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predlong's Introduction

PredLong

The first model for predicting complete tandem mass spectra from LONG peptides sequences.

Free for academic uses.

Update History

  • 2024.05.01: First version.

Method

This model follows the main structure of Predfull, but with significant change of the input embedding

model

Important Notes

  • This model assumes a FIXED carbamidomethyl on C
  • The maximum input charge is 30+
  • The prediction will NOT output peaks with M/z > 2000

Required Packages

Recommend to install dependency via Anaconda

  • Python >= 3.9
  • Tensorflow >= 2.14.0
  • Pandas >= 0.20
  • pyteomics
  • lxml

How to build & train the model

Simply run:

python train_model.py --input example.mgf --output model.h5

Prediction Examples

Note that intensities are shown by square rooted values

CID example:

example 1

HCD example:

example 2

predlong's People

Contributors

lkytal avatar

Watchers

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