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SARS-CoV-2 coronavirus infection is mediated by the binding of its spike protein to the angiotensin-converting enzyme 2 (ACE2), which plays a pivotal role in the renin-angiotensin system (RAS). The study of RAS dysregulation due to…

Molecular Networks · Quantitative Biology 2020-08-04 Fabrizio Pucci , Philippe Bogaerts , Marianne Rooman

SARS-CoV-2 is an upper respiratory system RNA virus that has caused over 3 million deaths and infecting over 150 million worldwide as of May 2021. With thousands of strains sequenced to date, SARS-CoV-2 mutations pose significant challenges…

Quantitative Methods · Quantitative Biology 2021-11-15 Yanyi Ding , Zhiyi Kuang , Yuxin Pei , Jeff Tan , Ziyu Zhang , Joseph Konan

The discovery of novel inhibitor molecules for emerging drug-target proteins is widely acknowledged as a challenging inverse design problem: Exhaustive exploration of the vast chemical search space is impractical, especially when the target…

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).…

With the goal of designing novel inhibitors for SARS-CoV-1 and SARS-CoV-2, we propose the general molecule optimization framework, Molecular Neural Assay Search (MONAS), consisting of three components: a property predictor which identifies…

Machine Learning · Computer Science 2021-02-01 Timothy Atkinson , Saeed Saremi , Faustino Gomez , Jonathan Masci

Coronavirus disease (COVID-19) is an infectious disease discovered in 2019 and currently in outbreak across the world. Lung injury with severe respiratory failure is the leading cause of death in COVID-19, brought by severe acute…

Tissues and Organs · Quantitative Biology 2020-05-05 Bing He , Lana Garmire

The world is still struggling in controlling and containing the spread of the COVID-19 pandemic caused by the SARS-CoV-2 virus. The medical conditions associated with SARS-CoV-2 infections have resulted in a surge in the number of patients…

Image and Video Processing · Electrical Eng. & Systems 2021-05-04 Hossein Aboutalebi , Maya Pavlova , Mohammad Javad Shafiee , Ali Sabri , Amer Alaref , Alexander Wong

The accurate prediction of B-cell epitopes is critical for guiding vaccine development against infectious diseases, including SARS and COVID-19. This study explores the use of a deep neural network (DNN) model to predict B-cell epitopes for…

Machine Learning · Computer Science 2024-12-03 Xinyu Shi , Yixin Tao , Shih-Chi Lin

The outbreak of the coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) has become a worldwide public health crisis. When the SARS-CoV-2 enters the biological fluids in the human body,…

Biological Physics · Physics 2021-02-11 Yue-wen Yin , Yan-jing Sheng , Min Wang , Song-di Ni , Hong-ming Ding , Yu-qiang Ma

The black-box nature of machine learning models hinders the deployment of some high-accuracy models in medical diagnosis. It is risky to put one's life in the hands of models that medical researchers do not fully understand. However,…

Machine Learning · Computer Science 2021-10-22 Han Wu , Wenjie Ruan , Jiangtao Wang , Dingchang Zheng , Bei Liu , Yayuan Gen , Xiangfei Chai , Jian Chen , Kunwei Li , Shaolin Li , Sumi Helal

Coronavirus disease 2019 (COVID-19) is the highly contagious illness caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The standard diagnostic testing procedure for COVID-19 is testing a nasopharyngeal swab for…

Image and Video Processing · Electrical Eng. & Systems 2021-10-14 Vishal Shenoy , Sachin B. Malik

The recent outbreak of SARS COV-2 gave us a unique opportunity to study for a non interventional and sustainable AI solution. Lung disease remains a major healthcare challenge with high morbidity and mortality worldwide. The predominant…

Image and Video Processing · Electrical Eng. & Systems 2021-01-14 Razib Mustafiz , Khaled Mohsin

The rapid spread of the COVID-19 pandemic has resulted in an unprecedented amount of sequence data of the SARS-CoV-2 genome -- millions of sequences and counting. This amount of data, while being orders of magnitude beyond the capacity of…

Genomics · Quantitative Biology 2022-07-20 Sarwan Ali , Bikram Sahoo , Alexander Zelikovskiy , Pin-Yu Chen , Murray Patterson

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

The 2019 novel coronavirus disease (COVID-19), with a starting point in China, has spread rapidly among people living in other countries, and is approaching approximately 34,986,502 cases worldwide according to the statistics of European…

Image and Video Processing · Electrical Eng. & Systems 2021-08-03 Ali Narin , Ceren Kaya , Ziynet Pamuk

We have applied a computational strategy, based on the synergy of virtual screening, docking and molecular dynamics techniques, aimed at identifying possible lead compounds for the non-covalent inhibition of the main protease 3CL-pro of the…

Biomolecules · Quantitative Biology 2020-03-04 Marina Macchiagodena , Marco Pagliai , Piero Procacci

Coronavirus disease (COVID-19) is a contagious infection caused by severe acute respiratory syndrome coronavirus-2 (SARS-COV-2) and it has infected and killed millions of people across the globe. In the absence of specific drugs or vaccines…

Image and Video Processing · Electrical Eng. & Systems 2022-07-12 Wajid Arshad Abbasi , Syed Ali Abbas , Saiqa Andleeb

The novel nature of SARS-CoV-2 calls for the development of efficient de novo drug design approaches. In this study, we propose an end-to-end framework, named CogMol (Controlled Generation of Molecules), for designing new drug-like small…

COVID-19 has affected the world tremendously. It is critical that biological experiments and clinical designs are informed by computational approaches for time- and cost-effective solutions. Comparative analyses particularly can play a key…

Biomolecules · Quantitative Biology 2020-04-10 Goksel Misirli

A novel strain of coronavirus, namely, COVID-19 has been identified in Wuhan city of China in December 2019. There are no specific therapies available and investigations regarding the treatment of the COVID-19 are still lacking. This…

Chemical Physics · Physics 2020-04-16 Ambrish Kumar Srivastava , Abhishek Kumar , Gargi Tiwari , Ratnesh Kumar , Neeraj Misra
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