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Identification of tissue-specific targeting peptide

Authors
Jung, EunkyoungLee, Nam KyungKang, Sang-KeeChoi, Seung-HoonKim, DaejinPark, KisooChoi, KihangChoi, Yun-JaieJung, Dong Hyun
Issue Date
11월-2012
Publisher
SPRINGER
Keywords
Machine learning; Partial least squares; Artificial neural network; Bayesian; Support vector machine; Tissue-specific targeting peptide; ROC score
Citation
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, v.26, no.11, pp.1267 - 1275
Indexed
SCIE
SCOPUS
Journal Title
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN
Volume
26
Number
11
Start Page
1267
End Page
1275
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/107003
DOI
10.1007/s10822-012-9614-6
ISSN
0920-654X
Abstract
Using phage display technique, we identified tissue-targeting peptide sets that recognize specific tissues (bone-marrow dendritic cell, kidney, liver, lung, spleen and visceral adipose tissue). In order to rapidly evaluate tissue-specific targeting peptides, we performed machine learning studies for predicting the tissue-specific targeting activity of peptides on the basis of peptide sequence information using four machine learning models and isolated the groups of peptides capable of mediating selective targeting to specific tissues. As a representative liver-specific targeting sequence, the peptide "DKNLQLH" was selected by the sequence similarity analysis. This peptide has a high degree of homology with protein ligands which can interact with corresponding membrane counterparts. We anticipate that our models will be applicable to the prediction of tissue-specific targeting peptides which can recognize the endothelial markers of target tissues.
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