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Real-time PCR quantification of the canine filaggrin orthologue in the skin of atopic and non-atopic dogs: a pilot study
© Roque et al; licensee BioMed Central Ltd. 2011
- Received: 13 July 2011
- Accepted: 21 December 2011
- Published: 21 December 2011
Canine atopic dermatitis (AD) is a common inflammatory skin disease associated with defects in the epidermal barrier, particularly in West Highland white terriers (WHWTs). It shares many similarities with human AD, and so may be a useful animal model for this disease. Epidermal dysfunction in human AD can be caused by mutations in the gene encoding the epidermal protein filaggrin (FLG) and, in some atopic patients, be associated with altered FLG mRNA and protein expression in lesional and/or non-lesional skin. In experimental models of canine AD, mRNA expression of the orthologous canine filaggrin gene may be reduced in non-lesional skin compared with healthy controls. However, there is no published data on canine filaggrin mRNA expression in the skin of dogs with naturally-occurring AD. Hence, the aim of this pilot study was to develop a reverse transcriptase real-time PCR assay to compare filaggrin mRNA expression in the skin of atopic (n = 7) and non-atopic dogs (n = 5) from five breeds, including eight WHWTs.
Overall, filaggrin mRNA expression in non-lesional atopic skin was decreased compared to non-lesional non-atopic skin (two fold change); however this difference was only statistically significant in the subgroup of WHWTs (P = 0.03).
Although limited by the small sample size, these results indicate that, comparable to some cases of human AD, altered filaggrin mRNA expression may exist in the skin of some atopic dogs with naturally-occurring disease. Additional studies, including larger sample numbers, will be necessary to confirm this finding and to investigate whether mutations in the filaggrin gene exist and contribute to epidermal lesions of AD in dogs.
- Atopic Dermatitis
- Epidermal Barrier
- Atopic Skin
- Canine Atopic Dermatitis
- Cavalier King Charles Spaniel
Canine atopic dermatitis (AD) is a common inflammatory allergic skin disorder and results from a combination of genetic and environmental factors . Changes in the structure, function and composition of the epidermis are present in atopic dogs compared with normal dogs, and may predispose to the development of the disease by enhancing percutaneous absorption and antigen presentation to the immune system . Accordingly, mRNA expression studies have reported that genes encoding for proteins having epidermal barrier functions (e.g. loricrin, serine protease inhibitor kazal type-5) were either up-regulated or down-regulated in lesional and/or non-lesional skin of atopic dogs compared with normal dogs [3, 4]. As AD in West Highland white terriers (WHWTs) is particularly common  and is usually a severe phenotype , a highly permeable epidermal barrier in these dogs with marked changes in genes encoding epidermal proteins may be expected to occur.
Many similarities exist between canine and human AD . In humans with AD, 25-50% of cases have been reported to have defects in the epidermal protein filaggrin leading to an impaired epidermal barrier, and predisposing to development of the disease . Filaggrin is produced by proteolytic cleavage of profilaggrin, a precursor located within the keratohyalin granules, during terminal differentiation of the epidermis . Studies in humans have showed filaggrin has several important functions, including those of epidermal support, hydration, photoprotection and pH regulation . Mutations in the human gene encoding profilaggrin (FLG) can result in loss of protein function, disruption of the normal epidermal barrier, and promotion of allergen penetrance [11, 12]. In some humans with AD, these mutations may be associated with decreased immunostaining of the filaggrin protein in both lesional and non-lesional skin [13, 14]. On the other hand, changes in FLG mRNA expression in human atopic skin are not so clear [13, 15–17]. The only study that has analysed mRNA and protein expression simultaneously in human atopic patients determined that the decrease in expression in lesional skin was mostly caused by inflammatory sub-products (interleukins), and that the presence of mutations in the FLG gene did not significantly affect mRNA levels in non-lesional skin .
As in humans, studies using immunohistochemistry (IHC) and immunofluorescent (IF) methods report abnormalities in filaggrin protein expression in lesional and non-lesional skin of some dogs with both naturally-occurring and experimentally induced canine AD [18–20]. These changes include decreased filaggrin protein expression in non-lesional atopic skin compared with healthy dogs, and abnormalities in filaggrin protein structure in the lesional and non-lesional epidermis of some atopic dogs (e.g. altered IHC staining of protein terminal domains, altered IF staining pattern following allergen challenge). Such changes might suggest defects in filaggrin protein maturation and are consistent with 22% of affected dogs having loss-of-function mutations causing C-terminal truncation (as is reported in human AD) . Further, filaggrin protein abnormalities were present in an atopic dog model prior to any allergen challenge, suggesting a possible underlying genetic cause .
