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Mayama S, Hamazaki N, Maruyama Y, Matsubara S, Kimura AP. Transcriptional activation of the mouse Scd2 gene by interdependent enhancers and long noncoding RNAs in ovarian granulosa cells. J Reprod Dev 2020; 66:435-444. [PMID: 32507774 PMCID: PMC7593631 DOI: 10.1262/jrd.2019-161] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Specific gene expression in granulosa cells is key for the function of ovary, but the molecular mechanism of transcriptional activation is not well studied.
Here we investigated the regulatory mechanism of the mouse stearoyl-CoA desaturase 2 (Scd2) gene encoding an enzyme for lipid metabolism.
Northern blot and in situ hybridization indicated that the mouse Scd2 mRNA was highly expressed in ovarian granulosa cells. We
found four conserved noncoding sequences (CNSs) and two long noncoding RNAs (lncRNAs) transcribed from regions upstream of the Scd2 gene as
candidates of regulatory elements/factors. These lncRNAs were predominantly transcribed in the opposite direction to Scd2 and localized in
nuclei and showed the correlation with Scd2 expression, raising the possibility of their transcriptional regulatory roles. Indeed, knockdown of
both lncRNAs, lncRNA-sc1 and lncRNA-sc2, significantly decreased the Scd2 mRNA level in primary granulosa
cells. Then, we investigated the histone modification pattern at this locus by a chromatin immunoprecipitation assay, and two CNSs, CNS1 and CNS2, were found to
be marked with high levels of histone H3K9/K27 acetylation in primary granulosa cells. By a reporter gene assay, both CNS1 and CNS2 interdependently exhibited
enhancer activity for the Scd2 promoter in primary granulosa cells. These data suggest that the mouse Scd2 gene is activated
by two lncRNAs and interdependent enhancers in ovarian granulosa cells, which provides a new insight into transcriptional activation in granulosa cells.
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Affiliation(s)
- Shota Mayama
- Graduate School of Life Science, Hokkaido University, Sapporo 060-0810, Japan
| | - Nobuhiko Hamazaki
- Division of Biology, Department of Biological Sciences, School of Science, Hokkaido University, Sapporo 060-0810, Japan.,Present: Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Yuki Maruyama
- Graduate School of Life Science, Hokkaido University, Sapporo 060-0810, Japan
| | - Shin Matsubara
- Graduate School of Life Science, Hokkaido University, Sapporo 060-0810, Japan.,Present: Bioorganic Research Institute, Suntory Foundation for Life Sciences, Kyoto 619-0284, Japan
| | - Atsushi P Kimura
- Graduate School of Life Science, Hokkaido University, Sapporo 060-0810, Japan.,Division of Biology, Department of Biological Sciences, School of Science, Hokkaido University, Sapporo 060-0810, Japan.,Department of Biological Sciences, Faculty of Science, Hokkaido University, Sapporo 060-0810, Japan
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2
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Takei N, Nakamura T, Kawamura S, Takada Y, Satoh Y, Kimura AP, Kotani T. High-Sensitivity and High-Resolution In Situ Hybridization of Coding and Long Non-coding RNAs in Vertebrate Ovaries and Testes. Biol Proced Online 2018; 20:6. [PMID: 29507535 PMCID: PMC5831722 DOI: 10.1186/s12575-018-0071-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Accepted: 01/29/2018] [Indexed: 12/22/2022] Open
Abstract
Background Subcellular localization of coding and non-coding RNAs has emerged as major regulatory mechanisms of gene expression in various cell types and many organisms. However, techniques that enable detection of the subcellular distribution of these RNAs with high sensitivity and high resolution remain limited, particularly in vertebrate adult tissues and organs. In this study, we examined the expression and localization of mRNAs encoding Pou5f1/Oct4, Mos, Cyclin B1 and Deleted in Azoospermia-like (Dazl) in zebrafish and mouse ovaries by combining tyramide signal amplification (TSA)-based in situ hybridization with paraffin sections which can preserve cell morphology of tissues and organs at subcellular levels. In addition, the distribution of a long non-coding RNA (lncRNA), lncRNA-HSVIII, in mouse testes was examined by the same method. Results The mRNAs encoding Mos, Cyclin B1 and Dazl were found to assemble into distinct granules that were distributed in different subcellular regions of zebrafish and mouse oocytes, suggesting conserved and specific regulations of these mRNAs. The lncRNA-HSVIII was first detected in the nucleus of spermatocytes at prophase I of the meiotic cell cycle and was then found in the cytoplasm of round spermatids, revealing expression patterns of lncRNA during germ cell development. Collectively, the in situ hybridization method demonstrated in this study achieved the detection and comparison of precise distribution patterns of coding and non-coding RNAs at subcellular levels in single cells of adult tissues and organs. Conclusions This high-sensitivity and high-resolution in situ hybridization is applicable to many vertebrate species and to various tissues and organs and will be useful for studies on the subcellular regulation of gene expression at the level of RNA localization. Electronic supplementary material The online version of this article (10.1186/s12575-018-0071-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Natsumi Takei
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan
| | - Takuma Nakamura
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan
| | - Shohei Kawamura
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan
| | - Yuki Takada
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan
| | - Yui Satoh
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan
| | - Atsushi P Kimura
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan.,2Department of Biological Sciences, Faculty of Science, Hokkaido University, North 10 West 8, Sapporo, Hokkaido 060-0810 Japan
| | - Tomoya Kotani
- 1Biosystems Science Course, Graduate School of Life Science, Hokkaido University, Sapporo, 060-0810 Japan.,2Department of Biological Sciences, Faculty of Science, Hokkaido University, North 10 West 8, Sapporo, Hokkaido 060-0810 Japan
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3
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Hammerschmidt-Kamper C, Biljes D, Merches K, Steiner I, Daldrup T, Bol-Schoenmakers M, Pieters RHH, Esser C. Indole-3-carbinol, a plant nutrient and AhR-Ligand precursor, supports oral tolerance against OVA and improves peanut allergy symptoms in mice. PLoS One 2017; 12:e0180321. [PMID: 28666018 PMCID: PMC5493375 DOI: 10.1371/journal.pone.0180321] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 06/14/2017] [Indexed: 12/14/2022] Open
Abstract
In general, dietary antigens are tolerated by the gut associated immune system. Impairment of this so-called oral tolerance is a serious health risk. We have previously shown that activation of the ligand-dependent transcription factor aryl hydrocarbon receptor (AhR) by the environmental pollutant 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) affects both oral tolerance and food allergy. In this study, we determine whether a common plant-derived, dietary AhR-ligand modulates oral tolerance as well. We therefore fed mice with indole-3-carbinole (I3C), an AhR ligand that is abundant in cruciferous plants. We show that several I3C metabolites were detectable in the serum after feeding, including the high-affinity ligand 3,3´-diindolylmethane (DIM). I3C feeding robustly induced the AhR-target gene CYP4501A1 in the intestine; I3C feeding also induced the aldh1 gene, whose product catalyzes the formation of retinoic acid (RA), an inducer of regulatory T cells. We then measured parameters indicating oral tolerance and severity of peanut-induced food allergy. In contrast to the tolerance-breaking effect of TCDD, feeding mice with chow containing 2 g/kg I3C lowered the serum anti-ovalbumin IgG1 response in an experimental oral tolerance protocol. Moreover, I3C feeding attenuated symptoms of peanut allergy. In conclusion, the dietary compound I3C can positively influence a vital immune function of the gut.
