| Literature DB >> 25294025 |
M Javier Herrero-Turrión, Iván Rodríguez-Martín, Roger López-Bellido, Raquel E Rodríguez1.
Abstract
BACKGROUND: A great number of studies have investigated changes induced by morphine exposure in gene expression using several experimental models. In this study, we examined gene expression changes during chronic exposure to morphine during maturation and differentiation of zebrafish CNS.Entities:
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Year: 2014 PMID: 25294025 PMCID: PMC4201762 DOI: 10.1186/1471-2164-15-874
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Probe-sets and genes differentially expressed by chronic morphine treatment in zebrafish embryos. Identified probe sets in comparison with total probes on the microarray (A) and detail of identified probe sets up- and down-regulated (B). (C): Number of identified genes (known and unknown). (D) Number of known genes and detail of genes up-, down- and up-/down-regulated. (E): Number of identified genes with a fold change (FC) of at least 1.3. Numbers following the category names indicate the number of probe-set or genes. For the full list of probe-set/genes, see Additional file 1.
Figure 2Gene ontology analysis of zebrafish embryos gene collection. Genes were categorized with the Biological Process domain. Significantly enriched GO terms have a probability lower than 0.01 (P value) and include at least three genes. GO terms are shown for both up- (in red) and down-regulated (in blue) groups if they are significantly enriched in at least one of them. Significantly enriched GO terms are indicated as full bars whereas non-significantly enriched terms are displayed as empty bars. Bars represent the number of genes assigned with the corresponding GO term. For the full list of represent genes in each category, see Additional file 3.
Examples of significantly enriched GO annotation for the list of morphine-responsive genes
| Enriched GO annotation | De‐regulation | Up‐regulation | Down‐regulation | |||||
|---|---|---|---|---|---|---|---|---|
| No. genes | P value | No. genes | P value | Genes | No. genes | P value | Genes | |
|
| 52 | 3.4E + 10 | 18 | 0.013 | acox1, cyp11a1, cyp26b1, cyp27a1.4, d2hgdh, gapdhs, | 34 | 3.7E + 10 | adh8b, aldh18a1, cp, cyp2aa4, dao.1, dhfr, dhrs13b, mdh1b, phyhd1, ptgr1, sepx1a |
|
| 37 | 0.049 | 11 | ube2d2 | 27 | 0.036 | f7, rad23b, spcs2, uchl5, vsg1 | |
|
| 23 | 0.003 | 4 | ube2d2 | 19 | 4.3E + 12 | ctbs. LOC553461, rad23b, uvsg1 | |
|
| 18 | 6.8E + 08 | 11 | 3.8E + 09 | aldocb,galk2, gapdhs, gpia | 7 | 0.050 | mdh1b, pklr |
|
| 17 | 0.080 | 5 | mlf1, mphosph8 | 12 | 0.054 | orc4, rad23b | |
|
| 16 | 0.002 | 16 | 0.002 | LOC553461, rad23b, uchl5, vsg1 | |||
|
| 16 | 0.003 | 7 | 0.044 | h1fx | 9 | 0.065 | fgg, tubb5 |
|
| 15 | 0.012 | 9 | 0.006 | aldocb, gapdhs, gpia | 6 | mdh1b, pklr | |
|
| 15 | 0.025 | 5 | fth1 | 10 | 0.060 | ||
|
| 13 | 0.005 | 1 | 12 | 1.9E + 12 | |||
|
| 12 | 0.005 | 4 | 8 | 0.024 | fgg, tubb5 | ||
|
| 9 | 0.005 | 4 | 0.087 | acsl1, acsl5 | 5 | 0.072 | |
|
| 9 | 0.010 | 3 | cxcl12a | 6 | 0.042 | f7, fgg | |
|
| 8 | 5.1E + 11 | 8 | 5.1E + 11 | ||||
|
| 7 | 7.1E + 11 | 2 | tfpia | 5 | 0.005 | f7,fgg | |
|
| 7 | 0.010 | 3 | bnip4 | 4 | |||
|
| 6 | 0.060 | 3 | cxcl12a | 3 | tnnt2a | ||
|
| 5 | 0.043 | 1 | cyp27a1.4 | 4 | 0.043 | krt23 | |
|
| 5 | 0.072 | 2 | dlc | 3 | vsg1 | ||
|
| 5 | 0.086 | 5 | 0.021 | ||||
|
| 5 | 0.044 | 5 | 0.044 | cyp11a1. cyp26b1. cyp51 | |||
|
| 4 | 0.036 | 1 | 3 | spcs2 | |||
|
| 4 | 0.065 | 2 | gcshb | 2 | dhfr | ||
The complete results of the Gene Ontology (GO) analysis are presented in Additional file 3.
