| Literature DB >> 26843816 |
Hana Yang1, Gun Woo Son1, Hye Rim Park1, Seung Eun Lee1, Yong Seek Park1.
Abstract
BACKGROUND: Korean Red Ginseng (KRG) is a herbal medicine used in Asian countries and is very popular for its beneficial biological properties. Diabetes mellitus (DM) and its complications are rapidly becoming a global public health concern. The literature on transcriptional changes induced by KRG in rat models of diabetic retinopathy is limited. Considering these facts, we designed this study to determine whether retinopathy-associated genes are altered in retinas of rats with DM and whether the induced changes are reversed by KRG.Entities:
Keywords: Panax ginseng; diabetic retinopathy; gene profiling; microarray
Year: 2015 PMID: 26843816 PMCID: PMC4703770 DOI: 10.1016/j.jgr.2015.03.003
Source DB: PubMed Journal: J Ginseng Res ISSN: 1226-8453 Impact factor: 6.060
Primer for real-time polymerase chain reaction
| Gene symbol | Primer sequence | Size |
|---|---|---|
| F AATGTAATGGAGGGCTGCTG | 124 | |
| R AGCCAACTTTGGCGTTTG | ||
| F TTGGCTCTGAATCCTTGGAA | 135 | |
| R GGGACTGAGCAACCAGGATA | ||
| F CCCTACCCAAACCCTTAACTG | 179 | |
| R CACTGGGAAGCGGAGAAA | ||
| F ATGATTCTACCCACGGCAAG | 89 | |
| R CTGGAAGATGGTGATGGGTT |
Fig. 1Changes in body weight and the serum biochemical parameters in different groups of rats.
Fig. 2Hierarchical cluster image showing the differential gene expression profiles in DM and DM+KRG group. Gene expression levels of normal control rats are shown in black for base-lines; upregulated genes are shown in red color, whereas downregulated genes are shown in green color. DM, diabetes mellitus; KRG, Korean Red Ginseng.
The number of differentially expressed genes in retina of rats with diabetes before and after treatments of Korean Red Ginseng
| Control vs. DM | DM vs. DM+KRG | |
|---|---|---|
| Upregulated genes | 268 | 39 |
| Downregulated genes | 58 | 84 |
DM, diabetes mellitus; KRG, Korean Red Ginseng.
Fig. 3Functional classification of differentially expressed genes. Differentially expressed genes in (A) DM group compared with the control group or (B) DM+KRG group compared with DM group were classified into 19 groups and the numbers of genes in each group were shown as the graph. Red and blue bars indicate the number of upregulated (≥ 2.0) and downregulated (≤ 0.5) genes, respectively. DM, diabetes mellitus; KRG, Korean Red Ginseng.
List of genes showing reversed expression by Korean Red Ginseng in retina of rats with diabetes
| Description | Gene symbol | Fold change(DM/Con) | Fold change(DM+KRG/DM) |
|---|---|---|---|
| Adamts4 | ADAM metallopeptidase with thrombospondin type 1 motif, 4 | 5.704 | 0.336 |
| Adfp | Adipose differentiation related protein | 3.888 | 0.284 |
| Aldh3a1 | Aldehyde dehydrogenase 3 family, member A1 | 10.476 | 0.421 |
| Alox5ap | Arachidonate 5-lipoxygenase activating protein | 2.694 | 0.334 |
| Bcl3 | B-cell CLL/lymphoma 3 | 3.228 | 0.412 |
| Bfsp1 | Beaded filament structural protein 1 | 47.469 | 0.481 |
