Literature DB >> 33449928

Optical pattern generator for efficient bio-data encoding in a photonic sequence comparison architecture.

Saeedeh Akbari Rokn Abadi1, Negin Hashemi Dijujin1, Somayyeh Koohi1.   

Abstract

In this study, optical technology is considered as SA issues' solution with the potential ability to increase the speed, overcome memory-limitation, reduce power consumption, and increase output accuracy. So we examine the effect of bio-data encoding and the creation of input images on the pattern-recognition error-rate at the output of optical Vander-lugt correlator. Moreover, we present a genetic algorithm-based coding approach, named as GAC, to minimize output noises of cross-correlating data. As a case study, we adopt the proposed coding approach within a correlation-based optical architecture for counting k-mers in a DNA string. As verified by the simulations on Salmonella whole-genome, we can improve sensitivity and speed more than 86% and 81%, respectively, compared to BLAST by using coding set generated by GAC method fed to the proposed optical correlator system. Moreover, we present a comprehensive report on the impact of 1D and 2D cross-correlation approaches, as-well-as various coding parameters on the output noise, which motivate the system designers to customize the coding sets within the optical setup.

Entities:  

Mesh:

Year:  2021        PMID: 33449928      PMCID: PMC7810328          DOI: 10.1371/journal.pone.0245095

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  16 in total

1.  MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform.

Authors:  Kazutaka Katoh; Kazuharu Misawa; Kei-ichi Kuma; Takashi Miyata
Journal:  Nucleic Acids Res       Date:  2002-07-15       Impact factor: 16.971

2.  High speed BLASTN: an accelerated MegaBLAST search tool.

Authors:  Ying Chen; Weicai Ye; Yongdong Zhang; Yuesheng Xu
Journal:  Nucleic Acids Res       Date:  2015-08-06       Impact factor: 16.971

3.  Genome-wide synteny through highly sensitive sequence alignment: Satsuma.

Authors:  Manfred G Grabherr; Pamela Russell; Miriah Meyer; Evan Mauceli; Jessica Alföldi; Federica Di Palma; Kerstin Lindblad-Toh
Journal:  Bioinformatics       Date:  2010-03-05       Impact factor: 6.937

4.  All-optical DNA variant discovery utilizing extended DV-curve-based wavelength modulation.

Authors:  Ehsan Maleki; Hossein Babashah; Somayyeh Koohi; Zahra Kavehvash
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2018-11-01       Impact factor: 2.129

5.  A Modified Multiple Alignment Fast Fourier Transform with Higher Efficiency.

Authors:  Weihua Zheng; Kenli Li; Keqin Li; Hing Cheung So
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2016-02-15       Impact factor: 3.710

6.  High-speed all-optical DNA local sequence alignment based on a three-dimensional artificial neural network.

Authors:  Ehsan Maleki; Hossein Babashah; Somayyeh Koohi; Zahra Kavehvash
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2017-07-01       Impact factor: 2.129

7.  Alignment of whole genomes.

Authors:  A L Delcher; S Kasif; R D Fleischmann; J Peterson; O White; S L Salzberg
Journal:  Nucleic Acids Res       Date:  1999-06-01       Impact factor: 16.971

8.  Brain tumor segmentation with Vander Lugt correlator based active contour.

Authors:  Abdelaziz Essadike; Elhoussaine Ouabida; Abdenbi Bouzid
Journal:  Comput Methods Programs Biomed       Date:  2018-04-03       Impact factor: 5.428

9.  Image correlation method for DNA sequence alignment.

Authors:  Millaray Curilem Saldías; Felipe Villarroel Sassarini; Carlos Muñoz Poblete; Asticio Vargas Vásquez; Iván Maureira Butler
Journal:  PLoS One       Date:  2012-06-27       Impact factor: 3.240

10.  A comprehensive benchmark study of multiple sequence alignment methods: current challenges and future perspectives.

Authors:  Julie D Thompson; Benjamin Linard; Odile Lecompte; Olivier Poch
Journal:  PLoS One       Date:  2011-03-31       Impact factor: 3.240

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  1 in total

1.  WalkIm: Compact image-based encoding for high-performance classification of biological sequences using simple tuning-free CNNs.

Authors:  Saeedeh Akbari Rokn Abadi; Amirhossein Mohammadi; Somayyeh Koohi
Journal:  PLoS One       Date:  2022-04-15       Impact factor: 3.752

  1 in total

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