Volume 1 Issue 4 ISSN:

Reveal the molecular principle of coronavirus disease 2019 (COVID-19)
Lin Fang1, Xinlei Wang4, Zhongyuan Lai1,2, Dongdong Zhang1, Mengqu Wu1, Zhirui Pan1, Li Wang1, Kun Tang1, Dahong Qian1,3, Zhende Huang1,3, Xudong Wang1*, Haibo Chen4*, and Kuo-Chen Chou

 

1Deepblue Academy of Sciences, Deepblue Technology (Shanghai) Co., Ltd, 369 Weining Rd, Shanghai 200050, China.

2Department of Physics, Fudan University, Shanghai 200433, China.

3School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China.

4Deepblue Technology (Shanghai) Co., Ltd, 369 Weining Rd, Shanghai 200050, China.


*Corresponding Author: Dr. Kuo-Chen Chou *, 4Gordonlife Science Institute, Boston. MA 02418, USA
 

Received Date:  November 07, 2020

Publication Date: December 01, 2020


Reveal the molecular principle of coronavirus disease 2019 (COVID-19)

Figure 1: The Alignment of the Amino Acid Sequences of the S Proteins from 4 Coronaviruses and The Phylogenetic Tree of the Genes of the Receptor Binding proteins from 8 Different Single Strand RNA Viruses with the MEGA software.

Top: The Alignment of the Amino Acid Sequences of the S Proteins from 4 coronaviruses, namely Bat Coronavirus RaTG13, Pangolin CoV(GX), SARS-CoV  (NC_004718) and SARS-CoV-2 (NC_045512). Receptor Binding Domain (RBD) are labeled with the color boxes and the black arrows indicate the beginning and the end of RBD.

Refer Figure 1,2,3


Figure 7:

The Alignment of the Spike?S?Protein of 3 strains of SARS-CoV-2 and 1 Strain of SARS-CoV (NC_004718.3), SARS-CoV-2?NC_045512?, MT415375 and MT415377. Important functional regions, such as the signal peptide (SP), Receptor Binding Motif (RBM), Fusion Peptide (FP) and the inserted amino acid (amino acids PRRA)/host protease recognition site and cleavage site (amino acids RRAR)/cleavage site (between amino acids 685R and 686S) have been marked on the CA pictures.

SP: green Box (the green arrows showing the beginning and end of the SP); RBM: blue box (the blue arrows showing the beginning and end of the RBM); PRRAR: black box (the black arrows showing the beginning and end of the inserted/host protease recognition amino acid sites; the red arrow showing the host protease cleavage site between amino acids 685R and 686S) ?T. Meng, et al.?; FP: yellow box.

Refer Figure 4,5,6

 

REFERENCES

[1] D. Hyndman, D.R. Bauman, V.V. Heredia, T.M. Penning, The aldo-keto reductase superfamily homepage, Chem Biol Interact, 143-144 (2003) 621-631.

[2] S. Akbar, A.U. Rahman, M. Hayat, S. M., cACP: Classifying anticancer peptides using discriminative intelligent model via Chou's 5-step rules and general pseudo components, Chemometrics and Intelligent Laboratory (CHEMOLAB), 196 (2020) 103912.

[3] P. Charoenkwan, N. Schaduangrat, C. Nantasenamat, T. Piacham, W. Shoombuatong, Correction: Shoombuatong, W., et al. iQSP: A Sequence-Based Tool for the Prediction and Analysis of Quorum Sensing Peptides via Chou's 5-Steps Rule and Informative Physicochemical Properties. Int. J. Mol. Sci. 2020, 21, 75, Int J Mol Sci, 21 (2020).

[4] L. Yang, Y. Lv, S. Wang, Q. Zhang, Y. Pan, D. Su, Q. Lu, Y. Zuo, Identifying FL11 subtype by characterizing tumor immune microenvironment in prostate adenocarcinoma via Chou's 5-steps rule, Genomics, 112 (2020) 1500-1515.

[5] M. Kabir, S. Ahmad, M. Iqbal, M. Hayat, iNR-2L: A two-level sequence-based predictor developed via Chou's 5-steps rule and general PseAAC for identifying nuclear receptors and their families, Genomics, 112 (2020) 276-285.

[6] M. Nosrati, H. Mohabatkar, M. Behbahani, Introducing of an integrated artificial neural network and Chou's pseudo amino acid composition approach for computational epitope-mapping of Crimean-Congo haemorrhagic fever virus antigens, Int Immunopharmacol, 78 (2020) 106020.

