| Literature DB >> 28533693 |
Vidya Chidambaran1,2, Xue Zhang3,4, Lisa J Martin2,3, Lili Ding5, Matthew T Weirauch6,7,8, Kristie Geisler1, Bobbie L Stubbeman1, Senthilkumar Sadhasivam1,2, Hong Ji4,9.
Abstract
INTRODUCTION: The perioperative pain experience shows great interindividual variability and is difficult to predict. The mu-1 opioid receptor gene (OPRM1) is known to play an important role in opioid-pain pathways. Since deoxyribonucleic acid (DNA) methylation is a potent repressor of gene expression, DNA methylation was evaluated at the OPRM1 promoter, as a predictor of preoperative, acute, and chronic postsurgical pain (CPSP).Entities:
Keywords: DNA methylation; OPRM1; chronic postsurgical pain; epigenetics; pain
Year: 2017 PMID: 28533693 PMCID: PMC5432115 DOI: 10.2147/PGPM.S132691
Source DB: PubMed Journal: Pharmgenomics Pers Med ISSN: 1178-7066
Data collection schema
| Data variables | Preoperative | Intraoperative | Over 48 hours after surgery | 2–3 months |
|---|---|---|---|---|
| Demographics | x | |||
|
| ||||
| Surgical duration | x | |||
|
| ||||
| Pain scores | x | x | ||
|
| ||||
| x | x | |||
|
| ||||
| x | ||||
Notes: Time calculated from end of surgery. x indicates the phase in which the data is collected.
Abbreviations: CASI, Childhood Anxiety Sensitivity Index; FDI, Functional Disability Index; PCS-C, pain catastrophizing scale (child version); PCS-P, pain catastrophizing scale (parent version); PPH, parent pain history.
Figure 1Depiction of the OPRM1 promoter region (HG19; Chr 6: 154360587 to 154360838) and the location of the CpG sites. The knobs represent each CpG site, and the primers are indicated in brackets below. The red-colored knob at +117 indicates the CpG site (CpG17) associated with the variant A118G. The arrows indicate sites that have been described as Sp1 transcription factor-binding sites in previous studies (CpG sites 9, 10, 12, 16, 21, and 23 at −18, −14, 12, +84, +145, +150, and +159 from ATG site).
Abbreviations: OPRM1, mu-1 opioid receptor gene; TSS, transcription start site.
Primers used in the pyrosequencing assay
| Primer | Forward | CpG sites |
|---|---|---|
| OPRM1_NF | 5′- TAAGAAATAGTAGGAGTTGTGGTAG -3′ | |
| OPRM1_NR | 5′-Biotin-AAAAACACAAACTATCTCTCCC -3′ | |
| OPRM1_LF | 5′- TGTAAGAAATAGTAGGAGTTGTGGTAG -3′ | |
| OPRM1_LR | 5′- AAATAAAACAAATTAACCCAAAAAC -3′ | |
| OPRM1_S1/NF | 5′-TAAGAAATAGTAGGAGTTGTGGTAG-3′ | CpG1–7 |
| OPRM1_S2 | 5′-GGTGTTTTTGGTTATTTGGTATAG-3′ | CpG8–14 |
| OPRM1_S3 | 5′-GTATTTAAGTTGTTTTTTAGTATTTAG-3′ | CpG 16 and 17 (SNP-CpG) |
| OPRM1_S4 | 5′-GGGTTAATTTGTTTTATTTAGATGGT-3′ | CpG18–22 |
Note: LF and LR: forward and reverse primers used in the first round, long PCR; NF and NR: forward and reverse primers used in the second round, nested PCR.
Abbreviations: OPRM1, mu-1 opioid receptor gene; PCR, polymerase chain reaction.
