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Noise reduction in single time frame optical DNA maps

In optical DNA mapping technologies sequence-specific intensity variations (DNA barcodes) along stretched and stained DNA molecules are produced. These “fingerprints” of the underlying DNA sequence have a resolution of the order one kilobasepairs and the stretching of the DNA molecules are performed...

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Autores principales: Torche, Paola C., Müller, Vilhelm, Westerlund, Fredrik, Ambjörnsson, Tobias
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5480869/
https://www.ncbi.nlm.nih.gov/pubmed/28640821
http://dx.doi.org/10.1371/journal.pone.0179041
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author Torche, Paola C.
Müller, Vilhelm
Westerlund, Fredrik
Ambjörnsson, Tobias
author_facet Torche, Paola C.
Müller, Vilhelm
Westerlund, Fredrik
Ambjörnsson, Tobias
author_sort Torche, Paola C.
collection PubMed
description In optical DNA mapping technologies sequence-specific intensity variations (DNA barcodes) along stretched and stained DNA molecules are produced. These “fingerprints” of the underlying DNA sequence have a resolution of the order one kilobasepairs and the stretching of the DNA molecules are performed by surface adsorption or nano-channel setups. A post-processing challenge for nano-channel based methods, due to local and global random movement of the DNA molecule during imaging, is how to align different time frames in order to produce reproducible time-averaged DNA barcodes. The current solutions to this challenge are computationally rather slow. With high-throughput applications in mind, we here introduce a parameter-free method for filtering a single time frame noisy barcode (snap-shot optical map), measured in a fraction of a second. By using only a single time frame barcode we circumvent the need for post-processing alignment. We demonstrate that our method is successful at providing filtered barcodes which are less noisy and more similar to time averaged barcodes. The method is based on the application of a low-pass filter on a single noisy barcode using the width of the Point Spread Function of the system as a unique, and known, filtering parameter. We find that after applying our method, the Pearson correlation coefficient (a real number in the range from -1 to 1) between the single time-frame barcode and the time average of the aligned kymograph increases significantly, roughly by 0.2 on average. By comparing to a database of more than 3000 theoretical plasmid barcodes we show that the capabilities to identify plasmids is improved by filtering single time-frame barcodes compared to the unfiltered analogues. Since snap-shot experiments and computational time using our method both are less than a second, this study opens up for high throughput optical DNA mapping with improved reproducibility.
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spelling pubmed-54808692017-07-05 Noise reduction in single time frame optical DNA maps Torche, Paola C. Müller, Vilhelm Westerlund, Fredrik Ambjörnsson, Tobias PLoS One Research Article In optical DNA mapping technologies sequence-specific intensity variations (DNA barcodes) along stretched and stained DNA molecules are produced. These “fingerprints” of the underlying DNA sequence have a resolution of the order one kilobasepairs and the stretching of the DNA molecules are performed by surface adsorption or nano-channel setups. A post-processing challenge for nano-channel based methods, due to local and global random movement of the DNA molecule during imaging, is how to align different time frames in order to produce reproducible time-averaged DNA barcodes. The current solutions to this challenge are computationally rather slow. With high-throughput applications in mind, we here introduce a parameter-free method for filtering a single time frame noisy barcode (snap-shot optical map), measured in a fraction of a second. By using only a single time frame barcode we circumvent the need for post-processing alignment. We demonstrate that our method is successful at providing filtered barcodes which are less noisy and more similar to time averaged barcodes. The method is based on the application of a low-pass filter on a single noisy barcode using the width of the Point Spread Function of the system as a unique, and known, filtering parameter. We find that after applying our method, the Pearson correlation coefficient (a real number in the range from -1 to 1) between the single time-frame barcode and the time average of the aligned kymograph increases significantly, roughly by 0.2 on average. By comparing to a database of more than 3000 theoretical plasmid barcodes we show that the capabilities to identify plasmids is improved by filtering single time-frame barcodes compared to the unfiltered analogues. Since snap-shot experiments and computational time using our method both are less than a second, this study opens up for high throughput optical DNA mapping with improved reproducibility. Public Library of Science 2017-06-22 /pmc/articles/PMC5480869/ /pubmed/28640821 http://dx.doi.org/10.1371/journal.pone.0179041 Text en © 2017 Torche et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Torche, Paola C.
Müller, Vilhelm
Westerlund, Fredrik
Ambjörnsson, Tobias
Noise reduction in single time frame optical DNA maps
title Noise reduction in single time frame optical DNA maps
title_full Noise reduction in single time frame optical DNA maps
title_fullStr Noise reduction in single time frame optical DNA maps
title_full_unstemmed Noise reduction in single time frame optical DNA maps
title_short Noise reduction in single time frame optical DNA maps
title_sort noise reduction in single time frame optical dna maps
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5480869/
https://www.ncbi.nlm.nih.gov/pubmed/28640821
http://dx.doi.org/10.1371/journal.pone.0179041
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