| Literature DB >> 35678671 |
Shih-Ho Wang1,2, Chin-Hu Wu3, Chin-Chuan Tsai4, Tai-Yu Chen4, Kuen-Jang Tsai5, Chao-Ming Hung5, Chia-Yi Hsu3, Chia-Wei Wu6, Tsung-Hua Hsieh6.
Abstract
Taraxacum officinale (dandelion) is often used in traditional Chinese medicine for the treatment of cancer; however, the downstream regulatory genes and signaling pathways mediating its effects on breast cancer remain unclear. The present study aimed to explore the effects of luteolin, the main biologically active compound of T. officinale, on gene expression profiles in MDA-MB-231 and MCF-7 breast cancer cells. The results revealed that luteolin effectively inhibited the proliferation and motility of the MDA-MB-231 and MCF-7 cells. The mRNA expression profiles were determined using gene expression array analysis and analyzed using a bioinformatics approach. A total of 41 differentially expressed genes (DEGs) were found in the luteolin-treated MDA-MB-231 and MCF-7 cells. A Gene Ontology analysis revealed that the DEGs, including AP2B1, APP, GPNMB and DLST, mainly functioned as oncogenes. The human protein atlas database also found that AP2B1, APP, GPNMB and DLST were highly expressed in breast cancer and that AP2B1 (cut-off value, 75%) was significantly associated with survival rate (p = 0.044). In addition, a Kyoto Encyclopedia of Genes and Genomes pathway analysis revealed that the DEGs were involved in T-cell leukemia virus 1 infection and differentiation. On the whole, the findings of the present study provide a scientific basis that may be used to evaluate the potential benefits of luteolin in human breast cancer. Further studies are required, however, to fully elucidate the role of the related molecular pathways.Entities:
Keywords: breast cancer and gene expression array; luteolin
Year: 2022 PMID: 35678671 PMCID: PMC9164068 DOI: 10.3390/cimb44050142
Source DB: PubMed Journal: Curr Issues Mol Biol ISSN: 1467-3037 Impact factor: 2.976
Figure 1Luteolin mediates the proliferation and migration of breast cancer cells. Breast cancer cells were exposed to 20 µM luteolin, caffeic acid and chlorogenic acid for 24 h. The growth of (A) MDA-MB-231 and (B) MCF-7 cells was analyzed using a CCK-8 assay. The dose-/time-dependent effects of luteolin were also analyzed using a CCK-8 assay in (C) MDA-MB-231 and (D) MCF-7 cells. (E,G) Migration was assessed using a wound healing assay. The horizontal dashed line indicates the width of the wound. (F,H) Results of quantitative analysis of the wound healing assay. The data are presented as the mean ± SD of three experiments. * p < 0.05 versus untreated control.
Figure 2Investigation of luteolin-related changes in MDA-MB-231 and MCF-7 cells. Flowchart illustrating the methods for investigating various gene expression changes in luteolin-treated MDA-MB-231 and MCF-7 cells by gene expression array and bioinformatic approaches.
Figure 3Fold changes in mRNA expression in luteolin-treated breast cancer cells. (A) Signal distribution across the ChIP channel in the density plots. (B) Heatmap visualization of the gene microarray analysis results illustrating the differentially expressed genes (total 1789 genes) with fold changes > ±2.0. Venn diagram of genes illustrating that luteolin mediated 711 genes that were upregulated and 1078 genes that were downregulated in breast cancer.
Genes with significant changes in luteolin-treated MCF-7 and MDA-MB-231 cells.
