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author:

Wang, Xiaofeng (Wang, Xiaofeng.) [1] | Yan, Renxiang (Yan, Renxiang.) [2] (Scholars:鄢仁祥) | Wang, Yongji (Wang, Yongji.) [3]

Indexed by:

SCIE

Abstract:

Ubiquitination is a very important protein post-translational modification in humans, which is closely related to many human diseases such as cancers. Although some methods have been elegantly proposed to predict human ubiquitination sites, the accuracy of these methods is generally not very satisfactory. In order to improve the prediction accuracy of human ubiquitination sites, we propose a new ensemble method HUbipPred, which takes the binary encoding and physicochemical properties of amino acids as training features, and integrates two intensively trained convolutional neural networks and two recurrent neural networks to build the model. Finally, HUbiPred achieves AUC values of 0.852 and 0.844 in five-fold cross-validation and independent tests, respectively, which greatly improves the prediction accuracy compared to previous predictors. We also analyze the physicochemical properties of amino acids around ubiquitination sites, study the important roles of architectures (i.e., convolution, long short-term memory (LSTM) and fully connected hidden layers) in the networks for prediction performance, and also predict potential ubiquitination sites in humans using HUbiPred. The training and test datasets, predicted human ubiquitination sites, and source codes of HUbiPred are publicly available at https://github.com/amituofo-xf/HUbiPred.

Keyword:

Community:

  • [ 1 ] [Wang, Xiaofeng]Shanxi Normal Univ, Coll Math & Comp Sci, Linfen 041004, Shanxi, Peoples R China
  • [ 2 ] [Yan, Renxiang]Fuzhou Univ, Sch Biol Sci & Engn, Fujian Key Lab Marine Enzyme Engn, Fuzhou 350002, Peoples R China
  • [ 3 ] [Wang, Yongji]Shanxi Normal Univ, Coll Life Sci, Linfen 041000, Shanxi, Peoples R China

Reprint 's Address:

  • 鄢仁祥

    [Wang, Xiaofeng]Shanxi Normal Univ, Coll Math & Comp Sci, Linfen 041004, Shanxi, Peoples R China;;[Yan, Renxiang]Fuzhou Univ, Sch Biol Sci & Engn, Fujian Key Lab Marine Enzyme Engn, Fuzhou 350002, Peoples R China

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Source :

MOLECULAR OMICS

ISSN: 2515-4184

Year: 2021

Issue: 6

Volume: 17

Page: 948-955

4 . 2 1 2

JCR@2021

3 . 0 0 0

JCR@2023

ESI Discipline: BIOLOGY & BIOCHEMISTRY;

ESI HC Threshold:104

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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