Abstract
Glyceollins (Glys), produced by soy plants in response to stress, have anti-estrogenic activity in breast and ovarian cancer cell lines in vitro and in vivo. In addition to known anti-estrogenic effects, Gly exhibits mechanisms of action not involving estrogen receptor (ER) signaling. To date, effects of Gly on gene expression in the brain are unknown. For this study, we implanted 17-β estradiol (E2) or placebo slow-release pellets into ovariectomized CFW mice followed by 11 days of exposure to Gly or vehicle i.p. injections. We then performed a microarray on total RNA extracted from whole-brain hemispheres and identified differentially expressed genes (DEGs) by a 2 × 2 factorial ANOVA with an false discovery rate (FDR) = 0.20. In total, we identified 33 DEGs with a significant E2 main effect, 5 DEGs with a significant Gly main effect, 74 DEGs with significant Gly and E2 main effects (but no significant interaction term), and 167 DEGs with significant interaction terms. Clustering across all DEGs revealed that transcript abundances were similar between the E2 + Gly and E2-only treatments. However, gene expression after Gly-only treatment was distinct from both of these treatments and was generally characterized by higher transcript abundance. Collectively, our results suggest that whether Gly acts in the brain through ER-dependent or ER-independent mechanisms depends on the target gene.
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Abu-Khalil A, Fu L, Grove EA, Zecevic N, Geschwind DH (2004) Wnt genes define distinct boundaries in the developing human brain: implications for human forebrain patterning. J Comp Neurol 474:276–288. doi:10.1002/cne.20112
Alfinito PD, Chen X, Atherton J, Cosmi S, Deecher DC (2008) ICI 182,780 penetrates brain and hypothalamic tissue and has functional effects in the brain after systemic dosing. Endocrinology 149:5219–5226. doi:10.1210/en.2008-0532
Arevalo MA, Santos-Galindo M, Lagunas N, Azcoitia I, Garcia-Segura LM (2011) Selective estrogen receptor modulators as brain therapeutic agents. J Mol Endocrinol 46:R1–R9. doi:10.1677/JME-10-0122
Asuthkar S, Velpula KK, Chetty C, Gorantla B, Rao JS (2012) Epigenetic regulation of miRNA-211 by MMP-9 governs glioma cell apoptosis, chemosensitivity and radiosensitivity. Oncotarget 3:1439–1454
Bansbach CE, Betous R, Lovejoy CA, Glick GG, Cortez D (2009) The annealing helicase SMARCAL1 maintains genome integrity at stalled replication forks. Genes Dev 23:2405–2414. doi:10.1101/gad.1839909
Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Statist Soc B 57:289–300
Bischof JM, Wevrick R (2005) Genome-wide analysis of gene transcription in the hypothalamus. Physiol Genomics 22:191–196
Bolstad BM, Collin F, Brettschneider J, Simpson K, Cope L, Irizarry RA, Speed TP (2005) Quality assessment of Affymetrix GeneChip data. Bioinformatics and Computational Biology Solutions Using R and Bioconductor Statistics for Biology and Health: 33-47
Boue SM et al (2012) Glyceollins, soy isoflavone phytoalexins, improve oral glucose disposal by stimulating glucose uptake. J Agri Food Chem 60:6376–6382. doi:10.1021/jf301057d
Bratton MR et al (2015) Glyceollin, a novel regulator of mTOR/p70S6 in estrogen receptor positive breast cancer. J Steroid Biochem Mol Biol 150:17–23. doi:10.1016/j.jsbmb.2014.12.014
Burow ME et al (2001) Phytochemical glyceollins, isolated from soy, mediate antihormonal effects through estrogen receptor alpha and beta. J Clin Endocrinol Metab 86:1750–1758
Carvalho BS, Irizarry RA (2010) A framework for oligonucleotide microarray preprocessing. Bioinformatics 26:2363–2367. doi:10.1093/bioinformatics/btq431