The only pilot study investigating filaggrin mRNA expression in an experimental model of canine AD reported significant differences between atopic and non-atopic Beagles, with atopic animals showing less filaggrin mRNA expression before allergen challenge than healthy controls . However, the orthologous canine filaggrin gene was not further investigated for mutations in these dogs. Mutations in the filaggrin gene, if present in dogs with AD, are likely to be breed-specific . Further, in certain breeds (e.g. WHWTs) any filaggrin mutations could have a small effect size on the phenotype, and thus not affect mRNA expression and/or cause obvious structural/histopathological epidermal abnormalities . Thus, while canine filaggrin mRNA and protein levels may be decreased in non-lesional skin of some dogs with AD, this finding may be breed-specific and/or not be detected in all dogs with naturally-occurring disease.
The aim of this pilot study was to develop a real-time quantitative (RT qPCR) assay for canine filaggrin, and to investigate whether reported variations in this gene mRNA and protein's expression in atopic dogs were reflected at the transcription level in dogs from different breeds with naturally-occurring disease. Such data will be useful in understanding the pathogenesis of this common canine disease which is also likely to be a useful animal model of human AD.
Filaggrin mRNA expression in canine AD lesional, non-lesional and healthy skin
When performing this analysis in WHWTs only (n = 8), the difference in filaggrin mRNA expression between non-lesional atopic skin (median MNE = 0.04, range 0.02 to 0.07) and non-lesional non-atopic skin (median MNE = 0.4, range 0.1 to 0.6), was more pronounced (fold change of 10) and statistically significant (P = 0.03).
In the one atopic WHWT dog with a lesional skin sample available, filaggrin mRNA expression (MNE = 1.32) was 59.8 times that measured in non-lesional skin from the same dog (MNE = 0.02), and 3.3 times the median MNE of healthy control skin.
The present study found that filaggrin mRNA expression was reduced in non-lesional atopic skin in the dogs with naturally-occurring AD compared to healthy controls (Figure 1). However, the overall difference was not statistically significant, suggesting that previous findings in atopic dog models may not be observed in all dogs with natural disease. These results are in accordance with observations in human atopic patients, where mRNA FLG expression is not always altered or associated with the presence of mutations and/or protein abnormalities. Alternately, variations in canine filaggrin mRNA levels could be specific to certain breed(s) or individual dogs with AD, and subject to phenotypic particularities . Thus, in the present study, the more significant decrease in filaggrin mRNA expression reported in non-lesional atopic skin in WHWTs compared with atopic dogs in general could be due to variations in disease expression (e.g. differences in disease pathogenesis; particularities of the epidermal barrier) or by genetic influences (e.g. presence of filaggrin mutations) in this breed. Finally, the findings of the present study could be also attributable to the small number of available samples and/or the presence of atypical dogs in the experimental groups.
Unfortunately, only one sample from lesional atopic skin was available for study. In human AD, filaggrin protein expression can be decreased in lesional atopic skin compared with non-lesional atopic skin [13, 15], but no significant difference is detected at the mRNA level . In the atopic dog model, filaggrin mRNA expression reportedly increased with time (and with the development of skin lesions), following allergen challenge in experimentally sensitized Beagles . A study using IHC to analyse filaggrin protein expression in skin from dogs of different breeds with naturally-occurring AD, reported an increased number and size of immature profilaggrin granules in one lesional hyperplastic atopic skin sample compared to non-lesional and healthy control skin . Similarly, another study using IHC in dogs reported intense filaggrin protein staining in orthokeratotic hyperplastic skin disorders . Therefore, the increase in filaggrin mRNA expression in our study could be associated with secondary epidermal changes occurring in lesional atopic skin (e.g. filaggrin up-regulation during inflammatory processes), or with particularities in the biopsy site (e.g. higher filaggrin mRNA expression in the abdominal skin). Further studies to investigate filaggrin mRNA expression analysis in paired lesional and non-lesional samples, including dogs with AD and other inflammatory diseases, would be required to evaluate the significance of this finding.