Demographics of the cohorts and description of the covariates used in the regression model
| Variable | Acute postoperative pain (N=128)
| CPSP
| |||
|---|---|---|---|---|---|
| No (N=77) | Yes (N=44) | ||||
| Age | 14.49 ± 1.91 | 0.15 | 14.20 ± 1.87 | 14.78 ± 1.67 | 0.10 |
| Sex | 0.23 | 0.54 | |||
| Male | 35 (26%) | 20 (26%) | 9 (21%) | ||
| Race | 0.21 | 0.13 | |||
| White | 111 (83%) | 66 (86%) | 32 (74%) | ||
| Weight | 54.00 (48.00–61.90) | 0.83 | 54.20 (48.00–61.9) | 54.00 (50.00–61.00) | 0.90 |
| VAS anxiety | 4.30 (2.50–6.80) | 0.24 | 4.40 (2.60–6.80) | 3.60 (1.80–5.20) | 0.39 |
| VAS anxiety | 5.50 (4.36–8.00) | 0.24 | 5.40 (4.60–8.00) | 5.90 (4.40–8.10) | 0.94 |
| Preoperative pain score | 0.00 (0.00–0.00) | <0.001 | 0.00 (0.00–0.00) | 0.00 (0.00–2.00) | 0.015 |
| Number of vertebral levels fused | 12.00 (11.00–12.00) | 0.58 | 12.00 (11.00–12.00) | 12.00 (10.00–12.00) | 0.91 |
| Surgical duration (hours) | 4.91 ± 1.27 | 0.21 | 4.71 ± 1.07 | 5.09 ± 1.45 | 0.14 |
| Pain AUCPOD1–2 | 198.58 ± 73.78 | – | 189.04 ± 67.61 | 222.64 ± 80.44 | 0.018 |
| Morphine dose POD1 & 2 | 1.60 (1.19–2.17) | 0.15 | 1.59 (1.08–1.93) | 1.89 (1.50–2.47) | 0.003 |
| CASI | 28.21 ± 5.87 | 0.18 | 27.86 ± 5.99 | 28.38 ± 5.80 | 0.71 |
Notes:
Data exhibited normal distribution, shown as mean ± SD and compared using t-tests for CPSP.
Shown as frequency (proportion) and compared using chi-squared tests for CPSP.
Data did not exhibit a normal distribution, shown as median (IQR) and compared using Wilcoxon rank-sum tests for CPSP.
Assessed using Spearman’s rank correlation.
Abbreviations: AUC, area under curve; CASI, Child Anxiety Sensitivity Index; CPSP, chronic postsurgical pain; IQR, interquartile range; POD, postoperative day; SD, standard deviation; VAS, visual analog scale.
Figure 2Recruitment timeline for the spine surgery study cohort is delineated. Of the 261 eligible patients who satisfied the inclusion/exclusion criteria, reasons for not enrolling and derivation of final cohorts included in the study with preoperative, acute, and chronic pain outcomes are described.
