Data Sets and Results for "Improved data sets and evaluation methods for the automatic prediction of DNA-binding proteins"
Authors/Creators
- 1. Two Six Technologies
- 2. Florida Atlantic University
- 3. Duke University
Description
Data sets and results for "Improved data sets and evaluation methods for the automatic prediction of DNA-binding proteins"
The file "dna_binding_protein_sequences.zip" has the training and testing sets from the paper:
RLL - "random_<train/test>_full_1000.csv"
RSL - "random_<train/test>_40.csv"
RS&LL - "random_<train/test>_40_1000.csv"
RLL where included positive examples have verified DNA binding activity - "random_<train/test>_hq_1000.csv"
The 10 RS&LL data sets - "random_<train/test>_40_1000.csv" + "random_<train/test>_40_1000_cv_<0-8>.csv"
The results files are named similarly. See "see_results.ipynb" in the codebase that supplement these data sets
The species data sets are derived from "uniprot_data_bac.tab" and "uniprot_data_not_bac.tab." See code.
The ESM embeddings used by the XGBoost model are in "dna_binding_protein_esm.zip"
Files
dna_binding_protein_esm.zip
Additional details
Related works
- Is supplemented by
- Software: 10.5281/zenodo.5153683 (DOI)