JNEUROSCI.16-23-07670.1996. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Unterwald EM, Ho A, Rubenfeld JM, Kreek MJ. Time course of the development of behavioral sensitization and dopamine receptor up-regulation during binge cocaine administration. J Pharmacol Exp Ther. 1994;270:1387–1396. [PubMed] [Google Scholar]
- Ventura AL, Sibley DR. Altered regulation of the D(1) dopamine receptor in mutant Chinese hamster ovary cells deficient in cyclic AMP-dependent protein kinase activity. J Pharmacol Exp Ther. 2000;293:426–434. [PubMed] [Google Scholar]
- Woods RP, Cherry SR, Mazziotta JC. Rapid automated algorithm for aligning and reslicing PET images. J. Comp. Assist. Tomogr. 1992;16(4):620–633. doi: 10.1097/00004728-199207000-00024. [DOI] [PubMed] [Google Scholar]
- Woods RP, Mazziotta JC, Cherry SR. MRI-PET registration with automated algorithm. J. Compu. Assist. Tomogr. 1993;17(4):536–546. doi: 10.1097/00004728-199307000-00004. [DOI] [PubMed] [Google Scholar]


