Presentation 1996/1/27
Disease discrimination from oligosaccharide using neural network
Mari Nakashiba, Koji Oguri, Akira Iwata, Emiko Ito, Hiroaki Nakagawa, Yoshinori Tsukamoto, Yoshiya Kawamura, Noriko Takahashi,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Oligosaccharides are linked to proteins or lipids and form a part of glycoconjugates. Recently, the methods of purification and identification of the oligosaccharide moiety are developing. To analyze the change of oligosaccharide structures caused by several diseases, the statistical analysis have not yet been sufficient, since the structures of these oligosaccharides abound in microheterogeneity. In this study using serum IgG oligosaccharide patterns, we tried to discriminate IgA nephropathy from the health controls by use of neural network. Our results show that the sensitivity for IgA nephropathy improved to 92.7% compared to 10.5% obtained by statistical analysis. This neural network system shows to be useful for analysis of oligosaccharide patterns.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) neural network / oligosaccharide / IgA nephropathy / immunoglobulin G
Paper # MBE95-152
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Conference Information
Committee MBE
Conference Date 1996/1/27(1days)
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Paper Information
Registration To ME and Bio Cybernetics (MBE)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Disease discrimination from oligosaccharide using neural network
Sub Title (in English)
Keyword(1) neural network
Keyword(2) oligosaccharide
Keyword(3) IgA nephropathy
Keyword(4) immunoglobulin G
1st Author's Name Mari Nakashiba
1st Author's Affiliation Nagoya Inst. of Tech()
2nd Author's Name Koji Oguri
2nd Author's Affiliation Aichi Pref. Univ.
3rd Author's Name Akira Iwata
3rd Author's Affiliation Nagoya Inst. of Tech
4th Author's Name Emiko Ito
4th Author's Affiliation Nakano Vinegar Co. LTD.
5th Author's Name Hiroaki Nakagawa
5th Author's Affiliation Nakano Vinegar Co. LTD.
6th Author's Name Yoshinori Tsukamoto
6th Author's Affiliation Nakano Vinegar Co. LTD.
7th Author's Name Yoshiya Kawamura
7th Author's Affiliation Nakano Vinegar Co. LTD.
8th Author's Name Noriko Takahashi
8th Author's Affiliation Nakano Vinegar Co. LTD.
Date 1996/1/27
Paper # MBE95-152
Volume (vol) vol.95
Number (no) 501
Page pp.pp.-
#Pages 6
Date of Issue