| Birc7 | Baculoviral IAP repeat-containing 7 | 4.274 | 0.312 |
| C1qb | Complement component 1, q subcomponent, B chain | 2.234 | 0.486 |
| C1qc | Complement component 1, q subcomponent, C chain | 3.839 | 0.455 |
| Ccnd2 | Cyclin D2 | 2.713 | 0.388 |
| Cd47 | Cd47 molecule | 2.248 | 0.495 |
| Cidea | Cell death-inducing DFFA-like effector a | 10.025 | 0.483 |
| Copg2 | Coatomer protein complex, subunit gamma 2 | 3.392 | 0.322 |
| Crip | Cysteine-rich intestinal protein | 2.590 | 0.499 |
| Cryga | Crystallin, gamma A | 4.765 | 0.368 |
| Crygb | Crystallin, gamma B | 62.504 | 0.397 |
| Crygc | Crystallin, gamma C | 78.570 | 0.483 |
| Crygd | Crystallin, gamma D | 83.967 | 0.415 |
| Cryge | Crystallin, gamma E | 5.100 | 0.301 |
| Cyp26a1 | Cytochrome P450, family 26, subfamily a, polypeptide 1 | 2.749 | 0.483 |
| Dclk1 | Doublecortin-like kinase 1 | 4.700 | 0.330 |
| Dennd4a | DENN/MADD domain containing 4A | 2.161 | 0.445 |
| Edn2 | Endothelin 2 | 10.581 | 0.208 |
| Emp1 | Epithelial membrane protein 1 | 4.698 | 0.357 |
| Fancb | Fanconi anemia, complementation group B | 4.804 | 0.386 |
| Fcgr2a | Fc fragment of IgG, low affinity IIa, receptor | 2.190 | 0.468 |
| Fgl2 | Fibrinogen-like 2 | 4.665 | 0.492 |
| Gadd45g | Growth arrest and DNA-damage-inducible, gamma | 3.838 | 0.345 |
| Gal | Galanin prepropeptide | 3.789 | 0.205 |
| Gfap | Glial fibrillary acidic protein | 12.043 | 0.482 |
| Gnb3 | Guanine nucleotide binding protein (G protein), beta polypeptide 3 | 2.735 | 0.382 |
| Gpnmb | Glycoprotein (transmembrane) nmb | 10.825 | 0.483 |
| Hmox1 | Heme oxygenase (decycling) 1 | 4.906 | 0.500 |
| Igf1r | Insulin-like growth factor 1 receptor | 2.000 | 0.490 |
| Il4ra | Interleukin 4 receptor, alpha | 2.750 | 0.252 |
| Inmt | Indolethylamine N-methyltransferase | 2.487 | 0.442 |
| Irak2 | Interleukin-1 receptor-associated kinase 2 | 2.669 | 0.210 |
| Kif11 | Kinesin family member 11 | 2.152 | 0.339 |
| Klf10 | Kruppel-like factor 10 | 2.202 | 0.378 |
| Krt12 | Keratin 12 | 41.472 | 0.263 |
| Krt18 | Keratin 18 | 3.840 | 0.343 |
| Krt6a | Similar to keratin complex 2, basic, gene 6a | 3.399 | 0.351 |
| Lcn2 | Lipocalin 2 | 16.957 | 0.434 |
| Lgals3 | Lectin, galactoside-binding, soluble, 3 | 40.062 | 0.372 |
| Litaf | Lipopolysaccharide-induced TNF factor | 4.198 | 0.441 |
| Lypd2 | Ly6/Plaur domain containing 2 | 7.488 | 0.297 |
| Matn2 | Matrilin 2 | 3.221 | 0.468 |
| Mlf1 | Myeloid leukemia factor 1 | 3.459 | 0.124 |
| Mmp14 | Matrix metallopeptidase 14 (membrane-inserted) | 2.255 | 0.487 |
| Mt1a | Metallothionein 1a | 10.301 | 0.493 |
| Mt2A | Metallothionein 2A | 18.029 | 0.433 |
| Muc3a | Mucin 3A, cell surface associated | 2.430 | 0.131 |
| Pdpn | Podoplanin | 3.687 | 0.430 |
| Plekha8 | Pleckstrin homology domain containing, family A (phosphoinositide binding specific) member 8 | 2.313 | 0.396 |
| Postn | Periostin, osteoblast specific factor | 2.090 | 0.387 |
| Prtg | Protogenin homolog ( | 5.292 | 0.377 |
