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Table 1 Overview of commonly used open-source software tools and their data analysis features for HRMS workflows

From: Mass-Suite: a novel open-source python package for high-resolution mass spectrometry data analysis

Features

Tools

MSS

TidyMS

MZmine2

XCMS*

MSDIAL

PatRoon

Language

Python

Python

Java

R

C#

R

Raw data preprocessing

√

√

√

√

√

√

QC-based batch correction

 × 

√

 × 

 × 

 × 

 × 

Quality reports

√

√

√

 × 

√

√

Normalization, imputation, scaling

√

√

√

 × 

√

√

Feature annotation

√

 × 

√

 × 

√

√

Isotope grouping

 × 

 × 

√

√

√

√

Interactive visualization plots

√

 × 

√

 × 

√

 × 

Clustering statistical analysis

√

 × 

 × 

 × 

 × 

 × 

Modeling tools

√

 × 

 × 

 × 

 × 

 × 

  1. *XCMS is supported by various R packages and primarily acts as a starting point for subsequent analyses on other platforms