Literature DB >> 33413329

Computational analysis to repurpose drugs for COVID-19 based on transcriptional response of host cells to SARS-CoV-2.

Fuhai Li1,2, Andrew P Michelson3,4, Randi Foraker3, Ming Zhan5, Philip R O Payne3.   

Abstract

BACKGROUND: The Coronavirus Disease 2019 (COVID-19) pandemic has infected over 10 million people globally with a relatively high mortality rate. There are many therapeutics undergoing clinical trials, but there is no effective vaccine or therapy for treatment thus far. After affected by the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2), molecular signaling pathways of host cells play critical roles during the life cycle of SARS-CoV-2. Thus, it is significant to identify the involved molecular signaling pathways within the host cells. Drugs targeting these molecular signaling pathways could be potentially effective for COVID-19 treatment.
METHODS: In this study, we developed a novel integrative analysis approach to identify the related molecular signaling pathways within host cells, and repurposed drugs as potentially effective treatments for COVID-19, based on the transcriptional response of host cells.
RESULTS: We identified activated signaling pathways associated with the infection caused SARS-CoV-2 in human lung epithelial cells through integrative analysis. Then, the activated gene ontologies (GOs) and super GOs were identified. Signaling pathways and GOs such as MAPK, JNK, STAT, ERK, JAK-STAT, IRF7-NFkB signaling, and MYD88/CXCR6 immune signaling were particularly activated. Based on the identified signaling pathways and GOs, a set of potentially effective drugs were repurposed by integrating the drug-target and reverse gene expression data resources. In addition to many drugs being evaluated in clinical trials, the dexamethasone was top-ranked in the prediction, which was the first reported drug to be able to significantly reduce the death rate of COVID-19 patients receiving respiratory support.
CONCLUSIONS: The integrative genomics data analysis and results can be helpful to understand the associated molecular signaling pathways within host cells, and facilitate the discovery of effective drugs for COVID-19 treatment.

Entities:  

Year:  2021        PMID: 33413329      PMCID: PMC7789899          DOI: 10.1186/s12911-020-01373-x

Source DB:  PubMed          Journal:  BMC Med Inform Decis Mak        ISSN: 1472-6947            Impact factor:   2.796


  35 in total

1.  Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.

Authors:  M Ashburner; C A Ball; J A Blake; D Botstein; H Butler; J M Cherry; A P Davis; K Dolinski; S S Dwight; J T Eppig; M A Harris; D P Hill; L Issel-Tarver; A Kasarskis; S Lewis; J C Matese; J E Richardson; M Ringwald; G M Rubin; G Sherlock
Journal:  Nat Genet       Date:  2000-05       Impact factor: 38.330

2.  Clustering by passing messages between data points.

Authors:  Brendan J Frey; Delbert Dueck
Journal:  Science       Date:  2007-01-11       Impact factor: 47.728

3.  KEGG: Kyoto Encyclopedia of Genes and Genomes.

Authors:  H Ogata; S Goto; K Sato; W Fujibuchi; H Bono; M Kanehisa
Journal:  Nucleic Acids Res       Date:  1999-01-01       Impact factor: 16.971

4.  GOSemSim: an R package for measuring semantic similarity among GO terms and gene products.

Authors:  Guangchuang Yu; Fei Li; Yide Qin; Xiaochen Bo; Yibo Wu; Shengqi Wang
Journal:  Bioinformatics       Date:  2010-02-23       Impact factor: 6.937

Review 5.  Toward understanding the origin and evolution of cellular organisms.

Authors:  Minoru Kanehisa
Journal:  Protein Sci       Date:  2019-09-09       Impact factor: 6.725

6.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

Review 7.  Human Coronaviruses: A Review of Virus-Host Interactions.

Authors:  Yvonne Xinyi Lim; Yan Ling Ng; James P Tam; Ding Xiang Liu
Journal:  Diseases       Date:  2016-07-25

8.  Heightened Innate Immune Responses in the Respiratory Tract of COVID-19 Patients.

Authors:  Zhuo Zhou; Lili Ren; Li Zhang; Jiaxin Zhong; Yan Xiao; Zhilong Jia; Li Guo; Jing Yang; Chun Wang; Shuai Jiang; Donghong Yang; Guoliang Zhang; Hongru Li; Fuhui Chen; Yu Xu; Mingwei Chen; Zhancheng Gao; Jian Yang; Jie Dong; Bo Liu; Xiannian Zhang; Weidong Wang; Kunlun He; Qi Jin; Mingkun Li; Jianwei Wang
Journal:  Cell Host Microbe       Date:  2020-05-04       Impact factor: 21.023

