4.7 Article

Development of Machine Learning Models and the Discovery of a New Antiviral Compound against Yellow Fever Virus

Related references

Note: Only part of the references are listed.
Article Medicine, Research & Experimental

Bioactivity Comparison across Multiple Machine Learning Algorithms Using over 5000 Datasets for Drug Discovery

Thomas R. Lane et al.

Summary: Machine learning methods are being widely used in the pharmaceutical industry for drug discovery. Studies have applied various algorithms and modeling metrics to build models for individual targets or properties using data from public databases. The performance of the models was evaluated using a range of cross-validation metrics, with different methods showing comparable results.

MOLECULAR PHARMACEUTICS (2021)

Article Biology

The global burden of yellow fever

Katy A. M. Gaythorpe et al.

Summary: This study analyzed the transmission of yellow fever in Africa and South America using mathematical modeling, and evaluated the impact of vaccination activities on mortality rates. The results showed that mass vaccination activities effectively reduced mortality rates in Africa, highlighting the importance of continued vigilance and surveillance of yellow fever.

ELIFE (2021)

Review Biochemistry & Molecular Biology

Emerging Pandemic Diseases: How We Got to COVID-19

David M. Morens et al.

Review Biochemical Research Methods

Recent applications of deep learning and machine intelligence on in silico drug discovery: methods, tools and databases

Ahmet Sureyya Rifaioglu et al.

BRIEFINGS IN BIOINFORMATICS (2019)

Article Medicine, Research & Experimental

Multiple Machine Learning Comparisons of HIV Cell-based and Reverse Transcriptase Data Sets

Kimberley M. Zorn et al.

MOLECULAR PHARMACEUTICS (2019)

Article Infectious Diseases

Yellow fever virus is susceptible to sofosbuvir both in vitro and in vivo

Caroline S. de Freitas et al.

PLOS NEGLECTED TROPICAL DISEASES (2019)

Editorial Material Chemistry, Physical

Opportunities and challenges using artificial intelligence in ADME/Tox

Barun Bhhatarai et al.

NATURE MATERIALS (2019)

Editorial Material Infectious Diseases

Broad-Spectrum Antiviral Agents: A Crucial Pandemic Tool

Amesh Adalja et al.

EXPERT REVIEW OF ANTI-INFECTIVE THERAPY (2019)

Article Biotechnology & Applied Microbiology

Deep learning enables rapid identification of potent DDR1 kinase inhibitors

Alex Zhavoronkov et al.

NATURE BIOTECHNOLOGY (2019)

Article Chemistry, Multidisciplinary

Dataset's chemical diversity limits the generalizability of machine learning predictions

Marta Glavatskikh et al.

JOURNAL OF CHEMINFORMATICS (2019)

Review Pharmacology & Pharmacy

The rise of deep learning in drug discovery

Hongming Chen et al.

DRUG DISCOVERY TODAY (2018)

Article Medicine, Research & Experimental

Comparing and Validating Machine Learning Models for Mycobacterium tuberculosis Drug Discovery

Thomas Lane et al.

MOLECULAR PHARMACEUTICS (2018)

Article Medicine, Research & Experimental

Comparing Multiple Machine Learning Algorithms and Metrics for Estrogen Receptor Binding Prediction

Daniel P. Russo et al.

MOLECULAR PHARMACEUTICS (2018)

Review Parasitology

Yellow fever outbreak in Brazil: the puzzle of rapid viral spread and challenges for immunisation

Cristina Possas et al.

MEMORIAS DO INSTITUTO OSWALDO CRUZ (2018)

Article Biochemistry & Molecular Biology

The ChEMBL database in 2017

Anna Gaulton et al.

NUCLEIC ACIDS RESEARCH (2017)

Review Pharmacology & Pharmacy

Applications of computer-aided approaches in the development of hepatitis C antiviral agents

Aravindhan Ganesan et al.

EXPERT OPINION ON DRUG DISCOVERY (2017)

Article Medicine, Research & Experimental

Comparison of Deep Learning With Multiple Machine Learning Methods and Metrics Using Diverse Drug Discovery Data Sets

Alexandru Korotcov et al.

MOLECULAR PHARMACEUTICS (2017)

Review Biotechnology & Applied Microbiology

Broad-spectrum agents for flaviviral infections: dengue, Zika and beyond

Veaceslav Boldescu et al.

