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Tavares LS, Oliveira-Silva RL, Moura MT, da Silva JB, Benko-Iseppon AM, Lima-Filho JV. Reference genes for gene expression profiling in mouse models of Listeria monocytogenes infection. Biotechniques 2024; 76:104-113. [PMID: 38112054 DOI: 10.2144/btn-2023-0063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2023] Open
Abstract
RT-qPCR dissects transcription-based processes but requires reference genes (RGs) for data normalization. This study prospected RGs for mouse macrophages (pMØ) and spleen infected with Listeria monocytogenes. The pMØ were infected in vitro with L. monocytogenes or vehicle for 4 h. Mice were injected with L. monocytogenes (or vehicle) and euthanized 24 h post-injection. The RGs came from a multispecies primer set, from the literature or designed here. The RG ranking relied on GeNorm, NormFinder, BestKeeper, Delta-CT and RefFinder. B2m-H3f3a-Ppia were the most stable RGs for pMØ, albeit RG indexes fine-tuned estimations of cytokine relative expression. Actβ-Ubc-Ppia were the best RGs for spleen but modestly impacted the cytokine relative expression. Hence, mouse models of L. monocytogenes require context-specific RGs for RT-qPCR, thus reinforcing its paramount contribution to accurate gene expression profiling.
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Affiliation(s)
| | | | - Marcelo Tigre Moura
- Departamento de Biologia Celular e Molecular, Centro de Biotecnologia, Campus I, Universidade Federal da Paraíba, João Pessoa, PB, Brasil
| | | | | | - José Vitor Lima-Filho
- Departamento de Biologia, Universidade Federal Rural de Pernambuco, Recife, PE, Brasil
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Reference gene selection and validation for mRNA expression analysis by RT-qPCR in murine M1- and M2-polarized macrophage. Mol Biol Rep 2020; 47:2735-2748. [PMID: 32193769 DOI: 10.1007/s11033-020-05372-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 03/04/2020] [Indexed: 12/28/2022]
Abstract
Murine bone marrow-derived macrophages (M0) and M1- and M2-polarized macrophages are being widely used as a laboratory model for polarized macrophages related molecular mechanism analysis. Gene expression analysis based on reference gene normalization using RT-qPCR was a powerful way to explore the molecular mechanism. But little is known about reference genes in these cell models. So, the goal of this study was to identify reference genes in these types of macrophages. Candidate reference genes in murine bone marrow-derived and polarized macrophages were selected from microarray data using Limma linear model method and evaluated by determining the stability value using five algorithms: BestKeeper, NormFinder, GeNorm, Delta CT method, and RefFinder. Finally, the selected stable reference genes were validated by testing three important immune and inflammatory genes (NLRP1, IL-1β, and TNF-α) in the cell lines. Our study has clearly shown that Ubc followed by Eef1a1 and B2m respectively were recognized as the three ideal reference genes for gene expression analysis in murine bone marrow-derived and polarized macrophages. When three reference genes with strong different stability were used for validation, a large variation of a gene expression level of IL-1β, TNF-α and NLRP1 were obtained which provides clear evidence of the need for careful selection of reference genes for RT-qPCR analysis. Normalization of mRNA expression level with Ubc rather than Actb or Gusb by qPCR in macrophages and polarized macrophages is required to ensure the accuracy of the qPCR analysis.
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Validation of Reference Genes for Gene Expression Normalization in RAW264.7 Cells under Different Conditions. BIOMED RESEARCH INTERNATIONAL 2019; 2019:6131879. [PMID: 31223620 PMCID: PMC6541955 DOI: 10.1155/2019/6131879] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 03/03/2019] [Accepted: 04/03/2019] [Indexed: 12/17/2022]
Abstract
RAW264.7 is a macrophage strain derived from mice tumour and shows a significant ability in antigen uptake. Real-time quantitative PCR (RT-qPCR) is one of the most commonly used methods in gene studies and requires suitable reference genes to normalize and quantitate the expression of gene of interest with sensitivity and specificity. However, suitable reference genes in RAW264.7 cells have not yet been identified for accurate gene expression quantification. In the current study, we evaluated expression levels of ten candidate reference genes in RAW264.7 cells under different conditions. RT-qPCR results indicated significant differences in the expression levels among the ten reference genes. Statistical analyses were carried out using geNorm, NormFinder, and BestKeeper software to further investigate the stability of the reference genes. Integrating the results from the three analytical methods, cytochrome c-1 and hydroxymethylbilane synthase were found to be the most stable and therefore more suitable reference genes, while ribosomal protein L4 and cyclophilin A were the least stable. This study emphasises the importance of identifying and selecting the most stable reference genes for normalization and provides a basis for future gene expression studies using RAW264.7 cells.
