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Biothreat Detection by Random Oligomer-Based Microarray

Show simple item record Diggans, James C.
dc.creator Diggans, James C. 2008-12-03 2009-08-24T18:40:34Z NO_RESTRICTION en 2009-08-24T18:40:34Z 2009-08-24T18:40:34Z
dc.description.abstract Current biosensors are primarily based upon previous observations: they detect organisms known to be pathogenic. Future biowarfare agents, however, are likely to contain completely novel or re-engineered proteins and nucleic acid sequences intended either to make previously harmless organisms pathogenic, to increase the pathenogenicity of existing agents or expressly to render the agent undetectable by conventional serotype-or PCR-based methods. The present work describes the creation and validation of a nucleic-acid microarray-based biosensor for the detection of putative biohazards present in environmental air samples. The prototype array consists of 15,200 pseudo-random 25bp oligonucleotide probes whose sequences were generated using variable-length Markov chain models trained on sequence from pathogenic prokaryotic genomes. Classifiers constructed on organism-specific patterns of hybridization were then applied to unknown or mixed samples to determine a likelihood of detection. With this approach, the ability to estimate the presence of a novel or engineered threat then requires only the characterization of the binding pattern of the agent’s amplified genomic DNA to the array.
dc.language.iso en_US en
dc.subject Bioinformatics en_US
dc.subject Biosensor en_US
dc.subject Classification en_US
dc.subject Microarray en_US
dc.subject Biodefense en_US
dc.title Biothreat Detection by Random Oligomer-Based Microarray en
dc.type Dissertation en
dc.description.note Supplemental material is available in Special Collections and Archives upon request. This material includes VLMC Training, Reference Arrays, WGA Replicate Study, and Classification. en Doctor of Philosophy in Bioinformatics and Computational Biology en Doctoral en Bioinformatics and Computational Biology en George Mason University en

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