NATURE REVIEWS DRUG DISCOVERY (2017)

Review Public, Environmental & Occupational Health

Yellow fever from Angola and Congo: a storm gathers

Qanta A. Ahmed et al.

TROPICAL DOCTOR (2017)

Article Chemistry, Multidisciplinary

Beyond the hype: deep neural networks outperform established methods using a ChEMBL bioactivity benchmark set

Eelke B. Lenselink et al.

JOURNAL OF CHEMINFORMATICS (2017)

Review Infectious Diseases

Live Attenuated Yellow Fever 17D Vaccine: A Legacy Vaccine Still Controlling Outbreaks In Modern Day

Natalie D. Collins et al.

CURRENT INFECTIOUS DISEASE REPORTS (2017)

Article Chemistry, Multidisciplinary

Predicting Mouse Liver Microsomal Stability with Pruned Machine Learning Models and Public Data

Alexander L. Perryman et al.

PHARMACEUTICAL RESEARCH (2016)

Article Economics

Innovation in the pharmaceutical industry: New estimates of R&D costs

Joseph A. DiMasi et al.

JOURNAL OF HEALTH ECONOMICS (2016)

Article Chemistry, Medicinal

Discovery of New Anti-Schistosomal Hits by Integration of QSAR-Based Virtual Screening and High Content Screening

Bruno J. Neves et al.

JOURNAL OF MEDICINAL CHEMISTRY (2016)

Editorial Material Medicine, General & Internal

Yellow fever: the resurgence of a forgotten disease

Margaret Chan

LANCET (2016)

Article Biochemistry & Molecular Biology

Bayesian models trained with HTS data for predicting β-haematin inhibition and in vitro antimalarial activity

Kathryn J. Wicht et al.

BIOORGANIC & MEDICINAL CHEMISTRY (2015)

Article Chemistry, Medicinal

Fingerprint-based consensus virtual screening towards structurally new 5-HT6R ligands

Sabina Smusz et al.

BIOORGANIC & MEDICINAL CHEMISTRY LETTERS (2015)

Article Chemistry, Medicinal

Open Source Bayesian Models. 1. Application to ADME/Tox and Drug Discovery Datasets

Alex M. Clark et al.

JOURNAL OF CHEMICAL INFORMATION AND MODELING (2015)

Article Chemistry, Medicinal

Open Source Bayesian Models. 2. Mining a Big Dataset To Create and Validate Models with ChEMBL

Alex M. Clark et al.

JOURNAL OF CHEMICAL INFORMATION AND MODELING (2015)

Article Chemistry, Medicinal

Data Warrior: An Open-Source Program For Chemistry Aware Data Visualization And Analysis

Thomas Sander et al.

JOURNAL OF CHEMICAL INFORMATION AND MODELING (2015)

Article Virology

Yellow fever

Thomas P. Monath et al.

JOURNAL OF CLINICAL VIROLOGY (2015)

Article Infectious Diseases

Machine Learning Models and Pathway Genome Data Base for Trypanosoma cruzi Drug Discovery

Sean Ekins et al.

PLOS NEGLECTED TROPICAL DISEASES (2015)

Article Microbiology

BCX4430, a Novel Nucleoside Analog, Effectively Treats Yellow Fever in a Hamster Model

Justin G. Julander et al.

ANTIMICROBIAL AGENTS AND CHEMOTHERAPY (2014)

Article Pharmacology & Pharmacy

Ezetimibe blocks hepatitis B virus infection after virus uptake into hepatocytes

Julie Lucifora et al.

ANTIVIRAL RESEARCH (2013)

Article Biochemistry & Molecular Biology

Inhibitors for the hepatitis C virus RNA polymerase explored by SAR with advanced machine learning methods

Iwona E. Weidlich et al.

BIOORGANIC & MEDICINAL CHEMISTRY (2013)

Article Biochemistry & Molecular Biology

Bayesian Models Leveraging Bioactivity and Cytotoxicity Information for Drug Discovery

Sean Ekins et al.

CHEMISTRY & BIOLOGY (2013)

Article Biotechnology & Applied Microbiology

Impact of high-throughput screening in biomedical research

Ricardo Macarron et al.

NATURE REVIEWS DRUG DISCOVERY (2011)