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Automatic channel unmixing for high-throughput quantitative analysis of fluorescence images

Cris L. Luengo Hendriks, Soile V. Keränen, Mark D. Biggin, and David W. Knowles

Optics Express, Vol. 15, Issue 19, pp. 12306-12317        doi:10.1364/OE.15.012306

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  • OCIS Codes:
  • (100.2000) Image processing : Digital image processing
  • (100.2960) Image processing : Image analysis
  • (180.2520) Microscopy : Fluorescence microscopy
ToC Category:
Microscopy

Citation
Cris L. Luengo Hendriks, Soile V. Keränen, Mark D. Biggin, and David W. Knowles, "Automatic channel unmixing for high-throughput quantitative analysis of fluorescence images," Opt. Express 15, 12306-12317 (2007)
http://www.opticsinfobase.org/abstract.cfm?URI=oe-15-19-12306

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Abstract

Laser-scanning microscopy allows rapid acquisition of multi-channel data, paving the way for high-throughput, high-content analysis of large numbers of images. An inherent problem of using multiple fluorescent dyes is overlapping emission spectra, which results in channel cross-talk and reduces the ability to extract quantitative measurements. Traditional unmixing methods rely on measuring channel cross-talk and using fixed acquisition parameters, but these requirements are not suited to high-throughput processing. Here we present a simple automatic method to correct for channel cross-talk in multi-channel images using image data only. The method is independent of the acquisition parameters but requires some spatial separation between different dyes in the image. We evaluate the method by comparing the cross-talk levels it estimates to those measured directly from a standard fluorescent slide. The method is then applied to a high-throughput analysis pipeline that measures nuclear volumes and relative expression of gene products from three-dimensional, multi-channel fluorescence images of whole Drosophila embryos. Analysis of images before unmixing revealed an aberrant spatial correlation between measured nuclear volumes and the gene expression pattern in the shorter wavelength channel. Applying the unmixing algorithm before performing these analyses removed this correlation.

© 2007 Optical Society of America

» View Full Text: Acrobat PDF (3484 KB) Open Access

History
Original Manuscript: June 22, 2007
Manuscript Accepted: August 30, 2007
Revised Manuscript: August 29, 2007
Published: September 13, 2007

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