TY - JOUR
T1 - m6AmPred
T2 - Identifying RNA N6, 2′-O-dimethyladenosine (m6Am) sites based on sequence-derived information
AU - Jiang, Jie
AU - Song, Bowen
AU - Chen, Kunqi
AU - Lu, Zhiliang
AU - Rong, Rong
AU - Zhong, Yu
AU - Meng, Jia
N1 - Funding Information:
This work has been supported by the National Natural Science Foundation of China [ 31671373 ]; XJTLU Key Program Special Fund [ KSF-E-51 ]. This work is partially supported by the AI University Research Centre through XJTLU Key Programme Special Fund ( KSF-P-02 ).
Publisher Copyright:
© 2021 Elsevier Inc.
PY - 2022/7
Y1 - 2022/7
N2 - N6,2′-O-dimethyladenosine (m6Am) is a reversible modification widely occurred on varied RNA molecules. The biological function of m6Am is yet to be known though recent studies have revealed its influences in cellular mRNA fate. Precise identification of m6Am sites on RNA is vital for the understanding of its biological functions. We present here m6AmPred, the first web server for in silico identification of m6Am sites from the primary sequences of RNA. Built upon the eXtreme Gradient Boosting with Dart algorithm (XgbDart) and EIIP-PseEIIP encoding scheme, m6AmPred achieved promising prediction performance with the AUCs greater than 0.954 when tested by 10-fold cross-validation and independent testing datasets. To critically test and validate the performance of m6AmPred, the experimentally verified m6Am sites from two data sources were cross-validated. The m6AmPred web server is freely accessible at: https://www.xjtlu.edu.cn/biologicalsciences/m6am, and it should make a useful tool for the researchers who are interested in N6,2′-O-dimethyladenosine RNA modification.
AB - N6,2′-O-dimethyladenosine (m6Am) is a reversible modification widely occurred on varied RNA molecules. The biological function of m6Am is yet to be known though recent studies have revealed its influences in cellular mRNA fate. Precise identification of m6Am sites on RNA is vital for the understanding of its biological functions. We present here m6AmPred, the first web server for in silico identification of m6Am sites from the primary sequences of RNA. Built upon the eXtreme Gradient Boosting with Dart algorithm (XgbDart) and EIIP-PseEIIP encoding scheme, m6AmPred achieved promising prediction performance with the AUCs greater than 0.954 when tested by 10-fold cross-validation and independent testing datasets. To critically test and validate the performance of m6AmPred, the experimentally verified m6Am sites from two data sources were cross-validated. The m6AmPred web server is freely accessible at: https://www.xjtlu.edu.cn/biologicalsciences/m6am, and it should make a useful tool for the researchers who are interested in N6,2′-O-dimethyladenosine RNA modification.
KW - EIIP-PseEIIP
KW - Feature analysis
KW - N6,2′-O-dimethyladenosine (mA)
KW - Sequence-derived features
KW - eXtreme Gradient Boosting (XgbDart)
UR - http://www.scopus.com/inward/record.url?scp=85101102783&partnerID=8YFLogxK
U2 - 10.1016/j.ymeth.2021.01.007
DO - 10.1016/j.ymeth.2021.01.007
M3 - Article
C2 - 33540081
AN - SCOPUS:85101102783
SN - 1046-2023
VL - 203
SP - 328
EP - 334
JO - Methods
JF - Methods
ER -