In this study, we also evaluated the effect of breed, age and sex on the relative expression levels of the filaggrin transcript. Although limited by the small number of participating dogs in this analysis, age seemed to exert the only significant influence on MNE levels, with older dogs having higher expression (Figure 2). The effect of age on filaggrin expression, if any, is not documented in dogs. However, in humans, expression level of epidermal proteins such as involucrin and keratin 17 is increased in fetal skin compared to adult skin . This could indicate changes in the epidermal barrier structure and composition with age may also exist in dogs and affect filaggrin expression.
Real-Time qPCR may be a more sensitive method than IHC or IF, and so more robust to the effects of inflammation, proteolysis and other external influences . Nevertheless, conclusions from RT qPCR can be limited by experimental challenges. In this particular study, one reference gene (RPS19) recommended as suitable for RT qPCR in atopic and healthy canine skin in a previous report , showed variable expression levels and suboptimal amplification efficiency during the initial optimization steps, and was thus removed from subsequent analyses.
This study showed no overall significant difference in filaggrin mRNA expression in the non-lesional skin of atopic and non-atopic dogs with natural disease. However, significant decrease in filaggrin mRNA levels was detected when comparing non-lesional atopic skin with control skin in a subgroup of atopic WHWTs, suggesting specific changes in mRNA filaggrin expression may exist in AD in different breeds. Evaluation of filaggrin mRNA expression levels in a larger number of atopic and non-atopic animals, complemented by protein expression studies, histopathological and functional studies, and sequencing of gDNA in atopic dogs, would be useful to clarify whether mutations in filaggrin exist and contribute to the development of epidermal lesions in atopic dogs.
Animals in the study
The University of Queensland Animal and Human Ethics Committees approved this study. Seven dogs were diagnosed as having canine AD by a veterinary dermatologist, using pre-defined diagnostic criteria . Five healthy dogs were selected as controls and had no history or clinical symptoms of canine AD, pyoderma, aural disease, pruritus, foot chewing or face rubbing, and no clinical conditions likely to affect the immune system.
The atopic group was composed of seven dogs (three females, mean age 4.8 years, range 1-9 years), including five WHWTs, one Beagle and one Cavalier King Charles Spaniel. The control group was composed of five dogs (four females, mean age 8.2 years, range 1-12 years), including three WHWTs, one German Shepherd and one mixed breed. In 10 of the 12 dogs enrolled in the study, 5/7 atopic and 5/5 non-atopic, any anti-inflammatory and/or immunosuppressive medication, including immunotherapy, was withdrawn at least 3 weeks prior to skin biopsy. One atopic dog had received immunotherapy less than 3 weeks prior to skin biopsy, and another atopic dog had topical corticosteroids applied twice weekly.
Six mm punch (ZebraVet QLD Pty. Ltd., Sherwood, QLD, Australia) biopsies were obtained, induced under general anaesthesia with intravenous alfaxalone (Alfaxan®, Jurox Pty Ltd., Rutherford, NSW, Australia) and maintained with isoflurane inhalation (I.S.O. Inhalation Anaesthetic, Veterinary Companies of Australia Pty. Ltd., Marayong, NSW, Australia). Alternately, dogs were sedated with intravenous alfaxalone and/or local prilocaine (Bomac® Prilocaine Local Anaesthetic, Intervet Pty. Ltd., Bendigo, VIC, Australia) anaesthesia was used. In one dog, punch biopsy samples were obtained 5 min after euthanasia for reasons unrelated to skin disease or this study, with Pentobarbital sodium (Lethabarb® Euthanasia Injection, Virbac Pty. Ltd., Crookwell, NSW, Australia). In 6/7 atopic dogs, one sample was obtained from clinically unaffected skin on the dorsal neck. In the remaining atopic dog, an extra sample was obtained from lesional skin of the right abdomen (erythematous papule of approximately 1 cm diameter). This lesion was identified as a primary lesion by the veterinary dermatologist performing the biopsy, therefore no lichenification or hyperplasia was present. In 5/5 healthy dogs one sample was collected from clinically unaffected skin on the dorsal neck. After collection, all samples were immediately immersed in RNAlater™ RNA stabilization Reagent (QIAGEN Pty. Ltd., Doncaster, VIC, Australia) and stored at -80°C.
