dohlee
Computational biologist at Seoul National University. Interested in computational epigenomics, tumor heterogeneity and reproducible research.
Galux Inc.Seoul, Korea
Pinned Repositories
abyssal-pytorch
Implementation of Abyssal, a deep neural network trained with a new "mega" dataset to predict the impact of an amino acid variant on protein stability.
antiberty-pytorch
An unofficial re-implementation of AntiBERTy, an antibody-specific protein language model, in PyTorch.
bioinformatics-one-liners
:memo: Useful bioinformatics one-line commands.
chromoformer
The official code implementation for Chromoformer in PyTorch. (Lee et al., Nature Communications. 2022)
dirichlet-process
Python implementation for nonparametric bayesian clustering with dirichlet process.
foldingdiff-pytorch
An unofficial re-implementation of FoldingDiff, a diffusion-based generative model for protein backbone structure generation.
metheor
:comet: Ultrafast DNA methylation heterogeneity calculation from bisulfite alignments (Lee et al., PLOS Computational Biology. 2023)
prism
🔍 Methylation Pattern-based, Reference-free Inference of Subclonal Makeup. (Lee et al., Bioinformatics. 2019)
snakemake-wrappers
:snake: Snakemake wrappers for bioinformatics.
spliceai-pytorch
Implementation of SpliceAI, Illumina's deep neural network to predict variant effects on splicing, in PyTorch.
dohlee's Repositories
dohlee/metheor
:comet: Ultrafast DNA methylation heterogeneity calculation from bisulfite alignments (Lee et al., PLOS Computational Biology. 2023)
dohlee/chromoformer
The official code implementation for Chromoformer in PyTorch. (Lee et al., Nature Communications. 2022)
dohlee/antiberty-pytorch
An unofficial re-implementation of AntiBERTy, an antibody-specific protein language model, in PyTorch.
dohlee/snakemake-wrappers
:snake: Snakemake wrappers for bioinformatics.
dohlee/spliceai-pytorch
Implementation of SpliceAI, Illumina's deep neural network to predict variant effects on splicing, in PyTorch.
dohlee/foldingdiff-pytorch
An unofficial re-implementation of FoldingDiff, a diffusion-based generative model for protein backbone structure generation.
dohlee/abyssal-pytorch
Implementation of Abyssal, a deep neural network trained with a new "mega" dataset to predict the impact of an amino acid variant on protein stability.
dohlee/snakemake-cartesian-ddg
Snakemake pipeline for Rosetta 'cartesian-ddg' protocol for protein stability prediction upon mutations.
dohlee/pifold-pytorch
An unofficial re-implementation of PiFold, a fast inverse-folding algorithm for protein sequence design, in PyTorch.
dohlee/rasp-pytorch
Reimplementation of RaSP, a deep neural network for rapid protein stability prediction, in PyTorch.
dohlee/rosettafold-pytorch
An unofficial re-implementation of RoseTTAFold, a three-track deep learning model for protein structure prediction.
dohlee/diffab-pytorch
An unofficial re-implementation of DiffAb, a diffusion-based generative model for antigen-specific antibody design and optimization.
dohlee/tranception-pytorch
Implementation of Tranception, a SOTA transformer model for protein fitness prediction, in PyTorch.
dohlee/deepab-pytorch
An unofficial re-implementation of DeepAb, an interpretable deep learning model for antibody structure prediction.
dohlee/dnmt3a-instability-and-methylation-disorder
💻 Analysis codes and bioinformatics pipelines for paper "Increased local DNA methylation disorder in AMLs with DNMT3A-destabilizing variants and its clinical implication"
dohlee/dohlee.github.io
A beautiful, simple, clean, and responsive Jekyll theme for academics
dohlee/igfold-pytorch
Unofficial re-implementation of IgFold, a fast antibody structure prediction method, in PyTorch.
dohlee/protein-structure-preprocessing
Automated pipeline for preparing protein structure dataset only from a list of PDB ids.
dohlee/proteinbert-pytorch
Implementation of ProteinBERT, a deep language model designed for proteins.
dohlee/protstruc
Protein structure handling in Python made easy.
dohlee/bpnet-pytorch
Implementation of BPNet, a base-resolution convolutional neural network for transcription-factor binding prediction, in PyTorch.
dohlee/eve-pytorch
Implementation of evolutionary model of variant effect (EVE), a deep generative model of evolutionary data, in PyTorch.
dohlee/samsung-ai-challenge-solution
⚗️ Samsung AI Challenge for Scientific Discovery 5위 솔루션입니다.
dohlee/snakemake-bismark-methyldackel-sra
Process SRA bisulfite sequencing data easily with Bismark-MethylDackel pipeline.
dohlee/viral-lncRNA-cGAS
💻 Analysis codes and bioinformatics pipelines for paper "Viral long non-coding RNA sequestrates cGAS from HCMV DNA for immune evasion"
dohlee/geodiff-pytorch
Implementation of GeoDiff, a geometric diffusion model for molecular conformation generation, in PyTorch.
dohlee/hiv1-rloop
💻 Analysis codes and bioinformatic pipelines for paper "HIV-1-induced host genomic R-loops dictate HIV-1 integration site selection"
dohlee/meth-ising
Fitting 5-parameter 1D Ising models for regionwise information-theoretic properties of DNA methylation states. Implemented in Rust.
dohlee/python-biopipe
dohlee/utterances