Chio C et al (2013) MicroRNA-210 targets antiapoptotic Bcl-2 expression and mediates hypoxia-induced apoptosis of neuroblastoma cells. Arch Toxicol 87:459–468
Cho EY, Lee CJ, Son KS, Kim YJ, Kim SJ (2009) Characterization of mouse synaptic vesicle-2-associated protein (Msvop) specifically expressed in the mouse central nervous system. Gene 429:44–48. doi:10.1016/j.gene.2008.10.008
Dobson NR, Moore RT, Tobin JE, Armstrong RC (2012) Leukemia/lymphoma-related factor regulates oligodendrocyte lineage cell differentiation in developing white matter. Glia 60:1378–1390. doi:10.1002/glia.22356
Eda A, Takahashi M, Fukushima T, Hohjoh H (2011) Alteration of microRNA expression in the process of mouse brain growth. Gene 485:46–52. doi:10.1016/j.gene.2011.05.034
Falnikar A, Tole S, Liu M, Liu JS, Baas PW (2013) Polarity in migrating neurons is related to a mechanism analogous to cytokinesis. Curr Biol 23:1215–1220. doi:10.1016/j.cub.2013.05.027
Farina C, Aloisi F, Meinl E (2007) Astrocytes are active players in cerebral innate immunity. Trends Immunol 28:138–145. doi:10.1016/j.it.2007.01.005
Feinstein Y et al (1999) F-spondin and mindin: two structurally and functionally related genes expressed in the hippocampus that promote outgrowth of embryonic hippocampal neurons. Development 126:3637–3648
Fenelon K et al (2013) The pattern of cortical dysfunction in a mouse model of a schizophrenia-related microdeletion. J Neurosci 33:14825–14839. doi:10.1523/JNEUROSCI.1611-13.2013
Guide for the care and use of laboratory animals: eighth edition (2011). The National Academies Press, Washington DC
Halbreich U, Kahn LS (2000) Selective oestrogen receptor modulators—current and future brain and behavior applications. Expert Opin Pharmacother 1:1385–1398
Hardt O, Scholz C, Kusters D, Yanagawa Y, Pennartz S, Cremer H, Bosio A (2008) Gene expression analysis defines differences between region-specific GABAergic neurons. Mol Cell Neurosci 39:418–428. doi:10.1016/j.mcn.2008.07.021
Hellemans J, Mortier G, De Paepe A, Speleman F, Vandesompele J (2007) qBase relative quantification framework and software for management and automated analysis of real-time quantitative PCR data. Genome Biol 8:R19. doi:10.1186/gb-2007-8-2-r19
Ho A, Sudhof TC (2004) Binding of f-spondin to amyloid-precursor protein: a candidate amyloid-precursor protein ligand that modulates amyloid-precursor protein cleavage. PNAS 101:2548–2553. doi:10.1073/pnas.0308655100
Ingberg E, Theodorsson A, Theodorsson E, Strom JO (2012) Methods for long-term 17beta-estradiol administration to mice. Gen Comp Endocrinol 175:188–193. doi:10.1016/j.ygcen.2011.11.014
Irizarry R, Hobbs B, Collin F, Beazer-Barclay YD, Antonellis KJ, Scherf U, Speed TP (2003) Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics 4:249–264
Kakizawa S et al (2012) Nitric oxide-induced calcium release via ryanodine receptors regulates neuronal function. EMBO J 31:417–428. doi:10.1038/emboj.2011.386
Kim HJ, Suh H-J, Kim JH, Kang SC, Park S, Lee CH, Kim J-S (2010a) Estrogenic activity of glyceollins isolated from soybean elicited with Aspergillus sojae. J Med Food 13:382–390. doi:10.1089/jmf.2009.1281
Kim HJ, Suh H-J, Kim JH, Park S, Joo YC, Kim J-S (2010b) Antioxidant activity of glyceollins derived from soybean elicited with Aspergillus sojae. J Agric Food Chem 58:11633–11638. doi:10.1021/jf102829z
Kirov G et al (2008) Comparative genome hybridization suggests a role for NRXN1 and APBA2 in schizophrenia. Hum Mol Genet 17:458–465. doi:10.1093/hmg/ddm323