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Silveira TLR, Domingues WB, Remião MH, Santos L, Barreto B, Lessa IM, Varela Junior AS, Martins Pires D, Corcini C, Collares T, Seixas FK, Robaldo RB, Campos VF. Evaluation of Reference Genes to Analyze Gene Expression in Silverside Odontesthes humensis Under Different Environmental Conditions. Front Genet 2018; 9:75. [PMID: 29593778 PMCID: PMC5861154 DOI: 10.3389/fgene.2018.00075] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 02/19/2018] [Indexed: 01/12/2023] Open
Abstract
Some mammalian reference genes, which are widely used to normalize the qRT-PCR, could not be used for this purpose due to its high expression variation. The normalization with false reference genes leads to misinterpretation of results. The silversides (Odontesthes spp.) has been used as models for evolutionary, osmoregulatory and environmental pollution studies but, up to now, there are no studies about reference genes in any Odontesthes species. Furthermore, many studies on silversides have used reference genes without previous validations. Thus, present study aimed to was to clone and sequence potential reference genes, thereby identifying the best ones in Odontesthes humensis considering different tissues, ages and conditions. For this purpose, animals belonging to three ages (adults, juveniles, and immature) were exposed to control, Roundup®, and seawater treatments for 24 h. Blood samples were subjected to flow-cytometry and other collected tissues to RNA extraction; cDNA synthesis; molecular cloning; DNA sequencing; and qRT-PCR. The candidate genes tested included 18s, actb, ef1a, eif3g, gapdh, h3a, atp1a, and tuba. Gene expression results were analyzed using five algorithms that ranked the candidate genes. The flow-cytometry data showed that the environmental challenges could trigger a systemic response in the treated fish. Even during this systemic physiological disorder, the consensus analysis of gene expression revealed h3a to be the most stable gene expression when only the treatments were considered. On the other hand, tuba was the least stable gene in the control and gapdh was the least stable in both Roundup® and seawater groups. In conclusion, the consensus analyses of different tissues, ages, and treatments groups revealed that h3a is the most stable gene whereas gapdh and tuba are the least stable genes, even being considered two constitutive genes.
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Affiliation(s)
- Tony L R Silveira
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - William B Domingues
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Mariana H Remião
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Lucas Santos
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Bruna Barreto
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Ingrid M Lessa
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | | | | | - Carine Corcini
- Veterinary Faculty, Federal University of Pelotas, Pelotas, Brazil
| | - Tiago Collares
- Laboratory of Cancer Biotechnology, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Fabiana K Seixas
- Laboratory of Cancer Biotechnology, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
| | - Ricardo B Robaldo
- Laboratory of Physiology, Institute of Biology, Federal University of Pelotas, Pelotas, Brazil
| | - Vinicius F Campos
- Laboratory of Structural Genomics, Biotechnology Graduate Program, Federal University of Pelotas, Pelotas, Brazil
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Endocytosis and Sphingolipid Scavenging in Leishmania mexicana Amastigotes. Biochem Res Int 2011; 2012:691363. [PMID: 21941657 PMCID: PMC3177366 DOI: 10.1155/2012/691363] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2011] [Revised: 07/18/2011] [Accepted: 07/22/2011] [Indexed: 01/03/2023] Open
Abstract
Leishmania species are the causative agents of the leishmaniases, a spectrum of neglected tropical diseases. Amastigote stage parasites exist within macrophages and scavenge host factors for survival, for example, Leishmania species utilise host sphingolipid for synthesis of complex sphingolipid. In this study L. mexicana endocytosis was shown to be significantly upregulated in amastigotes, indicating that sphingolipid scavenging may be enhanced. However, inhibition of host sphingolipid biosynthesis had no significant effect on amastigote proliferation within a macrophage cell line. In addition, infection itself did not directly influence host biosynthesis. Notably, in contrast to L. major, L. mexicana amastigotes are indicated to possess a complete biosynthetic pathway suggesting that scavenged sphingolipids may be nonessential for proliferation. This suggested that Old and New World species differ in their interactions with the macrophage host. This will need to be considered when targeting the Leishmania sphingolipid biosynthetic pathway with novel therapeutics.