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Affiliation(s)
| | - Daniel Biljes
- IUF – Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany
| | - Katja Merches
- IUF – Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany
| | - Irina Steiner
- Institute of Legal Medicine, Department of Forensic Toxicology, University Hospital of Düsseldorf, Düsseldorf, Germany
| | - Thomas Daldrup
- Institute of Legal Medicine, Department of Forensic Toxicology, University Hospital of Düsseldorf, Düsseldorf, Germany
| | | | - Raymond H. H. Pieters
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, The Netherlands
| | - Charlotte Esser
- IUF – Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany
- * E-mail:
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4
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Hodgson K, Tan J, Torok V, Holds G, Hamilton D. Prevalence survey of Toxoplasma gondii in hearts from Western Australian sows. ANIMAL PRODUCTION SCIENCE 2017. [DOI: 10.1071/anv57n12ab059] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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5
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Zhuo B, Emerson S, Chang JH, Di Y. Identifying stably expressed genes from multiple RNA-Seq data sets. PeerJ 2016; 4:e2791. [PMID: 28028467 PMCID: PMC5178351 DOI: 10.7717/peerj.2791] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2016] [Accepted: 11/14/2016] [Indexed: 11/20/2022] Open
Abstract
We examined RNA-Seq data on 211 biological samples from 24 different Arabidopsis experiments carried out by different labs. We grouped the samples according to tissue types, and in each of the groups, we identified genes that are stably expressed across biological samples, treatment conditions, and experiments. We fit a Poisson log-linear mixed-effect model to the read counts for each gene and decomposed the total variance into between-sample, between-treatment and between-experiment variance components. Identifying stably expressed genes is useful for count normalization and differential expression analysis. The variance component analysis that we explore here is a first step towards understanding the sources and nature of the RNA-Seq count variation. When using a numerical measure to identify stably expressed genes, the outcome depends on multiple factors: the background sample set and the reference gene set used for count normalization, the technology used for measuring gene expression, and the specific numerical stability measure used. Since differential expression (DE) is measured by relative frequencies, we argue that DE is a relative concept. We advocate using an explicit reference gene set for count normalization to improve interpretability of DE results, and recommend using a common reference gene set when analyzing multiple RNA-Seq experiments to avoid potential inconsistent conclusions.
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Affiliation(s)
- Bin Zhuo
- Department of Statistics, Oregon State University , Corvallis , OR , United States
| | - Sarah Emerson
- Department of Statistics, Oregon State University , Corvallis , OR , United States
| | - Jeff H Chang
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, United States; Molecular and Cellular Biology Graduate Program, Oregon State University, Corvallis, OR, United States of America
| | - Yanming Di
- Department of Statistics, Oregon State University, Corvallis, OR, United States; Molecular and Cellular Biology Graduate Program, Oregon State University, Corvallis, OR, United States of America
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6
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Brunn A, Mihelcic M, Carstov M, Feind L, Wieser EC, Schmidt J, Utermöhlen O, Deckert M. Toll-Like Receptor 2, Toll-Like Receptor 4, Myeloid Differentiation Response Gene 88, and Toll-IL-1 Receptor Domain-Containing Adaptor-Inducing Interferon-γ (TRIF) Selectively Regulate Susceptibility of P0 106-125-Induced Murine Experimental Autoimmune Neuritis. THE AMERICAN JOURNAL OF PATHOLOGY 2016; 187:42-54. [PMID: 27842213 DOI: 10.1016/j.ajpath.2016.09.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2016] [Revised: 09/12/2016] [Accepted: 09/19/2016] [Indexed: 10/20/2022]
Abstract
The functional relevance of the innate immune system has not yet been dissected in P0106-125-induced murine experimental autoimmune neuritis. Therefore, the role of Toll-like receptor (TLR) 2, TLR4, myeloid differentiation response gene 88, and Toll-IL-1 receptor domain-containing adaptor-inducing interferon-γ (TRIF), factors critically involved in the TLR signaling pathway, was studied in experimental autoimmune neuritis. In the absence of TLR2, TLR4, myeloid differentiation response gene 88, or TRIF, the clinical course was significantly attenuated compared to wild-type mice. This could be attributed to impaired NF-κB activation, as shown by the absence of nuclear translocation of RelA with a decreased expression of IL-6, IL-12p40, and IL-17A. Remarkably, P0106-125-immunized TLR20/0 mice exhibited a delayed recovery as compared to TLR40/0 mice, which was because of an impaired T helper cell 2 polarization. Immunized TLR20/0 mice were unable to induce OX40 and OX40L by matrix metalloproteinase-2 on splenic dendritic cells. Subsequently, M2 polarization was impaired and macrophages were unable to sufficiently induce T regulatory cells (Tregs). Thus, in the recovery phase, Tregs were significantly increased in TLR40/0 mice as compared to wild-type mice, whereas Tregs in immunized TLR20/0 mice were only slightly increased. Our data highlight the relevance of innate immunity and, especially, the tight interaction between the innate and the adaptive immune system, which should be considered for therapeutic approaches of autoimmune diseases.
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Affiliation(s)
- Anna Brunn
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany.
| | - Mirna Mihelcic
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Mariana Carstov
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Lisa Feind
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Eva C Wieser
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Julia Schmidt
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Olaf Utermöhlen
- Institute for Medical Microbiology, Immunology, and Hygiene, Medical Center, University of Cologne, Cologne, Germany; Center for Molecular Medicine, Cologne, Germany
| | - Martina Deckert
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
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7
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The Challenge of Stability in High-Throughput Gene Expression Analysis: Comprehensive Selection and Evaluation of Reference Genes for BALB/c Mice Spleen Samples in the Leishmania infantum Infection Model. PLoS One 2016; 11:e0163219. [PMID: 27668434 PMCID: PMC5036817 DOI: 10.1371/journal.pone.0163219] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2016] [Accepted: 09/06/2016] [Indexed: 11/23/2022] Open
Abstract
The interaction of Leishmania with BALB/c mice induces dramatic changes in transcriptome patterns in the parasite, but also in the target organs (spleen, liver…) due to its response against infection. Real-time quantitative PCR (qPCR) is an interesting approach to analyze these changes and understand the immunological pathways that lead to protection or progression of disease. However, qPCR results need to be normalized against one or more reference genes (RG) to correct for non-specific experimental variation. The development of technical platforms for high-throughput qPCR analysis, and powerful software for analysis of qPCR data, have acknowledged the problem that some reference genes widely used due to their known or suspected “housekeeping” roles, should be avoided due to high expression variability across different tissues or experimental conditions. In this paper we evaluated the stability of 112 genes using three different algorithms: geNorm, NormFinder and RefFinder in spleen samples from BALB/c mice under different experimental conditions (control and Leishmania infantum-infected mice). Despite minor discrepancies in the stability ranking shown by the three methods, most genes show very similar performance as RG (either good or poor) across this massive data set. Our results show that some of the genes traditionally used as RG in this model (i.e. B2m, Polr2a and Tbp) are clearly outperformed by others. In particular, the combination of Il2rg + Itgb2 was identified among the best scoring candidate RG for every group of mice and every algorithm used in this experimental model. Finally, we have demonstrated that using “traditional” vs rationally-selected RG for normalization of gene expression data may lead to loss of statistical significance of gene expression changes when using large-scale platforms, and therefore misinterpretation of results. Taken together, our results highlight the need for a comprehensive, high-throughput search for the most stable reference genes in each particular experimental model.