[7] Y.D. Khan, N. Amin, W. Hussain, N. Rasool, S.A. Khan, K.C. Chou, iProtease-PseAAC(2L): A two-layer predictor for identifying proteases and their types using Chou's 5-step-rule and general PseAAC, Anal. Biochem., 588 (2020) 113477.

[8] P. Charoenkwan, N. Schaduangrat, C. Nantasenamat, T. Piacham, W. Shoombuatong, iQSP: A Sequence-Based Tool for the Prediction and Analysis of Quorum Sensing Peptides via Chou's 5-Steps Rule and Informative Physicochemical Properties, Int. J. Mol. Sci. , 21 (2020) 75.

[9] T. Roy, P. Bhattacharjee, A LabVIEW-based real-time modeling approach via Chou's 5-steps rule for detection of abnormalities in cancer cells, Gene Reports, (2020) 100788.

[10] S. Vishnoi, P. Garg, P. Arora, Physicochemical n-Grams Tool: A tool for protein physicochemical descriptor generation via Chou's 5-step rule, Chem Biol Drug Des, 95 (2020) 79-86.

[11] Z. Ju, S.Y. Wang, Prediction of lysine formylation sites using the composition of k-spaced amino acid pairs via Chou's 5-steps rule and general pseudo components, Genomics, 112 (2020) 859-866.

[12] S. Khan, M. Khan, N. Iqbal, S.A. Khan, K.C. Chou, Prediction of piRNAs and their function based on discriminative intelligent model using hybrid features into Chou's PseKNC, Chemometrics and Intelligent Laboratory (CHEMOLAB), 203 (2020) 104056.

[13] C. Song, B. Yang, Use Chou's  5-Step Rule to Classify Protein Modification Sites with Neural Network, Scientific Programming, 2020 (2020) ID 8894633, 8894631-8894637.

[14] C. So, B. Yang, Use Chou's 5-Step Rule to Classify Protein Modification Sites with Neural Network

, Scientific Programming, 2020 (2020).

[15] C. Song, B. Yang, Use Chou's 5-Step Rule to Classify Protein Modification Sites with Neural Network, Scientific Programming, 2020 (2020) ID 8894633, 8894631-8894637.

[16] W. Lu, Z. Song, Y. Ding, H. Wu, Y. Cao, Y.L. Zhang, H., Use Chou's 5-Step Rule to Predict DNA-Binding Proteins with Evolutionary Information, BioMed Research International, 2020 (2020) 6984045.

[17] R.P. Pandey, S. Kumar, S. Ahmad, A. Vibhuti, V.S. Raj, A.K. Verma, P. Sharma, E. Leal, Use Chou's 5-steps rule to evaluate protective efficacy induced by antigenic proteins of Mycobacterium tuberculosis encapsulated in chitosan nanoparticles, Life Sci., 256 (2020) 117961.

[18] W. Lin, X. Xiao, W. Qiu, K.C. Chou, Use Chou's 5-Steps Rule to Predict Remote Homology Proteins by Merging Grey Incidence Analysis and Domain Similarity Analysis, Natural Science, 12 (2020) 181-198.

[19] D. Nguyen, T. Ho-Quang, L. Nguyen Quoc Khanh, V. Dinh-Phan, Y.Y. Ou, Use Chou's 5-steps rule with different word embedding types to boost performance of electron transport protein prediction model, IEEE/ACM Trans Comput Biol Bioinform, PP (2020).

[20] H. Bouziane, A. Chouarfia, Use of Chou's 5-steps rule to predict the subcellular localization of gram-negative and gram-positive bacterial proteins by multi-label learning based on gene ontology annotation and profile alignment, J Integr Bioinform, (2020).

[21] Y. Chen, X. Fan, Use of Chou's 5-Steps Rule to Reveal Active Compound and Mechanism of Shuangshen Pingfei San on Idiopathic Pulmonary Fibrosis, Curr Mol Med, 20 (2020) 220-230.

[22] R. Dobosz, J. Mucko, R. Gawinecki, Using Chou's 5-Step Rule to Evaluate the Stability of Tautomers: Susceptibility of 2-[(Phenylimino)-methyl]-cyclohexane-1,3-diones to Tautomerization Based on the Calculated Gibbs Free Energies, Energies, 13 (2020) 183.

[23] H. Vundavilli, A. Datta, C. Sima, J. Hua, R. Lopes, M. Bittner, Using Chou's 5-steps rule to Model Feedback in Lung Cancer IEEE Journal of Biomedical and Health Informatics, 21 (2020) 1-24.

[24] M.A. Akmal, W. Hussain, N. Rasool, Y.D. Khan, S.A. Khan, K.C. Chou, Using Chou's 5-steps rule to predict O-linked serine glycosylation sites by blending position relative features and statistical moment, IEEE/ACM Trans Comput Biol Bioinform, 2020 (2020) 1-12.