Kotarsky H, Tabasum I, Mannisto S, Heikinheimo M, Hansson S, Fellman V (2007) BCS1L is expressed in critical regions for neural development during ontogenesis in mice. Gene Expr Patterns 7:266–273. doi:10.1016/j.modgep.2006.09.005
Lee HJ, Kim MS, Shin JM, Park TJ, Chung HM, Baek KH (2006) The expression patterns of deubiquitinating enzymes, USP22 and usp22. Gene Expr Patterns 6:277–284. doi:10.1016/j.modgep.2005.07.007
Li N, Bates DJ, An J, Terry DA, Wang E (2011) Up-regulation of key microRNAs, and inverse down-regulation of their predicted oxidative phosphorylation target genes, during aging in mouse brain. Neurobiol Aging 32:944–955. doi:10.1016/j.neurobiolaging.2009.04.020
Lin S, Huang Y, Zhang L, Heng MY, Ptacek LJ, Fu Y (2013) MicroRNA-23a promotes myelination in the central nervous system. PNAS 110:17468–17473
Lindholm P et al (2008) MANF is widely expressed in mammalian tissues and differently regulated after ischemic and epileptic insults in rodent brain. Mol Cell Neurosci 39:356–371. doi:10.1016/j.mcn.2008.07.016
Masure M et al (1998) Molecular cloning, expression and tissue distribution of glial-cell-line-derived neurotrophic factor family receptor alpha-3 (GFRalpha-3). Eur J Biochem 251:622–630
McNulty SE et al (2012) Differential roles for Nr4a1 and Nr4a2 in object location vs. object recognition long-term memory. Learn Mem 19:588–592. doi:10.1101/lm.026385.112
Min S et al (2013) Multiple tumor-associated microRNAs modulate the survival and longevity of dendritic cells by targeting YWHAZ and Bcl2 signaling pathways. J Immunol 190:2437–2446. doi:10.4049/jimmunol.1202282
Mitra SW et al (2003) Immunolocalization of estrogen receptor beta in the mouse brain: comparison with estrogen receptor alpha. Endocrinology 144:2055–2067. doi:10.1210/en.2002-221069
Murmu RP et al (2011) Cellular distribution and subcellular localization of spatacsin and spastizin, two proteins involved in hereditary spastic paraplegia. Mol Cell Neurosci 47:191–202. doi:10.1016/j.mcn.2011.04.004
Ng TB et al (2011) Glyceollin, a soybean phytoalexin with medicinal properties. Appl Microbiol Biotechnol 90:59–68. doi:10.1007/s00253-011-3169-7
Ngan ES, Shum CK, Poon HC, Sham MH, Garcia-Barcelo MM, Lui VC, Tam PK (2008) Prokineticin-1 (Prok-1) works coordinately with glial cell line-derived neurotrophic factor (GDNF) to mediate proliferation and differentiation of enteric neural crest cells. Biochim Biophys Acta 1783:467–478. doi:10.1016/j.bbamcr.2007.09.005
Nigro P, Pompilio G, Capogrossi MC (2013) Cyclophilin a: a key player for human disease. Cell Death Dis 4, e888. doi:10.1038/cddis.2013.410
Nwachukwu ID, Luciano FB, Udenigwe CC (2013) The inducible soybean glyceollin phytoalexins with multifunctional health-promoting properties. Food Res Int 54:1208–1216. doi:10.1016/j.foodres.2013.01.024
Oda Y, Okada T, Yoshida H, Kaufman RJ, Nagata K, Mori K (2006) Derlin-2 and Derlin-3 are regulated by the mammalian unfolded protein response and are required for ER-associated degradation. J Cell Biol 172:383–393. doi:10.1083/jcb.200507057
Owlanj H, Yang HJ, Feng ZW (2012) Nucleoside diphosphate kinase Nm23-M1 involves in oligodendroglial versus neuronal cell fate decision in vitro. Differentiation 84:281–293
Page RB, Stromberg AJ (2011) Linear methods for analysis and quality control of relative expression ratios from quantitative real-time polymerase chain reaction experiments. Sci World J 11:1383–1393. doi:10.1100/tsw.2011.124
Park S, Ahn IS, Kim JH, Lee MR, Kim JS, Kim HJ (2010) Glyceollins, one of the phytoalexins derived from soybeans under fungal stress, enhance insulin sensitivity and exert insulinotropic actions. J Agric Food Chem 58:1551–1557. doi:10.1021/jf903432b
