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Protein Science
Protein Structure Classification
Predict Protein Class based on amino acid sequences.
Protein Class Prediction
HYDROLASE
OXIDOREDUCTASE
RIBOSOME
TRANSFERASE
Theia HDM uses High Dimensional hyperplanes to distinguish Protein Classes. Over 5000 individual amino acid sequences were classified with 100% accuracy.
The Journey into High Dimensions
Theia HDM was designed to accomplish what seemed impossible: to capture unknown structures into 2 and 3 dimensional representations. Insight, intelligence and science will be our reward.
Protein Class High Dimensional Image
This visualization shows a high dimensional characterization of 4 protein classes.
Top 3 Protein Classes
The top three protein classes based on identified structures were analyzed. Over 5000 unique structures are classified in
Theia HDM.
Theia HDM Benchmark
100% Accuracy
Deep Learning Model :
98.38% Accuracy
1
https://pubmed.ncbi.nlm.nih.gov/34669708/
1. Sandaruwan PD, Wannige CT. An improved deep learning model for hierarchical classification of protein families. PLoS One. 2021 Oct 20;16(10):e0258625. doi: 10.1371/journal.pone.0258625. PMID: 34669708; PMCID: PMC8528337.
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