A powerful proteomic analysis tool
Project description
protmaster: Tools For working with proteomics
protmaster is a Python package designed to process high-resolution mass spectrometry data that is coupled with liquid chromatography (LC). Its primary objective is to provide scientists with a user-friendly tool that can be used to read, process, and visualize proteomics data acquired using LC/GC-HRMS .
By utilizing protmaster, users can more easily analyze complex data sets, resulting in a more efficient and streamlined research process. Whether working with LC coupled HRMS data, protmaster is a reliable and effective solution that can help researchers to achieve their scientific goals.
Contributer: Ting Tang
First release date: Sep.17.2024
Update
Sep.18.2024: protmaster update Log 0.0.2:
* update the extract_tic method
protmaster can be installed and import as following:
pip install protmaster
If you just want to update a new version, please update as following:
pip install protmaster -U
pyhrms requires major dependencies:
numpy>=1.19.2
pandas>1.3.3
matplotlib>=3.3.2
pymzml>=2.4.7
scipy>=1.6.2
molmass==2021.6.18
tqdm>=4.62.3
openpyxl>=3.0.9
networkx>=2.6.3
scikit-learn>=1.0.2
pyopenms >= 3.0.0
Features
protmaster provides following functions:
Read raw LC/GC-HRMS data in mzML format;
Powerful and accurate peak picking function for LC/GC HRMS;
retention time (rt) and mass over Z stands for charge number of ions (m/z) will be aligned based on user defined error range.
Covert profile data to centroid
Parallel computing to improve efficiency;
Interactive visualizations of raw mzML data;
Supporting searching for Local database and massbank;
MS quality evaluation for ms data in profile.
Can process SWATH data.
Licensing
The package is open source and can be utilized under MIT license. Please find the detail in licence file.
Table of Content
Quick start
Feature prioritization : multi_process()
Database matching : multi_process_database_matching()
Result filtering : post_filter()
Result summarizing : summarize_results()
Note
Please note that the documentation is currently a work in progress, and there is more content that is being written. I apologize for any inconvenience this may cause, but rest assured that I am continually updating the documentation to provide you with the most comprehensive guide to using protmaster.
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