共 42 条
iRNA-m7G: Identifying N7-methylguanosine Sites by Fusing Multiple Features
被引:92
作者:

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China
North China Univ Sci & Technol, Sch Life Sci, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Feng, Pengmian
论文数: 0 引用数: 0
h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Song, Xiaoming
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Sch Life Sci, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Lv, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China
机构:
[1] Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China
[2] North China Univ Sci & Technol, Sch Life Sci, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China
[3] Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China
关键词:
IDENTIFICATION;
PROTEINS;
PARAMETERS;
MACHINE;
PSEKNC;
RNAS;
D O I:
10.1016/j.omtn.2019.08.022
中图分类号:
R-3 [医学研究方法];
R3 [基础医学];
学科分类号:
1001 ;
摘要:
As an essential post-transcriptional modification, N-7-methylguanosine (m7G) regulates nearly every step of the life cycle of mRNA. Accurate identification of the m7G site in the transcriptome will provide insights into its biological functions and mechanisms. Although the m7G-methylated RNA immunoprecipitation sequencing (MeRIP-seq) method has been proposed in this regard, it is still cost-ineffective for detecting the m7G site. Therefore, it is urgent to develop new methods to identify the m7G site. In this work, we developed the first computational predictor called iRNA-m7G to identify m7G sites in the human transcriptome. The feature fusion strategy was used to integrate both sequence- and structure-based features. In the jackknife test, iRNA-m7G obtained an accuracy of 89.88%. The superiority of iRNA-m7G for identifying m7G sites was also demonstrated by comparing with other methods. We hope that iRNA-m7G can become a useful tool to identify m7G sites. A user-friendly web server for iRNA-m7G is freely accessible at http://lin-group.cn/server/iRNA-m7G/.
引用
收藏
页码:269 / 274
页数:6
相关论文
共 42 条
[1]
DeepQA: improving the estimation of single protein model quality with deep belief networks
[J].
Cao, Renzhi
;
Bhattacharya, Debswapna
;
Hou, Jie
;
Cheng, Jianlin
.
BMC BIOINFORMATICS,
2016, 17

Cao, Renzhi
论文数: 0 引用数: 0
h-index: 0
机构:
Pacific Lutheran Univ, Dept Comp Sci, Tacoma, WA 98447 USA Pacific Lutheran Univ, Dept Comp Sci, Tacoma, WA 98447 USA

Bhattacharya, Debswapna
论文数: 0 引用数: 0
h-index: 0
机构:
Wichita State Univ, Dept Elect Engn & Comp Sci, Wichita, KS 67260 USA Pacific Lutheran Univ, Dept Comp Sci, Tacoma, WA 98447 USA

Hou, Jie
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA Pacific Lutheran Univ, Dept Comp Sci, Tacoma, WA 98447 USA

Cheng, Jianlin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
Univ Missouri, Inst Informat, Columbia, MO 65211 USA Pacific Lutheran Univ, Dept Comp Sci, Tacoma, WA 98447 USA
[2]
SMOQ: a tool for predicting the absolute residue-specific quality of a single protein model with support vector machines
[J].
Cao, Renzhi
;
Wang, Zheng
;
Wang, Yiheng
;
Cheng, Jianlin
.
BMC BIOINFORMATICS,
2014, 15

Cao, Renzhi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA

Wang, Zheng
论文数: 0 引用数: 0
h-index: 0
机构:
Univ So Mississippi, Sch Comp, Hattiesburg, MS 39406 USA Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA

Wang, Yiheng
论文数: 0 引用数: 0
h-index: 0
机构:
Univ So Mississippi, Sch Comp, Hattiesburg, MS 39406 USA Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA

Cheng, Jianlin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA Univ Missouri, Christopher S Bond Life Sci Ctr, Inst Informat, Dept Comp Sci, Columbia, MO 65211 USA
[3]
i6mA-Pred: identifying DNA N6 - methyladenine sites in the rice genome
[J].
Chen, Wei
;
Lv, Hao
;
Nie, Fulei
;
Lin, Hao
.
BIOINFORMATICS,
2019, 35 (16)
:2796-2800

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China
North China Univ Sci & Technol, Ctr Genom & Computat Biol, Sch Life Sci, Tangshan 063000, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Lv, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroonformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Nie, Fulei
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Ctr Genom & Computat Biol, Sch Life Sci, Tangshan 063000, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroonformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China
[4]
iRNA-3typeA: Identifying Three Types of Modification at RNA's Adenosine Sites
[J].
Chen, Wei
;
Feng, Pengmian
;
Yang, Hui
;
Ding, Hui
;
Lin, Hao
;
Chou, Kuo-Chen
.
MOLECULAR THERAPY-NUCLEIC ACIDS,
2018, 11
:468-474

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China
North China Univ Sci & Technol, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China
Gordon Life Sci Inst, Boston, MA 02478 USA North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Feng, Pengmian
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Sch Publ Hlth, Hebei Prov Key Lab Occupat Hlth & Safety Coal Ind, Tangshan 063000, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Yang, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Ding, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China
Gordon Life Sci Inst, Boston, MA 02478 USA North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Chou, Kuo-Chen
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Ctr Informat Biol, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Sichuan, Peoples R China
Gordon Life Sci Inst, Boston, MA 02478 USA North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China
[5]
iDNA4mC: identifying DNA N4-methylcytosine sites based on nucleotide chemical properties
[J].
Chen, Wei
;
Yang, Hui
;
Feng, Pengmian
;
Ding, Hui
;
Lin, Hao
.
BIOINFORMATICS,
2017, 33 (22)
:3518-3523