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Indoleamine 2,3-dioxygenase, tryptophan catabolism, and Mycobacterium avium subsp. paratuberculosis: a model for chronic mycobacterial infections. Infect Immun 2011; 79:3821-32. [PMID: 21730087 DOI: 10.1128/iai.05204-11] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Virulent mycobacterial infections progress slowly, with a latent period that leads to clinical disease in a proportion of cases. Mycobacterium avium subsp. paratuberculosis is an intracellular pathogen that causes paratuberculosis or Johne's disease (JD), a chronic intestinal disease of ruminants. Indoleamine 2,3-dioxygenase (IDO), an enzyme that regulates tryptophan metabolism, was originally reported to have a role in intracellular pathogen killing and has since been shown to have an important immunoregulatory role in chronic immune diseases. Here we demonstrate an association between increased IDO levels and progression to clinical mycobacterial disease in a natural host, characterizing gene expression, protein localization, and functional effects. IDO mRNA levels were significantly increased in M. avium subsp. paratuberculosis-infected monocytic cells. Levels of both IDO gene and protein expression were significantly upregulated within the affected tissues of sheep with JD, particularly at the site of primary infection, the ileum, of animals with severe multibacillary disease. Lesion severity was correlated with the level of IDO gene expression. IDO gene expression was also increased in the peripheral blood cells of M. avium subsp. paratuberculosis-exposed sheep and cattle. IDO breaks down tryptophan, and systemic increases were functional, as shown by decreased plasma tryptophan levels, which correlated with the onset of clinical signs, a stage well known to be associated with Th1 immunosuppression. IDO may be involved in downregulating immune responses to M. avium subsp. paratuberculosis and other virulent mycobacteria, which may be an example of the pathogen harnessing host immunoregulatory pathways to aid survival. These findings raise new questions about the host-mycobacterium interactions in the progression from latent to clinical disease.
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Ferguson BS, Nam H, Hopkins RG, Morrison RF. Impact of reference gene selection for target gene normalization on experimental outcome using real-time qRT-PCR in adipocytes. PLoS One 2010; 5:e15208. [PMID: 21179435 PMCID: PMC3001470 DOI: 10.1371/journal.pone.0015208] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2010] [Accepted: 10/30/2010] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND With the current rise in obesity-related morbidities, real-time quantitative reverse transcription polymerase chain reaction (qRT-PCR) has become a widely used method for assessment of genes expressed and regulated by adipocytes. In order to measure accurate changes in relative gene expression and monitor intersample variability, normalization to endogenous control genes that do not change in relative expression is commonly used with qRT-PCR determinations. However, historical evidence has clearly demonstrated that the expression profiles of traditional control genes (e.g., β-actin, GAPDH, α-tubulin) are differentially regulated across multiple tissue types and experimental conditions. METHODOLOGY/PRINCIPAL FINDINGS Therefore, we validated six commonly used endogenous control genes under diverse experimental conditions of inflammatory stress, oxidative stress, synchronous cell cycle progression and cellular differentiation in 3T3-L1 adipocytes using TaqMan qRT-PCR. Under each study condition, we further evaluated the impact of reference gene selection on experimental outcome using examples of target genes relevant to adipocyte function and differentiation. We demonstrate that multiple reference genes are regulated in a condition-specific manner that is not suitable for use in target gene normalization. CONCLUSION/SIGNIFICANCE Data are presented demonstrating that inappropriate reference gene selection can have profound influence on study conclusions ranging from divergent statistical outcome to inaccurate data interpretation of significant magnitude. This study validated the use of endogenous controls in 3T3-L1 adipocytes and highlights the impact of inappropriate reference gene selection on data interpretation and study conclusions.
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Affiliation(s)
- Bradley S. Ferguson
- Department of Nutrition, The University of North Carolina at Greensboro, Greensboro, North Carolina, United States of America
| | - Heesun Nam
- Department of Nutrition, The University of North Carolina at Greensboro, Greensboro, North Carolina, United States of America
| | - Robin G. Hopkins
- Department of Nutrition, The University of North Carolina at Greensboro, Greensboro, North Carolina, United States of America
| | - Ron F. Morrison
- Department of Nutrition, The University of North Carolina at Greensboro, Greensboro, North Carolina, United States of America
- * E-mail:
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Martínez-Solano L, Reales-Calderón JA, Nombela C, Molero G, Gil C. Proteomics of RAW 264.7 macrophages upon interaction with heat-inactivatedCandida albicanscells unravel an anti-inflammatory response. Proteomics 2009; 9:2995-3010. [DOI: 10.1002/pmic.200800016] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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Identification of differentially expressed genes in ileum, intestinal lymph node and peripheral blood mononuclear cells of sheep infected with Mycobacterium avium subsp. paratuberculosis using differential display polymerase chain reaction. Vet Immunol Immunopathol 2009; 131:177-89. [PMID: 19439365 DOI: 10.1016/j.vetimm.2009.04.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2008] [Revised: 02/10/2009] [Accepted: 04/14/2009] [Indexed: 11/20/2022]
Abstract
Discovery of differentially expressed genes aids in understanding molecular mechanisms underpinning normal and pathological states. When studying animals such as sheep where the entire genome has not been characterized, techniques that do not require knowledge of gene sequences are particularly advantageous. We used one such technique, differential display polymerase chain reaction (DD-PCR), to identify genes that had different degrees of expression in response to Mycobacterium avium subsp. paratuberculosis (M. ptb), the organism that causes Johne's disease in ruminants. Differentially expressed genes were validated by quantitative PCR using especially selected reference genes established in this study. Sheep (n=47) were classified according to history of exposure to M. ptb and infection status by histology and faecal and tissue culture. Differences in levels of gene expression were analyzed using restricted maximum likelihood (REML) in a linear mixed model. Five genes from the ileum and 17 genes from lymph node were differentially expressed in ovine Johne's disease. Expression of seven of these genes was also significantly different in peripheral blood mononuclear cells. Genes identified in association with M. ptb infection had a wide range of functions in pathways including: antigen presentation, signal transduction and cell differentiation, TLR signaling, immune cell activation and chemokine functions, granulomatous inflammation, Th1 suppression and apoptosis.
