Toml Configuration File Preparation

TOML Configuration File Preparation for LipoCLEAN

Summary

Prepare a TOML-formatted options file to configure LipoCLEAN's machine learning lipid filter with MS-DIAL export locations and version-specific parameters. This is a prerequisite step that translates MS-DIAL dataset locations and tool settings into a structured configuration consumable by the LipoCLEAN command-line interface.

When to use

You have exported lipid identifications from MS-DIAL (version 4 or 5) and need to run LipoCLEAN quality filtering on that output. The TOML configuration file specifies which MS-DIAL export files to analyze and which pre-trained model (QE_Pro_model or TOF_model) to apply, making it necessary before any LipoCLEAN execution.

When NOT to use

• MS-DIAL exports already include blank filtering enabled — regenerate exports with blank filtering deselected before configuring TOML
• You are using a custom-trained model not listed in the provided instrument/model table — prepare training data first rather than configuring for inference
• Input data is already pre-filtered or has been processed by a different lipid identification tool — TOML preparation is specific to MS-DIAL outputs

Inputs

• MS-DIAL alignment result export (msp or .txt format from m/z matrix export)
• MS-DIAL version identifier (4 or 5)
• Target output directory path

Outputs

• TOML-formatted options.txt configuration file
• Validated file path references and model selection metadata

How to apply

Generate a default TOML template by running LipoCLEAN --print MSD4 or --print MSD5 (depending on your MS-DIAL version) to create an options.txt file. Open the generated file and edit it to specify the directory path(s) containing your MS-DIAL export files (typically .txt files starting with 'Mz' from the m/z matrix export). Ensure the blank filtering setting is NOT enabled in MS-DIAL exports beforehand. If using a non-standard instrument family (e.g., TimsTOF instead of Orbitrap), validate the model choice in the TOML against your instrument type, as models are instrument-family-specific. Save the edited TOML file and verify it is readable by attempting a test invocation with the --help flag to confirm syntax acceptance.

Related tools

• LipoCLEAN (Machine learning lipid identification quality filter that consumes the TOML configuration to filter MS-DIAL identifications) — https://github.com/stavis1/LipoCLEAN
• MS-DIAL (Metabolomics data analysis platform whose lipid identification output is configured and referenced in the TOML file)

Examples

LipoCLEAN.exe --print MSD4 > options.txt && [edit options.txt to add path to MS-DIAL export] && LipoCLEAN.exe --options options.txt

Evaluation signals

• TOML file is syntactically valid and parseable by the TOML parser (no parsing errors when LipoCLEAN reads it)
• Specified MS-DIAL export file paths exist and contain .txt files with column headers matching MS-DIAL 4 or 5 format (version-specific column names match the selected model)
• Selected model (QE_Pro_model for Orbitrap instruments, TOF_model for time-of-flight) is appropriate for declared instrument type
• Output directory path is writable and LipoCLEAN successfully generates example_output/ folder and QC plots when invoked with the configuration
• If using a non-Orbitrap or non-standard-TOF instrument, validation plots in example_output/QC/ show reasonable lipid retention time and m/z distributions without systematic biases

Limitations

• Models are instrument-family-specific and have not been validated on all TOF variants (e.g., TimsTOF) — use at-risk on instruments outside the training dataset instrument families (Q-Exactive, LTQ Velos Pro, TripleTOF 6600)
• Column names and scaling differ between MS-DIAL versions 4 and 5; a TOML configuration and model trained on one version will not work correctly with the other version
• Blank filtering must be disabled in MS-DIAL exports before LipoCLEAN configuration — the tool does not post-hoc apply blank filtering if it was included in the export
• The TOML file does not support per-input-file retention time correction parameters — correction is applied on a per-file basis but cannot be customized at configuration time

Evidence

• [readme] All options, including the location of MS-DIAL export files to analyze, are given to the tool in a TOML formatted text file.: "All options, including the location of MS-DIAL export files to analyze, are given to the tool in a TOML formatted text file."
• [readme] Default options files for MS-DIAL 4 and 5 can be obtained using the --print MSD4 or --print MSD5 command line arguments, respectively.: "Default options files for MS-DIAL 4 and 5 can be obtained using the --print MSD4 or --print MSD5 command line arguments, respectively."
• [readme] Make sure blank filtering is NOT selected: "Make sure blank filtering is NOT selected"
• [readme] Our tests have shown that a model will likely generalize to a family of instruments but that this has limits. We expect that the QE_Pro_model will work for all Orbitrap systems.: "Our tests have shown that a model will likely generalize to a family of instruments but that this has limits. We expect that the QE_Pro_model will work for all Orbitrap systems."
• [readme] Some columns were renamed and scaled differently between the two versions so a model trained on one version's data will not work with the other.: "Some columns were renamed and scaled differently between the two versions so a model trained on one version's data will not work with the other."