[25] H. Mohabatkar, S. Ebrahimi, M. Moradi, Using Chou's Five-steps Rule to Classify and Predict Glutathione S-transferases with Different Machine Learning Algorithms and Pseudo Amino Acid Composition, International Journal of Peptide Research and Therapeutics, 2020 (2020) 1-17.

[26] M. Behbahani, M. Nosrati, M. Moradi, H. Mohabatkar, Using Chou's General Pseudo Amino Acid Composition to Classify Laccases from Bacterial and Fungal Sources via Chou's Five-Step Rule, Appl. Biochem. Biotechnol., 190 (2020) 1035-1048.

[27] L. Du, Q. Meng, H. Jiang, Y. Li, Using Evolutionary Information and Multi-Label Linear Discriminant Analysis to Predict the Subcellular Location of Multi-Site Bacterial Proteins via Chou's 5-Steps Rule, IEEE Access, 8 (2020) 56452-56461.

[28] X.F. Zhao, Z. Min, X. Wei, Y. Ju, Using the Chou's  5-steps rule, Transient Overexpression Technique, Subcellular Location, and Bioinformatic Analysis to verify the Function of Vitis vinifera O-methyltranferase 3 (VvOMT3) Protein, Plant Physiology and Biochemistry, 151 (2020) 621-629.

[29] A. Dutta, A. Dalmia, A. R, K.K. Singh, A. Anand, Using the Chou's 5-steps rule to predict splice junctions with interpretable bidirectional long short-term memory networks, Comput Biol Med, 116 (2020) 103558.

[30] A.H. Butt, Y.D. Khan, Prediction of S-Sulfenylation Sites Using Statistical Moments Based Features via Chou's 5-Step Rule, International Journal of Peptide Research and Therapeutics (IJPRT), 17 (2018) 711-738.

[31] M. Awais, W. Hussain, Y.D. Khan, N. Rasool, S.A. Khan, K.C. Chou, iPhosH-PseAAC: Identify phosphohistidine sites in proteins by blending statistical moments and position relative features according to the Chou's 5-step rule and general pseudo amino acid composition, IEEE/ACM Trans Comput Biol Bioinform, 19 (2019) 1-21.

[32] O. Barukab, Y.D. Khan, S.A. Khan, K.C. Chou, iSulfoTyr-PseAAC: Identify tyrosine sulfation sites by incorporating statistical moments via Chou's 5-steps rule and pseudo components Current Genomics, 20 (2019) 306-320.

[33] A.H. Butt, Y.D. Khan, Prediction of S-Sulfenylation Sites Using Statistical Moments Based Features via Chou's 5-Step Rule, International Journal of Peptide Research and Therapeutics (IJPRT), 19 (2019) 71-82.

[34] Y. Chen, X. Fan, Use Chou's 5-Steps Rule to Reveal Active Compound and Mechanism of Shuangsheng Pingfei San on Idiopathic Pulmonary Fibrosis, Current Molecular Medicine, 19 (2019) 511-563.

[35] X. Du, Y. Diao, H. Liu, S. Li, MsDBP: Exploring DNA-binding Proteins by Integrating Multi-scale Sequence Information via Chou's 5-steps Rule, Journal of Proteome Research, 18 (2019) 3119-3132.

[36] A. Dutta, A. Dalmia, A. R, K.K. Singh, A. Anand, Using the Chou's 5-steps rule to predict splice junctions with interpretable bidirectional long short-term memory networks, Comput Biol Med, 116 (2019) 103558.

[37] A. Ehsan, M.K. Mahmood, Y.D. Khan, O.M. Barukab, S.A. Khan, K.C. Chou, iHyd-PseAAC (EPSV): Identify hydroxylation sites in proteins by extracting enhanced position and sequence variant feature via Chou's 5-step rule and general pseudo amino acid composition, Current Genomics, 20 (2019) 124-133.

[38] W. Hussain, S.D. Khan, N. Rasool, S.A. Khan, K.C. Chou, SPalmitoylC-PseAAC: A sequence-based model developed via Chou's 5-steps rule and general PseAAC for identifying S-palmitoylation sites in proteins, Anal. Biochem., 568 (2019) 14-23.

[39] W. Hussain, Y.D. Khan, N. Rasool, S.A. Khan, K.C. Chou, SPrenylC-PseAAC: A sequence-based model developed via Chou's 5-steps rule and general PseAAC for identifying S-prenylation sites in proteins, J. Theor. Biol., 468 (2019) 1-11.