Figure 3Functional categories and number of genes found to be modified by morphine in each category. (A) Functional categories of genes found to be associated with the exposure to morphine in zebrafish embryos. Numbers following the category names indicate the number of genes in the category, and those in parentheses are the corresponding percentages. (B) Number of genes (up-, in blue, and down-regulated, in red) by functional category. For the full list of genes, see Table 2 and Additional file 4.
Functional categories and number of genes found to be modified by morphine in each category
| Functional categories | N genes | Up‐regulation | Down‐regulation | ||
|---|---|---|---|---|---|
|
| 311 | 152 | ppp1r14ab, camk1γb, grb2, sept9a, itih3, ahnak, hrc, sesn3, megf6, btr22, tmem101, magi1b, vldlr*, hspb1*, plg* | 159 | LOC566752, a2ml, sh3bp5la, fam115, txndc9, tctex1d2, rcan2, rnf220b, hspb8, slc1a4*, wls*, grik‐l* |
|
| 190 | 85 | itih3, acox1, soat1, cyp17a2, cyp51, cox4.2, alpp, aldocb, pcmt*, plg* | 105 | aldh8a1, pklr, mpdu1b, mdh1b, phyhd1, hrasls, glb1l, glud1b* |
|
| 109 | 35 | dcps, zbtb16, creb3l3*, junb*, dlx5a*, fos*, dlx4a* | 74 | sox19b, mettl11a, noc2l, dbx1b, junbb, her4.2, otpb*, sox11b*, sox21b*, hdac6*, dnmt3b*, sox19a*, sox11b*, mir429b |
|
| 94 | 31 | ube2d2, hspb1*, plg* | 63 | pcmt, rad23b, fbxo25, hspb8 |
|
| 90 | 43 | slc31a1, abca12, apoea, abcb5, ctssb.2*, slc3a2*, abt4*, slc1a3a*, slc7a8* | 47 | a2ml, bcap31, aqp12, aqp3a, vamp5, slc1a4*, vamp4*, hiat1b*, apoIV*, brp44*, kctd12.2* |
|
| 95 | 36 | bnip4, ppp1r14ab, acox1, serinc5, maptb, magi1b, hspb1*, plg*, aplp*, slc1a3a*, creb3l3*, hsp90a.1*, junba*, dlx5a*, fos*, glula | 59 | pcmt, dao.1, sox19b, a2ml, mettl11a, astn1, noc2l, copb2, dbx1b, junbb, her4.2, slc1a4*, her3*, wls*, grik‐like*, otpb*, cyrano*, sox11b*, sr*, sox21b*, glulb*, glud1b*, dnmt3b*, kctd12.2*, sox11b*, mir429b* |
|
| 80 | 36 | bnip4, ppp1r14ab, camk1γb, acox1, ahnak, maptb, zbtb16, cyp11a1, magi1b, hspb1*, plg*, dlx5a*, dlx4a* | 44 | sox19b, a2ml, hspb8, noc2l, copb2, dbx1b, her4.2, her3*, wls*, otpb*, cyrano*, sox11b*, sox21b*, hoxb8a*, dnmt3b*, kctd12.2*, sox11b* |
|
| 56 | 27 | mybpc2b, maptb, col5a1 | 29 | mylz2, krt1‐19d |
|
| 42 | 19 | bnip4, hspb1*, bbc3* | 23 | hspb8, noc2l, bcap31, casp9*, mir429b* |
|
| 31 | 15 | sept9a, sesn3, ccnt1, hsp90a.1*, ccnd1* | 16 | ccnb3* |
|
| 30 | 12 | ccl‐c11b, cxcl12a, ctssb.2*, plg* | 18 | crfb6 |
|
| 28 | 11 | hnmt, eif4a2, eif3hb, eif2c2, slc3a2*, slc7a8* | 17 | fah, dao.1, aldh18a1, iars, eif4g2b*, sr*, eif4g2a*, eif2s1l* |
|
| 25 | 5 | h1fx | 20 | rad23b, mettl11a, noc2l, h2afx*, dnmt3b* |
|
| 17 | 7 | rpf2 | 10 | nob1, fcf1 |
|
| 9 | 3 | hspb1*, hsp90a.1* | 6 | hspb8 |
|
| 8 | 2 | gcn1l1 | 6 | hbs1l* |
|
| 8 | 3 | serping1 | 5 | fgg |
|
| 7 | 3 | sesn3, hspb1*, hsp90a.1* | 4 | hspb8 |
|
| 4 | 3 | 1 | ||