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8
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Ju W, Nair V, Smith S, Zhu L, Shedden K, Song PXK, Mariani LH, Eichinger FH, Berthier CC, Randolph A, Lai JYC, Zhou Y, Hawkins JJ, Bitzer M, Sampson MG, Thier M, Solier C, Duran-Pacheco GC, Duchateau-Nguyen G, Essioux L, Schott B, Formentini I, Magnone MC, Bobadilla M, Cohen CD, Bagnasco SM, Barisoni L, Lv J, Zhang H, Wang HY, Brosius FC, Gadegbeku CA, Kretzler M. Tissue transcriptome-driven identification of epidermal growth factor as a chronic kidney disease biomarker. Sci Transl Med 2016; 7:316ra193. [PMID: 26631632 DOI: 10.1126/scitranslmed.aac7071] [Citation(s) in RCA: 278] [Impact Index Per Article: 34.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Chronic kidney disease (CKD) affects 8 to 16% people worldwide, with an increasing incidence and prevalence of end-stage kidney disease (ESKD). The effective management of CKD is confounded by the inability to identify patients at high risk of progression while in early stages of CKD. To address this challenge, a renal biopsy transcriptome-driven approach was applied to develop noninvasive prognostic biomarkers for CKD progression. Expression of intrarenal transcripts was correlated with the baseline estimated glomerular filtration rate (eGFR) in 261 patients. Proteins encoded by eGFR-associated transcripts were tested in urine for association with renal tissue injury and baseline eGFR. The ability to predict CKD progression, defined as the composite of ESKD or 40% reduction of baseline eGFR, was then determined in three independent CKD cohorts. A panel of intrarenal transcripts, including epidermal growth factor (EGF), a tubule-specific protein critical for cell differentiation and regeneration, predicted eGFR. The amount of EGF protein in urine (uEGF) showed significant correlation (P < 0.001) with intrarenal EGF mRNA, interstitial fibrosis/tubular atrophy, eGFR, and rate of eGFR loss. Prediction of the composite renal end point by age, gender, eGFR, and albuminuria was significantly (P < 0.001) improved by addition of uEGF, with an increase of the C-statistic from 0.75 to 0.87. Outcome predictions were replicated in two independent CKD cohorts. Our approach identified uEGF as an independent risk predictor of CKD progression. Addition of uEGF to standard clinical parameters improved the prediction of disease events in diverse CKD populations with a wide spectrum of causes and stages.
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Affiliation(s)
- Wenjun Ju
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Viji Nair
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Shahaan Smith
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Li Zhu
- Renal Division, Department of Internal Medicine, Peking University First Hospital, Peking University Institute of Nephrology, Beijing 100034, China
| | - Kerby Shedden
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Statistics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Peter X K Song
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Laura H Mariani
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA.,Arbor Research Collaborative for Health, Ann Arbor, MI 48104, USA
| | - Felix H Eichinger
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Celine C Berthier
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Ann Randolph
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jennifer Yi-Chun Lai
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Yan Zhou
- Department of Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jennifer J Hawkins
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Markus Bitzer
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA
| | - Matthew G Sampson
- Department of Pediatrics, University of Michigan, Ann Arbor, MI 48109, USA
| | - Martina Thier
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Corinne Solier
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Gonzalo C Duran-Pacheco
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | | | - Laurent Essioux
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Brigitte Schott
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Ivan Formentini
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Maria C Magnone
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Maria Bobadilla
- Roche Pharmaceutical Research and Early Development-Roche Innovation Center, 4070 Basel, Switzerland
| | - Clemens D Cohen
- Division of Nephrology, Institute of Physiology, University of Zurich, CH-8006 Zürich, Switzerland
| | - Serena M Bagnasco
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
| | - Laura Barisoni
- Department of Pathology, Miller School of Medicine, University of Miami, Miami, FL 33136, USA
| | - Jicheng Lv
- Renal Division, Department of Internal Medicine, Peking University First Hospital, Peking University Institute of Nephrology, Beijing 100034, China
| | - Hong Zhang
- Renal Division, Department of Internal Medicine, Peking University First Hospital, Peking University Institute of Nephrology, Beijing 100034, China
| | - Hai-Yan Wang
- Renal Division, Department of Internal Medicine, Peking University First Hospital, Peking University Institute of Nephrology, Beijing 100034, China
| | - Frank C Brosius
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48109, USA
| | - Crystal A Gadegbeku
- Temple Clinical Research Institute, Temple University School of Medicine, Philadelphia, PA 19140, USA
| | - Matthias Kretzler
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI 48109, USA.,Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, USA
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9
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Adachi H, Tominaga H, Maruyama Y, Yoneda K, Maruyama K, Yoshii K, Kinoshita S, Nakano M, Tashiro K. Stage-specific reference genes significant for quantitative PCR during mouse retinal development. Genes Cells 2015; 20:625-35. [PMID: 26059597 DOI: 10.1111/gtc.12254] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Accepted: 04/27/2015] [Indexed: 11/26/2022]
Abstract
Developing mouse retina has been serving as an ideal model for investigating the molecular mechanism of neural development and angiogenesis, because several significant events associated with these physiological phenomena are drastically occurring in conjunction with retinal development. However, as many genes are influencing on each other to establish mature retina within 21 days from E10 to P12, we must carefully design the experiments, such as in the case of quantitating the amount of altered gene expression toward the establishment of retina by quantitative PCR. As we have seen considerable variations of quantitative results in different developmental stages of retina depending on the reference genes used for compensation, we here attempted to determine a reliable reference gene to accurately quantitate the target genes in each stage. According to the results of in silico prediction and comparison with a database of SAGE, we found that the most stable gene from early to late stages was Sdha, whereas one of the most popular housekeeping genes, Actb, was the one that could mislead the quantitative results even in the adult stage. Consequently, we pointed out the importance of selecting an appropriate reference gene, especially to quantitate the amount of gene expression in the developmental stages of a certain tissue.
