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- research-articleFebruary 2025
CTGAN-driven synthetic data generation: A multidisciplinary, expert-guided approach (TIMA)
Computer Methods and Programs in Biomedicine (CBIO), Volume 259, Issue Chttps://doi.org/10.1016/j.cmpb.2024.108523Highlights- Constructing reliable models during the initial stages of a pandemic is challenging and often necessitates huge amounts of data, arriving too late to avoid severe repercussions.
- We developed a Conditional Tabular Generative Adversarial ...
We generated synthetic data starting from a population of two hundred thirty-eight adults SARS-CoV-2 positive patients admitted to the University Hospital of Brussels, Belgium, in 2020, utilizing a Conditional Tabular Generative ...
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- research-articleFebruary 2025
SARS-CoV-2 disrupts host gene networks: Unveiling key hub genes as potential therapeutic targets for COVID-19 management
- Marta Majewska,
- Mateusz Maździarz,
- Katarzyna Krawczyk,
- Łukasz Paukszto,
- Karol G. Makowczenko,
- Ewa Lepiarczyk,
- Aleksandra Lipka,
- Marta Wiszpolska,
- Anna Górska,
- Beata Moczulska,
- Piotr Kocbach,
- Jakub Sawicki,
- Leszek Gromadziński
Computers in Biology and Medicine (CBIM), Volume 183, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.109343Abstract PurposeAlthough the end of COVID-19 as a public health emergency was declared on May 2023, still new cases of the infection are reported and the risk remains of new variants emerging that may cause new surges in cases and deaths. While clinical ...
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Highlights- SARS-CoV-2, COVID-19, blood, transcriptome, RNA-seq, alternative splicing, circRNA, lncRNA, single nucleotide variation.
- ArticleOctober 2024
The Third Codon Nucleotide’s Role in Genetic Recombination Within SARS-CoV-2 Spike Protein: A Pilot Study
- Ana Guerrero-Tamayo,
- Borja Sanz Urquijo,
- Isabel Olivares,
- María-Dolores Moragues Tosantos,
- Concepción Casado,
- Iker Pastor-López
AbstractGenetic recombination is a key mechanism of viral evolution in coronaviruses. In the case of SARS-CoV-2, the Spike protein (S) is a crucial genomic region where multiple recombination events have occurred. Previous research identified mathematical ...
- surveyOctober 2024
COVID-19 Modeling: A Review
ACM Computing Surveys (CSUR), Volume 57, Issue 1Article No.: 10, Pages 1–42https://doi.org/10.1145/3686150The SARS-CoV-2 viruses and their triggered COVID-19 pandemic have fundamentally reshaped the world in almost every aspect, their evolution and influences remain. While over a million of literature have been produced on these unprecedented, overwhelming ...
- research-articleOctober 2024
From docking to dynamics: Unveiling the potential non-peptide and non-covalent inhibitors of Mpro from natural products
Computers in Biology and Medicine (CBIM), Volume 181, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108963Abstract MotivationThis study aims to investigate non-covalent and non-peptide inhibitors of Mpro, a crucial protein target, by employing a comprehensive approach that integrates molecular docking, molecular dynamics simulations, and top-hits activity ...
Highlights
- Integrated molecular screening, ADME, and dynamics to assess non-covalent and non-peptide binding to SARS-CoV-2 main protease.
- Identified one system to provide inhibitors in silico via docking, molecualr dynamic simulation, and ...
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- research-articleOctober 2024
Exploring the binding dynamics of covalent inhibitors within active site of PLpro in SARS-CoV-2
Computational Biology and Chemistry (COBC), Volume 112, Issue Chttps://doi.org/10.1016/j.compbiolchem.2024.108132AbstractIn the global fight against the COVID-19 pandemic caused by the highly transmissible SARS-CoV-2 virus, the search for potent medications is paramount. With a focused investigation on the SARS-CoV-2 papain-like protease (PLpro) as a promising ...
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Highlights- Targeting the SARS-CoV-2 PLpro could be key for COVID-19 treatment due to its crucial role in viral replication and immune response modulation.
- The PLpro catalytic site, particularly Cys111, is a promising target for covalent bonding, ...
- research-articleOctober 2024
Allometric comparison of viral dynamics in the nasal cavity-nasopharyngeal mucus layer of human and rhesus monkey by CFD-HCD approach
Computer Methods and Programs in Biomedicine (CBIO), Volume 255, Issue Chttps://doi.org/10.1016/j.cmpb.2024.108354Highlights- Investigate the time series of viral loads in the nasal cavity and nasopharynx of humans and rhesus macaques.