Some up-regulated genes with FC > 1.0 and down-regulated genes FC < −1.0 are marked with an asterisk (*).
Figure 4Hierarchical cluster of probe sets regulated in zebrafish embryos following chronic morphine exposure. Raw data from six independent hybridizations are presented for the two experimental groups: control and morphine-treated embryos zebrafish. The probe-set selection was based on a standard statistical analysis with Robust Multi-array Analysis (see Methods for details). Hierarchical cluster analysis was performed using Cluster 3.0 and Treeview software and the tree image represents low (in blue) or high expression (in red) of probe sets. These probe sets represent 87 genes (representing 93 probe sets) involved in Neuronal Function (a complete list is provided in Additional file 4). The twelve genes (fourteen probe sets) chosen for validation of microarray data by RT-qPCR are listed (right hand side of the figure).
Genes involved in neuronal function with −1.30 ≥ R fold ≥ 1.30
| Gene symbol | Gene description | R.fold | Probeset ID |
|---|---|---|---|
|
| |||
| bnip4 | BCL2/adenovirus E1B interacting protein 4 | 2,357 | Dr.24320.1.S1_at |
| ppp1r14ab | Protein phosphatase 1, regulatory (inhibitor) subunit 14Ab | 2,239 | Dr.19567.1.S1_at |
| camk1γb | Calcium/calmodulin‐dependent protein kinase Iγb | 2,164 | Dr.9852.1.A1_at |
| acox1 | Acyl‐Coenzyme A oxidase 1, palmitoyl | 1,741 | Dr.3576.1.A1_at |
| serinc5 | Serine incorporator 5 | 1,480 | Dr.7467.1.S1_at |
| maptb | Microtubule‐associated protein tau b | 1,462 | Dr.16118.1.A1_at |
| dlc | Delta‐like protein C Precursor | 1,375 | Dr.16183.1.S1_at |
| dmxl2 | Dmx‐like 2 (rabconnectin‐3) | 1,367 | Dr.12467.1.A1_at |
| lmbr1l | limb region 1 like | 1,346 | Dr.19947.1.S1_at |
| fam120c | Family with sequence similarity 120C (constitutive coactivator of PPAR‐gamma‐like protein 2) | 1,334 | Dr.18209.1.A1_at |
| magi1b | Membrane associated guanylate kinase, WW and PDZ domain containing 1b (BAI1‐associated protein 1) | 1,300 | Dr.4477.1.A1_at |
|
| |||
| dao.1 | D‐amino‐acid oxidase 1 | −1,943 | Dr.3663.1.A1_at |
| sox19b | SRY‐box containing gene 19b | −1,802 | Dr.25405.1.A1_at |
| a2ml | Alpha‐2‐macroglobulin protein‐like | −1,801 | Dr.3025.1.A1_at |
| astn1 | Astrotactin 1 | −1,484 | Dr.14729.2.A1_at |
| enc1 | Ectodermal‐neural cortex (with BTB‐like domain) | −1,466 | Dr.9565.1.S1_at |
| copb2 | Coatomer protein complex, subunit beta 2 | −1,393 | Dr.14687.1.A1_at |
| mchr1b | Concentrating hormone receptor 1b | −1,387 | Dr.24966.1.S1_at |
| dbx1b | Developing brain homeobox 1b | −1,364 | Dr.8072.1.S1_at |
| junbb | Jun B proto‐oncogene b | −1,356 | Dr.737.1.A1_at |
| her4.2 | Hairy‐related 4.2 | −1,324 | Dr.20386.1.S1_at |
| lrrn1 | Leucine rich repeat neuronal 1 | −1,309 | Dr.24292.3.A1_a_at |
Genes were identified as being differentially regulated (up- and down-regulated) in embryos zebrafish by morphine treatment.
