| Literature DB >> 29080714 |
Sara E Berger1, Étienne Vachon-Presseau2, Taha B Abdullah2, Alex T Baria2, Thomas J Schnitzer3, A Vania Apkarian4.
Abstract
Experiences and memories are often mismatched. While multiple studies have investigated psychological underpinnings of recall error with respect to emotional events, the neurobiological mechanisms underlying the divergence between experiences and memories remain relatively unexplored in the domain of chronic pain. Here we examined the discrepancy between experienced chronic low back pain (CBP) intensity (twice daily ratings) and remembered pain intensity (n = 48 subjects) relative to psychometric properties, hippocampus morphology, memory capabilities, and personality traits related to reward. 77% of CBP patients exaggerated remembered pain, which depended on their strongest experienced pain and their most recent mood rating. This bias persisted over nearly 1 year and was related to reward memory bias and loss aversion. Shape displacement of a specific region in the left posterior hippocampus mediated personality effects on pain memory bias, predicted pain memory bias in a validation CBP group (n = 21), and accounted for 55% of the variance of pain memory bias. In two independent groups (n = 20/group), morphology of this region was stable over time and unperturbed by the development of chronic pain. These results imply that a localized hippocampal circuit, and personality traits associated with reward processing, largely determine exaggeration of daily pain experiences in chronic pain patients.Entities:
Keywords: Chronic pain; Hippocampus; Memory; Peak-end rule; Shape displacement
Mesh:
Year: 2017 PMID: 29080714 PMCID: PMC5813825 DOI: 10.1016/j.neuroimage.2017.10.030
Source DB: PubMed Journal: Neuroimage ISSN: 1053-8119 Impact factor: 6.556
Fig. 1Study design and psychometric parameters derived from ratings of experienced CBP pain
a. Illustration of study design. Participants completed a battery of questionnaires at visit 1 (week 0) and were provided with a smart phone application (app) to track their back pain and mood twice a day for 2 weeks, after which they returned to complete an MRI scan and another set of questionnaires. Red box indicates that only the last 7 days of this rating period were used in analyses. A total of 72 people were enrolled; 48 were used as a discovery group, 21 set aside for validation, and 3 excluded from analysis. After completion of the study, a subset of individuals (n = 33) were contacted and asked follow-up questions to probe their memory of the study (on average 217 days after Visit 1). b. Example of the rating app. After entering in their participant IDs, patients rated how much pain they currently felt from 0 to 10 and the valence and magnitude of their current mood from −10 to +10. c. Examples of two participants' pain and mood ratings over one-week of the rating period are shown, with the peak and end indicated. d. Distribution of correlations between pain and mood ratings; the majority of participant's moods were negatively correlated to their pain intensity as expected.
Fig. 2Chronic back pain patients show exaggerated pain memory and this discrepancy correlated with left hippocampal shape displacement
a. All participants' (discovery group) experienced (rated) pain from the app (averaged over one week, gray) plotted over their pain memory (black) during the same 7-day period. Visible black bars indicate a bias toward remembering higher pain than was actually experienced. Bar graph is group averaged result (average pain memory: 6.93 ± 0.22 SEM; average rated pain: 5.87 ± 0.21 SEM; t(47) = 5.75, paired t-test). b. Distribution of all participant's memory discrepancies (pain memory– rated pain). The majority of participants displayed a bias favoring greater memory. c. Left hippocampal shape displacement was correlated to the memory discrepancy values displayed in b. Statistics (shown in Supplementary fig. S1) were corrected for multiple comparisons using threshold free cluster enhancement (TFCE). Only one small area in the posterior hippocampus, A1, remained significant; a blue mask indicating the area (17 vertices total) with p-values <0.05 after TFCE is displayed on the surface of the left hippocampus and overlaid on the original f-stat map in the brain. d. Correlations between left hippocampal vertex displacements and memory discrepancies for A1 are shown. To display the direction of the relationship between morphometry and discrepancy, the change in shape from each vertex (vertex displacement) in A1 was extracted, averaged within the area, and correlated to discrepancy. Positive displacement values indicate an outward direction (expansion of shape) on average, whereas negative values indicate inward direction (shrinking of shape). More outward displacement of A1 correlated to higher memory discrepancy. For all imaging analyses, age and sex have been regressed as covariates of no interest. * = p < 0.05; ** = p < 0.01; *** = p < 0.001; ns = not significant.