RNA isolation and cDNA synthesis
RNA from skin samples was isolated using Trizol reagent® (Invitrogen Pty, Mulgrave, VIC, Australia), according to the manufacturer's instructions, followed by RNase-free DNase I treatment (Invitrogen Pty, Mulgrave, VIC, Australia) to remove any genomic DNA. Messenger RNA quality and concentration were analyzed spectrophotometrically (NanoDrop Technologies, Wilmington, DE, USA). One microgram of total RNA was reverse transcribed into cDNA using Reverse Transcription System (Promega, Alexandria, NSW, Australia), according to the manufacturer's instructions, and stored at -80°C until use.
Quantitative real-time reverse transcription PCR
Primer sequences used in reverse transcriptase real-time qPCR
Forward primer sequence 5' - 3'
Reverse primer sequence 5' - 3'
Amplicon size (bp)
Amplification efficiency (E) for each gene was determined using serial a modified delta cycle threshold (Ct) method ; the linearity of the curve was verified from the R2 coefficient. Efficiency (E = (10 (-1/-slope) - 1) × 100%) varied between 78% (RPS19) and 110% (filaggrin) and the R2 coefficient was greater than 0.99 for all genes. GeNorm  and Bestkeeper  revealed similar expression stability for both reference genes; however RPL8 was selected for gene expression normalization due to its superior amplification efficiency (100%), and lowest coefficient of variance (6.02 ± 1.30).
The reactions were run on an ABI 7,900 HT Fast Real-Time PCR System (Applied Biosystems, Foster City, CA, USA) and consisted of equal amounts of cDNA (equivalent to 4 ng of total RNA), 5 μl of 2xSYBR Green I Master Mix (Applied Biosystem, Foster City, CA, USA) and 1 μl of forward and reverse primers (400 nm for filaggrin and RPL8 and 300 nm for RPS19). The cycling conditions were at 95°C for 10 min, followed by 45 cycles of 15 s at 95°C, and 90 s at 55°C. The specificity of the amplified products was confirmed by a melting curve analysis. Each sample was run in triplicate and results were documented as Ct, using a 0.2 detection threshold for all assays.
Data were analysed by the Sequence Detection Systems software version 2.2.2 (Applied Biosystems, Foster City, CA, USA). Mean normalized expression (MNE) and standard error (SE) were calculated as described in . The mean SE between triplicates was 8.61% (range 3.30 to 14.71%).
Data were entered in an Excel® spreadsheet (Microsoft Corporation, Redmond, DC, USA). All statistical analyses were carried out within the R statistical computing environment . Mann-Whitney test was used to compare filaggrin MNE values between non-lesional skin of atopic and non-atopic dogs. Additionally, the effect of sex, age and breed on filaggrin MNE values was investigated using ANOVA and regression models. The level of statistical significance was set at 0.05.
This study was entirely supported by The John & Mary Kibble Trust to CAO. The authors also thank Robert Simpson, from the Real-time PCR Facility in the School of Chemistry and Molecular Biosciences of The University of Queensland for technical support; and the owners of WHWTs that contributed to the collection of samples.
- Shaw S, Wood J, Freeman J, Littlewood J, Hannant D: Estimation of the heritability of atopic dermatitis in Labrador and Golden Retrievers. Am J Vet Res. 2004, 65: 1014-1020. 10.2460/ajvr.2004.65.1014.PubMedView ArticleGoogle Scholar
- Marsella R, Don S, Doerr K: Transmission electron microscopy studies in an experimental model of canine atopic dermatitis. Vet Dermatol. 2010, 21: 81-88. 10.1111/j.1365-3164.2009.00802.x.PubMedView ArticleGoogle Scholar
- Wood SH, Clements DN, Ollier WE, Nuttall T, McEwan NA, Carter SD: Gene expression in canine atopic dermatitis and correlation with clinical severity scores. J Dermatol Sci. 2009, 55: 27-33. 10.1016/j.jdermsci.2009.03.005.PubMedView ArticleGoogle Scholar