Association of DNA methylation of CpG sites at the OPRM1 promoter with pain outcomes
| CpG site | Location | Genomic location | Preoperative pain score of 1 | Acute pain | CPSP | ||||
|---|---|---|---|---|---|---|---|---|---|
| Regression coefficient | Regression coefficient | Regression coefficient | OR (95% CI) | ||||||
| 1 | −93 | 154360587 | 0.051 | 0.290 | 0.620 | 0.189 | −0.028 | 0.972 (0.932–1.015) | |
| 2 | −90 | 154360590 | 0.256 | 0.023 | 0.464 | 0.396 | 0.452 | 0.014 | 1.014 (0.978–1.053) |
| 3 | −80 | 154360600 | 0.041 | 0.153 | 0.772 | 0.368 | −0.017 | 0.983 (0.946–1.021) | |
| 4 | −71 | 154360609 | 0.054 | 1.864 | 0.995 | 0.000 | 1.000 (0.957–1.046) | ||
| 5 | −60 | 154360620 | 0.916 | −0.003 | 0.495 | 0.412 | 0.411 | 0.017 | 1.017 (0.977–1.060) |
| 6 | −50 | 154360630 | 0.589 | 0.009 | 0.100 | 0.836 | 0.731 | 0.006 | 1.006 (0.973–1.040) |
| 7 | −32 | 154360648 | 0.145 | 0.019 | 0.221 | 0.466 | 0.567 | 0.007 | 1.007 (0.983–1.033) |
| 8 | −25 | 154360655 | 0.198 | 0.021 | 0.875 | −0.070 | 0.227 | 0.019 | 1.019 (0.988–1.050) |
| 9 | −18 | 154360662 | 0.038 | 0.925 | 0.044 | 0.548 | 0.010 | 1.010 (0.978–1.043) | |
| 10 | −14 | 154360666 | 0.979 | 0.001 | 0.886 | −0.097 | 0.893 | 0.003 | 1.003 (0.958–1.051) |
| 11 | −10 | 154360670 | 0.049 | 0.443 | 0.404 | 0.147 | 0.029 | 1.029 (0.989–1.071) | |
| 12 | 12 | 154360691 | 0.716 | 0.013 | 0.500 | 0.625 | 0.117 | 0.051 | 1.052 (0.985–1.124) |
| 13 | 23 | 154360702 | 0.305 | 0.018 | 0.460 | 0.356 | 0.067 | 1.069 (1.022–1.119) | |
| 14 | 27 | 154360706 | 0.810 | −0.006 | 0.444 | 0.441 | 0.793 | 0.006 | 1.006 (0.964–1.049) |
| 16 | 84 | 154360763 | 0.221 | 0.069 | 0.730 | 0.512 | 0.150 | 0.073 | 1.075 (0.973–1.188) |
| 17 | 118 | 154360796 | −0.997 | 17.736 | 0.114 | 0.516 | 1.675 (0.885–3.171) | ||
| 18 | 126 | 154360805 | 0.205 | 0.019 | 0.921 | 0.804 | 0.004 | 1.004 (0.975–1.033) | |
| 19 | 135 | 154360814 | 0.334 | 0.019 | 0.415 | 0.418 | 0.856 | −0.003 | 0.997 (0.962–1.033) |
| 20 | 140 | 154360819 | 0.151 | 0.025 | 0.826 | 0.108 | 0.977 | −0.001 | 1.000 (0.966–1.034) |
| 21 | 145 | 154360824 | 0.103 | 0.029 | 0.914 | 0.053 | 0.861 | 0.003 | 1.003 (0.970–1.038) |
| 22 | 150 | 154360829 | 0.446 | 0.014 | 0.314 | 0.497 | 0.036 | 1.037 (1.000–1.075) | |
| 23 | 159 | 154360838 | 0.491 | 0.023 | 0.385 | 0.750 | 0.480 | 0.022 | 1.022 (0.964–1.083) |
Notes:
CpG sites are numbered the same as in other studies for ease of comparison.
Modeled using logistic regression on the probability of preoperative pain =1. Age and sex were controlled. Results shown represent the change of log OR with 1% increase in DNA methylation.
Modeled using linear regression adjusted for preoperative pain score and morphine consumption over postoperative days 1 and 2.
Modeled using logistic regression adjusted for preoperative pain score and morphine consumption over postoperative days 1 and 2. OR represents the odds of CPSP with 1% increase in the DNA methylation level. P<0.05 are presented in bold.
Abbreviations: CI, confidence interval; CPSP, chronic postsurgical pain; OPRM1, mu-1 opioid receptor gene; OR, odds ratio.
Figure 3The probability of developing CPSP based on DNA methylation at CpG 13 and 22, derived from the regression model, is depicted. The probabilities were estimated using median preoperative pain scores (0), median morphine consumption (1.7 mg/kg), and 2.5%, 25%, 50%, 75%, and 97.5% of the methylation data of each of the two sites. The 97.5% values for DNA methylation in the data are 40% for CpG13 and 57% for CpG22. The nongenetic covariates are already adjusted for in the regression model. Hence, the probability of CPSP holding other variables constant increases with increased methylation at these sites.