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Toll-like receptor genes are differentially expressed at the sites of infection during the progression of Johne's disease in outbred sheep. Vet Immunol Immunopathol 2008; 124:132-51. [PMID: 18403023 DOI: 10.1016/j.vetimm.2008.02.021] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2007] [Revised: 02/21/2008] [Accepted: 02/29/2008] [Indexed: 01/24/2023]
Abstract
Toll-like receptors (TLR) are engaged by ligands on microbial pathogens to initiate innate and adaptive immune responses. Little is known about TLR involvement during infection with Mycobacterium avium subsp. paratuberculosis (M. ptb), the cause of Johne's disease in ruminants, although there is a profound immunopathological response in affected animals. We have analyzed the expression of 10 TLR genes relative to validated reference genes at predilection sites in ileum, jejunum and associated lymph nodes as well as in peripheral blood, to determine if TLR expression is altered in response to infection with M. ptb in outbred sheep. Previously unexposed animals from two flocks and animals from three naturally infected flocks were used with restricted maximum likelihood linear mixed modeling applied to determine significant differences. These were related to the pathologies observed at different stages of infection in exposed sheep, after allowing for other sources of variation. In most cases there were differences in TLR expression between early paucibacillary and multibacillary groups when compared to uninfected sheep, with most TLRs for the paucibacillary group having lower expression levels than the multibacillary group. Increased expression of TLR1-5, and 8 was observed in ileum or jejunum, and TLR1-4, 6, and 8 in mesenteric lymph nodes. There was a trend for increased expression of TLR1, 2, and 6-8 in PBMCs of exposed compared to non-exposed animals. Further study of TLR expression in Johne's disease in ruminants is warranted as these observed differences may help explain pathogenesis and may be useful in the future diagnosis of M. ptb infection.
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Allen D, Winters E, Kenna PF, Humphries P, Farrar GJ. Reference gene selection for real-time rtPCR in human epidermal keratinocytes. J Dermatol Sci 2007; 49:217-25. [PMID: 18061409 DOI: 10.1016/j.jdermsci.2007.10.001] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2007] [Revised: 09/21/2007] [Accepted: 10/11/2007] [Indexed: 11/26/2022]
Abstract
BACKGROUND RNA interference represents a powerful tool with which to achieve suppression of specific target mRNA. Real-time rtPCR is a useful technique for assessing levels of mRNA expression. Critically, for real-time rtPCR to yield meaningful results, it is necessary to normalise expression of the gene of interest to stably expressed endogenous control genes. OBJECTIVES The study involved establishing expression profiles for 11 housekeeping genes in human epidermal keratinocyte cell lines determining their relative stability. Furthermore, the effect of the presence of shRNA on these expression profiles has been established. METHODS Keratinocytes were transfected using lipid-based transfection or AMAXA nucleofection. Real-time rtPCR was used to establish RNA expression levels. Data analysis was carried out using geNORM. RESULTS When using HaCaT or adult NHEK cells any combination of 8 of the housekeeping genes would be appropriate for normalisation. In contrast, with juvenile NHEK cells only 4 of the housekeeping genes were found to be sufficiently stable to be deemed appropriate for normalisation of expression data. Furthermore data demonstrated that the expression of housekeeping genes may sometimes be affected by the induction of the RNAi pathway. CONCLUSIONS The data obtained highlight the importance of characterising housekeeping gene expression profiles in each specific cell type prior to choosing a set of housekeeping genes for expression studies. The results from this study are applicable to researchers working with human epidermal keratinocytes and the experimental approach is more broadly applicable to any researcher carrying out real-time rtPCR.
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Affiliation(s)
- Danny Allen
- Department of Genetics, Trinity College Dublin, Dublin 2, Ireland.
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