Summary of model results
Multivariate linear regression models.
| Model | Surviving Parameter(s) | Coef ficient (SEM) | p-value | 95% C.I. | Eliminated Variables (p > 0.10) |
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| 1 | |||||
| peak pain | 0.396 (0.16) | 0.02 | [0.07,0.73] | End pain, total (auc) pain | |
| average pain | 0.369 (0.17) | 0.04 | [0.02,0.71] | ||
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| 2 | |||||
| peak pain | 0.438 (0.16) | 0.01 | [0.12,0.76] | auc mood, average mood, peak mood | |
| average pain | 0.362 (0.16) | 0.03 | [0.03,0.69] | ||
| end mood | −0.09 (0.04) | 0.03 | [−0.17, −0.01] | ||
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| 3 | |||||
| peak pain | 0.322 (0.17) | 0.06 | [−0.02,0.66] | PANAS negative, PANAS positive, NRS | |
| average pain | 0.453 (0.17) | 0.01 | [0.11,0.79] | ||
| end mood | −0.717(0.04) | 0.08 | [−0.15,0.01] | ||
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| 4 | |||||
| average pain | 0.734 (0.10) | p < 0.0000 | [0.53,0.94] | peak pain, end mood | |
| posterior hippocampus (A1) | 1.336 (0.33) | p < 0.0000 | [0.66,2.01] | ||
Multiple regression analyses were performed to uncover independent variables significantly influencing participants' pain memory (recalled pain = dependent variable). Regressions were run in a hierarchical manner such that each model built off of the previous one; only those variables that survived the previous model(s) were entered into the subsequent one. Groupings of variables were chosen a-priori based on previous literature; the first model tested the peak-end rule based on daily app ratings, the second added mood ratings, the third incorporated current pain and mood, and the fourth and final regression entered all surviving pain and mood parameters with the significant hippocampal area 1 (A1, corrected for multiple comparisons using TFCE) shape displacement to create a comprehensive model accounting for behavior and neuroanatomy.
Adj R2 = adjusted R2, which represents the coefficient of determination after accounting for the number of predictors in the model; SEM = standard error; C.I. = confidence interval; auc = area under the curve.
Fig. 3Validation and replication of left posterior hippocampus shape displacement for pain memory discrepancy
a. Unlike the discovery group, the validation group (n = 21) did not result in a statistically significant difference between pain memory and pain experience (left panel, memory = 6.52 ± 0.33 SEM; experience = 6.26 ± 0.29 SEM; t(20) = 1.08, p = 0.29, paired t-test), although the majority of individuals still reported higher pain memory than experienced, indicating a memory bias (right panel). b. Left panel shows 3D rendering of the left hippocampus in the validation group and its corresponding surface outline with original statistics (as shown in Fig. 2c). To validate the model from the discovery group, the vertex displacement from the 17 significant vertices in discovery area 1 (A1, blue mask displayed on both surfaces) were extracted from the left posterior hippocampus of the validation group. Participant's average pain from the daily ratings and A1 vertex displacement values were entered into the model equation (provided at the top of the graph, right panel) to predict their memory of pain. The correlation between the predicted memory from the equation parameters and the actual memory reported is shown – these values were significantly and strongly correlated, validating the model. An identity line, indicating a perfect correlation, is shown in blue. *** = p < 0.001; ns = not significant.
Fig. 4Longitudinal and follow-up analyses relate pain memory bias to loss aversion
a. Paired t-tests of hippocampal shape displacement between two scans separated by approximately 1 year. Surface map F-statistics for the left hippocampus for healthy controls (CON, n = 22) and individuals with persisting sub-acute back pain (SBPp, n = 21); images focus on the posterior portion and the lack of significance in this region can be visually appreciated. Statistics performed on both groups showed no within subject differences due to time in A1. Bar graphs indicate between subject statistics; there were no differences in the average displacement of this A1 region (top) or average change in A1 displacement (delta, bottom) between CON and SBPp. b. Recalled pain memory assessed 36 weeks after study completion (current pain memory) was significantly correlated to the memory of the pain assessed at the end of the week during the study (previous pain memory), with the majority of participants still maintaining a discrepancy biased towards exaggerated pain memory (distribution plot). c. Participants performed at or above average in the delayed recall task, with the majority remembering at least 3 words d. Discrepancies were calculated for all questions asked during the follow-up phone call (Table S5). Only total compensation (the amount of money earned during the entire trial) showed a memory bias (Table 2). e. Discrepancy of money and pain memories were anti-correlated, such that participants biased toward overestimated pain levels tended to underestimate the amount of money they received during the study. f. Loss aversion (LAQ) scores were significantly anti-correlated with pain discrepancy; the opposite relationship with money discrepancy was found but not significant. g. LAQ scores were also significantly negatively correlated to posterior shape distortion of the left hippocampus; discrepancy of money was not. h. After combining all participants from discovery and validation groups, a mediation analysis was used to measure the contribution of shape displacement of the hippocampus on the relationship between reward-related personality (loss aversion) and memory bias based on pain discrepancy scores. This effect was significantly mediated by left posterior hippocampal A1 shape (indirect pathway 95% CI: [−0.196,−0.022]; R2 = 0.074 of unique variance). Path a = effect of LAQ on mediator variable (hippocampal shape); path b = effect of mediator on pain memory discrepancy; path c = effect of LAQ on pain memory discrepancy (total effect); path c’ = effect of LAQ on pain memory after controlling for hippocampal shape (direct effect); path ab = amount of mediation produced by the hippocampal vertex displacement (indirect effect). * = p < 0.05; ** = p < 0.01; # = 0.05 < p < 0.10 (trending).
