Search Results for author: Joseph A. Morrone

Found 5 papers, 2 papers with code

Roughness of molecular property landscapes and its impact on modellability

2 code implementations19 Jul 2022 Matteo Aldeghi, David E. Graff, Nathan Frey, Joseph A. Morrone, Edward O. Pyzer-Knapp, Kirk E. Jordan, Connor W. Coley

In molecular discovery and drug design, structure-property relationships and activity landscapes are often qualitatively or quantitatively analyzed to guide the navigation of chemical space.

regression

Self-focusing virtual screening with active design space pruning

2 code implementations3 May 2022 David E. Graff, Matteo Aldeghi, Joseph A. Morrone, Kirk E. Jordan, Edward O. Pyzer-Knapp, Connor W. Coley

In this study, we propose an extension to the framework of model-guided optimization that mitigates inferences costs using a technique we refer to as design space pruning (DSP), which irreversibly removes poor-performing candidates from consideration.

Combining docking pose rank and structure with deep learning improves protein-ligand binding mode prediction

no code implementations7 Oct 2019 Joseph A. Morrone, Jeffrey K. Weber, Tien Huynh, Heng Luo, Wendy D. Cornell

We develop a deep learning model for binding mode prediction that uses docking ranking as input in combination with docking structures.

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