Abstract

We have employed information theory techniques to simplify the identification task of ANNs for large and complex databases. These techniques pre-process the spectrum before it is seen by the ANN. One technique that has emerged from this work is called """"""""frequency-information transformation"""""""" (FIT). We have shown that FIT significantly simplifies the classification task for the database of 1H-NMR spectra of xyloglucan oligosaccharides by eliminating the large amount of information contained in 1H-NMR spectra that is irrelevant for classification purposes. However, the technique needs further development in order to be applied to larger databases such as the 1H-NMR spectral database of N-linked oligosaccharides. We have applied for separate NIH funding for this project as an RO1. A manuscript is in preparation describing this work.

  Funding Agency

Agency
National Institute of Health (NIH)
Institute
National Center for Research Resources (NCRR)
Type
Biotechnology Resource Grants (P41)
Project #
5P41RR005351-13
Application #
6493634
Study Section
Project Start
2001-08-01
Project End
2002-07-31
Budget Start
Budget End
Support Year
13
Fiscal Year
2001
Total Cost
$288,015
Indirect Cost

  Institution

Name
University of Georgia
Department
Type
DUNS #
City
Athens
State
GA
Country
United States
Zip Code
30602

  Publications

Hannides, Angelos K; Aller, Robert C (2016) Priming effect of benthic gastropod mucus on sedimentary organic matter remineralization. Limnol Oceanogr 61:1640-1650
Revoredo, Leslie; Wang, Shengjun; Bennett, Eric Paul et al. (2016) Mucin-type O-glycosylation is controlled by short- and long-range glycopeptide substrate recognition that varies among members of the polypeptide GalNAc transferase family. Glycobiology 26:360-76
Zhao, Wujun; Zhu, Taotao; Cheng, Rui et al. (2016) Label-Free and Continuous-Flow Ferrohydrodynamic Separation of HeLa Cells and Blood Cells in Biocompatible Ferrofluids. Adv Funct Mater 26:3990-3998
Liu, Lin; Zha, Jingying; DiGiandomenico, Antonio et al. (2015) Synthetic Enterobacterial Common Antigen (ECA) for the Development of a Universal Immunotherapy for Drug-Resistant Enterobacteriaceae. Angew Chem Int Ed Engl 54:10953-7
Wu, Liang; Viola, Cristina M; Brzozowski, Andrzej M et al. (2015) Structural characterization of human heparanase reveals insights into substrate recognition. Nat Struct Mol Biol 22:1016-22
Qiu, Hong; Xiao, Wenyuan; Yue, Jingwen et al. (2015) Heparan sulfate modulates Slit3-induced endothelial cell migration. Methods Mol Biol 1229:549-55
Li, Zixuan; Moniz, Heather; Wang, Shuo et al. (2015) High structural resolution hydroxyl radical protein footprinting reveals an extended Robo1-heparin binding interface. J Biol Chem 290:10729-40
Czuchry, Diana; Desormeaux, Paul; Stuart, Melissa et al. (2015) Identification and Biochemical Characterization of the Novel ?2,3-Sialyltransferase WbwA from Pathogenic Escherichia coli Serotype O104. J Bacteriol 197:3760-8
Zhang, Fuming; Moniz, Heather A; Walcott, Benjamin et al. (2014) Probing the impact of GFP tagging on Robo1-heparin interaction. Glycoconj J 31:299-307
Zarnowski, Robert; Westler, William M; Lacmbouh, Ghislain Ade et al. (2014) Novel entries in a fungal biofilm matrix encyclopedia. MBio 5:e01333-14

Showing the most recent 10 out of 245 publications