Evaluation of reference-based two-color methods for measurement of gene expression ratios using spotted cDNA microarrays


Autoria(s): Peixoto, Bernardo R; Vêncio, Ricardo ZN; Egidio, Camila M; Mota-Vieira, Luisa ; Verjovski-Almeida, Sergio ; Reis, Eduardo M
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

26/08/2013

26/08/2013

01/02/2006

Resumo

Abstract Background Spotted cDNA microarrays generally employ co-hybridization of fluorescently-labeled RNA targets to produce gene expression ratios for subsequent analysis. Direct comparison of two RNA samples in the same microarray provides the highest level of accuracy; however, due to the number of combinatorial pair-wise comparisons, the direct method is impractical for studies including large number of individual samples (e.g., tumor classification studies). For such studies, indirect comparisons using a common reference standard have been the preferred method. Here we evaluated the precision and accuracy of reconstructed ratios from three indirect methods relative to ratios obtained from direct hybridizations, herein considered as the gold-standard. Results We performed hybridizations using a fixed amount of Cy3-labeled reference oligonucleotide (RefOligo) against distinct Cy5-labeled targets from prostate, breast and kidney tumor samples. Reconstructed ratios between all tissue pairs were derived from ratios between each tissue sample and RefOligo. Reconstructed ratios were compared to (i) ratios obtained in parallel from direct pair-wise hybridizations of tissue samples, and to (ii) reconstructed ratios derived from hybridization of each tissue against a reference RNA pool (RefPool). To evaluate the effect of the external references, reconstructed ratios were also calculated directly from intensity values of single-channel (One-Color) measurements derived from tissue sample data collected in the RefOligo experiments. We show that the average coefficient of variation of ratios between intra- and inter-slide replicates derived from RefOligo, RefPool and One-Color were similar and 2 to 4-fold higher than ratios obtained in direct hybridizations. Correlation coefficients calculated for all three tissue comparisons were also similar. In addition, the performance of all indirect methods in terms of their robustness to identify genes deemed as differentially expressed based on direct hybridizations, as well as false-positive and false-negative rates, were found to be comparable. Conclusion RefOligo produces ratios as precise and accurate as ratios reconstructed from a RNA pool, thus representing a reliable alternative in reference-based hybridization experiments. In addition, One-Color measurements alone can reconstruct expression ratios without loss in precision or accuracy. We conclude that both methods are adequate options in large-scale projects where the amount of a common reference RNA pool is usually restrictive.

The authors are grateful to Drs. Vitor Carneiro, Victor Santos, Teresa Eloi and Laura de Fez Sayas from Hospital do Divino Espírito Santo, Portugal, and to Drs. Marcello Barcinski and Franz Campos from Instituto Nacional de Câncer, Rio de Janeiro for providing tumor tissues and RNA samples. We thank Dr. Ricardo DeMarco for valuable suggestions and critically reading the manuscript. B.R.P. is recipient of a postdoctoral fellowship from Science and Technology Foundation, Portugal. This work was mostly supported by a grant from Fundação de Amparo a Pesquisa do Estado de São Paulo, Brasil (FAPESP) to S.V.A. Additional resources were provided by a grant from Luso-American Foundation to B.R.P (Ref. L-V-383/2002); and fellowships from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) and FAPESP.

The authors are grateful to Drs. Vitor Carneiro, Victor Santos, Teresa Eloi and Laura de Fez Sayas from Hospital do Divino Espírito Santo, Portugal, and to Drs. Marcello Barcinski and Franz Campos from Instituto Nacional de Câncer, Rio de Janeiro for providing tumor tissues and RNA samples. We thank Dr. Ricardo DeMarco for valuable suggestions and critically reading the manuscript. B.R.P. is recipient of a postdoctoral fellowship from Science and Technology Foundation, Portugal. This work was mostly supported by a grant from Fundação de Amparo a Pesquisa do Estado de São Paulo, Brasil (FAPESP) to S.V.A. Additional resources were provided by a grant from LusoAmerican Foundation to B.R.P (Ref. LV383/2002); and fellowships from Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) and FAPESP.

Identificador

1471-2164

http://www.producao.usp.br/handle/BDPI/32787

10.1186/1471-2164-7-35

http://www.biomedcentral.com/1471-2164/7/35

Idioma(s)

eng

Relação

BMC Genomics

Direitos

openAccess

Peixoto et al; licensee BioMed Central Ltd. - This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Tipo

article

original article