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China
North China Univ Sci & Technol, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Yang, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Informat Biol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Feng, Pengmian
论文数: 0 引用数: 0
h-index: 0
机构:
North China Univ Sci & Technol, Sch Publ Hlth, Hebei Prov Key Lab Occupat Hlth & Safety Coal Ind, Tangshan 063000, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Ding, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Informat Biol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Informat Biol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China North China Univ Sci & Technol, Sch Sci, Dept Phys, Tangshan 063000, Peoples R China
[6]
PseKNC-General: a cross-platform package for generating various modes of pseudo nucleotide compositions
[J].
Chen, Wei
;
Zhang, Xitong
;
Brooker, Jordan
;
Lin, Hao
;
Zhang, Liqing
;
Chou, Kuo-Chen
.
BIOINFORMATICS,
2015, 31 (01)
:119-+

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24060 USA
Gordon Life Sci Inst, Sch Life Sci & Technol Bioinformat & Comp Aided D, Boston, MA 02478 USA Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China

Zhang, Xitong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Virginia, Dept Elect & Comp Engn, Charlottesville, VA 22904 USA Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China

Brooker, Jordan
论文数: 0 引用数: 0
h-index: 0
机构:
Vassar Coll, Dept Comp Sci, Poughkeepsie, NY 12604 USA Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Gordon Life Sci Inst, Sch Life Sci & Technol Bioinformat & Comp Aided D, Boston, MA 02478 USA
Univ Elect Sci & Technol China, Ctr Bioinformat, Sch Life Sci & Technol, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China

Zhang, Liqing
论文数: 0 引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Comp Sci, Blacksburg, VA 24060 USA Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China

Chou, Kuo-Chen
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China
Gordon Life Sci Inst, Sch Life Sci & Technol Bioinformat & Comp Aided D, Boston, MA 02478 USA
King Abdulaziz Univ, CEGMR, Jeddah 21589, Saudi Arabia Hebei United Univ, Ctr Genom & Computat Biol, Sch Sci, Dept Phys, Tangshan 063009, Peoples R China
[7]
PseKNC: A flexible web server for generating pseudo K-tuple nucleotide composition
[J].
Chen, Wei
;
Lei, Tian-Yu
;
Jin, Dian-Chuan
;
Lin, Hao
;
Chou, Kuo-Chen
.
ANALYTICAL BIOCHEMISTRY,
2014, 456
:53-60

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China
Hebei United Univ, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China
Gordon Life Sci Inst, Belmont, MA 02478 USA Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China

Lei, Tian-Yu
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China
Hebei United Univ, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China

Jin, Dian-Chuan
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China
Hebei United Univ, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Gordon Life Sci Inst, Belmont, MA 02478 USA
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Bioinformat, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China

Chou, Kuo-Chen
论文数: 0 引用数: 0
h-index: 0
机构:
Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China
Hebei United Univ, Ctr Genom & Computat Biol, Tangshan 063000, Peoples R China
Gordon Life Sci Inst, Belmont, MA 02478 USA
King Abdulaziz Univ, CEGMR, Jeddah 21589, Saudi Arabia Hebei United Univ, Sch Sci, Tangshan 063000, Peoples R China
[8]
Regulation of mRNA cap methylation
[J].
Cowling, Victoria H.
.
BIOCHEMICAL JOURNAL,
2010, 425
:295-302

Cowling, Victoria H.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Dundee, Coll Life Sci, Div Cell Biol & Immunol, Dundee DD1 5EH, Scotland Univ Dundee, Coll Life Sci, Div Cell Biol & Immunol, Dundee DD1 5EH, Scotland
[9]
Identify origin of replication in Saccharomyces cerevisiae using two-step feature selection technique
[J].
Dao, Fu-Ying
;
Lv, Hao
;
Wang, Fang
;
Feng, Chao-Qin
;
Ding, Hui
;
Chen, Wei
;
Lin, Hao
.
BIOINFORMATICS,
2019, 35 (12)
:2075-2083

Dao, Fu-Ying
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Lv, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Wang, Fang
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Feng, Chao-Qin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Ding, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Chen, Wei
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China
Chengdu Univ Tradit Chinese Med, Innovat Inst Chinese Med & Pharm, Chengdu 611730, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China

Lin, Hao
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
Univ Elect Sci & Technol China, Ctr Informat Biol, Chengdu 610054, Sichuan, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab NeuroInformat, Chengdu 610054, Sichuan, Peoples R China
[10]
Identification of mitochondrial proteins of malaria parasite using analysis of variance
[J].
Ding, Hui
;
Li, Dongmei
.
AMINO ACIDS,
2015, 47 (02)
:329-333

Ding, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Bioinformat, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Bioinformat, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China

Li, Dongmei
论文数: 0 引用数: 0
h-index: 0
机构:
Inner Mongolia Univ Technol, Coll Sci, Hohhot 010051, Peoples R China Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Bioinformat, Key Lab Neuroinformat,Minist Educ, Chengdu 610054, Peoples R China