| Official Gene Symbol | Gene Name | MCF-7 | MDA-MB-231 Fold Change (Luteolin/Control) | Gene Expression |
|---|---|---|---|---|
| ENST00000438070 | 4.127925665 | 7.321832 | up | |
| TMEM59L | transmembrane protein 59-like | 2.667702366 | 4.777713 | up |
| Lnc-CHID1-1 | cDNA FLJ44677 fis, clone | 2.310667214 | 3.432382 | up |
| VPREB3 | pre-B lymphocyte 3 | 2.229125449 | 3.137973 | up |
| Lnc-PPP1R32-1 | linc|LNCipedia lincRNA | 2.14699303 | 3.129121 | up |
| FCGBP | Fc fragment of IgG binding protein | 2.125306475 | 2.639865 | up |
| A_33_P3223860 | Unknown | 2.088463106 | 2.586989 | up |
| ENST00000426023 | −2.037285761 | −2.6294 | down | |
| A_19_P00803499 | Unknown | −2.041876695 | −2.14134 | down |
| GPNMB | glycoprotein (transmembrane) nmb | −2.065156727 | −2.75712 | down |
| RAB5C | RAB5C, member RAS oncogene family | −2.088751541 | −2.03856 | down |
| COL12A1 | collagen, type XII, alpha 1 | −2.11607192 | −2.6307 | down |
| LINC01116 | long intergenic non-protein coding RNA 1116 | −2.121113679 | −2.09347 | down |
| PID1 | phosphotyrosine interaction domain containing 1 | −2.132012086 | −2.88883 | down |
| PPP3R1 | protein phosphatase 3, regulatory subunit B, alpha | −2.145744297 | −2.30164 | down |
| OXTR | oxytocin receptor | −2.195093084 | −3.77586 | down |
| INCENP | inner centromere protein antigen 135/155 kDa | −2.263751545 | −2.45544 | down |
| SERPINA1 | serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin), member 1 | −2.322611225 | −2.05576 | down |
| HLA-DPB1 | major histocompatibility complex, class II, DP beta 1 | −2.352085002 | −2.60705 | down |
| FAM155A | family with sequence similarity 155, member A | −2.37484673 | −2.73719 | down |
| HMOX1 | heme oxygenase (decycling) 1 | −2.383757494 | −2.25384 | down |
| HLA-DRA | major histocompatibility complex, class II, DR alpha | −2.388556651 | −4.32678 | down |
| APOL6 | apolipoprotein L, 6 | −2.486493415 | −6.89045 | down |
| LMNB1 | lamin B1 | −2.542284469 | −5.82738 | down |
| APH1A | APH1A gamma secretase subunit | −2.561979585 | −2.86107 | down |
| MIR503HG | MIR503 host gene (non-protein-coding) | −2.673050357 | −3.10265 | down |
| SNORA79 | small nucleolar RNA, H/ACA box 79 | −2.6991916 | −2.00797 | down |
| ARHGEF9 | Cdc42 guanine nucleotide exchange factor (GEF) 9 | −2.706861919 | −2.17995 | down |
| UBE2E1 | Ubiquitin-conjugating enzyme E2E 1 | −2.715830339 | −6.74322 | down |
| SNORA12 | −2.960722177 | −2.14457 | down | |
| ERF | Ets2 repressor factor | −3.038398994 | −2.22017 | down |
| APP | amyloid beta (A4) precursor protein | −3.405819858 | −4.2484 | down |
| SLC39A7 | solute carrier family 39 (zinc transporter), member 7 | −3.491704458 | −3.31685 | down |
| DLST | dihydrolipoamide S-succinyltransferase (E2 component of 2-oxo-glutarate complex) | −3.719897742 | −2.18842 | down |
| CCDC71 | Coiled-coil domain containing 71 | −3.727339467 | −5.58472 | down |
| AP2B1 | adaptor-related protein complex 2, beta 1 subunit | −3.866732244 | −2.69467 | down |
| ATF6B | activating transcription factor 6 beta | −4.607165158 | −3.32893 | down |
| RNF121 | ring finger protein 121 | −4.680226478 | −2.12748 | down |
| A_33_P3241184 | Unknown | −5.616014032 | −5.53105 | down |
| AKT2 | v-akt murine thymoma viral oncogene homolog 2 | −5.756814436 | −3.69298 | down |
| TAF15 | TAF15 RNA polymerase II, TATA box binding protein (TBP)-associated factor | −7.381370191 | −4.74989 | down |
Figure 4Effect of luteolin on the expression of selected genes in breast cancer cells. (A) Four identified genes, AP2B1, APP, GPNMB and DLST, were found to be involved in ‘molecular function’, ‘biological processes’ and ‘cellular components’. (B,C)The expression of AP2B1, APP, GPNMB and DLST was examined in MCF-7 and MDA-MB-231 cells treated with 20 µM luteolin using reverse transcription-quantitative PCR. The data are presented as the mean ± SD of three experiments. AP2B1, adaptor related protein complex 2 subunit beta 1; APP, amyloid beta precursor protein; GPNMB, glycoprotein Nmb; DLST, dihydrolipoamide S-succinyltransferase.
Top three networks associated with genes targeted by luteolin in breast cancer.