Comparison between microarray and RT-qPCR data for selected genes
| Transcripts cluster Id | Gene names | Microarray data R.fold | RT‐qPCR data | |
|---|---|---|---|---|
| Fold change |
| |||
|
| ||||
| Dr.24320.1.S1_at Dr.21771.1.S1_at |
| 2.36/1.23 | 1.90 ± 0.41* | 7.42 E‐05 |
| Dr.9852.1.A1_at |
| 2.16 | 1.90 ± 0.57* | 1.41 E‐05 |
| Dr.7717.2.A1_at Dr.7717.1.A1_at |
| 2.02/1.58 | 1.27 ± 0.15* | 8.98 E‐04 |
| Dr.3576.1.A1_at |
| 1.74 | 2.03 ± 0.43* | 2.04 E‐05 |
| Dr.4477.1.A1_at |
| 1.30 | 1.55 ± 0.12* | 5.43 E‐05 |
| Dr.3645.1.S1_at |
| 1.26 | −1.06 ± 0.21 | 0.299 |
|
| ||||
| Dr.3663.1.A1_at |
| −1.94 | −3.31 ± 0.11* | 3.59 E‐08 |
| Dr.25405.1.A1_at |
| −1.80 | −2.09 ± 0.19* | 0.001 |
| Dr.14687.1.A1_at |
| −1.39 | −1.69 ± 0.19* | 0.004 |
| Dr.3546.1.S1_at |
| −1.25 | −1.67 ± 0.16* | 0.006 |
| Dr.3211.1.A1_at |
| −1.23 | −2.94 ± 0.21* | 2.53 E‐04 |
| Dr.8118.1.A1_at |
| −1.22 | −1.64 ± 0.23* | 0.004 |
Values of fold change by RT-qPCR are given as mean of fold change ± standard deviation. The study includes samples used for microarray hybridization and samples from independent treatments; a total of n = 8. For better comparison of the results obtained with both techniques, microarray and RT-qPCR, Morphine vs. Control fold changes are indicated with positive and negative values for up- and down-regulations, respectively. A one-way t-test was performed to determine whether fold changes obtained for morphine-regulated genes were different from 1 and significant values are indicated with asterisks.
