Applications and Web Service Mash-ups

Among other things, on this page are included those IU-developed web services that have web clients available.

Combinatorial Library Generation

Combinatorial Library Generation - Ugi Reaction (Although this is for the Ugi reaction, it can easily be extended to arbitrary reaction schemes since it is based on a web service to generate reagent fragments which are then combinatorially combined to give the final library.)

Molecular Similarity

Molecular Similarity (Returns the Tanimoto similarity between two SMILES strings; 3D similarity can also be calculated (though there is no web client)) (Usage)

Mutagenicity Predictions

Ames Mutagenicity Predictions - Random Forest Ames Mutagenicity Predictions - Random Forest (Uses random forest model to predict whether a structure specified in SMILES format is mutagenic or not according to the Ames test; based on 166 bit MACCS fingerprints. The model uses a 4337 compound dataset studied by Kazius et al. (J. Med. Chem, 2005, 48(1), 312-320), which was divided approximately equally (1.2:1) between mutagens and nonmutagens. OOB error was 15.39% and test set error was 15.32%. (Usage)

pkCell

Pharmacokinetic Calculator (pkCell) (Makes a connection to the Rserve process, using a fixed value of the Rserve host. Calculator evaluates pharmacokinetic parameters pKa and logP.) Developed in collaboration with Dr. Gus Rosania (University of Michigan Alliance for Cheminformatic Exploration) Usage

PubChemSR (Search and Retrieve) Tool

Developed by Junguk Hur for the Windows environment. Features:

Structure Diagrams

Structure Diagrams (Gets the 2D structure diagram of a SMILES string) (Usage)

Toxicity Predictions - Random Forest

Toxicity Predictions - Random Forest (Uses a 10-model ensemble of random forests to predict whether a structure (specified in SMILES format) is toxic or not, based on 1052 bit BCI fingerprints. Each model is based on a dataset about 4600 structures, equally split between toxic and non-toxic compounds.
Note, this page is a proof-of-concept of model deployment using R web services coupled to a remote R engine. The model still requires more validation.) (Usage)

ToxTree

ToxTree Server (Estimates toxic hazard from a SMILES string by applying a decision tree approach) (Usage)

Utility Methods

Utility Methods (MW, Molecular formula, Fingerprints, PDB) (Usage)

Zhou Lab Services

External Cheminformatics Web Services

WWMM Web Services (Peter Murray-Rust's World Wide Molecular Matrix)

NMRShiftDB (Christoph Steinbeck)

Virtual Computational Chemistry Library

Chemical Structure Lookup Service (CSLS)

JOELib