Abbreviation: CPSP, chronic postsurgical pain.
Findings from evaluation of OPRM1 promoter region using functional genomics datasets in neuronal cell-type
| Data set name | Type | Cell-type label | Cell-type group | Chromosome 6
| |
|---|---|---|---|---|---|
| Start | End | ||||
| ENCODE_ChIP-seq | REST | PFSK-1 | Neuron | 154360476 | 154360892 |
| ENCODE_ChIP-seq | REST | SK-N-SH | Neuron | 154360476 | 154360892 |
| ENCODE_ChIP-seq | REST | U87 | Glial_cell | 154360476 | 154360892 |
| ENCODE_ChIP-seq | RAD21 | SK-N-SH_RA | Neuron | 154360485 | 154360774 |
| ENCODE_DNase-seq | DNase | Cerebellum_OC | Cerebellum | 154360055 | 154361686 |
| ENCODE_DNase-seq | DNase | SK-N-SH | Neuron | 154360205 | 154361641 |
| ENCODE_DNase-seq | DNase | Medullo | Neuron | 154360485 | 154360635 |
| ENCODE_DNase-seq | DNase | Medullo_D341 | Neuron | 154360500 | 154360704 |
| ENCODE_DNase-seq | DNase | BE2_C | Neuroblast | 154360520 | 154360670 |
| ENCODE_DNase-seq | DNase | SK-N-MC | Neuron | 154360560 | 154360710 |
| ENCODE_DNase-seq | DNase | HA-h | Glial_cell | 154360580 | 154360730 |
| ENCODE_DNase-seq | DNase | HAc | Glial_cell | 154360620 | 154360770 |
| ENCODE_DNase-seq | DNase | SK-N-SH_RA | Neuron | 154360660 | 154360810 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Germinal_Matrix | Germinal_matrix | 154360200 | 154361000 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Inferior_Temporal_Lobe | Temporal_lobe | 154360200 | 154361000 |
| Roadmapepigenomics_ActiveChromatin | 2_TssAFlnk | Neurosphere_Ganglionic_Eminence_Derived | Neurosphere | 154360200 | 154360600 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Angular_Gyrus | Angular_gyrus | 154360400 | 154361200 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Anterior_Caudate | Caudate–putamen | 154360400 | 154361200 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Cingulate_Gyrus | Cingulate_gyrus | 154360400 | 154361800 |
| Roadmapepigenomics_ActiveChromatin | 10_TssBiv | Brain_Dorsolateral_Prefrontal_Cortex | Prefrontal_cortex | 154360400 | 154361800 |
| Roadmapepigenomics_ActiveChromatin | 2_TssAFlnk | Neurosphere_Cortex_Derived | Neurosphere | 154360400 | 154361000 |
| Roadmapepigenomics_ActiveChromatin | 1_TssA | Neurosphere_Ganglionic_Eminence_Derived | Neurosphere | 154360600 | 154360800 |
| Roadmapepigenomics_ActiveChromatin | 2_TssAFlnk | Neurosphere_Ganglionic_Eminence_Derived | Neurosphere | 154360800 | 154361000 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Germinal_Matrix | Germinal_matrix | 154359832 | 154361779 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Cingulate_Gyrus | Cingulate_gyrus | 154359959 | 154360615 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Inferior_Temporal_Lobe | Temporal_lobe | 154360134 | 154361957 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Neurosphere_Cultured_Cells_Ganglionic_Eminence_Derived | Neurosphere | 154360141 | 154361032 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Anterior_Caudate | Caudate–putamen | 154360158 | 154361200 |
| Roadmapepigenomics_HistoneMarks | H3K27ac | Brain_Anterior_Caudate | Caudate–putamen | 154360161 | 154361089 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Hippocampus_Middle | Hippocampus | 154360219 | 154361820 |
