Software

Molecular modeling software

Large community software projects for molecular modeling that we use and contribute to in the lab

Rosetta

Rosetta is a platform for protein structure modeling and design. It is developed by dosens of labs and has a broad applications to sample and score protein conformations.

UCSF DOCK

DOCK3.7 is designed for large-scale virtual screening of chemical libraries from ZINC15

High-content screening tools

A collection of tools to analyze Morphological Profiling experiments, which use high-throughput microsopy as readout for drug screens.

MPStats

An R package for single-cell pharmacology

  • Methods for morphological profiling assay development and quality control
  • Statistical modeling for high-throughput/high-content screens
  • Chemoinformatic analysis for drug-repurposing

MPLearn

A python package for deep learning for microscopy and morphological profiling modeling

  • Image restoration (denoising, deconvolution, virtual staining)
  • Representation learning
  • Weak-supervision and multiple instance learning

mema

An R package to analyze high-throughput electrophysiology experiments including ex-vivo multi-electrode array and automated patch-clamp experimental setups

Chemoinformatic tools

A set of R packages we have developed to for pharmacology analysis, drug-repurposing, hit-picking, and target-identification

BayesPharma

An R package for modeling dose response experiments. It implements a principled Bayesian workflow building on brms and Stan.

CalCEN

Build and analyze co-expression networks for eukaryotic pathogens

BioChemPantry

Curate chemical and biological annotation datasets

Zr

Interact with the https://zinc15.docking.org, a webserver for commercially available compounds developed by the Irwin lab at UCSF.

dock_campaign_template

Prepare and manage a UCSF Dock campaign using an opinionated organization

posteRa

Interact with Manifold, a webserver developed for retrosynthesis prediction developed by PostERA.

SEAR

Interact with the https://sea16.docking.org, a webserver to compute ligand similarity ensemble analysis developed by the Shoichet lab at UCSF.

Bethany

Build and analyze multiple sequence alignments, phylogentic trees, and ancetral gene-reconstructions

SpaCr

A notebook based pipeline for the spatial phenotype analysis of crisp screens