| S100a3 | S100 calcium binding protein A3 | 3.271 | 0.269 |
| Samd4a | Sterile alpha motif domain containing 4A | 4.179 | 0.487 |
| Sec16b | SEC16 homolog B ( | 2.733 | 0.457 |
| Serpina3n | Serine (or cysteine) peptidase inhibitor, clade A, member 3N | 7.249 | 0.368 |
| Slc25a30 | Solute carrier family 25, member 30 | 2.251 | 0.348 |
| Slc26a8 | Solute carrier family 26, member 8 | 3.966 | 0.273 |
| Stat3 | Signal transducer and activator of transcription 3 | 3.115 | 0.397 |
| Stc1 | Stanniocalcin 1 | 2.472 | 0.497 |
| Tagln2 | Transgelin 2 | 3.708 | 0.461 |
| Tbata | Thymus, brain and testes associated | 2.623 | 0.468 |
| Timp1 | TIMP metallopeptidase inhibitor 1 | 11.742 | 0.282 |
| Tmbim1 | Transmembrane BAX inhibitor motif containing 1 | 5.420 | 0.388 |
| Tmod1 | Tropomodulin 1 | 3.865 | 0.407 |
| Cdr2 | Cerebellar degeneration-related 2 | 0.325 | 2.300 |
| Grk1 | G protein-coupled receptor kinase 1 | 0.409 | 2.307 |
| Herc3 | Hect domain and RLD 3 | 0.413 | 2.341 |
| Id3 | Inhibitor of DNA binding 3 | 0.574 | 2.263 |
| Lamb3 | Laminin, beta 3 | 0.200 | 2.333 |
| LOC689064 | Beta-globin | 0.264 | 2.262 |
| Pax4 | Paired box 4 | 0.436 | 4.471 |
| Pla2r1 | Phospholipase A2 receptor 1 | 0.408 | 2.520 |
| Prc1 | Protein regulator of cytokinesis 1 | 0.317 | 3.163 |
| RT1-S3 | RT1 class Ib, locus S3 | 0.449 | 2.086 |
| Sntg2 | Syntrophin, gamma 2 | 0.449 | 2.489 |
| Tmem116 | Transmembrane protein 116 | 0.439 | 2.533 |
| Trove2 | TROVE domain family, member 2 | 0.473 | 2.066 |
Overrepresented gene ontology biological process annotations associated with differential expression of selected messenger RNAs using the DAVID tool
| Term | Count | Fold | |
|---|---|---|---|
| GO0035556: intracellular signaling cascade | 10 | 2.3 | 0.0091 |
| GO0042981: regulation of apoptosis | 9 | 2.9 | 0.0036 |
| GO0043067: regulation of programmed cell death | 9 | 2.8 | 0.0039 |
| GO0001654: eye development | 8 | 12.3 | <0.001 |
| GO0007423: sensory organ development | 8 | 7 | <0.001 |
| GO0009888: tissue development | 8 | 2.8 | 0.0076 |
| GO0043065: positive regulation of apoptosis | 6 | 3.9 | 0.004 |
| GO0043068: positive regulation of programmed cell death | 6 | 3.9 | 0.0042 |
| GO0010942: positive regulation of cell death | 6 | 3.9 | 0.0043 |
| GO0043627: response to estrogen stimulus | 5 | 7.3 | <0.001 |
Database for Annotation, Visualization and Integrated Discovery (DAVID) tools were used for gene ontology (GO) analysis. Results show the top 10 GO terms that are significantly overrepresented (fold change > 2 and p < 0.01, Fisher's exact test) in the selected messenger RNAs of retinas of rats with diabetes.
Fig. 4Analysis of the relative expression of differentially expressed genes by real-time quantitative polymerase chain reaction (PCR). Retina tissues were analyzed for Gfap, Igf1r, and Crygb messenger RNA levels by real-time quantitative PCR, as described in the Materials and methods section. Data are expressed as mean ± standard deviation of three independent experiments. *p > 0.005.