R Development Core Team (2012) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. http://www.R-project.org/
Rhodes LV et al (2012) Glyceollins as novel targeted therapeutic for the treatment of triple-negative breast cancer. Oncol Lett 3:163–171. doi:10.3892/ol.2011.460
Ritz C, Spiess AN (2008) qpcR: an R package for sigmoidal model selection in quantitative real-time polymerase chain reaction analysis. Bioinformatics 24:1549–1551. doi:10.1093/bioinformatics/btn227
Rybakin V, Stumpf M, Schulze A, Majoul IV, Noegel AA, Hasse A (2004) Coronin 7, the mammalian pod-1 homologue, localizes to the Golgi apparatus. FEBS Lett 573:161–167. doi:10.1016/j.febslet.2004.07.066
Salvo VA et al (2006) Antiestrogenic glyceollins suppress human breast and ovarian carcinoma tumorigenesis. Clin Cancer Res 12:7159–7164. doi:10.1158/1078-0432.CCR-06-1426
Sanchez-Sanchez R, Morales-Lazaro SL, Baizabal JM, Sunkara M, Morris AJ, Escalante-Alcalde D (2012) Lack of lipid phosphate phosphatase-3 in embryonic stem cells compromises neuronal differentiation and neurite outgrowth. Dev Dyn 241:953–964. doi:10.1002/dvdy.23779
Seo J, Kim K, Jang S, Han S, Choi S, Kim E (2012) Regulation of hippocampal long-term potentiation and long-term depression by diacylglycerol kinase. Hippocampus 22:1018–1026
Simons R, Gruppen H, Bovee TFH, Verbruggen MA, Vincken J-P (2012) Prenylated isoflavonoids from plants as selective estrogen receptor modulators (phytoSERMs). Food Funct 3:810–827. doi:10.1039/C2FO10290K
Smirnova L, Grafe A, Seiler A, Schumacher S, Nitsch R, Wulczyn G (2005) Regulation of miRNA expression during neural cell specification. Eur J Neurosci 21:1469–1477
Spiess AN, Feig C, Ritz C (2008) Highly accurate sigmoidal fitting of real-time PCR data by introducing a parameter for asymmetry. BMC Bioinformatics 9:221. doi:10.1186/1471-2105-9-221
Steyn FJ, Anderson GM, Grattan DR (2007) Differential effects of centrally-administered oestrogen antagonist ici-182,780 on oestrogen-sensitive functions in the hypothalamus. J Neuroendocrinol 19:26–33. doi:10.1111/j.1365-2826.2006.01499.x
Takaishi M, Ishisaki Z, Yoshida T, Takata Y, N-h H (2003) Expression of calmin, a novel developmentally regulated brain protein with calponin-homology domains. Mol Brain Res 112:146–152. doi:10.1016/s0169-328x(03)00061-5
Tong Y, Cui J, Li Q, Zou J, Wang HY, Wang RF (2012) Enhanced TLR-induced NF-kappab signaling and type I interferon responses in NLRC5 deficient mice. Cell Res 22:822–835. doi:10.1038/cr.2012.53
Weeber EJ et al (2002) The role of mitochondrial porins and the permeability transition pore in learning and synaptic plasticity. J Biol Chem 277:18891–18897. doi:10.1074/jbc.M201649200
Wood CE et al (2012) Glyceollin-elicited soy protein consumption induces distinct transcriptional effects as compared to standard soy protein. J Agric Food Chem 60:81–86. doi:10.1021/jf2034863
Wu H et al (2010) Genome-wide analysis reveals methyl-CpG-binding protein 2-dependent regulation of microRNAs in a mouse model of Rett syndrome. Proc Natl Acad Sci U S A 107:18161–18166. doi:10.1073/pnas.1005595107
Xu X et al (2013) Specific structure and unique function define the hemicentin. Cell Biosci 3:27–32
Yakubchyk Y et al (2005) Regulation of neurite outgrowth in N1E-115 cells through PDZ-mediated recruitment of diacylglycerol kinase zeta. Mol Cell Biol 25:7289–7302. doi:10.1128/MCB.25.16.7289-7302.2005
