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Articles, Behavioral/Systems/Cognitive

Dissociable Influences of Opiates and Expectations on Pain

Lauren Y. Atlas, Robert A. Whittington, Martin A. Lindquist, Joe Wielgosz, Nomita Sonty and Tor D. Wager
Journal of Neuroscience 6 June 2012, 32 (23) 8053-8064; DOI: https://doi.org/10.1523/JNEUROSCI.0383-12.2012
Lauren Y. Atlas
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Robert A. Whittington
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Martin A. Lindquist
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Joe Wielgosz
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Nomita Sonty
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Tor D. Wager
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  • Figure 1.
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    Figure 1.

    Balanced placebo design. We used a full factorial, balanced placebo design to examine the relationship between remifentanil analgesia and expectancy-based (placebo) analgesia in the behavioral experiment. Remifentanil was delivered during Hidden and Open administration with the pharmacokinetic profile pictured in the inset. Subjects were told that they would receive remifentanil during Placebo and Open conditions, and were told that they would receive no drug during Control and Hidden administration.

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    Figure 2.

    FMRI design and behavioral results. A, Subjects received intravenous remifentanil during scanning in the FMRI experiment. We used a within-subjects design, where order of runs (Open or Hidden) was counterbalanced across subjects. Remifentanil infusion proceeded identically in both runs, allowing us to examine whether drug effects on the brain differ as a function of expectancy. Imaging began with a baseline period, followed by infusion (gray box), and we used a pharmacokinetic model to estimate the brain concentration of remifentanil across time (black line). Subjects received low and high painful thermal stimulation throughout the imaging run. B, Example fMRI model showing regressors for one run of high pain stimulation (Open or Hidden administration). For each run, we modeled average responses to high-pain events (black), a parametric regressor for drug concentration in brain tissue based on the pharmacokinetic model (orange; Drug effects), and a parametric regressor for Instruction-related expectancies, orthogonalized with respect to drug concentration effects (purple). C, Pain reports during Open administration (blue) were influenced by Instructions about drug administration, and the overall Context. However, the magnitude of the Drug effect on pain reports was identical during both Open and Hidden administration. This figure depicts a moving average of pain reports during high pain stimulation, smoothed within-subjects with a 5-point FWHM filter, which was used to create our behavioral regressor (Fig. 5B). The shaded area reflects SEM.

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    Figure 3.

    Drug effects on PPN responses. Increases in the brain concentration of remifentanil were associated with reductions in pain-evoked responses throughout the PPN, evident in both ROI (red, top row) and voxelwise analyses (second row). Drug effects were similar during both Open administration (third row) and Hidden administration (fourth row), leading to no meaningful Drug × Context interactions (bottom row).

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    Figure 4.

    Region of interest results. We defined 13 pain-processing network ROIs, using independent datasets, and averaged across voxels within each ROI. We tested whether each was modulated by remifentanil during Open administration (blue bars) and Hidden administration (red bars). While most regions showed significant differences between high and low intensity stimulation (gray bars), estimated Drug effects did not differ between Open and Hidden administration in any ROIs. We tested the following ROIs: pre-SMA, bilateral dACC, rdACC, secondary somatosensory cortex (SII), right dorsal posterior insula (R dpIns), bilateral insula (Ins), bilateral anterior insula (AIns), thalamus, and midbrain surrounding the periacqueductal gray. One-tailed *p < 0.05; **p < 0.01; ***p < 0.001.

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    Figure 5.

    Expectancy effects during drug treatment. A, Information about drug delivery during Open administration was accompanied by increases in left DLPFC, relative to the same period during Hidden administration (“Instruction-related expectancy effects”). We also observed expectancy-related decreases in the left amygdala (Amyg.). B, A number of brain regions showed differences in activation that tracked within-subjects expectancy effects on pain reports over time (“Correlates of expectancy-related pain relief”). In particular, we observed report-related changes within the medial orbitofrontal cortex (mOFC), as well as several PPN regions, including right primary somatosensory cortex (SI), bilateral SII, bilateral thalamus, and pre-SMA. dACC showed significant expectancy-related reductions at a more liberal threshold, p < 0.005.

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    Table 1.

    Balanced placebo design results

    No remifentanil administrationRemifentanil administration
    ControlPlaceboHiddenOpen
    Average pain4.10213.63643.69933.4372
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    Table 2.

    Remifentanil-induced changes during high intensity stimulation

    RegionxyzNo. of voxelsVolume (mm3)−log(Min. p value)
    Drug-induced increases
        Left fusiform gyrus−40−68−18990792011.77
        Left cerebellum VI−36−34−30292328.89
        Right inferior occipital gyrus44−64−1424261940813.84
        Left rectal gyrus−218−201189447.29
        Right lingual gyrus (BA18)12−56−4524167.6
        Right superior temporal gyrus60−284450360010.17
        Left middle temporal gyrus−60−424404323210.47
        Left middle temporal gyrus−44−6463628810.4
        Right superior occipital gyrus22−783623318649.5
        Left inferior parietal lobule−36−4042937447.54
        Left postcentral gyrus (BA2)−42−4064319255210.29
    Drug-induced decreases
        Left cerebellum crus 1−20−70−34135108012.08
        Right ventral striatum, contiguous with right anterior insula, rdACC, bilateral thalamus, right amygdala, preSMA, DMPFC, PAG, pons681284716776816.35
        Left insula lobe−424−820616488.79
        Right inferior occipital gyrus (BA17)30−98−8332648.52
        Right supramarginal gyrus56−403860948728.76
        Left angular gyrus−38−7248177141611.73
        Left supramarginal gyrus−60−4844295236013.46
        Right middle frontal gyrus34344013210568.27
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    Table 3.

