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Drug resistance is a major threat to the global health and a significant concern throughout the clinical treatment of diseases and drug development. The mutation in proteins that is related to drug binding is a common cause for adaptive…

Quantitative Methods · Quantitative Biology 2022-05-18 Ziyi Yang , Zhaofeng Ye , Yijia Xiao , Changyu Hsieh , Shengyu Zhang

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the strain of coronavirus that causes coronavirus disease 2019 (COVID-19), the respiratory illness responsible for the COVID-19 pandemic. Currently there is no known vaccine or…

Biomolecules · Quantitative Biology 2020-06-29 Emilio Angelina , Sebastian Andujar , Oscar Parravicini , Daniel Enriz , Nelida Peruchena

The 2019 coronavirus disease (COVID-19) became a worldwide pandemic with currently no effective antiviral drug except treatments for symptomatic therapy. Flux balance analysis is an efficient method to analyze metabolic networks. It allows…

Molecular Networks · Quantitative Biology 2021-11-12 Ali Kishk , Maria Pires Pacheco , Thomas Sauter

Currently, there is no effective antiviral drugs nor vaccine for coronavirus disease 2019 (COVID-19) caused by acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Due to its high conservativeness and low similarity with human genes,…

Biomolecules · Quantitative Biology 2020-05-29 Duc D Nguyen , Kaifu Gao , Jiahui Chen , Rui Wang , Guo-Wei Wei

There remains an urgent need to identify existing drugs that might be suitable for treating patients suffering from COVID-19 infection. Drugs rarely act at a single molecular target, with off target effects often being responsible for…

Biomolecules · Quantitative Biology 2020-09-03 Sakshi Piplani , Puneet Singh , Nikolai Petrovsky , David A. Winkler

We report a fast-track computationally-driven discovery of new SARS-CoV2 Main Protease (M$^{pro}$) inhibitors whose potency range from mM for initial non-covalent ligands to sub-$\mu$M for the final covalent compound (IC50=830 +/- 50 nM).…

The pandemic prevalence of COVID-19 has become a very serious global health issue. Scientists all over the world have been heavily invested in the discovery of a drug to combat SARS-CoV-2. It has been found that RNA-dependent RNA Polymerase…

The COVID-19 pandemic has led to unprecedented efforts to identify drugs that can reduce its associated morbidity/mortality rate. Computational chemistry approaches hold the potential for triaging potential candidates far more quickly than…

Chemical Physics · Physics 2021-08-18 Yuhang Wang , Sruthi Murlidaran , David A. Pearlman

Global coronavirus disease pandemic (COVID-19) caused by newly identified SARS- CoV-2 coronavirus continues to claim the lives of thousands of people worldwide. The unavailability of specific medications to treat COVID-19 has led to drug…

Quantitative Methods · Quantitative Biology 2020-06-12 Romeo Cozac , Nazim Medzhidov , Shinya Yuki

Protein mutations can significantly influence protein solubility, which results in altered protein functions and leads to various diseases. Despite of tremendous effort, machine learning prediction of protein solubility changes upon…

Biomolecules · Quantitative Biology 2023-11-06 JunJie Wee , Jiahui Chen , Kelin Xia , Guo-Wei Wei

Antibody therapeutics and vaccines are among our last resort to end the raging COVID-19 pandemic. They, however, are prone to over 5,000 mutations on the spike (S) protein uncovered by a Mutation Tracker based on over 200,000 genome…

Biomolecules · Quantitative Biology 2021-03-10 Jiahui Chen , Kaifu Gao , Rui Wang , Guowei Wei

Tremendous effort has been given to the development of diagnostic tests, preventive vaccines, and therapeutic medicines for coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Much of…

Genomics · Quantitative Biology 2020-04-30 Rui Wang , Yuta Hozumi , Changchuan Yin , Guo-Wei Wei

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused an ongoing pandemic infecting 219 million people as of 10/19/21, with a 3.6% mortality rate. Natural selection can generate favorable mutations with improved fitness…

Quantitative Methods · Quantitative Biology 2021-11-04 Yingying Wu , Shusheng Xu , Shing-Tung Yau , Yi Wu

Directionality in molecular and biomolecular networks plays a significant role in the accurate represention of the complex, dynamic, and asymmetrical nature of interactions present in protein-ligand binding, signal transduction, and…

Biomolecules · Quantitative Biology 2024-11-08 Mushal Zia , Benjamin Jones , Hongsong Feng , Guo-Wei Wei

The fast evolution of SARS-CoV-2 and other infectious viruses poses a grand challenge to the rapid response in terms of viral tracking, diagnostics, and design and manufacture of monoclonal antibodies (mAbs) and vaccines, which are both…

Biomolecules · Quantitative Biology 2024-11-20 JunJie Wee , Guo-Wei Wei

Recent advances in generative models, particularly diffusion and auto-regressive models, have revolutionized fields like computer vision and natural language processing. However, their application to structure-based drug design (SBDD)…

Machine Learning · Computer Science 2025-07-29 Yi He , Ailun Wang , Zhi Wang , Yu Liu , Xingyuan Xu , Wen Yan

The COVID-19 pandemic has initiated a global health emergency, with an exigent need for effective cure. Progressively, drug repurposing is emerging a promise solution as it saves the time, cost and labor. However, the number of drug…

Biomolecules · Quantitative Biology 2024-06-25 Imra Aqeel , Abdul Majid

COVID-19 presents a great threat to public health worldwide and the infectious agent SARS-CoV-2 is currently the target of much research aiming at inhibition. The virus' main protease is a dimeric enzyme that has only recently begun to be…

De novo drug design is a pivotal issue in pharmacology and a new area of focus in AI for science research. A central challenge in this field is to generate molecules with specific properties while also producing a wide range of diverse…

Biomolecules · Quantitative Biology 2024-01-15 Xiuyuan Hu , Guoqing Liu , Yang Zhao , Hao Zhang

Development of new drugs is an expensive and time-consuming process. Due to the world-wide SARS-CoV-2 outbreak, it is essential that new drugs for SARS-CoV-2 are developed as soon as possible. Drug repurposing techniques can reduce the time…

Machine Learning · Computer Science 2022-01-19 Shrimon Mukherjee , Madhusudan Ghosh , Partha Basuchowdhuri
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