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Affiliation(s)
- Hiroko Adachi
- Department of Genomic Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Hiroyuki Tominaga
- Department of Genomic Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Yuko Maruyama
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Kazuhito Yoneda
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Kazuichi Maruyama
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Kengo Yoshii
- Department of Medical Statistics, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Shigeru Kinoshita
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Masakazu Nakano
- Department of Genomic Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Kei Tashiro
- Department of Genomic Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
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10
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Murine Gammaherpesvirus 68 Pathogenesis Is Independent of Caspase-1 and Caspase-11 in Mice and Impairs Interleukin-1β Production upon Extrinsic Stimulation in Culture. J Virol 2015; 89:6562-74. [PMID: 25855746 DOI: 10.1128/jvi.00658-15] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2015] [Accepted: 04/02/2015] [Indexed: 11/20/2022] Open
Abstract
UNLABELLED Gammaherpesviruses establish lifelong infections that are associated with the development of cancer. These viruses subvert many aspects of the innate and adaptive immune response of the host. The inflammasome, a macromolecular protein complex that controls inflammatory responses to intracellular danger signals generated by pathogens, is both activated and subverted during human gammaherpesvirus infection in culture. The impact of the inflammasome response on gammaherpesvirus replication and latency in vivo is not known. Caspase-1 is the inflammasome effector protease that cleaves the proinflammatory cytokines interleukin-1β (IL-1β) and IL-18. We infected caspase-1-deficient mice with murine gammaherpesvirus 68 (MHV68) and observed no impact on acute replication in the lung or latency and reactivation from latency in the spleen. This led us to examine the effect of viral infection on inflammasome responses in bone marrow-derived macrophages. We determined that infection of macrophages with MHV68 led to a robust interferon response but failed to activate caspase-1 or induce the secretion of IL-1β. In addition, MHV68 infection led to a reduction in IL-1β production after extrinsic lipopolysaccharide stimulation or upon coinfection with Salmonella enterica serovar Typhimurium. Interestingly, this impairment occurred at the proIL-1β transcript level and was independent of the RTA, the viral lytic replication and transcription activator. Taken together, MHV68 impairs the inflammasome response by inhibiting IL-1β production during the initial stages of infection. IMPORTANCE Gammaherpesviruses persist for the lifetime of the host. To accomplish this, they must evade recognition and clearance by the immune system. The inflammasome consists of proteins that detect foreign molecules in the cell and respond by secreting proinflammatory signaling proteins that recruit immune cells to clear the infection. Unexpectedly, we found that murine gammaherpesvirus pathogenesis was not enhanced in mice lacking caspase-1, a critical inflammasome component. This led us to investigate whether the virus actively impairs the inflammasome response. We found that the inflammasome was not activated upon macrophage cell infection with murine gammaherpesvirus 68. Infection also prevented the host cell inflammasome response to other pathogen-associated molecular patterns, indicated by reduced production of the proinflammatory cytokine IL-1β upon bacterial coinfection. Taken together, murine gammaherpesvirus impairment of the inflammatory cytokine IL-1β in macrophages identifies one mechanism by which the virus may inhibit caspase-1-dependent immune responses in the infected animal.
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11
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Long X, He B, Gao X, Qin Y, Yang J, Fang Y, Qi J, Tang C. Validation of reference genes for quantitative real-time PCR during latex regeneration in rubber tree. Gene 2015; 563:190-5. [PMID: 25791491 DOI: 10.1016/j.gene.2015.03.026] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2014] [Revised: 02/26/2015] [Accepted: 03/13/2015] [Indexed: 10/23/2022]
Abstract
In rubber tree, latex regeneration is one of the decisive factors influencing the rubber yield, although its molecular regulation is not well known. Quantitative real-time PCR (qPCR) is a popular and powerful tool used to understand the molecular mechanisms of latex regeneration. However, the suitable reference genes required for qPCR are not available to investigate the expressions of target genes during latex regeneration. In this study, 20 candidate reference genes were selected and evaluated for their expression stability across the samples during the process of latex regeneration. All reference genes showed a relatively wide range of the threshold cycle values, and their stability was validated by four different algorithms (comparative delta Ct method, Bestkeeper, NormFinder and GeNorm). Three softwares (comparative delta Ct method, NormFinder and GeNorm) exported similar results that identify UBC4, ADF, UBC2a, eIF2 and ADF4 as the top five suitable references, and 18S as the least suitable one. The application of the screened references would improve accuracy and reliability of gene expression analysis in latex regeneration experiments.
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Affiliation(s)
- Xiangyu Long
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Bin He
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China; College of Agronomy, Hainan University, Haikou, Hainan 570228, PR China
| | - Xinsheng Gao
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Yunxia Qin
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Jianghua Yang
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Yongjun Fang
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Jiyan Qi
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China
| | - Chaorong Tang
- Key Laboratory of Biology and Genetic Resources of Rubber Tree, Ministry of Agriculture, Rubber Research Institute, Chinese Academy of Tropical Agricultural Sciences, Danzhou, Hainan 571737, PR China.
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12
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Brunn A, Utermöhlen O, Mihelcic M, Sánchez-Ruiz M, Carstov M, Blau T, Ustinova I, Penfold M, Montesinos-Rongen M, Deckert M. Differential effects of CXCR4-CXCL12- and CXCR7-CXCL12-mediated immune reactions on murine P0106-125 -induced experimental autoimmune neuritis. Neuropathol Appl Neurobiol 2014; 39:772-87. [PMID: 23452257 DOI: 10.1111/nan.12039] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2012] [Accepted: 02/01/2013] [Indexed: 12/23/2022]
Abstract
AIM The role of chemokines and their receptors, which regulate trafficking and homing of leucocytes to inflamed organs in human or murine autoimmune neuritis, has not yet been elucidated in detail, Therefore, the role of the chemokine receptors CXCR4 and CXCR7 and their ligand CXCL12 was studied in autoimmune-mediated inflammation of the peripheral nervous system. METHODS CXCL12/CXCR4 and/or CXCL12/CXCR7 interactions were specifically inhibited by the compounds AMD3100 or CCX771, respectively, in experimental autoimmune neuritis (EAN) of C57BL/6J mice immunized with P0106-125 peptide. RESULTS Disease activity was significantly suppressed by blocking CXCR7 while antagonization of CXCR4 enhanced disease activity. Enhanced disease activity was accompanied by significantly increased transcription of IFN-γ, IL-12 and TNF-α mRNA in regional lymph nodes and spleen as well as by increased serum levels of IFN-γ. Furthermore, by blocking CXCR4, expression of the cell adhesion molecules ICAM-1 and VCAM-1 was upregulated on vascular endothelial cells of the sciatic nerve, which coincided with significantly increased infiltration of the sciatic nerve by CD4+ T cells and macrophages. Remarkably, combined antagonization of both CXCR4 and CXCR7 significantly suppressed disease activity. This was accompanied by increased frequencies of activated and highly IFN-γ-expressing, P0106-125 -specific T cells in regional lymph nodes and spleen; however, these cells were unable to infiltrate the sciatic nerve. CONCLUSION These data suggest differential and hierarchically ordered roles for CXCR4/CXCL12- vs. CXCR7/CXCL12-dependent effects during EAN: CXCR7/CXCL12 interaction is a gatekeeper for pathogenic cells, regardless of their CXCR4/CXCL12-dependent state of activation.
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Affiliation(s)
- A Brunn
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
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13
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Brunn A, Mihelcic M, Carstov M, Hummel L, Geier F, Schmidt A, Saupe L, Utermöhlen O, Deckert M. IL-10, IL-4, and STAT6 promote an M2 milieu required for termination of P0(106-125)-induced murine experimental autoimmune neuritis. THE AMERICAN JOURNAL OF PATHOLOGY 2014; 184:2627-40. [PMID: 25108223 DOI: 10.1016/j.ajpath.2014.06.012] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2014] [Revised: 06/06/2014] [Accepted: 06/12/2014] [Indexed: 01/24/2023]
Abstract
The role of the type 2 helper T cell (Th2)-polarizing cytokines IL-4 and IL-10 has not yet been studied in P0106-125-induced murine experimental autoimmune neuritis (EAN). We, therefore, addressed the functional relevance of these cytokines and signaling via the IL-4-associated transcription factor STAT6. The clinical course of P0106-125-induced EAN in mice deficient for IL-10(0/0), IL-4(0/0), or STAT6(0/0) was significantly aggravated compared with that of wild-type control mice. In addition, treatment of P0106-125-immunized C57BL/6 mice at the onset of clinical symptoms with a monoclonal IL-10 neutralizing antibody aggravated symptoms and prolonged disease to a similar degree as in IL-10(0/0) mice. This exacerbated course was attributed to a more prominent Th1 immune response associated with a persistent M1 milieu in the sciatic nerve and in the regional and systemic lymphatic system. These data suggest a Th2-polarized milieu being required to prevent axonal damage of the sciatic nerve and to terminate the P0106-125-specific immune response in EAN. Beyond the already known role of macrophages as pathogenic effector cells in EAN, these data suggest that M2-differentiated macrophages do not damage and may even protect neural tissues in EAN. Thus, these data highlight the pathogenetic relevance of the macrophage polarization status in EAN. Therapeutic modulation of immune responses from an M1 toward an M2 milieu may be a promising novel strategy in peripheral nervous system neuritis.
