| Literature DB >> 29295561 |
Man-Li Hu1, Hong-Mei Zhu2, Qiu-Lin Zhang3, Jing-Jing Liu4, Yi Ding5, Ju-Ming Zhong6, Vitaly Vodyanoy7, Ming-Xing Ding8.
Abstract
Electroacupuncture (EA) can relieve various pains. However, its mechanism in terms of the transcriptome is still not well-known. To explore the full profile of EA-induced molecular modification in the central nerve system, three twins of goats were selected for a match-paired experiment: EA stimulation (60 Hz, 30 min) and none-EA (control). Goats in the EA group showed an increased (p < 0.05) nociceptive threshold compared with the control goats. Experimental goats were sacrificed at 4 h of the experiment, and the periaqueductal grays were harvested for RNA sequencing. As a result, 2651 differentially expressed genes (1803 up-regulated and 848 down-regulated genes) were found and enriched in 30 Kyoto Encyclopedia of Genes and Genomes pathways and 149 gene ontology terms. EA-regulated five neuropeptide genes (proenkephalin, proopiomelanocortin, preprodynorphin, diazepam-binding inhibitor and proprotein convertase 1 inhibitor) were validated with quantitative PCR. Furthermore, up-regulated glutamate receptors, glutamate transporters, γ-aminobutyric acid (GABA) receptors, GABA transporters, synaptotagmins or mitogen-activated protein kinase (MAPK) genes might contribute to EA-induced analgesia through regulating the glutamatergic synapse, GABAergic synapse, MAPKs, ribosome or ubiquitin-proteasome pathways. Our findings reveal a full profile of molecular modification in response to EA and provide a solid experimental framework for exploring the mechanisms underlying EA-induced analgesia.Entities:
Keywords: RNA sequencing; electroacupuncture analgesia; goat; the periaqueductal gray; transcriptome
Mesh:
Year: 2017 PMID: 29295561 PMCID: PMC5795954 DOI: 10.3390/ijms19010002
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Analgesic effects induced by EA in goats (mean ± SD, %, n = 3). The nociceptive thresholds were measured with potassium iontophoresis. Nociceptive threshold increased at 0 and 4 h after EA stimulation. Goats in the control group were restrained as goats in EA group without needling and electricity. The significance of differences (** p < 0.01, * p < 0.05) was calculated by a t-test. The grey dots represent the control group. The black dots represent EA group.
The summary of the RNA sequencing analysis data.
| Parameters | Control Group | Electroacupuncture (EA) Group | ||||
|---|---|---|---|---|---|---|
| CON001 | CON002 | CON003 | EA001 | EA002 | EA003 | |
| Raw reads | 63566836 | 63131918 | 58793220 | 60857264 | 57505218 | 59363680 |
| Clean reads (A) | 61436432 | 61325678 | 57038940 | 59053276 | 55818042 | 57636846 |
| Error rate (%) | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 | 0.003 |
| Q30 (%) | 92.43 | 92.32 | 92.67 | 92.02 | 91.84 | 92.28 |
| GC content (%) | 48.07 | 49.28 | 48.03 | 48.56 | 49.20 | 49.07 |
| Total mapped (B) | 47483936 | 48420282 | 44162522 | 44152353 | 42426278 | 43177715 |
| Multiple mapped | 1824973 | 1827216 | 1778697 | 1357349 | 1654599 | 1290277 |
| Uniquely mapped (C) | 45658963 | 46593066 | 42383825 | 42795004 | 40771679 | 41887438 |
| Ratio of (B) and (A) | 77.29% | 78.96% | 77.43% | 74.77% | 76.01% | 74.91% |
| Ratio of (C) and (B) | 96.16% | 96.23% | 95.97% | 96.92% | 96.10% | 97.02% |
Figure 2Overview of differentially expressed genes (DEGs). (a) Hierarchical clustering; (b) Principal component analysis; (c) An Venn diagram of DEGs. CON001, CON002 and CON003 were control groups. EA001, EA002 and EA003 were EA groups. Samples from same numbers were twin goats’ the periaqueductal gray.
