| Literature DB >> 28300138 |
Camilla A M Glad1, Johanna C Andersson-Assarsson2, Peter Berglund3, Ragnhildur Bergthorsdottir1, Oskar Ragnarsson1, Gudmundur Johannsson1.
Abstract
Patients with Cushing's Syndrome (CS) in remission were used as a model to test the hypothesis that long-standing excessive cortisol exposure induces changes in DNA methylation that are associated with persisting neuropsychological consequences. Genome-wide DNA methylation was assessed in 48 women with CS in long-term remission (cases) and 16 controls matched for age, gender and education. The Fatigue impact scale and the comprehensive psychopathological rating scale were used to evaluate fatigue, depression and anxiety. Cases had lower average global DNA methylation than controls (81.2% vs 82.7%; p = 0.002). Four hundred and sixty-one differentially methylated regions, containing 3,246 probes mapping to 337 genes were identified. After adjustment for age and smoking, 731 probes in 236 genes were associated with psychopathology (fatigue, depression and/or anxiety). Twenty-four gene ontology terms were associated with psychopathology; terms related to retinoic acid receptor signalling were the most common (adjusted p = 0.0007). One gene in particular, COL11A2, was associated with fatigue following a false discovery rate correction. Our findings indicate that hypomethylation of FKBP5 and retinoic acid receptor related genes serve a potential mechanistic explanation for long-lasting GC-induced psychopathology.Entities:
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Year: 2017 PMID: 28300138 PMCID: PMC5353706 DOI: 10.1038/srep44445
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Background characteristics, sociodemographic status, psychopathology and hormone measurements in 48 patients with Cushing’s syndrome in remission and 16 controls, matched for age, gender and educational level.
| Patients | Controls | ||
|---|---|---|---|
| Age at diagnosis (yr) | 37 ± 14 | — | — |
| Age at follow-up (yr) | 53 ± 14 | 54 ± 16 | 0.9 |
| Duration of remission (yr) | 13 (5–19) | — | — |
| Educational level (%) | 1.0 | ||
| Elementary school | 25 | 25 | |
| Upper secondary education | 46 | 44 | |
| University education | 29 | 31 | |
| Smoking habits (%) | 0.8 | ||
| Non-smoker | 53 | 44 | |
| Ex-smoker | 36 | 44 | |
| Smoker | 11 | 13 | |
| Employment (%) | 0.1 | ||
| Full-time | 34 | 63 | |
| Part-time | 30 | 13 | |
| Sick leave/ Disability pension | 11 | — | |
| Retirement | 26 | 25 | |
| Psychopathology | |||
| Fatigue (total score) | 63 (40–88) | 25 (6–37) | <0.01 |
| Depression (score) | 4 (3–7) | 2 (1–3) | <0.01 |
| Anxiety (score) | 5 (4–7) | 3 (3–6) | 0.08 |
| Hormone measurements | |||
| S-cortisol – BL (nmol/l)* | 327 ± 129 | 305 ± 119 | 0.6 |
| S-cortisol – Peak (nmol/l)* | 557 ± 147 | 584 ± 78 | 0.5 |
| UFC (nmol/24 h) | 202 ± 158 | 131 ± 59 | 0.02 |
| FreeT4 (pmol/l) | 16.7 ± 3.2 | 14.8 ± 1.5 | < 0.01 |
| IGF-I (μg/l) | 149 ± 78 | 151 ± 84 | 0.9 |
Data is presented as mean ± standard deviation or median (interquartile range). *S-cortisol levels were analyzed only in ACTH sufficient patients (N = 30).
S-cortisol was measured in the morning, before (baseline; BL) and after administration of CRH; S-cortisol – peak represents the highest level measured after CRH administration. Psychopathology was evaluated through Fatigue impact scale (FIS) and comprehensive psychopathological rating scale (depression and anxiety).
Summaries from DNA methylation analyses.
| Genes, probes and clinical traits | No |
|---|---|
| Total no of probes in DMRs | 3903 |
| Significantly associated with Anxiety | 527 (75 does not match a gene) |
| Significantly associated with Depression | 436 (62 does not match a gene) |
| Significantly associated with Fatigue | 508 (76 does not match a gene) |
| Total no of probes in genes | 3246 |
| Total no of genes with probes | 337 |
| No of probes in genes and significantly associated with clinical traits | 731 |
| No of genes associated with Anxiety | 183 |
| No of genes associated with Depression | 172 |
| No of genes associated with Fatigue | 194 |
| No of genes associated with Anxiety, Depression and/or Fatigue | 236 |
Figure 1(a) Boxplot of average DNA methylation in cases vs controls. (b) Bar graph showing DNA methylation in different regions in cases and controls.
