AIMC Topic: Structure-Activity Relationship

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In silico-driven protocol for hit-to-lead optimization: a case study on PDE9A inhibitors.

Journal of computer-aided molecular design
Hit-to-lead (H2L) optimization is a critical stage in small-molecule drug discovery, where efficient exploration of chemical space is required to identify promising lead compounds. Conventional H2L workflows rely on iterative synthesis and experiment...

Combining crystal engineering and surface engineering to estimate the structure -functions relationship of Tafamidis solid state forms with the aid of machine learning.

International journal of pharmaceutics
The mutual benefits of surface engineering and crystal engineering led to the discovery of a pharmaceutical cocrystal with balanced biopharmaceutical properties. The surface engineering of a pharmaceutical API (Active Pharmaceutical Ingredient), name...

Artificial Intelligence-Driven Discovery of Pyrazolo[1,5-]pyrimidine Derivatives as Novel Phosphodiesterase 4 Inhibitors for Treating Idiopathic Pulmonary Fibrosis.

Journal of medicinal chemistry
Phosphodiesterase 4 (PDE4) has been validated as a promising therapeutic target for idiopathic pulmonary fibrosis (IPF), a devastating interstitial lung disease lacking really effective therapeutic drugs, particularly exacerbated in the post-COVID-19...

Identifying Structure-Activity Relationships for Cyanine-Derived Antibiotics Using Machine Learning and Commercial Large Language Models.

Journal of chemical information and modeling
Understanding the structure-activity relationship (SAR) of antibiotic scaffolds is crucial for the development of antibiotics to counter the growing crisis of antimicrobial resistant bacteria. However, an overwhelming space of structural features imp...

Drug repurposing identifies novel Wee1 kinase inhibitors for triple negative breast cancer therapeutics.

European journal of medicinal chemistry
Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer with limited treatment options. Wee1 kinase, a critical regulator of the G2/M checkpoint and DNA replication, is a promising therapeutic target. However, dose dependent as...

Functionally Improved Urease Inhibitors (NBPT): Developed Approaches for Obtaining Environmentally Friendly Derivatives.

Journal of agricultural and food chemistry
Traditional agricultural urease inhibitors encounter a low inhibition efficiency and a short duration of action. Therefore, the typical traditional urease inhibitor -butylthiophosphoric acid triamide (NBPT) was modified by molecular docking and molec...

4-Hydroxy-2,5-dihydrothiazole derivatives as a new class of small-molecule antibiotics for MRSA: AI-integrated design, chemical synthesis and biological evaluation.

European journal of medicinal chemistry
Staphylococcus aureus (S. aureus) is one of the most concerned Gram-positive bacteria due to its resistance to the commonly used antibiotics, methicillin. To address the threat of methicillin-resistant S. aureus (MRSA), new classes of antibiotics are...

Accelerated Discovery of : A Potent MALT1 Allosteric Inhibitor for the Treatment of Mature B-Cell Malignancies.

Journal of medicinal chemistry
MALT1 is a key component of the CARD11-BCL10-MALT1 (CBM) complex downstream from BTK on the B-cell receptor signaling pathway. It is a key mediator of NF-κB signaling and considered a potential therapeutic target for several subtypes of non-Hodgkin's...

Upgrading Reliability in Molecular Property Prediction by Robust Quantification of Uncertainty from Machine Learning Models.

Journal of chemical information and modeling
Reliable methods to quantify the predictive uncertainty of machine learning (ML) models can significantly increase the impact of molecular property prediction and are routinely used in applications like active learning and ML-guided property optimiza...

Identification of a novel Aurora B inhibitor using the AI-driven drug screening and docking-based traditional screening.

Bioorganic & medicinal chemistry
Aurora B, a subtype of Aurora kinases that functions as a serine/threonine kinase, playing a vital role in the process of mitosis, is often overexpressed in certain tumor cells leading to tumorigenesis and progression. Therefore, the development of s...