Yoon EK et al (2013) Glyceollin improves endoplasmic reticulum stress-induced insulin resistance through CaMKK-AMPK pathway in l6 myotubes. J Nutr Biochem 24:1053–1061. doi:10.1016/j.jnutbio.2012.08.003
Young P, Nie J, Wang X, McGlade CJ, Rich MM, Feng G (2005) LNX1 is a perisynaptic Schwann cell specific E3 ubiquitin ligase that interacts with ErbB2. Mol Cell Neurosci 30:238–248. doi:10.1016/j.mcn.2005.07.015
Zhang X et al (2010) Region-specific protein abundance changes in the brain of MPTP-induced Parkinson’s disease mouse model. J Proteome Res 9:1496–1509
Zhao Y, Bruemmer D (2010) NR4A orphan nuclear receptors: transcriptional regulators of gene expression in metabolism and vascular biology. Arterioscler Thromb Vasc Biol 30:1535–1541. doi:10.1161/ATVBAHA.109.191163
Zheng G et al (2013) ALKBH5 is a mammalian RNA demethylase that impacts RNA metabolism and mouse fertility. Mol Cell 49:18–29. doi:10.1016/j.molcel.2012.10.015
Zimmermann MC et al (2010) Glyceollin I, a novel antiestrogenic phytoalexin isolated from activated soy. J Pharmacol Exp Ther 332:35–45. doi:10.1124/jpet.109.160382
Acknowledgments
We thank the University of Louisville Microarray Core staff (Sabine Waigel, Vennila Arumugam) for technical assistance and the Research Resources Facility staff for animal care. This work was supported by a Career Development Award to CC by the Center for Environmental Genomics and Integrative Biology, which was funded by National Institutes of Health/NIEHS grant #P30ES014443, a Research Incentive Grant from UofL to CC and CMK, and an AREA award from the Kentucky Biomedical Research Infrastructure Network, which was funded by NIGMS grant #P20GM103436. RBP was supported by the Wallace Endowment to the University of Louisville Department of Biology. The University of Virginia Center for Research in Reproduction Ligand Assay and Analysis Core is supported by the Eunice Kennedy Shriver NICHD/NIH (SCCPIR) Grant U54-HD28934.
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Online Resource 1
Genes measured with RT-qPCR and assay IDs for TaqMan primers (Life Technologies) (PDF 8 kb)
Online Resource 2
Interaction plots showing representative patterns of expression of DEGs. a–b) DEGs with main E2 effect only, no interaction effect (n = 33); c-d) DEGs with main Gly effect only, no interaction effect (n = 5); e-h) DEGs with main E2 and main Gly effects, no interaction effect (n = 74); e) Gly up, E2 down; f) Gly down, E2 up; g) Gly up, E2 up; h) Gly down, E2 down;i) One of the 20 significant interaction effects patterns, which indicates possible E2 opposition of Gly effects on gene expression (65 of 167 DEGs, see text). ❍ = Con, ● = E2, △ = Gly, ▲ = E2 + Gly. Left columns (circles) = no Gly; right columns (triangles) = Gly. Dotted lines connect the non-E2 groups (❍ and △), solid lines connect the two E2 groups (● and ▲) (PDF 19 kb)
Online Resource 3
All DEGs with significant main E2 effect only, no interaction term (PDF 106 kb)
Online Resource 4
All DEGs with significant main Gly effect only, no interaction term (PDF 93 kb)
Online Resource 5
All DEGs with significant Gly and significant E2 main effects, no interaction term (PDF 141 kb)
Online Resource 6
All DEGs with significant E2 x Glyinteraction effects (PDF 146 kb)
Online Resource 7
RT-qPCRstatistical outcomes (PDF 13 kb)
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Bamji, S.F., Page, R.B., Patel, D. et al. Soy glyceollins regulate transcript abundance in the female mouse brain. Funct Integr Genomics 15, 549–561 (2015). https://doi.org/10.1007/s10142-015-0442-3
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DOI: https://doi.org/10.1007/s10142-015-0442-3