Example of genes differentially expressed by morphine in our study and identified in other species
| Probeset ID | Genename | Description/validation in silico | R.fold | Species | Reference |
|---|---|---|---|---|---|
|
| |||||
| Dr.9852.1.A1_at | camk1γb | Calcium/calmodulin‐dependent protein kinase Igb | 2,16 | Mouse | [ |
| Dr.23925.1.A1_at | soat1 | Sterol O‐acyltransferase (acyl‐Coenzyme A: cholesterol acyltransferase) 1 | 1,69 | Rat | [ |
| Dr.19223.1.S2_at | aldocb | Aldolase C, fructose‐bisphosphate, b | 1,49 | Rat | [ |
| Dr.11457.1.S1_at | zbtb16 | Zinc finger and BTB domain containing 16 | 1,44 | Mouse | [ |
| Dr.12489.1.S1_at | mlf1 | Myeloid leukemia factor 1 | 1,44 | Mouse | [ |
| Dr.18505.1.S1_at | ccnt1 | Cyclin‐T1 | 1,44 | Mouse | [ |
| Dr.822.1.S3_at | cxcl12a | Chemokine (C‐X‐C motif) ligand 12a (stromal cell‐derived factor 1) | 1,38 | Mouse | [ |
| Dr.23722.1.S1_at | cyp27a1.4 | Cytochrome P450, family 27, subfamily A, polypeptide 1, gene 4 | 1,35 | Mouse | [ |
| Dr.9423.1.S1_at | ndufb2 | NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 2, 8 kDa | 1,31 | Mouse | [ |
| Dr.867.1.S1_at | wdr1 | WD repeat domain 1 | 1,28 | Rat | [ |
| Dr.12378.1.S1_at | hspb1 | Heat shock protein, alpha‐crystallin‐related, 1 | 1,27 | Rat & mouse | [ |
| Dr.3645.1.S1_at | plg | Plasminogen | 1,26 | Rat & mouse | [ |
|
| |||||
| Dr.3663.1.A1_at | dao.1 | D‐amino‐acid oxidase 1 | −1,94 | Rat | [ |
| Dr.9860.1.S1_at | mdh1b | Malate dehydrogenase 1b, NAD (soluble) | −1,79 | Rat | [ |
| Dr.19735.1.S1_at | phyhd1 | Phytanoyl‐CoA dioxygenase domain containing 1 | −1,56 | Mouse | [ |
| Dr.5687.1.A1_at | hspb8 | Heat shock protein, alpha‐crystallin‐related, b8 | −1,45 | Mouse | [ |
| Dr.737.1.A1_at | junbb | Jun B proto‐oncogene b | −1,36 | Rat & mouse | [ |
| Dr.3546.1.S1_at | wls | wntless homolog (Drosophila) | −1,25 | Mouse | [ |
Figure 5Quantitative real-time PCR (RT-qPCR) was used to validate the microarray data. The genes selected showed similar expression changes when assessed by RT-qPCR as determined by microarray analysis. Data are presented as morphine vs. control fold changes.
Figure 6Validation of microarray data by RT-qPCR. Correlation between microarray (x-axis) and RT-qPCR (y-axis) data. This correlation was analyzed by Spearman’s rho test and a high statistical significance [r (12) = 0.884, p < 0.001] was observed. Values used in this graph were taken from results presented in Table 4. Each gene is labeled with a symbol and up- and down-regulated genes are marked in red and green, respectively: ♦, grb2 and dao.1; ●, magi1b and copb2; ▲, bnip4 and otpb; x, camk1gb and sox19b; Ӿ, acox1 and wls; +, grik-l; −, plg. In the case of two regulated genes (bnip4 and grb2) after chronic morphine exposure that are represented by two probe sets each one, we have included in this figure the highest microarray data: Dr. 24320.1, bnip4 + 2.36 FC (▲), and Dr. 7717.2, grb2, +2.02 FC (♦).
Figure 7Knockdown of μ opioid receptor ( ). Expression levels of grb2, acox1, dao.1, wls, grik-l, otpb, copb2, bnip4, camk1gb, sox19b, magi1b and plg of the Control group, the Morpholine (MO) control, Morpholine oprm1 (oprm1-MO) and oprm1-MO exposure to morphine (oprm1-MO + morphine). The expression levels were quantified using RT-qPCR analysis and were normalized to β-actin expression. Each bar represents the FC ± SD (n = 8). Data were analyzed by one-way ANOVA and using the Tukey post-hoc test. P values of < 0.05 being considered statistically significant (***p < 0.001; **p < 0.01; *p <0.05).