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rnaimehaom's Projects

1000gfastqc icon 1000gfastqc

A collection of 1000 Genomes samples run through FastQC and then MultiQC, for use in testing QC pipelines etc

2018summer_chem_project icon 2018summer_chem_project

A neural network for predicting solubility of a molecule via its SMILES with accompanying notebooks

2020-dili-cnn-mfe icon 2020-dili-cnn-mfe

Source code and data of the paper entitled "Predicting Drug-Induced Liver Injury Using Convolutional Neural Network and Molecular Fingerprint-Embedded Features"

2020-intro_single_cell_rna_seq icon 2020-intro_single_cell_rna_seq

A workshop for biologists preparing to run their first single-cell RNA Seq experiment. No prior experience in bioinformatics necessary.

2021-august-single-cell-rna-seq-analysis icon 2021-august-single-cell-rna-seq-analysis

A workshop for biologists preparing to run their first single cell RNA Seq experiment. Participants should have some command line and R experience to participate successfully. We recommend our introductory courses for beginners!

2021-september-rna-seq-analysis icon 2021-september-rna-seq-analysis

A workshop for biologists preparing to run their first RNA Seq experiment. Participants should have some command line and R experience to participate successfully. We recommend our introductory courses for beginners! Single cell RNA Seq is covered in a separate course.

3d-e-chem-vm icon 3d-e-chem-vm

Virtual machine with all software and sample data to run 3D-e-Chem Knime workflows

3dinfomax icon 3dinfomax

Making self-supervised learning work on molecules by using their 3D geometry to pre-train GNNs. Implemented in DGL and Pytorch Geometric.

3dlinker icon 3dlinker

An E(3) Equivariant Variational Autoencoder for Molecular Linker Design

3dstructgen icon 3dstructgen

3DStructGen: an interactive web-based 3D structure generation for non-periodic molecule and crystal.

a-new-molecule-effective-against-sars-cov-2 icon a-new-molecule-effective-against-sars-cov-2

We combined a recurrent neural network generative model with transfer learning methods and active learning based algorithms to design novel small molecules capable of effectively inhibiting the 3CL protease in human cells. We then analyze these small molecules to find the correct binding site that matches the structure of the 3CL protease of our target virus as well as other analyses performed in this study. Based on these screening results, some molecules have achieved a good binding score close to -18 kcal/mol, which we can consider as good potential candidates for further synthesis and testing against SARS-CoV-2.

aaconservation icon aaconservation

A library for calculating Amino Acid conservation in sequence alignment

aaron icon aaron

AARON (An Automated Reaction Optimizer for New catalysts) automates DFT optimizations of TS structures for asymmetric catalytic reactions.

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