Figure 2(a) Pie chart showing frequency of DAVID terms. Input data: 337 genes, 18 significant DAVID terms after Benjamini correction. These 18 terms are grouped into 11 categories as shown above. Genes included in the GO-term hormone/nuclear hormone receptor binding: ZBTB22, ZBTB9, PHB2, NCOA6, RING1, COL11A2, DAXX, RGL2. Retinoic acid: RXRB, ZBTB22, ZBTB9, NCOA6, RING1, COL11A2, RGL2. Thyroid hormone receptor: ZBTB22, ZBTB9, NCOA6, RING1, COL11A2, RGL2. (b) Venn diagram showing overlap of genes included in the three most common GO term families: Retinoic acid (in light grey), Nuclear Receptors (in light blue) and Thyroid (in dark grey). Numbers reflect number of genes in each category.
Figure 3(a) Bar graph showing DNA methylation in retinoic acid-related genes in cases and controls. Only probes that were differentially methylated between cases and controls are included. (b) Bar graphs showing DNA methylation in the FKBP5 gene in cases receiving glucocorticoid replacement therapy (black bars), in cases not receiving such therapy (strong grey bars) and in controls (soft grey bars). Only probes that were differentially methylated between cases receiving replacement therapy and cases not receiving such therapy are included.
DAVID gene ontology analysis with 236 genes with probes significantly associated with at least one clinical trait.
| GO-terms | No of genes | Unadjusted | Benjamini-adjusted |
|---|---|---|---|
| Alternative splicing | 135 | 4.91E-07 | 0.0002 |
| Genomewide Association Study of an AIDS-Nonprogression Cohort Emphasizes the Role Played by HLA Genes (ANRS Genomewide Association Study 02) | 5 | 3.36E-06 | 0.0003 |
| GO:0008134~transcription factor binding | 23 | 2.70E-06 | 0.0006 |
| GO:0004886~retinoid-X receptor activity | 5 | 4.36E-06 | 0.0007 |
| GO:0042974~retinoic acid receptor binding | 6 | 2.69E-06 | 0.0012 |
| GO:0030375~thyroid hormone receptor coactivator activity | 5 | 1.12E-05 | 0.0013 |
| GO:0010861~thyroid hormone receptor activator activity | 5 | 1.12E-05 | 0.0013 |
| GO:0003708~retinoic acid receptor activity | 5 | 1.66E-05 | 0.0015 |
| GO:0051059~NF-kappaB binding | 6 | 4.51E-05 | 0.0034 |
| GO:0030546~receptor activator activity | 5 | 7.55E-05 | 0.0042 |
| GO:0046966~thyroid hormone receptor binding | 6 | 7.39E-05 | 0.0047 |
| GO:0006986~response to unfolded protein | 9 | 4.56E-06 | 0.0062 |
| Splice variant | 131 | 6.79E-06 | 0.0063 |
| GO:0030374~ligand-dependent nuclear receptor transcription coactivator activity | 6 | 1.32E-04 | 0.0066 |
| GO:0042809~vitamin D receptor binding | 5 | 2.63E-04 | 0.0117 |
| GO:0030545~receptor regulator activity | 5 | 7.54E-04 | 0.0278 |
| GO:0035257~nuclear hormone receptor binding | 7 | 7.06E-04 | 0.0284 |
| GO:0046978~TAP1 binding | 3 | 1.14E-03 | 0.0386 |
| GO:0046979~TAP2 binding | 3 | 1.14E-03 | 0.0386 |
| GO:0046977~TAP binding | 3 | 1.14E-03 | 0.0386 |
| GO:0042288~MHC class I protein binding | 4 | 1.31E-03 | 0.0410 |
| GO:0046983~protein dimerization activity | 18 | 1.51E-03 | 0.0416 |
| GO:0051427~hormone receptor binding | 7 | 1.42E-03 | 0.0417 |
| GO:0042824~MHC class I peptide loading complex | 4 | 1.65E-04 | 0.0419 |
Methylation in fifteen significantly differentially methylated probes in NR3C1.
| Probe | Position | Strand | Location | Intron number | Cases | Controls | Delta-beta | ||
|---|---|---|---|---|---|---|---|---|---|
| cg15645634 | 142783639 | F | Intron | 8 | 0.0356 | 0.0261 | 0.0095 | ||
| cg14558428 | 142784982 | R | Intron | 8 | 0.0396 | 0.0314 | 0.0082 | ||
| cg17860381 | 142783569 | R | Intron | 8 | 0.0412 | 0.0336 | 0.0076 | ||
| cg26464411 | 142784222 | R | Intron | 8 | 0.0556 | 0.0465 | 0.0091 | ||
| cg18019515 | 142783385 | R | Intron | 8 | 0.0235 | 0.0192 | 0.0043 | ||
| cg18146873 | 142782827 | F | Intron | 8 | 0.0279 | 0.0211 | 0.0068 | ||
| cg07733851 | 142781498 | R | Intron | 8 | 0.375 | 0.407 | −0.032 | ||
| cg25535999 | 142757312 | R | Intron | 7 | 0.922 | 0.935 | −0.013 | ||
| cg18594054 | 142623446 | R | Upstream | 0.926 | 0.939 | −0.013 | |||
| cg04097219 | 142629749 | F | Upstream | 0.972 | 0.978 | −0.006 | |||
| cg06770322 | 142851098 | F | Downstream | 0.960 | 0.966 | −0.006 | |||
| cg23273257 | 142658828 | R | 5′UTR | 0.977 | 0.982 | −0.005 | |||
| cg21702128 | 142784721 | F | Intron | 8 | 0.0516 | 0.0473 | 0.0043 | ||
| cg25781210 | 142610141 | F | Upstream | 0.959 | 0.967 | −0.008 | |||
| cg06521673 | 142782072 | R | Intron | 8 | 0.0227 | 0.0201 | 0.0026 |
Methylation in fifteen significantly differentially methylated probes (reported as beta-values) in NR3C1 on chromosome 5.
aHuman genome build 37.
bCS patients.
cControls.
dDifference in methylation between cases and controls.
eq-values from multiple correction analysis using a 10% FDR.