    Differences in remifentanil effects during Open and Hidden administration

    Anatomy toolboxxyzNo. of voxelsVolume (mm3)−log(Min. p value)
    Open remifentanil > Hidden remifentanil
        Left parahippocampal gyrus/amygdala−164−20231847.79
        Right middle frontal gyrus (DMPFC)265626211689.25
        Left supramarginal gyrus−48−1258191527.75
        Right middle frontal gyrus3824541713610.03
        Right inferior parietal lobule58−3854151207.91
    Hidden remifentanil > Open remifentanil
        Left cerebellum IV–V−8−60−14372969.05
        Right insula lobe4604181447.94
        Right calcarine gyrus (BA17)22−7412241929.79
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    Table 4.

    Expectancy-related changes during high intensity stimulation: Instruction effects

    RegionxyzNo. of voxelsVolume (mm3)−log(Min. p value)
    Expectancy-induced increases (Open > Hidden)
        Right lingual gyrus (BA17)10−96−8473768.15
        Left inferior occipital gyrus−52−72−6574568.36
        Left inferior frontal gyrus p. triangularis (BA45; DLPFC)−541826433346410.35
        Left precuneus−4−605010809.02
        Left middle frontal gyrus (DLPFC)−44145810584010.51
        Left superior frontal gyrus−22058403209.63
        Right precuneus10−5268322569.05
    Expectancy-induced decreases (Hidden > Open)
        Left parahippocampal gyrus−28−16−28907208.29
        Left fusiform gyrus−34−48−168568010.37
        Left amygdala−184−24372969.57
        Internal globus pallidus−10−4−10211688.78
        Left caudate nucleus−1010−2252007.73
        Left posterior thalamus−12−281016513209.99
        Left rolandic operculum (dorsal posterior insula)−38−181810281610.89
        Left precentral gyrus (BA6)−42−1858224179211.14
    • View popup
    Table 5.

    Expectancy-related differences in pain report-related responses during remifentanil administration

    RegionsxyzNo. of voxelsVolume (mm3)−log(Min. p value)
    Expectancy-related increases associated with pain relief (Open > Hidden)
        Left hippocampus (CA)−34−22−18221768.77
        Inferior temporal gyrus44−38−10239191213.58
        Right midorbital gyrus1658−6398318413.85
        Left amygdala−20−8−12534248.16
        Right subgenual anterior cingulate cortex414−10378302411.03
        Left middle temporal gyrus−58−508344275210.65
        Right middle temporal gyrus66−26−4157125610.81
        Right middle temporal gyrus52−561629023208.02
        Right inferior frontal gyrus, pars opercularis3826201814410.12
        Right superior occipital gyrus28−6630166132814.47
        Right angular gyrus46−6034756007.93
        Left inferior parietal lobule−48−50402520010.59
        Left angular gyrus−32−8248282248.91
    Expectancy-related decreases associated with pain relief (Hidden > Open)
        Left amygdale−140−243729613.23
        Right amygdale3412−22372297610.16
        Right cerebellum III12−40−221199529.26
        Left thalamus−12−202237189610.32
        Right thalamus12−144350280014.82
        Left SII/Postcentral gyrus−50−20188265610.02
        Right middle frontal gyrus265222957608.85
        Left dorsal posterior insula−36−20181411210.19
        Right dorsal posterior insula48−1624645128.43
        Left S1/Postcentral Gyrus (BA3a)−36−2446433449.94
        Left superior parietal lobule−26−6848332647.74
        Right paracentral lobule (BA4a)4−30647257611.74
        Left precuneus (BA3a)−12−42666048011.56
        Right S1/Postcentral gyrus30−346614811849.68
        Left paracentral lobule (BA4a)−8−40768648.07
        Right postcentral gyrus (BA4a)14−38766488.43
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The Journal of Neuroscience: 32 (23)
Journal of Neuroscience
Vol. 32, Issue 23
6 Jun 2012
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Dissociable Influences of Opiates and Expectations on Pain
Lauren Y. Atlas, Robert A. Whittington, Martin A. Lindquist, Joe Wielgosz, Nomita Sonty, Tor D. Wager
Journal of Neuroscience 6 June 2012, 32 (23) 8053-8064; DOI: 10.1523/JNEUROSCI.0383-12.2012

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Dissociable Influences of Opiates and Expectations on Pain
Lauren Y. Atlas, Robert A. Whittington, Martin A. Lindquist, Joe Wielgosz, Nomita Sonty, Tor D. Wager
Journal of Neuroscience 6 June 2012, 32 (23) 8053-8064; DOI: 10.1523/JNEUROSCI.0383-12.2012
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