Algorithm Architecture & Decision Matrices
Detailed comparison cards highlighting algorithmic trade-offs, strengths, weaknesses, and recommended production setups.
Primary Software & Algorithms in Specialized Applications & Multi-Omics
Direct command-line recipes, Conda environment specifications, memory footprints, and license metadata.
Comprehensive proteomics software package for high-resolution mass spectrometry. Features Andromeda peptide search, label-free quantification (MaxLFQ), SILAC, and TMT multiplexing.
conda install -c bioconda maxquant
Universal deep learning software for Data-Independent Acquisition (DIA) and high-throughput proteomics. Performs spectral library-free DIA processing with exceptional speed and depth.
conda install -c bioconda dia-nn
Ultrafast peptide identification search engine based on fragment-ion indexing. Enables unconstrained open mass searches to discover hundreds of unknown post-translational modifications (PTMs).
conda install -c bioconda msfragger
Premier open-source document-oriented application for building Selected Reaction Monitoring (SRM / MRM), PRM, and DIA quantitative methods and analyzing resulting chromatographic traces.
msiexec /i SkylineInstaller.msi
Open-source Python mass spectrometry framework developed for modern hardware, high-throughput pipelines, and transparent cloud deployment. Precompiled JIT matching with HDF5 tables.
pip install alphapept
Open-source C++ library and workflow tool for LC-MS mass spectrometry data management and quantification algorithms. Native integration into KNIME, Nextflow, and Python.
conda install -c bioconda openms
Modern framework for untargeted LC-MS and GC-MS data processing. Features automated peak picking (ADAP), retention time alignment, isotope pattern grouping, and GNPS spectral export.
conda install -c bioconda mzmine3
Foundational mass spectrometry metabolomics framework. Performs centWave peak picking, non-linear retention time alignment (obiwarp), feature grouping, and CAMERA adduct annotation.
R -e 'BiocManager::install("xcms")'
Universal data processing software for untargeted metabolomics and lipidomics. Supports Data-Independent Acquisition (DIA/SWATH), DDA, and Ion Mobility MS with lipid blast libraries.
dotnet run MSDIAL
Statistical and pathway analysis suite for metabolomics. Conducts normalization, PCA/PLS-DA, biomarker ROC curve modeling, MSEA pathway enrichment, and multi-omics integration.
R -e 'devtools::install_github("xia-lab/MetaboAnalystR")'
De novo identification of metabolites and molecular structures from tandem MS/MS. Integrates CSI:FingerID for database search, CANOPUS for chemical class prediction, and fragmentation trees.
conda install -c bioconda sirius-ms
Global Natural Products Social Molecular Networking platform for community-wide sharing, clustering, and dereplication of untargeted tandem mass spectrometry (MS/MS) datasets.
pip install gnps-downloader
Proceed to Stage 17: Databases & Reference Resources
Sequencing pipelines proceed sequentially. Move forward to the next analytical domain to explore downstream algorithms and execution profiles.