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Affiliation(s)
- Anna Brunn
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany.
| | - Mirna Mihelcic
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Mariana Carstov
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Lea Hummel
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Frank Geier
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Annika Schmidt
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Lisa Saupe
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Olaf Utermöhlen
- Institute for Medical Microbiology, Immunology, and Hygiene, Medical Center, Cologne, Germany; Center for Molecular Medicine Colgne, University of Cologne, Cologne, Germany
| | - Martina Deckert
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
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14
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Costimulatory molecule CD40 is essential for myelin protein 0 peptide 106-125-induced experimental autoimmune neuritis in mice. J Neuropathol Exp Neurol 2014; 73:454-66. [PMID: 24709684 DOI: 10.1097/nen.0000000000000069] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Myelin protein 0 peptide 106-125-induced murine experimental autoimmune neuritis (EAN) is a CD4-positive T cell-mediated monophasic axonal inflammatory neuropathy; interferon-γ is the key proinflammatory mediator. Experimental autoimmune neuritis is well suited for elucidating pathogenetic mechanisms underlying human acute axonal Guillain-Barré syndrome. Here, the functional role of the costimulatory molecule CD40 was defined by characterization of EAN in CD40-deficient mice. In contrast to immunized C57BL/6 mice, CD40-deficient mice were resistant to EAN owing to impaired priming of CD4-positive T-effector cells. To determine whether CD40 is a suitable candidate for the treatment of EAN, we administered monoclonal anti-CD40 antibody either before immunization or upon onset of neurologic signs. Prophylactic anti-CD40 treatment completely abolished CD4-positive T-cell priming. Therapeutic application of anti-CD40 prevented full activation of CD4-positive T cells that were in the process of priming and suppressed production of interferon-γ in peripheral lymph nodes, spleen, and serum, and of interleukin-6, interleukin-12p40, intercellular adhesion molecule-1, and vascular cell adhesion molecule-1, which are associated with activation of the nuclear factor-κB signaling pathway. This resulted in enhanced recovery by early generation of CD25-positive, Foxp3-positive, CD4-positive regulatory T cells. Thus, these experiments highlight the crucial role of CD40 as an important costimulatory molecule in EAN and suggest that it has potential as a therapeutic target in human neuritis.
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15
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A 914-bp promoter is sufficient to reproduce the endogenous prolyl oligopeptidase gene localization in the mouse placenta if not subject to position effect. Gene 2013; 524:114-23. [DOI: 10.1016/j.gene.2013.04.051] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2012] [Revised: 04/04/2013] [Accepted: 04/22/2013] [Indexed: 11/20/2022]
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16
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Toll-like receptors promote inflammation in idiopathic inflammatory myopathies. J Neuropathol Exp Neurol 2012; 71:855-67. [PMID: 22964787 DOI: 10.1097/nen.0b013e31826bf7f3] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
The roles of Toll-like receptors (TLRs) and their myeloid differentiation response gene 88 (MyD88)-dependent and MyD88-independent signaling cascade particularly with regard to the pathogenesis and regulation of immune responses in idiopathic inflammatory myopathies are unclear. We investigated these pathways in muscle biopsies from 5 cases each of polymyositis, inclusion body myositis, dermatomyositis, vasculitis-associated interstitial myositis, and noninflammatory neurogenic atrophy. Toll-like receptor 2, TLR4, TLR9, and MyD88 mRNA transcripts and protein expression were increased in all subtypes of idiopathic inflammatory myopathies. Upregulation of MyD88 was associated with increased mRNA levels of interferon-γ, interleukin 12p40, and interleukin 17, suggesting NF-κB activation via the MyD88-dependent pathway in early stages. The costimulatory molecules CD80 and CD86 were expressed on inflammatory infiltrates in idiopathic inflammatory myopathies and may additionally contribute to activation of the MyD88-independent pathway, leading to nuclear factor-κB activation in late stages. Our data suggest that nuclear factor-κB activation via both the MyD88-dependent and the MyD88-independent pathways contributes to the proinflammatory milieu in idiopathic inflammatory myopathies.
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17
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Händel U, Brunn A, Drögemüller K, Müller W, Deckert M, Schlüter D. Neuronal gp130 Expression Is Crucial to Prevent Neuronal Loss, Hyperinflammation, and Lethal Course of Murine Toxoplasma Encephalitis. THE AMERICAN JOURNAL OF PATHOLOGY 2012; 181:163-73. [DOI: 10.1016/j.ajpath.2012.03.029] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2011] [Revised: 02/16/2012] [Accepted: 03/15/2012] [Indexed: 11/24/2022]
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18
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Noell S, Ritz R, Wolburg-Buchholz K, Wolburg H, Fallier-Becker P. An allograft glioma model reveals the dependence of aquaporin-4 expression on the brain microenvironment. PLoS One 2012; 7:e36555. [PMID: 22590566 PMCID: PMC3348884 DOI: 10.1371/journal.pone.0036555] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2012] [Accepted: 04/06/2012] [Indexed: 11/18/2022] Open
Abstract
Aquaporin-4 (AQP4), the main water channel of the brain, is highly expressed in animal glioma and human glioblastoma in situ. In contrast, most cultivated glioma cell lines don’t express AQP4, and primary cell cultures of human glioblastoma lose it during the first passages. Accordingly, in C6 cells and RG2 cells, two glioma cell lines of the rat, and in SMA mouse glioma cell lines, we found no AQP4 expression. We confirmed an AQP4 loss in primary human glioblastoma cell cultures after a few passages. RG-2 glioma cells if grafted into the brain developed AQP4 expression. This led us consider the possibility of AQP4 expression depends on brain microenvironment. In previous studies, we observed that the typical morphological conformation of AQP4 as orthogonal arrays of particles (OAP) depended on the extracellular matrix component agrin. In this study, we showed for the first time implanted AQP4 negative glioma cells in animal brain or flank to express AQP4 specifically in the intracerebral gliomas but neither in the extracranial nor in the flank gliomas. AQP4 expression in intracerebral gliomas went along with an OAP loss, compared to normal brain tissue. AQP4 staining in vivo normally is polarized in the astrocytic endfoot membranes at the glia limitans superficialis and perivascularis, but in C6 and RG2 tumors the AQP4 staining is redistributed over the whole glioma cell as in human glioblastoma. In contrast, primary rat or mouse astrocytes in culture did not lose their ability to express AQP4, and they were able to form few OAPs.