Figure 3Volcano plot displaying differential expressed neuropeptide and neuropeptide receptor genes between EA and the control group. The y-axis corresponds to the value of log10 (p value), and the x-axis displays the log2 (fold change). The red dots represent the up-regulated neuropeptides genes (p < 0.005). The green dots represent the down-regulated neuropeptides genes (p < 0.005). The red triangles represent the up-regulated neuropeptide receptor genes (p < 0.005). The green triangles represent the down-regulated neuropeptide receptor genes (p < 0.005).
Figure 4The most enriched gene ontology (GO) terms of differentially expressed genes between EA and the control group. Three aspects of Go terms are biological process (BP), cellular component (CC) and molecular function (MF).
Enriched pathways of differentially expressed genes (DEGs).
| Pathway | Pathway Id | Count | |
|---|---|---|---|
| Ribosome | bta03010 | 73 | 0 |
| Oxidative phosphorylation | bta00190 | 76 | 7.86 × 10−14 |
| Alzheimers’ disease | bta05010 | 82 | 6.12 × 10−10 |
| Parkinson’s disease | bta05012 | 67 | 2.14 × 10−9 |
| Huntington’s disease | bta05016 | 83 | 1.29 × 10−8 |
| Citrate cycle (TCA cycle) | bta00020 | 19 | 1.58 × 10−5 |
| Endocytosis | bta04144 | 76 | 2.66 × 10−5 |
| ErbB signaling pathway | bta04012 | 31 | 0.000163 |
| Long-term potentiation | bta04720 | 22 | 0.00085 |
| Phosphatidylinositol signaling system | bta04070 | 28 | 0.000888 |
| Proteasome | bta03050 | 18 | 0.001086 |
| GABAergic synapse | bta04727 | 23 | 0.001395 |
| Inositol phosphate metabolism | bta00562 | 26 | 0.001604 |
| Bacterial invasion of epithelial cells | bta05100 | 24 | 0.001823 |
| Adherens junction | bta04520 | 27 | 0.002634 |
| Fc gamma R-mediated phagocytosis | bta04666 | 34 | 0.003565 |
| HIF-1 signaling pathway | bta04066 | 38 | 0.004882 |
| Retrograde endocannabinoid signaling | bta04723 | 26 | 0.004904 |
| Tight junction | bta04530 | 44 | 0.005358 |
| Dopaminergic synapse | bta04728 | 30 | 0.007337 |
| Glutamatergic synapse | bta04724 | 25 | 0.009755 |
| Protein processing in endoplasmic reticulum | bta04141 | 54 | 0.016489 |
| Amphetamine addiction | bta05031 | 25 | 0.017283 |
| Renal cell carcinoma | bta05211 | 25 | 0.017283 |
| Cholinergic synapse | bta04725 | 22 | 0.020068 |
| Gap junction | bta04540 | 29 | 0.040443 |
| Neurotrophin signaling pathway | bta04722 | 32 | 0.041074 |
| Wnt signaling pathway | bta04310 | 47 | 0.04123 |
| Morphine addiction | bta05032 | 30 | 0.043044 |
| MAPK signaling pathway | bta04010 | 76 | 0.04338 |
DEGs in pathways of the nervous system.
| Pathways in KEGG | Genes |
|---|---|
| Glutamatergic synapse | |
| GABAergic synapse | |
| Dopaminergic synapse | |
| Cholinergic synapse | |
| Long-term potentiation | |
| Neurotrophin signaling pathway | |
| Retrograde endocannabinoid signaling |
Figure 5qRT-PCR validation of DEGs. The reliability of the sequencing data was validated by qRT-PCR. The change tendency of fifteen DEGs was consistent with the results from sequencing data. The data depicted by the y-axis were calculated using the expression values of 2−ΔΔ and expressed as the mean ± SD in triplicate. The significance of differences in expression between samples was calculated by a t test. * Compared with the control p < 0.05. ** Compared with the control p < 0.01.
Figure 6The location of acupoints in goat. (A) Ergen; (B) Sanyangluo; (C) Santai; (D) Baihui.
Figure 7The location of the periaqueductal gray (PAG). (a) The sketch of the PAG location; (b) The brain section containing the PAG; (c) The brain section after sampling.