TemStaPro Datasets

This dataset contains protein sequences used to train, validate, and test binary classifiers that form TemStaPro program, which is applied for protein thermostability prediction with respect to nine temperature thresholds from 40 to 80 degrees Celsius using a step of five degrees. The data is given in files of FASTA format. Each protein sequence has a header made of three values separated by vertical bar symbols: organism's, to which the protein belongs, UniParc taxonomy identifier; UniProtKB/TrEMBL identifier of the protein sequence; organism's growth temperature taken from the dataset of growth temperatures of over 21 thousand organisms (Engqvist, 2018). TemStaPro-Major set is composed of 21 files: one training one validation one imbalanced testing nine balanced for each of nine binary classifiers' thresholds testing sets nine balanced samples of 2000 sequences from each of the balanced testing set TemStaPro-Minor set is composed of training, validation, and testing files all balanced for 65 degrees Celsius temperature threshold. SupplementaryFileC2EPsPredictions.tsv file contains thermostability predictions using the default mode of TemStaPro program to check the thermostability of different C2EP groups.<br> <br> The detailed description is given in the corresponding paper (https://doi.org/10.1101/2023.03.27.534365). If you use the data from this dataset, please cite both the paper and the DOI of the dataset.