- Calibrate HCD model parameters via SARS-CoV-2 experimental data to simulate and visualize changes in viral load and cell ...
Viral respiratory infections stand as a considerable global health concern, presenting significant risks to the health of both humans and animals. This study aims to conduct a preliminary analysis of the time series of ...
- research-articleSeptember 2024
StackGridCov: a robust stacking ensemble learning-based model integrated with GridSearchCV hyperparameter tuning technique for mutation prediction of COVID-19 virus
Neural Computing and Applications (NCAA), Volume 36, Issue 35Pages 22379–22401https://doi.org/10.1007/s00521-024-10428-3AbstractThe emergence of the coronavirus disease 2019 (COVID-19) pandemic has caused great fear and panic around the world. In order to fight the COVID-19 virus, countries have had to develop some vaccines and drugs. Unfortunately, the effectiveness of ...
- research-articleSeptember 2024
GILEA: In silico phenome profiling and editing using GAN Inversion
Computers in Biology and Medicine (CBIM), Volume 179, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108825Abstract Background:Modeling heterogeneous disease states by data-driven methods has great potential to advance biomedical research. However, a comprehensive analysis of phenotypic heterogeneity is often challenged by the complex nature of biomedical ...
Highlights- We propose a novel GAN Inversion-enabled Latent Eigenvalue Analysis (GILEA) method.
- We identify the efficacy of Remdesivir from the large-scale SARS-CoV-2 drug dataset.
- This study has opened an unprecedented path toward in silico ...
- research-articleAugust 2024
Utilizing chaos game representation for enhanced classification of SARS-CoV-2 variants with stacked sparse autoencoders
Neural Computing and Applications (NCAA), Volume 36, Issue 31Pages 19823–19837https://doi.org/10.1007/s00521-024-10278-zAbstractSince the beginning of the COVID-19 pandemic, the World Health Organization (WHO) has been tracking SARS-CoV-2 mutations. The SARS-CoV-2 consistently mutated throughout the pandemic, which resulted in many variants. A variant is a viral genome ...
- research-articleAugust 2024
SARS-CoV-2: Prediction of critical ionic amino acid mutations
Computers in Biology and Medicine (CBIM), Volume 178, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108688AbstractSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2), that caused coronavirus disease 2019 (COVID-19), has been studied thoroughly, and several variants are revealed across the world with their corresponding mutations. Studies and ...
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Highlights- The Analysis of Electrostatic Similarities of Proteins (AESOP) framework is applied.
- Predict critical charged amino acids that affect SARS-CoV-2: Antibody binding.
- AESOP framework calculates free energy calculations based on APBS ...
- ArticleJuly 2024
Identification of Potential SARS-CoV-2 Main Protease Inhibitors Using Drug Repurposing and Molecular Modeling
- Alexander M. Andrianov,
- Konstantin V. Furs,
- Anna V. Gonchar,
- Xiong Xie,
- Anna D. Karpenko,
- Yan V. Laikov,
- Danila A. Varabyeu,
- Hong Liu,
- Alexander V. Tuzikov
AbstractStructure-based virtual screening of a molecular library of bioactive compounds was carried out to identify potential inhibitors against SARS-CoV-2 main protease (Mpro), an enzyme critically important for mediating viral replication and ...
- ArticleJuly 2024
Plasma-Assisted Air Cleaning Decreases COVID-19 Infections in a Primary School: Modelling and Experimental Data
AbstractWe present experimental data and modelling results investigating the effects of plasma-assisted air cleaning systems on reducing transmission of SARS-CoV-2 virus among pupils in a primary school in Amsterdam, the Netherlands. We equipped 4 ...
- research-articleJune 2024
Towards understanding post-COVID-19 condition: A systematic meta-analysis of transcriptomic alterations with sex-specific insights
- Elena Cristina Rusu,
- Pablo Monfort-Lanzas,
- Laia Bertran,
- Andrea Barrientos-Riosalido,
- Emilia Solé,
- Razieh Mahmoudian,
- Carmen Aguilar,
- Silvia Briansó,
- Fadel Mohamed,
- Susana Garcia,
- Javier Camaron,
- Teresa Auguet
Computers in Biology and Medicine (CBIM), Volume 175, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108507Abstract BackgroundPost COVID-19 Condition (PCC), characterized by lingering symptoms post-acute COVID-19, poses clinical challenges, highlighting the need to understand its underlying molecular mechanisms. This meta-analysis aims to shed light on the ...