- Merryman-Simpson AE, Wood SH, Fretwell NJ, Paul G, McLaren WM, McEwan NA, Clements DN, Carter SD, Ollier WE, Nuttall T: Gene (mRNA) expression in canine atopic dermatitis: microarray analysis. Vet Dermatol. 2008, 19: 59-66. 10.1111/j.1365-3164.2008.00653.x.PubMedView ArticleGoogle Scholar
- Jaeger K, Linek M, Power HT, Bettenay SV, Zabel S, Rosychuk RAW, Mueller RS: Breed and site predispositions of dogs with atopic dermatitis: A comparison of five locations in three continents. Vet Dermatol. 2010, 21: 118-122.PubMedView ArticleGoogle Scholar
- Prélaud P: Dermatite atopique canine: particularites raciales. Pratique Medicale et Chirurgicale de l'Animal de Compagnie. 2001, 36: 301-307.Google Scholar
- Marsella R, Girolomoni G: Canine models of atopic dermatitis: A useful tool with untapped potential. J Invest Dermatol. 2009, 129: 2351-2357. 10.1038/jid.2009.98.PubMedView ArticleGoogle Scholar
- Akiyama M: FLG mutations in ichthyosis vulgaris and atopic eczema: Spectrum of mutations and population genetics. Br J Dermatol. 2010, 162: 472-477. 10.1111/j.1365-2133.2009.09582.x.PubMedView ArticleGoogle Scholar
- Gan SQ, McBride OW, Idler WW, Markova N, Steinert PM: Organization, structure, and polymorphisms of the human profilaggrin gene [erratum appears in Biochemistry. 1991: 30: 5814; PMID: 2043621]. Biochemistry. 1990, 29: 9432-9440. 10.1021/bi00492a018.PubMedView ArticleGoogle Scholar
- Mildner M, Jin J, Eckhart L, Kezic S, Gruber F, Barresi C, Stremnitzer C, Buchberger M, Mlitz V, Ballaun C, Sterniczky B, Födinger D, Tschachler E: Knockdown of filaggrin impairs diffusion barrier function and increases UV sensitivity in a human skin model. J Invest Dermatol. 2010, 130: 2286-2294. 10.1038/jid.2010.115.PubMedView ArticleGoogle Scholar
- Leung DYM: Our evolving understanding of the functional role of filaggrin in atopic dermatitis. J Allergy Clin Immunol. 2009, 124: 494-495. 10.1016/j.jaci.2009.07.041.PubMedView ArticleGoogle Scholar
- Elias PM, Schmuth M: Abnormal skin barrier in the etiopathogenesis of atopic dermatitis. Curr Opin Allergy Clin Immunol. 2009, 9: 437-446. 10.1097/ACI.0b013e32832e7d36.PubMedPubMed CentralView ArticleGoogle Scholar
- Howell MD, Kim BE, Gao P: Cytokine modulation of atopic dermatitis filaggrin skin expression. J Allergy Clin Immunol. 2007, 120: 150-155. 10.1016/j.jaci.2007.04.031.PubMedPubMed CentralView ArticleGoogle Scholar
- Seguchi T, ChangYi C, Kusuda S, Takahashi M, Aisu K, Tezuka T: Decreased expression of filaggrin in atopic skin. Arch Dermatol Res. 1996, 288: 442-446. 10.1007/BF02505232.PubMedView ArticleGoogle Scholar
- Jarzab J, Filipowska B, Zebracka J, Kowalska M, Bozek A, Rachowska R, Gubala E, Grzanka A, Hadas E, Jarzab B: Locus 1q21 gene expression changes in atopic dermatitis skin lesions: Deregulation of small proline-rich region 1A. Int Arch Allergy Immunol. 2010, 151: 28-37. 10.1159/000232568.PubMedView ArticleGoogle Scholar
- Sugiura H, Ebise H, Tazawa T, Tanaka K, Sugiura Y, Uehara M, Kikuchi K, Kimura T: Large-scale DNA microarray analysis of atopic skin lesions shows overexpression of an epidermal differentiation gene cluster in the alternative pathway and lack of protective gene expression in the cornified envelope. Br J Dermatol. 2005, 152: 146-149. 10.1111/j.1365-2133.2005.06352.x.PubMedView ArticleGoogle Scholar
- Nemoto-Hasebe I, Akiyama M, Nomura T, Sandilands A, McLean WHI, Shimizu H: Clinical severity correlates with impaired barrier in filaggrin-related eczema. J Invest Dermatol. 2009, 129: 682-689. 10.1038/jid.2008.280.PubMedView ArticleGoogle Scholar
- Chervet L, Galichet A, McLean WHI, Chen H, Suter MM, Roosje PJ, Müller EJ: Missing C-terminal filaggrin expression, NFkappaB activation and hyperproliferation identify the dog as a putative model to study epidermal dysfunction in atopic dermatitis. Exp Dermatol. 2010, 19: 343-348. 10.1111/j.1600-0625.2010.01109.x.View ArticleGoogle Scholar