[40] Z. Jun, S.Y. Wang, Identify Lysine Neddylation Sites Using Bi-profile Bayes Feature Extraction via the Chou's 5-steps Rule and General Pseudo Components, Current Genomics, 20 (2019) 592-601.

[41] S. Khan, M. Khan, N. Iqbal, T. Hussain, S.A. Khan, K.C. Chou, A Two-Level Computation Model Based on Deep Learning Algorithm for Identification of piRNA and Their Functions via Chou's 5-Steps Rule Human Genetics  19 (2019) 756-799.

[42] Z.U. Khan, F. Ali, I.A. Khan, Y. Hussain, D. Pi, iRSpot-SPI: Deep learning-based recombination spots prediction by incorporating secondary sequence information coupled with physio-chemical properties via Chou's 5-step rule and pseudo components, Chemometrics and Intelligent Laboratory Systems (CHEMOLAB), 189 (2019) 169-180.

[43] J. Lan, J. Liu, C. Liao, D.J. Merkler, Q. Han, J. Li, A Study for Therapeutic Treatment against Parkinson’s Disease via Chou's 5-steps Rule, Current Topics in Medicinal Chemistry, 19 (2019) 2318-2333.

[44] N.Q.K. Le, iN6-methylat (5-step): identifying DNA N(6)-methyladenine sites in rice genome using continuous bag of nucleobases via Chou's 5-step rule, Molecular genetics and genomics : MGG, 294 (2019) 1173-1182.

[45] N.Q.K. Le, E.K.Y. Yapp, Q.T. Ho, N. Nagasundaram, Y.Y. Ou, H.Y. Yeh, iEnhancer-5Step: Identifying enhancers using hidden information of DNA sequences via Chou's 5-step rule and word embedding, Anal. Biochem., 571 (2019) 53-61.

[46] N.Q.K. Le, E.K.Y. Yapp, Y.Y. Ou, H.Y. Yeh, iMotor-CNN: Identifying molecular functions of cytoskeleton motor proteins using 2D convolutional neural network via Chou's 5-step rule, Anal. Biochem., 575 (2019) 17-26.

[47] R. Liang, J. Xie, C. Zhang, M. Zhang, H. Huang, H. Huo, X. Cao, B. Niu, Identifying Cancer Targets Based on Machine Learning Methods via Chou's 5-steps Rule and General Pseudo Components, Current Topics in Medicnal Chemistry, 19 (2019) 2301-2317.

[48] Y. Liang, S. Zhang, Identifying DNase I hypersensitive sites using multi-features fusion and F-score features selection via Chou's 5-steps rule, Biophys Chem, 253 (2019) 106227.

[49] Z. Liu, W. Dong, W. Jiang, Z. He, csDMA: an improved bioinformatics tool for identifying DNA 6 mA modifications via Chou's 5-step rule, Sci Rep, 9 (2019) 13109.

[50] S.J. Malebary, M.S.U. Rehman, Y.D. Khan, iCrotoK-PseAAC: Identify lysine crotonylation sites by blending position relative statistical features according to the Chou's 5-step rule, PLoS One, 14 (2019) e0223993.

Refer to the attached pdf for all references.


Volume 1 Issue 4 December 2020

©All rights reserved by Dr. Kuo-Chen Chou

 

Figure 1

Figure 2

Figure 3

Figure 4

Figure 5

Figure 6

Figure 7

Figure 8

rtp live pg softtrik game slot mahjongmenang slot kakek zeusscatter hitam mahjongrtp live slotpola olympus 1000slot gacor starlight princessbocoran slot mahjongmaxwin mahjong pgsoftlatest rtp olympuscheat engine pragmaticgrebek rahasia gacor pgsoftanti rungkad sweet bonanzaslot mahjong naga hitamrtp bocoran slotpola jitu x5000menang slot olympusslot gacor terbarupg soft rtp baruteknik bocoran terbarubonanza xmas jackpotslot mahjong cuan besarslot mahjong teknik cuanpola trik mahjongslot depo dana mahjongrtp lucky nekoslot olympus x5000slot mahjong kambojaslot sweet kingdomrtp slot hari inislot gates of olympuscara menang starlight princesspola expert mahjong winsrtp pg soft terupdatepola lucky nekopola gacor mahjong waystrik slot olympusslot demo mahjongslot mahjong thailandperang saudara pgrtp ways of qilinperkalian sweet bonanzapp rtp besar pola gacorserver luar negerirtp factor utamaserver thailand fantastisslot mahjong cetak sejarahmaxwin slot naga hitambocoran mahjong winsslot princess x5000rtp slot auto kayacuan besar pg softamantotorm1131aman toto