| Network | Predominant Diseases and Functions | Number of Genes | Molecules in Network |
|---|---|---|---|
| GO: MF (Molecular Function) | peptide binding, serine-type endopeptidase inhibitor activity, clathrin adaptor activity, cAMP response element binding, mechanosensitive ion channel activity, phospholipase binding, heparin binding, zinc ion transmembrane transporter activity, S-acyltransferase activity | 13 | AP2B1/HLA-DRA/PPP3R1/HLA-DPB1/OXTR/SERPINA1/APP/ATF6B/FAM155A/LMNB1/GPNMB/SLC39A7/DLST |
| GO: BP (Biological Process) | positive regulation of chemokine biosynthetic process, neuron death, suckling behavior, regulation of protein localization to membrane, cellular transition metal ion homeostasis, amyloid-beta formation, endoplasmic reticulum unfolded protein response, lysine metabolic process, growth plate cartilage chondrocyte morphogenesis, regulation of mitotic cell cycle phase transition | 16 | HMOX1/AP2B1/AKT2/APP/GPNMB/OXTR/PID1/PPP3R1/SLC39A7/APH1A/ATF6B/RNF121/DLST/COL12A1/UBE2E1/GPNMB |
| GO: CC (Cellular Component) | COPII-coated ER to Golgi transport vesicle, clathrin-coated endocytic vesicle membrane, endosome membrane, nuclear lamina, dihydrolipoyl dehydrogenase complex, lateral element | 12 | SERPINA1/HLA-DRA/HLA-DPB1/AP2B1/APH1A/RAB5C/AKT2/APP/GPNMB/LMNB1/DLST/INCENP |
Figure 5Role of AP2B1, APP, GPNMB and DLST in cell viability and survival. A total of 1 μg target gene plasmid was used for the transfection of MDA-MB-231 and MCF-7 breast cancer cell lines. (A) Gene expression was analyzed using reverse transcription-quantitative PCR, and (B,C) cell proliferation was analyzed using CCK-8 assay. Data are the mean ± SD from three independent experiments. * p < 0.05 vs. untreated control (data were analyzed using a two-tailed Student’s t-test). (D,E) Gene expression and survival rate were analyzed by fragments per kilobase per million of AP2B1, APP, GPNMB and DLST through the human protein atlas database. AP2B1, adaptor-related protein complex 2 subunit beta 1; APP, amyloid beta precursor protein; GPNMB, glycoprotein Nmb; DLST, dihydrolipoamide S-succinyltransferase.
Figure 6Pathway network of the proteins differentially expressed in response to luteolin treatment.
Figure 7KEGG pathway enrichment analysis of differentially expressed genes in luteolin-treated cells. In the image, the top 20 KEGG pathways with −log10 (p value) and multiple enrichment are plotted. A higher fold enrichment value and −log10 (p value) indicate that the expression level of the pathway is higher and more reliable.
Kyoto Encyclopedia of Genes and Genomes pathway analysis of the dysregulated genes (top 20) identified in breast cancer cells.
| Description | Count | Genes | |
|---|---|---|---|
| Tuberculosis | 5 | 0.00003 | RAB5C/HLA-DRA/PPP3R1/HLA-DPB1/AKT2 |
| Human T-cell leukemia virus 1 infection | 5 | 0.00007 | HLA-DRA/PPP3R1/HLA-DPB1/AKT2/ATF6B |
| Th1 and Th2 cell differentiation | 3 | 0.0009 | HLA-DRA/PPP3R1/HLA-DPB1 |
| Th17 cell differentiation | 3 | 0.0014 | HLA-DRA/PPP3R1/HLA-DPB1 |
| Toxoplasmosis | 3 | 0.0016 | HLA-DRA/HLA-DPB1/AKT2 |
| Asthma | 2 | 0.0019 | HLA-DRA/HLA-DPB1 |
| Allograft rejection | 2 | 0.0028 | HLA-DRA/HLA-DPB1 |
| Graft-versus-host disease | 2 | 0.0033 | HLA-DRA/HLA-DPB1 |
| Type I diabetes mellitus | 2 | 0.0036 | HLA-DRA/HLA-DPB1 |
| Phagosome | 3 | 0.0037 | RAB5C/HLA-DRA/HLA-DPB1 |
| Alzheimer’s disease | 4 | 0.0045 | APH1A/PPP3R1/AKT2/APP |
| Intestinal immune network for IgA production | 2 | 0.0047 | HLA-DRA/HLA-DPB1 |
| cGMP-PKG signaling pathway | 3 | 0.0048 | PPP3R1/AKT2/ATF6B |
| Influenza A | 3 | 0.0051 | HLA-DRA/HLA-DPB1/AKT2 |
| Autoimmune thyroid disease | 2 | 0.0054 | HLA-DRA/HLA-DPB1 |
| VEGF signaling pathway | 2 | 0.0067 | PPP3R1/AKT2 |
| Viral myocarditis | 2 | 0.0069 | HLA-DRA/HLA-DPB1 |
| Epstein–Barr virus infection | 3 | 0.0081 | HLA-DRA/HLA-DPB1/AKT2 |
| Inflammatory bowel disease (IBD) | 2 | 0.0081 | HLA-DRA/HLA-DPB1 |
| Amphetamine addiction | 2 | 0.0091 | PPP3R1/ATF6B |