Abstract
This paper presents a method (GEIAS) for the automatic processing of digital images obtained from Gel Electrophoresis. The performance of GEIAS was tested using 12 images, obtained from 4 gels with 3 different exposures with a total of 1082 bands, comparing the results provided by GEIAS and 3 other software tools. The GEIAS is able to fully automatically detect DNA lanes while the other 3 software tools tested can only do this in a semi-automatic or manual way. For the correct location of DNA bands, GEIAS required a manual correction of the location in 10.0% of the bands, and the other software tools 13.0%, 15.0% and 25.4%. The average error in the estimation of molecular weight was tested using a total of 5443 bands in 12 image using 672 reference/observed lane pairs. The average error was found to be 9.2% for GEIAS and 11.2%, 14.4% and 13.1% for the other software tools tested.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Sharp, P.A., Sugden, B., Sambrook, J.: Detection of two restriction endonuclease activities in haemophilus parainfluenzae using analytical agarose-ethidium bromide electrophoresis. Biochemistry 12, 3055–3063 (1973)
Helling, R.B., Goodman, H.M., Boyer, H.W.: Analysis of endonuclease R–EcoRI fragments of DNA from lambdoid bacteriophages and other viruses by agarose-gel electrophoresis. J. Virol. 14, 1235–1244 (1974)
Sambrook, R.: Molecular cloning: A laboratory manual, 3rd edn. Cold Spring Harbor Laboratory Press (2001)
Caridade, C.M.R., Marçal, A.R.S., Mendonça, T.: Automatic extraction and classification of DNA profiles in digital images. In: Tavares, J., Jorge, N. (eds.) Computational Vision and Medical Image Processing, pp. 111–116. Taylor & Francis, Abington (2008)
Caridade, C.M.R., Marçal, A.R.S., Mendonça, T., Pessoa, A.M., Pereira, S.: An automatic Method to identify and extract information of DNA bands in Gel Electrophoresis Images. In: Proceedings of the 31st Annual International Conference of the IEEE EMBS - EMBC 2009, pp. 1024–1027 (2009)
Quantity One version 4.6.3 from Bio-Rad Laboratories, Inc., http://quantity-one.software.informer.com (visited August 2009)
ImageQuant TL, GE Healthcare, http://www.imsupport.com/ (visited August 2009)
KODAK 1D Image Analysis software, KodaK, http://www.carestreamhealth.com/molecular-imaging-software.html (visited August 2009)
Otsu, N.: A threshold selection method from gray-level histograms. IEEE Trans. on Systems Man Cybernetics 9(1), 62–69 (2002)
Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 3rd edn. Prentice Hall, Upper Saddle River (2008)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2010 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Caridade, C.M.R., Marcal, A.R.S., Mendonça, T., Pessoa, A.M., Pereira, S. (2010). Automatic Information Extraction from Gel Electrophoresis Images Using GEIAS. In: Campilho, A., Kamel, M. (eds) Image Analysis and Recognition. ICIAR 2010. Lecture Notes in Computer Science, vol 6112. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13775-4_19
Download citation
DOI: https://doi.org/10.1007/978-3-642-13775-4_19
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-13774-7
Online ISBN: 978-3-642-13775-4
eBook Packages: Computer ScienceComputer Science (R0)