- Marsella R, Samuelson D, Harrington L: Immunohistochemical evaluation of filaggrin polyclonal antibody in atopic and normal beagles. Vet Dermatol. 2009, 20: 547-554. 10.1111/j.1365-3164.2009.00844.x.PubMedView ArticleGoogle Scholar
- Santoro D, Marsella R, Bunick D, Graves TK, Campbell KL, Ahrens K: Expression and distribution of canine filaggrin in the skin of healthy and atopic beagles [abstract]. Vet Dermatol. 2010, 21: 323-Google Scholar
- Wood SH, Ollier WE, Nuttall T, McEwan NA, Carter SD: Despite identifying some shared gene associations with human atopic dermatitis the use of multiple dog breeds from various locations limits detection of gene associations in canine atopic dermatitis. Vet Immunol Immunopathol. 2010, 138: 193-197. 10.1016/j.vetimm.2010.07.020.PubMedView ArticleGoogle Scholar
- Barros Roque J, O'Leary CA, Kyaw-Tanner M, Latter M, Mason K, Shipstone M, Vogelnest L, Duffy DL: Haplotype sharing excludes canine orthologous filaggrin locus in atopy in West Highland white terriers. Anim Genet. 2009, 40: 793-794. 10.1111/j.1365-2052.2009.01915.x.PubMedView ArticleGoogle Scholar
- Prélaud P: Dermatite atopique canine: une maladie genetique?. Bull Acad Vet Fr. 2007, 160: 229-234.Google Scholar
- Correia H: A expressão da proteinas do invólucro córneo na pele normal canina e em diferentes hiperplasias. PhD thesis. 1996, Universidade de Trás-os-Montes e Alto Douro. Secção de Patologia e Clínicas VeterináriasGoogle Scholar
- Coolen NA, Schouten KCWM, Middelkoop E, Ulrich MMW: Comparison between human fetal and adult skin. Arch Dermatol Res. 2010, 302: 47-55. 10.1007/s00403-009-0989-8.PubMedPubMed CentralView ArticleGoogle Scholar
- Novak JP, Sladek R, Hudson TJ: Characterization of variability in large-scale gene expression data: implications for study design. Genomics. 2002, 79: 104-113. 10.1006/geno.2001.6675.PubMedView ArticleGoogle Scholar
- Schlotter YM, Veenhof EZ, Brinkhof B, Davenport G, Knol EF, Willemse T: A GeNorm algorithm-based selection of reference genes for quantitative real-time PCR in skin biopsies of healthy dogs and dogs with atopic dermatitis. Vet Immunol Immunopathol. 2009, 129: 115-118. 10.1016/j.vetimm.2008.12.004.PubMedView ArticleGoogle Scholar
- DeBoer DJ, Hillier A: The ACVD task force on canine atopic dermatitis (XV): fundamental concepts in clinical diagnosis. Vet Immunol Immunopathol. 2001, 81: 271-276. 10.1016/S0165-2427(01)00312-9.PubMedView ArticleGoogle Scholar
- Brinkhof B, Spee B, Rothuizen J, Penning LC: Development and evaluation of canine reference genes for accurate quantification of gene expression. Anal Biochem. 2006, 356: 36-43. 10.1016/j.ab.2006.06.001.PubMedView ArticleGoogle Scholar
- Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ: Basic local alignment search tool. J Mol Biol. 1990, 215: 403-410.PubMedView ArticleGoogle Scholar
- Pfaffl MW: A new mathematical model for relative quantification in real-time RT-PCR. Nucleic Acids Res. 2001, 29: 2002-2007.View ArticleGoogle Scholar
- Vandesompele J, De Preter K, Pattyn F, Poppe B, Van Roy N, De Paepe A, Speleman F: Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes. Genome Biol. 2002, 3: 1-11.View ArticleGoogle Scholar
- Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP: Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper-Excel-based tool using pair-wise correlations. Biotechnol Lett. 2004, 26: 509-515.PubMedView ArticleGoogle Scholar
- Muller P, Janovjak H, Miserez AR, Dobbie Z: Processing of gene expression data generated by quantitative real-time RT-PCR. Biotechniques. 2002, 32: 1372-1379.PubMedGoogle Scholar
- R Core Development Team: R: A language and environment for statistical computing. [http://www.R-project.org]