Real-time PCR is a highly sensitive method for absolute and relative quantification of gene expression. The reliability of qPCR data would further be greatly increased by including endogenous genes whose transcription level would be unwavering in the diverse experimental situations. Several approaches have been used to discover steadiness in gene expression and choose the best endogenous genes in the context of the relevant experimental conditions, but to date, there is no consensus on which technique we should rely on to study internal control gene expression stability. Among all four reference genes taken in our study,
Actb (cytoskeletal structural protein- Beta actin) and
Gapdh (glycolytic enzyme- Glyceraldehyde 3- phosphate dehydrogenase) are traditional reference genes that are usually used for qPCR experiments whereas
Prdx1 (peroxiredoxins) and
Ctbp1 (C-terminal binding protein 1) are recently reported internal control genes for conducting qPCR based mouse mammary gland experimental studies
(van de Moosdijk and van Amerongen, 2016).
For our qPCR data normalization in CPV2.NS1 transfected 4T1 mice mammary gland tumor cell line, we compared four housekeeping genes
i.
e.
Gapdh,
Prdx1,
Ctbp1 and
Actb by the BestKeeper algorithm. BestKeeper calculates variation in gene expression for each reference gene based on Crossing points (CP) which is the number of cycles required to cross selected threshold fluorescence
Mehta et al., (2010). On basis of these CP values, BestKeeper calculates Standard deviation (SD) and Coefficient of variation (CV) for all housekeeping genes. By performing various pairwise correlation analyses, this expression analysis tool estimates relationships among all possible pairs of reference genes by using raw Ct values of each gene
Pfaffl et al., (2004). Standard deviation (SD) of the endogenous genes is a key aspect to identify genes with maximum stability by BestKeeper software; the higher the Coefficient of variation (CV) and Standard Deviation (SD) values, the more unstable the reference gene
Bao et al., (2019). BestKeeper algorithm also assesses the correlation coefficient (r) of each reference gene under study to the BestKeeper index, as calculated from the geometric mean of the remaining reference genes. Generally, reference gene with SD values >1 are considered unstable and should be sorted out. So, overall three indicators are provided by BestKeeper to identify expression stability of a housekeeping gene which are CV, SD and correlation coefficient (r).
Initially, four endogenous genes were amplified in the samples examined and single-band products of appropriate size were obtained by agarose gel electrophoresis (Fig 1). All genes in qRT-PCR assays produced one single peak in the melt curve analysis (Fig 2). After generating melt curve, average Ct values of triplicates of each reference gene were used for visualizing the reference gene showing stable expression and
Prdx1 Ct values were found to be varying less among both 24 and 48hr post transfection in both control and treatment groups as compared to all other three reference gene in our study (Fig 3).
BestKeeper uses raw Ct values of all genes as input. Analysis of similar data with BestKeeper begins with the estimation of variations
i.
e., SD and CV for all the four candidate endogenous genes in the samples depicted in (Tables 2 and 3). In the case of 4T1 cells with 24hr post-transfection, not a single housekeeping genes under study showed an SD>1 indicating that all of the genes under study were appropriate enough to be considered for selecting them as endogenous genes. But in 48 hr post-transfection,
Actb had SD more than 1 which eliminates this reference gene from our consideration.
Further data processing involved consideration of CV and Pearson correlation coefficient (r) of all candidate reference genes. In 4T1 cells with 24 hr post-transfection, the Pearson correlation coefficient for all reference genes was quite high which shows a strong resemblance among inter-genes and with BestKeeper index (Table 4). But by taking CV as criteria for selection of endogenous gene, two genes
i.
e.,
Ctbp1 and
Actb with the highest variation can be excluded. Of the remaining two genes
i.
e.,
Gapdh and
Prdx1, minimum variation was shown by
Prdx1 which suggest the significance of this gene for taking as an endogenous control for qPCR experiments.
In the case of 4T1 cells with 48hr post-transfection, the reference gene having SD>1
i.
e. Actb was previously eliminated. Further data analysis with
Gapdh,
Ctbp1 and
Prdx1 was done for their expression stability. Pearson correlation coefficient was high for all these remaining three genes but deviation from the mean (CV) was highest for
Ctbp1 which warrants the exclusion of this gene (Table 5). Between
Gapdh and
Prdx1, the Correlation coefficient was high for both, but
Prdx1 due to minimum variation and p<0.001 can be considered as a better option among both endogenous genes for qPCR based studies in 4T1 mouse mammary tumor cell line. The ranking of four candidate reference genes on the basis of variation from the most stable to the least stable for both 24 and 48 hr is depicted in Fig 4.
So, in conclusion, three reference genes
i.
e.
Prdx1,
Gapdh and
Ctbp1 were found to be quite correlated with the BestKeeper index, but by considering all three criteria of selection by BestKeeper algorithm,
Prdx1 showed minimum variation and was found to be ranked at first position by BestKeeper in both time intervals which suggests
Prdx1 to be considered as better internal control gene in 4T1 mouse mammary tumor cell line transfected with CPV2.NS1 for qRT-PCR experiments.