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Affiliation(s)
- Susan Noell
- Department of Neurosurgery, University of Tübingen, Tübingen, Germany
| | - Rainer Ritz
- Department of Neurosurgery, University of Tübingen, Tübingen, Germany
| | | | - Hartwig Wolburg
- Institute of Pathology and Neuropathology, University of Tübingen, Tübingen, Germany
| | - Petra Fallier-Becker
- Institute of Pathology and Neuropathology, University of Tübingen, Tübingen, Germany
- * E-mail:
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19
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Tseng GC, Ghosh D, Feingold E. Comprehensive literature review and statistical considerations for microarray meta-analysis. Nucleic Acids Res 2012; 40:3785-99. [PMID: 22262733 PMCID: PMC3351145 DOI: 10.1093/nar/gkr1265] [Citation(s) in RCA: 266] [Impact Index Per Article: 22.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
With the rapid advances of various high-throughput technologies, generation of ‘-omics’ data is commonplace in almost every biomedical field. Effective data management and analytical approaches are essential to fully decipher the biological knowledge contained in the tremendous amount of experimental data. Meta-analysis, a set of statistical tools for combining multiple studies of a related hypothesis, has become popular in genomic research. Here, we perform a systematic search from PubMed and manual collection to obtain 620 genomic meta-analysis papers, of which 333 microarray meta-analysis papers are summarized as the basis of this paper and the other 249 GWAS meta-analysis papers are discussed in the next companion paper. The review in the present paper focuses on various biological purposes of microarray meta-analysis, databases and software and related statistical procedures. Statistical considerations of such an analysis are further scrutinized and illustrated by a case study. Finally, several open questions are listed and discussed.
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Affiliation(s)
- George C Tseng
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA.
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20
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Long XY, Liu YX, Rocheleau H, Ouellet T, Chen GY. Identification and Validation of Internal Control Genes for Gene Expression in Wheat Leaves Infected by Strip Rust. ACTA ACUST UNITED AC 2011. [DOI: 10.3923/ijpbg.2011.255.267] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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21
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RefGenes: identification of reliable and condition specific reference genes for RT-qPCR data normalization. BMC Genomics 2011; 12:156. [PMID: 21418615 PMCID: PMC3072958 DOI: 10.1186/1471-2164-12-156] [Citation(s) in RCA: 213] [Impact Index Per Article: 16.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2010] [Accepted: 03/21/2011] [Indexed: 12/31/2022] Open
Abstract
Background RT-qPCR is a sensitive and increasingly used method for gene expression quantification. To normalize RT-qPCR measurements between samples, most laboratories use endogenous reference genes as internal controls. There is increasing evidence, however, that the expression of commonly used reference genes can vary significantly in certain contexts. Results Using the Genevestigator database of normalized and well-annotated microarray experiments, we describe the expression stability characteristics of the transciptomes of several organisms. The results show that a) no genes are universally stable, b) most commonly used reference genes yield very high transcript abundances as compared to the entire transcriptome, and c) for each biological context a subset of stable genes exists that has smaller variance than commonly used reference genes or genes that were selected for their stability across all conditions. Conclusion We therefore propose the normalization of RT-qPCR data using reference genes that are specifically chosen for the conditions under study. RefGenes is a community tool developed for that purpose. Validation RT-qPCR experiments across several organisms showed that the candidates proposed by RefGenes generally outperformed commonly used reference genes. RefGenes is available within Genevestigator at http://www.genevestigator.com.
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22
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Martínez-Beamonte R, Navarro MA, Larraga A, Strunk M, Barranquero C, Acín S, Guzman MA, Iñigo P, Osada J. Selection of reference genes for gene expression studies in rats. J Biotechnol 2011; 151:325-34. [PMID: 21219943 DOI: 10.1016/j.jbiotec.2010.12.017] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2010] [Revised: 11/30/2010] [Accepted: 12/21/2010] [Indexed: 01/30/2023]
Abstract
Selection of the most stable reference gene is critical for a reliable interpretation of gene expression data using RT-PCR. In order so, 17 commonly used genes were analyzed in Wistar rat duodenum, jejunum, ileum and liver following a fat gavage and at two time periods. These reference genes were also tested in liver from Zucker (fa/fa) on a long-term dietary trial. Four strategies were used to select the most suitable reference gene for each tissue: ranking according to biological coefficient of variation and further validation by statistical comparison among groups, geNorm, NormFinder and BestKeeper programs. No agreement was observed among these approaches for a particular gene, nor a common gene for all tissues. Furthermore we demonstrated that normalising using an inadequate reference conveyed into false negative and positive results. The selection of genes provided by BestKeeper resulted in more reliable results than the other statistical packages. According to this program, Tbp, Ubc, Hprt and Rn18s were the best reference genes for duodenum, jejunum, ileum and liver, respectively following a fat gavage in Wistar rats and Rn18s for liver in another rat strain on a long-term dietary intervention. Therefore, BestKeeper is highly recommendable to select the most stable gene to be used as internal standard and the selection of a specific reference expression gene requires a validation for each tissue and experimental design.
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Affiliation(s)
- Roberto Martínez-Beamonte
- Departamento de Bioquímica y Biología Molecular y Celular, Facultad de Veterinaria, Instituto de Investigación Sanitaria de Aragón-Universidad de Zaragoza, Spain
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23
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Brunn A, Utermöhlen O, Sánchez-Ruiz M, Montesinos-Rongen M, Blau T, Schlüter D, Deckert M. Dual role of B cells with accelerated onset but reduced disease activity in P0₁₀₆₋₁₂₅-induced experimental autoimmune neuritis of IgH ⁰(/)⁰ mice. Acta Neuropathol 2010; 120:667-81. [PMID: 20640902 DOI: 10.1007/s00401-010-0724-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2010] [Revised: 07/02/2010] [Accepted: 07/10/2010] [Indexed: 12/22/2022]
Abstract
The role of B cells in autoimmune-mediated diseases of the peripheral nervous system was studied in experimental autoimmune neuritis (EAN) in B cell deficient IgH⁰(/)⁰ C57BL/6J mice having been immunized with P0₁₀₆₋₁₂₅ peptide. Compared to coisogenic IgH(+/+) mice, onset of EAN was accelerated [100% disease incidence at day 9 post immunization (p.i.) vs. day 15 p.i.]. At day 9 p.i., numbers of P0₁₀₆₋₁₂₅-specific interferon (IFN)-γ-producing CD4(+) T cells were increased, while IL-10 mRNA and production were decreased in IgH⁰(/)⁰ mice. Beyond day 9 p.i., declining disease activity and a significant reduction of maximal disease activity were correlated with significantly reduced numbers of IFN-γ-producing CD4(+) T cells in IgH(0/0) mice as compared with IgH(+/+) mice. Correspondingly, neuropathology demonstrated only mild axonal damage, while demyelination and dying back axonopathy with spinal cord motor neuron apoptosis were absent. Thus, depending on the stage of EAN, B cells play a dual, i.e. suppressive and enhancing, role during induction and at height of EAN, respectively. The combined interaction of B cells as well as CD4(+) and CD8(+) T cells is required for the development of EAN.
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Affiliation(s)
- Anna Brunn
- Department of Neuropathology, University Hospital of Cologne, Germany.