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Highlights- PCC patients present immune dysregulation and altered histone expression.
- Hesperitin and antioxidant compounds are potential therapeutic strategies for PCC.
- Ribosomal protein expression patterns are sex-specific in PCC subjects.
- research-articleMay 2024
Novel tiny textural motif pattern-based RNA virus protein sequence classification model
- Mehmet Erten,
- Emrah Aydemir,
- Prabal Datta Barua,
- Mehmet Baygin,
- Sengul Dogan,
- Turker Tuncer,
- Ru-San Tan,
- Abdul Hafeez-Baig,
- U. Rajendra Acharya
Expert Systems with Applications: An International Journal (EXWA), Volume 242, Issue Chttps://doi.org/10.1016/j.eswa.2023.122781Highlights- Tiny textural based model attains 99.71% overall 6-class classification accuracy.
- Textural model has 99.85% accuracy for binary classification of SARS-CoV-2 vs. HIV-1.
- Text-based motif pattern utilizes to create a new feature ...
RNA viruses, including severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), are important human pathogens. Sequencing of the proteins produced by RNA viruses is essential for understanding disease pathogenesis and may have ...
- research-articleMay 2024
Deciphering ACE2-RBD binding affinity through peptide scanning: A molecular dynamics simulation approach
- Jiahu Tang,
- Ruibin Hu,
- Yiyi Liu,
- Jingchao Liu,
- Guanghui Wang,
- Jiahui Lv,
- Li Cheng,
- Tingzhen He,
- Ying Liu,
- Pan-Lin Shao,
- Bo Zhang
Computers in Biology and Medicine (CBIM), Volume 173, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108325AbstractRapid discovery of target information for protein-protein interactions (PPIs) is significant in drug design, diagnostics, vaccine development, antibody therapy, etc. Peptide microarray is an ideal tool for revealing epitope information of PPIs. ...
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Highlights- Developed a computational peptide scanning method.
- Molecular dynamics improve agreement between affinity calculations and experiments.
- Peptide YNYLYRLFRKSNLKP is crucial for RBD-ACE2 interaction.
- review-articleMay 2024
Computational methods in the analysis of SARS-CoV-2 in mammals: A systematic review of the literature
Computers in Biology and Medicine (CBIM), Volume 173, Issue Chttps://doi.org/10.1016/j.compbiomed.2024.108264AbstractSARS-CoV-2 is an enveloped RNA virus that causes severe respiratory illness in humans and animals. It infects cells by binding the Spike protein to the host’s angiotensin-converting enzyme 2 (ACE2). The bat is considered the natural host of the ...
Highlights- This work assists in planning strategies and control of SARS-CoV-2.
- Human, animal, and environmental health is vital to prevent future virus outbreaks.
- ACE2 expression and the proximity of mammals to humans favor the vírus’ ...
- ArticleMay 2024
Community Structure and Temporal Dynamics of Viral Epistatic Networks Allow for Early Detection of Emerging Variants with Altered Phenotypes
Research in Computational Molecular BiologyPages 356–359https://doi.org/10.1007/978-1-0716-3989-4_30AbstractIn this study, we demonstrated that SARS-CoV-2 emerging variants can be detected or predicted by examining the community structure of viral coordinated substitution networks. These variants can be linked to dense network communities, which become ...
- ArticleApril 2024
Evidence of Increased Adaptation of Omicron SARS-CoV-2 Codons to Humans
- Alma Davidson,
- Marina Parr,
- Franziska Totzeck,
- Alexander Churkin,
- Danny Barash,
- Dmitrij Frishman,
- Tamir Tuller
AbstractViruses are highly dependent on their hosts to carry out cellular mechanisms and cause productive infection. Thus, they undergo extensive adaptations to the host intracellular machinery, which occur over the evolution of the virus, and during the ...
- research-articleApril 2024
Quality of reporting of literature search strategies in systematic reviews published on the role of telehealth during COVID-19
- Fatemeh Sadeghi-Ghyassi,
- Vahideh Zarea Gavgani,
- Zahra Fathifar,
- Nasrin Makani,
- Reyhaneh Vaez,
- Maryam Montazeri
Journal of Information Science (JIPP), Volume 50, Issue 2Pages 291–302https://doi.org/10.1177/01655515221087649A comprehensive and reproducible search strategy for systematic reviews especially about COVID-19 plays a pivotal role in conducting a reliable and unbiased review. The primary aim of this study was to investigate the quality of the search strategy ...