Summary of responses from follow-up queries
Follow-up phone call responses.
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| Question Topic | mean | sem | expected | |||
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| Average | 7.0 | 1.22 | 33 | - | ||
| Average | 3.5 | 0.60 | 32 | - | ||
| # | 7.7 | 1.34 | 30 | ~6 visits | ||
| # Visits with | 4.5 | 0.78 | 33 | ~4 scans | ||
| Total | 372.0 | 64.76 | 32 | ~ $448.00 | ||
| One phone | 1.5 | 0.25 | 29 | $0.25 each | ||
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| Question Topic | mean | sem | %<0 | %=0 | %>0 | |
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| Average Pain during first 2 weeks of study | 0.8 | 0.30 | 33 | 24.2 | 0.0 | 75.8 |
| Average Mood during first 2 weeks of study | −0.7 | 0.96 | 32 | 50.0 | 0.0 | 50.0 |
| # Visits (total) during the study | 0.1 | 0.70 | 30 | 30.0 | 20.0 | 50.0 |
| # Visits with Scans (total) during the study | 0.3 | 0.38 | 33 | 33.3 | 30.3 | 36.4 |
| Total Compensation ($) from all visits | −37.9 | 31.22 | 32 | 59.4 | 6.3 | 34.4 |
| One phone Rating's worth ($) | 1.2 | 0.71 | 29 | 11.5 | 80.8 | 7.7 |
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| Question Topic | mean | sem | ||||
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| | 5.4 | 0.94 | 33 | |||
| | 5.3 | 0.94 | 33 | |||
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| Questionnaire Scores from Visit 1 | mean | sem | Pain (r-val) | $(r-val) | A1(r-val) | |
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| LAQ | 62.9 | 1.55 | 33 | −0.38 | 0.21 | −0.41 |
| PCS rumination | 7.3 | 0.70 | 33 | 0.15 | 0.16 | 0.05 |
| PCS magnification | 4.0 | 0.46 | 33 | 0.25 | −0.20 | −0.002 |
| PCS helplessness | 8.6 | 0.79 | 33 | −0.06 | 0.09 | −0.12 |
| PSQ no-pain subscale | 4.6 | 0.75 | 33 | −0.14 | −0.10 | −0.11 |
| PSQ pain subscale | 75.2 | 4.13 | 33 | 0.08 | 0.03 | 0.16 |
| PASS avoidance behavior | 13.0 | 1.25 | 33 | −0.16 | −0.004 | −0.12 |
| PASS cognitive anxiety | 11.8 | 1.26 | 33 | 0.09 | −0.12 | −0.12 |
| PASS fear | 7.4 | 1.11 | 33 | 0.14 | −0.08 | −0.09 |
| PASS physiological anxiety | 6.0 | 0.95 | 33 | 0.02 | −0.05 | −0.20 |
Data corresponds to answers from questions given in Table S5. Discrepancy scores for every question were calculated, with positive scores indicating greater (exaggerated) recalled answers than what actually happened and negative scores indicating lower (under-estimated) recalled answers. Percentages indicate accuracy measurements: 0 = perfectly accurate memories, <0 = underestimation, and >0 = overestimation. Other than pain memory, memory of total compensation was the only other measure that was not centered around 0 (showing a systematic bias). Average scores and sub-scores for 4 self-report measures were also provided (LAQ: Loss Aversion Questionnaire; PCS: Pain Catastrophizing Scale; PSQ: Pain Sensitivity Questionnaire; PASS = Pain Anxiety Symptoms Scale). R-values indicate the correlation with each of the scales and the 3 main parameters of interest: pain memory discrepancy (pain), total compensation discrepancy ($), and hippocampal shape displacement (posterior area A1).
= data not applicable for this measure;
= values are estimated based on what the majority of participants would have experienced but there are exceptions, as some patients did not complete the study and therefore would have had less visits and less scans, for example. Actual values differed from expected values and were calculated based on each participant's data.
= this particular measurement had outlying values in it that drove the mean up (3 participants responded with values between $7 and $18); if those 3 values are removed (n = 26), the discrepancy becomes −0.0008 ± 0.017 SEM, indicating high accuracy.
= there were no missing values for any questionnaire measures, resulting in a sample size of n = 33 for all scores; however, one person was missing from the monetary ($) calculation, so this correlation had a sample size of n = 32 for all scores;
= p < 0.05.