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24
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Fallier-Becker P, Sperveslage J, Wolburg H, Noell S. The impact of agrin on the formation of orthogonal arrays of particles in cultured astrocytes from wild-type and agrin-null mice. Brain Res 2010; 1367:2-12. [PMID: 20920487 DOI: 10.1016/j.brainres.2010.09.092] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2010] [Revised: 09/16/2010] [Accepted: 09/26/2010] [Indexed: 10/19/2022]
Abstract
Astrocytic endfeet membranes are studded with aquaporin-4 (AQP4) containing orthogonal arrays of particles (OAP) which can be visualized exclusively by the freeze-fracturing method. They are predominantly expressed where the astroglial membrane is in contact with the superficial and perivascular basal lamina. This polarity seems to be essential for the integrity of the blood-brain barrier (BBB). The basal lamina containing many extracellular matrix (ECM) components such as collagen, laminin and heparansulfate proteoglycans like agrin is thought to influence this OAP-related polarity of astrocytes. Recently, we have shown that agrin, in particular the neuronal isoform A4B8, is capable of influencing the formation of OAPs in astrocytes when cultured in the presence of agrin-conditioned media. In this paper we wanted to investigate whether coating with exogenous agrin compared to coating with other ECM components would induce OAP formation in astrocytes of the agrin-null mouse. For this purpose, we cultured astrocytes from agrin-null and wild-type mice on agrin- or ECM-coated surfaces. Immunofluorescent cytochemical staining of AQP4 indicated a higher AQP4 expression level in cultures with agrin- or ECM-coated than in cultures with uncoated surfaces, whereas western blot analyses and PCR showed no differences. α-Dystroglycan is thought to be a potential receptor of agrin and was immunostained in wild-type as well as in agrin-null astrocytes. In freeze-fracture replicas, we observed an increase in OAP density in astrocytes when growing on agrin- and ECM-coatings. These results concurred with other experiments in which changes in volume were measured following hypotonic stress, which supported the positive influence of exogenous agrin on AQP4 insertion into the membrane, on OAP formation and on water transport.
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Affiliation(s)
- Petra Fallier-Becker
- Institute of Pathology, University of Tübingen, Medical School, Tübingen, Germany
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25
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Kosir R, Acimovic J, Golicnik M, Perse M, Majdic G, Fink M, Rozman D. Determination of reference genes for circadian studies in different tissues and mouse strains. BMC Mol Biol 2010; 11:60. [PMID: 20712867 PMCID: PMC2928770 DOI: 10.1186/1471-2199-11-60] [Citation(s) in RCA: 72] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2010] [Accepted: 08/16/2010] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Circadian rhythms have a profound effect on human health. Their disruption can lead to serious pathologies, such as cancer and obesity. Gene expression studies in these pathologies are often studied in different mouse strains by quantitative real time polymerase chain reaction (qPCR). Selection of reference genes is a crucial step of qPCR experiments. Recent studies show that reference gene stability can vary between species and tissues, but none has taken circadian experiments into consideration. RESULTS In the present study the expression of ten candidate reference genes (Actb, Eif2a, Gapdh, Hmbs, Hprt1, Ppib, Rn18s, Rplp0, Tbcc and Utp6c) was measured in 131 liver and 97 adrenal gland samples taken from three mouse strains (C57BL/6JOlaHsd, 129Pas plus C57BL/6J and Crem KO on 129Pas plus C57BL/6J background) every 4 h in a 24 h period. Expression stability was evaluated by geNorm and NormFinder programs. Differences in ranking of the most stable reference genes were observed both between individual mouse strains as well as between tissues within each mouse strain. We show that selection of reference gene (Actb) that is often used for analyses in individual mouse strains leads to errors if used for normalization when different mouse strains are compared. We identified alternative reference genes that are stable in these comparisons. CONCLUSIONS Genetic background and circadian time influence the expression stability of reference genes. Differences between mouse strains and tissues should be taken into consideration to avoid false interpretations. We show that the use of a single reference gene can lead to false biological conclusions. This manuscript provides a useful reference point for researchers that search for stable reference genes in the field of circadian biology.
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Affiliation(s)
- Rok Kosir
- Faculty of Medicine, Center for Functional Genomics and Bio-Chips, Institute of Biochemistry, University of Ljubljana, Zaloska 4, SI-1000 Ljubljana, Slovenia
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26
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Matsubara S, Takahashi T, Kimura AP. Epigenetic patterns at the mouse prolyl oligopeptidase gene locus suggest the CpG island in the gene body to be a novel regulator for gene expression. Gene 2010; 465:17-29. [PMID: 20600704 DOI: 10.1016/j.gene.2010.06.006] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2010] [Revised: 06/16/2010] [Accepted: 06/17/2010] [Indexed: 10/19/2022]
Abstract
Prolyl oligopeptidase (POP) is a widely distributed serine peptidase which hydrolyzes small peptides on the carboxyl side of an internal proline residue. While its physiological role has been intensely studied, the regulatory mechanism of the gene expression is poorly understood. This time we assessed the POP mRNA expression in mouse embryos and tissues related to reproduction and development and found that POP mRNA was highly expressed in the ovarian granulosa cell, placental spongiotrophoblast, and blastocyst embryo. To elucidate the mechanism by which POP expression is regulated, we investigated DNA methylation and histone modification patterns of the two CpG islands (CGIs) found at the mouse POP locus. Whereas the CGI including the POP promoter (CGI-1) was completely hypomethylated in all the tissues examined, DNA methylation level of the CGI in the gene body (CGI-2) was lower in the granulosa cell, placenta, and blastocyst than in the liver. Some specific CpGs in CGI-2 were significantly demethylated in the three tissues. An in vitro reporter analysis indicated that CGI-2 enhanced POP promoter activity and its effect was significantly reduced by DNA methylation. Moreover, histone H3 acetylation and H3K4 methylation levels of CGI-2 were higher in the granulosa cell than liver. The results suggest that the CGI-2 region is a cis-element for the POP gene expression.
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Affiliation(s)
- Shin Matsubara
- Graduate School of Life Science, Hokkaido University, Sapporo 060-0810, Japan
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Vinogradov AE. Human transcriptome nexuses: basic-eukaryotic and metazoan. Genomics 2010; 95:345-54. [PMID: 20298777 DOI: 10.1016/j.ygeno.2010.03.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2009] [Revised: 03/01/2010] [Accepted: 03/08/2010] [Indexed: 01/10/2023]
Abstract
Using a new approach, I analysed human transcriptome coexpression network and revealed two large-scale nexuses. Besides gene coexpression, each nexus is characterized by a combination of gene evolutionary origin, function and among-tissues expression breadth. The first nexus contains mostly genes of pre-metazoan origin, which are widely expressed and have cell-centred functions. The second nexus is enriched in genes of metazoan origin, which are expressed more narrowly and have organism-centred functions. The revealed nexuses are supported by asymmetry in distribution of transcription factor targets between them. Within the metazoan nexus, there is a subnexus that is more pronounced in the nervous tissues and is enriched in gene regulatory complexity. It mostly contains genes related to nervous system, cell communication and multicellular organism processes and development. The revealed nexuses indicate a dichotomy in the transcriptional regulation and can provide a framework for further functional genomics studies.
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Chia CY, Lim CWX, Leong WT, Ling MHT. High expression stability of microtubule affinity regulating kinase 3 (MARK3) makes it a reliable reference gene. IUBMB Life 2010; 62:200-3. [DOI: 10.1002/iub.295] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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29
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Sun W, Jin Y, He L, Lu WC, Li M. Suitable reference gene selection for different strains and developmental stages of the carmine spider mite, Tetranychus cinnabarinus, using quantitative real-time PCR. JOURNAL OF INSECT SCIENCE (ONLINE) 2010; 10:208. [PMID: 21265619 PMCID: PMC3029232 DOI: 10.1673/031.010.20801] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Reference genes are used as internal controls in gene expression studies, but their expression levels vary according to tissue types and experimental treatments. Quantitative real-time PCR (qPCR) is the most sensitive technique for transcript quantification provided that gene transcription patterns are normalized to an evaluated reference gene. In this study, the suitability of eight commonly used genes (β-actin, 5.8SrRNA, α-TUB, GAPDH, RPL13a, RPS18, TBP, SDHA) were cloned and investigated to find the most stable candidates for normalizing real-time PCR data generated from the four different strains (abamectin-resistant, fenpropathrin-resistant, omethoate-resistant, and susceptible strains) and different developmental stages (eggs, protonymphs, nymphs, and adults) of carmine spider mite, Tetranychus cinnabarinus (Boisduval) (Acarina: Tetranychidae). The stability of gene expression was assessed using two different analysis programs, geNorm and NormFinder. Using these analyses, RPS18 and 5.8SrRNA had the most stable expression regardless of the four different strains, whereas RPS18 and α-TUB were expressed most stably in different developmental stages.