| Roadmapepigenomics_HistoneMarks | H3K9ac | Brain_Anterior_Caudate | Caudate–putamen | 154360231 | 154360919 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Neurosphere_Cultured_Cells_Cortex_Derived | Neurosphere | 154360232 | 154360613 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Germinal_Matrix | Germinal_matrix | 154360236 | 154361028 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Angular_Gyrus | Angular_gyrus | 154360273 | 154361216 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Angular_Gyrus | Angular_gyrus | 154360276 | 154361392 |
| Roadmapepigenomics_HistoneMarks | H3K27ac | Brain_Mid_Frontal_Lobe | Frontal_lobe | 154360280 | 154360645 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Cingulate_Gyrus | Cingulate_gyrus | 154360289 | 154361329 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Mid_Frontal_Lobe | Frontal_lobe | 154360308 | 154360649 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Anterior_Caudate | Caudate–putamen | 154360363 | 154361164 |
| Roadmapepigenomics_HistoneMarks | H3K9ac | Brain_Mid_Frontal_Lobe | Frontal_lobe | 154360541 | 154360711 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Substantia_Nigra | Substantia_nigra | 154360548 | 154361656 |
| Roadmapepigenomics_HistoneMarks | H3K27ac | Brain_Inferior_Temporal_Lobe | Temporal_lobe | 154360556 | 154361011 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Brain_Mid_Frontal_Lobe | Frontal_lobe | 154360586 | 154361813 |
| Roadmapepigenomics_HistoneMarks | H3K27me3 | Brain_Inferior_Temporal_Lobe | Temporal_lobe | 154360592 | 154360975 |
| Roadmapepigenomics_HistoneMarks | H3K9ac | Brain_Cingulate_Gyrus | Cingulate_gyrus | 154360645 | 154360850 |
| Roadmapepigenomics_HistoneMarks | H3K4me1 | Brain_Angular_Gyrus | Angular_gyrus | 154360648 | 154360925 |
| Roadmapepigenomics_HistoneMarks | H3K9ac | Brain_Angular_Gyrus | Angular_gyrus | 154360654 | 154360843 |
| Roadmapepigenomics_HistoneMarks | H3K4me1 | Neurosphere_Cultured_Cells_Cortex_Derived | Neurosphere | 154360679 | 154361066 |
| Roadmapepigenomics_HistoneMarks | H3K9ac | Brain_Inferior_Temporal_Lobe | Temporal_lobe | 154360694 | 154360980 |
| Roadmapepigenomics_HistoneMarks | H3K4me3 | Neurosphere_Cultured_Cells_Cortex_Derived | Neurosphere | 154360717 | 154360925 |
| Roadmapepigenomics_HistoneMarks | H3K4me1 | Neurosphere_Cultured_Cells_Ganglionic_Eminence_Derived | Neurosphere | 154360784 | 154361032 |
| Roadmapepigenomics_HistoneMarks | H3K27ac | Brain_Mid_Frontal_Lobe | Frontal_lobe | 154360822 | 154361016 |
| UMMSBrain_H3K4me3 | H3K4me3 | Brain_prefrontal_cortex | Prefrontal_cortex | 154360073 | 154362028 |
Notes: Chromatin-state learning markers based on a Core 15-state model (ChromHMM), which captures key interactions between the core set of five chromatin marks assayed in all epigenomes (H3K4me3, H3K4me1, H3K36me3, H3K27me3, and H3K9me3). H3K4me3, H3K27ac, H3K4me1, and H3K9ac are histone modifications characteristic of actively transcribed promoter regions, while H3K27me3 is involved in repression of transcription.
Abbreviations: TSS, transcription start site; 1TssA, active TSS; 2TssAFlnk, flanking active TSS; 10TssBiv, bivalent, poised TSS; 11BivFlnk, flanking bivalent TSS enhancer.