9.  Transcriptome-based drug repositioning for coronavirus disease 2019 (COVID-19).

Authors:  Zhilong Jia; Xinyu Song; Jinlong Shi; Weidong Wang; Kunlun He
Journal:  Pathog Dis       Date:  2020-06-01       Impact factor: 3.166

10.  Core signaling pathways in ovarian cancer stem cell revealed by integrative analysis of multi-marker genomics data.

Authors:  Tianyu Zhang; Jielin Xu; Siyuan Deng; Fengqi Zhou; Jin Li; Liwei Zhang; Lang Li; Qi-En Wang; Fuhai Li
Journal:  PLoS One       Date:  2018-05-03       Impact factor: 3.240

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  9 in total

1.  Endoplasmic reticulum stress and NF-kB activation in SARS-CoV-2 infected cells and their response to antiviral therapy.

Authors:  Desirée Bartolini; Anna Maria Stabile; Carmine Vacca; Alessandra Pistilli; Mario Rende; Antimo Gioiello; Gabriele Cruciani; Francesco Galli
Journal:  IUBMB Life       Date:  2021-08-13       Impact factor: 4.709

2.  Classification of COVID-19 electrocardiograms by using hexaxial feature mapping and deep learning.

Authors:  Mehmet Akif Ozdemir; Gizem Dilara Ozdemir; Onan Guren
Journal:  BMC Med Inform Decis Mak       Date:  2021-05-25       Impact factor: 2.796

3.  COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network.

Authors:  Tawsifur Rahman; Alex Akinbi; Muhammad E H Chowdhury; Tarik A Rashid; Abdulkadir Şengür; Amith Khandakar; Khandaker Reajul Islam; Aras M Ismael
Journal:  Health Inf Sci Syst       Date:  2022-01-19

4.  Weakly activated core inflammation pathways were identified as a central signaling mechanism contributing to the chronic neurodegeneration in Alzheimer's disease.

Authors:  Fuhai Li; Abdallah Eteleeb; William Buchser; Guoqiao Wang; Chengjie Xiong; Philip R Payne; Eric McDade; Celeste M Karch; Oscar Harari; Carlos Cruchaga
Journal:  bioRxiv       Date:  2021-09-01

5.  Prognosis patients with COVID-19 using deep learning.

Authors:  José Luis Guadiana-Alvarez; Fida Hussain; Ruben Morales-Menendez; Etna Rojas-Flores; Arturo García-Zendejas; Carlos A Escobar; Ricardo A Ramírez-Mendoza; Jianhong Wang
Journal:  BMC Med Inform Decis Mak       Date:  2022-03-26       Impact factor: 2.796

Review 6.  How Aging and Oxidative Stress Influence the Cytopathic and Inflammatory Effects of SARS-CoV-2 Infection: The Role of Cellular Glutathione and Cysteine Metabolism.

Authors:  Francesco Galli; Giada Marcantonini; Daniela Giustarini; Maria Cristina Albertini; Anna Migni; Linda Zatini; Antimo Gioiello; Ranieri Rossi; Desirée Bartolini
Journal:  Antioxidants (Basel)       Date:  2022-07-14

7.  Weakly activated core neuroinflammation pathways were identified as a central signaling mechanism contributing to the chronic neurodegeneration in Alzheimer's disease.

Authors:  Fuhai Li; Abdallah M Eteleeb; William Buchser; Christopher Sohn; Guoqiao Wang; Chengjie Xiong; Philip R Payne; Eric McDade; Celeste M Karch; Oscar Harari; Carlos Cruchaga
Journal:  Front Aging Neurosci       Date:  2022-09-27       Impact factor: 5.702

8.  Analysis of the molecular mechanism of SARS-CoV-2 antibodies.

Authors:  Dongfu Jin; Jing Wei; Jian Sun
Journal:  Biochem Biophys Res Commun       Date:  2021-06-05       Impact factor: 3.575

9.  A Systematic Review of the Global Intervention for SARS-CoV-2 Combating: From Drugs Repurposing to Molnupiravir Approval.

Authors:  Nada A Ashour; Ayman Abo Elmaaty; Amany A Sarhan; Eslam B Elkaeed; Ahmed M Moussa; Ibrahim Ali Erfan; Ahmed A Al-Karmalawy
Journal:  Drug Des Devel Ther       Date:  2022-03-15       Impact factor: 4.162

  9 in total

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