Literature DB >> 29107015

iKcr-PseEns: Identify lysine crotonylation sites in histone proteins with pseudo components and ensemble classifier.

Wang-Ren Qiu1, Bi-Qian Sun2, Xuan Xiao3, Zhao-Chun Xu2, Jian-Hua Jia4, Kuo-Chen Chou5.   

Abstract

Lysine crotonylation (Kcr) is an evolution-conserved histone posttranslational modification (PTM), occurring in both human somatic and mouse male germ cell genomes. It is important for male germ cell differentiation. Information of Kcr sites in proteins is very useful for both basic research and drug development. But it is time-consuming and expensive to determine them by experiments alone. Here, we report a novel predictor called iKcr-PseEns that is established by incorporating five tiers of amino acid pairwise couplings into the general pseudo amino acid composition. It has been observed via rigorous cross-validations that the new predictor's sensitivity (Sn), specificity (Sp), accuracy (Acc), and stability (MCC) are 90.53%, 95.27%, 94.49%, and 0.826, respectively. For the convenience of most experimental scientists, a user-friendly web-server for iKcr-PseEns has been established at http://www.jci-bioinfo.cn/iKcr-PseEns, by which users can easily obtain their desired results without the need to go through the complicated mathematical equations involved.
Copyright © 2017 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  5-Tier coupling; Chou's general PseAAC; Chou's intuitive metrics; Ensemble classifier; Lysine crotonylation; PTMs

Mesh:

Substances:

Year:  2017        PMID: 29107015     DOI: 10.1016/j.ygeno.2017.10.008

Source DB:  PubMed          Journal:  Genomics        ISSN: 0888-7543            Impact factor:   5.736


  31 in total

1.  iN6-methylat (5-step): identifying DNA N6-methyladenine sites in rice genome using continuous bag of nucleobases via Chou's 5-step rule.

Authors:  Nguyen Quoc Khanh Le
Journal:  Mol Genet Genomics       Date:  2019-05-04       Impact factor: 3.291

2.  MULTiPly: a novel multi-layer predictor for discovering general and specific types of promoters.

Authors:  Meng Zhang; Fuyi Li; Tatiana T Marquez-Lago; André Leier; Cunshuo Fan; Chee Keong Kwoh; Kuo-Chen Chou; Jiangning Song; Cangzhi Jia
Journal:  Bioinformatics       Date:  2019-09-01       Impact factor: 6.937

3.  Predicting membrane proteins and their types by extracting various sequence features into Chou's general PseAAC.

Authors:  Ahmad Hassan Butt; Nouman Rasool; Yaser Daanial Khan
Journal:  Mol Biol Rep       Date:  2018-09-20       Impact factor: 2.316

4.  nhKcr: a new bioinformatics tool for predicting crotonylation sites on human nonhistone proteins based on deep learning.

Authors:  Yong-Zi Chen; Zhuo-Zhi Wang; Yanan Wang; Guoguang Ying; Zhen Chen; Jiangning Song
Journal:  Brief Bioinform       Date:  2021-11-05       Impact factor: 11.622

5.  Prediction of DNA binding proteins using local features and long-term dependencies with primary sequences based on deep learning.

Authors:  Guobin Li; Xiuquan Du; Xinlu Li; Le Zou; Guanhong Zhang; Zhize Wu
Journal:  PeerJ       Date:  2021-05-03       Impact factor: 2.984

6.  PScL-HDeep: image-based prediction of protein subcellular location in human tissue using ensemble learning of handcrafted and deep learned features with two-layer feature selection.

Authors:  Matee Ullah; Ke Han; Fazal Hadi; Jian Xu; Jiangning Song; Dong-Jun Yu
Journal:  Brief Bioinform       Date:  2021-11-05       Impact factor: 13.994

7.  Assessing the Performances of Protein Function Prediction Algorithms from the Perspectives of Identification Accuracy and False Discovery Rate.

Authors:  Chun Yan Yu; Xiao Xu Li; Hong Yang; Ying Hong Li; Wei Wei Xue; Yu Zong Chen; Lin Tao; Feng Zhu
Journal:  Int J Mol Sci       Date:  2018-01-08       Impact factor: 5.923

8.  iRNA-3typeA: Identifying Three Types of Modification at RNA's Adenosine Sites.

Authors:  Wei Chen; Pengmian Feng; Hui Yang; Hui Ding; Hao Lin; Kuo-Chen Chou
Journal:  Mol Ther Nucleic Acids       Date:  2018-03-30       Impact factor: 8.886

Review 9.  Protein lysine crotonylation: past, present, perspective.

Authors:  Gaoyue Jiang; Chunxia Li; Meng Lu; Kefeng Lu; Huihui Li
Journal:  Cell Death Dis       Date:  2021-07-14       Impact factor: 8.469

10.  Heterodimer Binding Scaffolds Recognition via the Analysis of Kinetically Hot Residues.

Authors:  Ognjen Perišić
Journal:  Pharmaceuticals (Basel)       Date:  2018-03-16
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