Curie Bioinformatics Server

AllergenPred (SDAP_AI)

A machine learning method based on convolutional neural networks (CNN) to predict the allergenic potential of a protein from its FASTA sequence.

Score > 50 → Allergenic Score ≤ 50 → Non-allergenic

Submit a sequence

Protein sequence in FASTA format. Maximum length: 1000 amino acids.

Input guidelines

  • Use protein sequence in FASTA format.
  • The predicted allergen score ranges from 0 to 100.
  • Score > 50 → protein is classified as allergenic.
  • Score ≤ 50 → protein is classified as non-allergenic.
  • Use one word for the project name with no spaces.

Example output: Prediction result

Final verdict
Allergenic
This protein is predicted to be allergenic (score > 50).
Probability
100.00%
Sequence length
172 aa
GradCAM mean
0.201421
GradCAM max
1.0
GradCAM++ mean
0.569615
GradCAM++ max
1.0
← Run another prediction

GradCAM / GradCAM++ heatmap

Gradient-weighted Class Activation Map
GradCAM heatmap for newproject

Summary statistics

#HeaderLengthVerdict ProbabilityGradCAM meanGradCAM maxGradCAM++ mean
0test172Allergenic1.00000.2014211.00.569615

Disclaimer

This service is provided freely to the scientific community for the purpose of scientific research. There is no warranty for the service, either expressed or implied. The entire risk as to the quality and performance of the service is with the user. In no event will the Sealy Center for Structural Biology be liable for any damages, including any general, special, or consequential damages arising out of the use, misuse, or inability to use this service.