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Affiliation(s)
- W. Sun
- Key Laboratory of Entomology and Pest Control Engineering, College of Plant Protection, Southwest University, Chongqing 400716, P. R. China
| | - Y. Jin
- Institute for Control of Agrochemicals, Shandong Province, Jinan 250100, P. R. China
| | - L He
- Key Laboratory of Entomology and Pest Control Engineering, College of Plant Protection, Southwest University, Chongqing 400716, P. R. China
| | - W-C. Lu
- Key Laboratory of Entomology and Pest Control Engineering, College of Plant Protection, Southwest University, Chongqing 400716, P. R. China
| | - M. Li
- Key Laboratory of Entomology and Pest Control Engineering, College of Plant Protection, Southwest University, Chongqing 400716, P. R. China
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Pechhold S, Stouffer M, Walker G, Martel R, Seligmann B, Hang Y, Stein R, Harlan DM, Pechhold K. Transcriptional analysis of intracytoplasmically stained, FACS-purified cells by high-throughput, quantitative nuclease protection. Nat Biotechnol 2009; 27:1038-42. [PMID: 19838197 PMCID: PMC4638177 DOI: 10.1038/nbt.1579] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2009] [Accepted: 09/15/2009] [Indexed: 12/21/2022]
Abstract
Exploring the pathophysiology underlying diabetes mellitus requires characterizing the cellular constituents of pancreatic islets, primarily insulin-producing β-cells. Such efforts have been limited by inadequate techniques for purifying islet cellular subsets for further biochemical and gene-expression studies. Using intracytoplasmic staining and fluorescence-activated cell-sorting (FACS) followed by quantitative nuclease protection assay (qNPA™) technology, we examined 30 relevant genes expressed by islet subpopulations. Purified islet cell subsets expressed all four tested “housekeeping” genes with a surprising variability, dependent on both cell lineage and developmental stage, suggesting caution when interpreting housekeeping gene-normalized mRNA quantifications. Our new approach confirmed expected islet cell lineage-specific gene expression patterns at the transcriptional level, but also detected new phenotypes, including mRNA-profiles (supported by immunohistology) demonstrating that during pregnancy, some β-cells express Mafb, previously found only in immature β-cells during embryonic development. Overall, qNPA™ gene expression analysis using intracellular-stained then FACS-sorted cells has broad applications beyond islet cell biology.
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Affiliation(s)
- Susanne Pechhold
- Diabetes Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, Maryland, USA
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Noell S, Fallier-Becker P, Deutsch U, Mack AF, Wolburg H. Agrin defines polarized distribution of orthogonal arrays of particles in astrocytes. Cell Tissue Res 2009; 337:185-95. [PMID: 19449033 DOI: 10.1007/s00441-009-0812-z] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2009] [Accepted: 04/21/2009] [Indexed: 11/25/2022]
Abstract
Accumulating evidence indicates that agrin, a heparan sulphate proteoglycan of the extracellular matrix, plays a role in the organization and maintenance of the blood-brain barrier. This evidence is based on the differential effects of agrin isoforms on the expression and distribution of the water channel protein, aquaporin-4 (AQP4), on the swelling capacity of cultured astrocytes of neonatal mice and on freeze-fracture data revealing an agrin-dependent clustering of orthogonal arrays of particles (OAPs), the structural equivalent of AQP4. Here, we show that the OAP density in agrin-null mice is dramatically decreased in comparison with wild-types, by using quantitative freeze-fracture analysis of astrocytic membranes. In contrast, anti-AQP4 immunohistochemistry has revealed that the immunoreactivity of the superficial astrocytic endfeet of the agrin-null mouse is comparable with that in wild-type mice. Moreover, in vitro, wild-type and agrin-null astrocytes cultured from mouse embryos at embryonic day 19.5 differ neither in AQP4 immunoreactivity, nor in OAP density in freeze-fracture replicas. Analyses of brain tissue samples and cultured astrocytes by reverse transcription with the polymerase chain reaction have not demonstrated any difference in the level of AQP4 mRNA between wild-type astrocytes and astrocytes from agrin-null mice. Furthermore, we have been unable to detect any difference in the swelling capacity between wild-type and agrin-null astrocytes. These results clearly demonstrate, for the first time, that agrin plays a pivotal role for the clustering of OAPs in the endfoot membranes of astrocytes, whereas the mere presence of AQP4 is not sufficient for OAP clustering.
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Affiliation(s)
- Susan Noell
- Institute of Pathology, University of Tübingen, Germany
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Pilbrow AP, Ellmers LJ, Black MA, Moravec CS, Sweet WE, Troughton RW, Richards AM, Frampton CM, Cameron VA. Genomic selection of reference genes for real-time PCR in human myocardium. BMC Med Genomics 2008; 1:64. [PMID: 19114010 PMCID: PMC2632664 DOI: 10.1186/1755-8794-1-64] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2008] [Accepted: 12/29/2008] [Indexed: 11/26/2022] Open
Abstract
Background Reliability of real-time PCR (RT-qPCR) data is dependent on the use of appropriate reference gene(s) for normalization. To date, no validated reference genes have been reported for normalizing gene expression in human myocardium. This study aimed to identify validated reference genes for use in gene expression studies of failed and non-failed human myocardium. Methods Bioinformatic analysis of published human heart gene expression arrays (195 failed hearts, 16 donor hearts) was used to identify 10 stable and abundant genes for further testing. The expression stability of these genes was investigated in 28 failed and 28 non-failed human myocardium samples by RT-qPCR using geNorm software. Results Signal recognition particle 14 kDa (SRP14), tumor protein, translationally-controlled 1 (TPT1) and eukaryotic elongation factor 1A1 (EEF1A1) were ranked the most stable genes. The commonly used reference gene, glyceraldehyde-3-phosphate dehydrogenase (GAPDH) was ranked the least stable of the genes tested. The normalization strategy was tested by comparing RT-qPCR data of both normalized and raw expression levels of brain natriuretic peptide precursor (NPPB), a gene known to be up-regulated in heart failure. Non-normalized levels of NPPB exhibited a marginally significant difference between failed and non-failed samples (p = 0.058). In contrast, normalized NPPB expression levels were significantly higher in heart-failed patients compared with controls (p = 0.023). Conclusion This study used publicly available gene array data to identify a strategy for normalization involving two reference genes in combination that may have broad application for accurate and reliable normalization of RT-qPCR data in failed and non-failed human myocardium.
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Affiliation(s)
- Anna P Pilbrow
- Christchurch Cardioendocrine Research Group, Department of Medicine, University of Otago-Christchurch, PO Box 4345, Christchurch 8014, New Zealand.
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