Methylation in FKBP5, grouped based on GC replacement therapy.
| Probe | Position | GCRT - yes | GCRT - no | Delta_beta | ||
|---|---|---|---|---|---|---|
| cg03546163 | 35654363 | 0.484 | 0.588 | −0.104 | 2.99E-06 | 1 |
| cg00052684 | 35694245 | 0.514 | 0.550 | −0.036 | 0.00159 | 1 |
| cg08586216 | 35612351 | 0.981 | 0.976 | 0.0050 | 0.0122 | 1 |
| cg25114611 | 35696870 | 0.314 | 0.339 | −0.025 | 0.0218 | 1 |
| cg08915438 | 35697759 | 0.559 | 0.588 | −0.029 | 0.0599 | 1 |
| cg16052510 | 35603143 | 0.809 | 0.783 | 0.026 | 0.0995 | 1 |
| cg20813374 | 35657180 | 0.442 | 0.462 | −0.020 | 0.109 | 1 |
| cg00130530 | 35657202 | 0.690 | 0.710 | −0.020 | 0.115 | 1 |
| cg19226017 | 35697185 | 0.752 | 0.770 | −0.018 | 0.137 | 1 |
| cg10300814 | 35565116 | 0.948 | 0.953 | −0.0050 | 0.175 | 1 |
| cg06087101 | 35551932 | 0.418 | 0.440 | −0.022 | 0.197 | 1 |
| cg14642437 | 35652521 | 0.876 | 0.888 | −0.012 | 0.204 | 1 |
| cg19014730 | 35635985 | 0.681 | 0.695 | −0.014 | 0.226 | 1 |
| cg07843056 | 35656848 | 0.0257 | 0.0229 | 0.0028 | 0.305 | 1 |
| cg07485685 | 35696061 | 0.0394 | 0.0375 | 0.0019 | 0.409 | 1 |
| cg17085721 | 35645341 | 0.945 | 0.949 | −0.004 | 0.442 | 1 |
| cg07061368 | 35631736 | 0.894 | 0.901 | −0.007 | 0.485 | 1 |
| cg17030679 | 35696300 | 0.0215 | 0.0227 | −0.0012 | 0.520 | 1 |
| cg00610228 | 35695934 | 0.0368 | 0.0359 | 0.0009 | 0.582 | 1 |
| cg16012111 | 35656758 | 0.0484 | 0.0500 | −0.0016 | 0.585 | 1 |
| cg23416081 | 35693573 | 0.208 | 0.199 | 0.009 | 0.613 | 1 |
| cg11845071 | 35695859 | 0.0209 | 0.0202 | 0.0007 | 0.616 | 1 |
| cg00140191 | 35656242 | 0.0634 | 0.0615 | 0.0019 | 0.661 | 1 |
| cg08636224 | 35657921 | 0.961 | 0.962 | −0.001 | 0.686 | 1 |
| cg01294490 | 35656906 | 0.0934 | 0.0913 | 0.0021 | 0.687 | 1 |
| cg18726036 | 35543610 | 0.946 | 0.947 | −0.001 | 0.707 | 1 |
| cg03591753 | 35659141 | 0.539 | 0.534 | 0.005 | 0.720 | 1 |
| cg14284211 | 35570224 | 0.139 | 0.134 | 0.005 | 0.738 | 1 |
| cg06937024 | 35695489 | 0.0259 | 0.0264 | −0.0005 | 0.791 | 1 |
| cg00862770 | 35655764 | 0.0256 | 0.0251 | 0.0005 | 0.795 | 1 |
| cg02665568 | 35544468 | 0.921 | 0.923 | −0.002 | 0.799 | 1 |
| cg07633853 | 35569471 | 0.155 | 0.157 | −0.002 | 0.829 | 1 |
| cg15929276 | 35687457 | 0.187 | 0.186 | 0.001 | 0.911 | 1 |
| cg10913456 | 35656590 | 0.0175 | 0.0175 | 0.000 | 0.989 | 1 |
Summary of methylation (reported as beta-values) in FKBP5 on chromosome 6. GCRT = glucocorticoid replacement therapy.
aHuman genome build 37.
bPatients receiving GCRT.
cPatients not receiving GCRT.
dDifference in methylation between patients receiving GCRT and those not receiving such therapy.
eq-values from multiple correction analysis using a 10% FDR.