======================= Command Line Interface ======================= Use the ``mpralib`` command in your terminal to access various functionalities. You can list all commands with: .. code-block:: bash mpralib --help Validate a file ---------------- MPRAlib provides a CLI tool for validating MPRA data files against supported schemas. .. code-block:: bash mpralib validate-file --input - ````: One of ``reporter-sequence-design``, ``reporter-barcode-to-element-mapping``, ``reporter-experiment-barcode``, ``reporter-experiment``, ``reporter-element``, ``reporter-variant``, ``reporter-genomic-element``, ``reporter-genomic-variant`` - ````: Path to your data file (e.g., ``.tsv.gz``, ``.bed.gz``) **Example:** .. code-block:: bash mpralib validate-file reporter-sequence-design --input data/reporter_sequence_design.example.tsv.gz Functional analysis ------------------- Run core analysis utilities on barcode-level input files. .. code-block:: bash mpralib functional - ````: One of ``activities``, ``compute-correlation``, ``filter`` ``activities`` ^^^^^^^^^^^^^^ Generate activity or barcode output files. Required options: - ``--input`` - ``--output`` Optional options: - ``--bc-threshold`` (default: ``1``) - ``--element-level/--barcode-level`` (default: ``--element-level``) **Example:** .. code-block:: bash mpralib functional activities --input data/reporter_experiment_barcode.example.tsv.gz --bc-threshold 10 --element-level --output data/reporter_experiment.activity.tsv.gz ``compute-correlation`` ^^^^^^^^^^^^^^^^^^^^^^^ Compute pairwise correlations on oligo-level data. Required options: - ``--input`` Optional options: - ``--bc-threshold`` (default: ``1``) - ``--correlation-method``: ``pearson``, ``spearman``, ``all`` (default: ``all``) - ``--correlation-on``: ``dna_normalized``, ``rna_normalized``, ``activity``, ``all`` (default: ``all``) **Example:** .. code-block:: bash mpralib functional compute-correlation --input data/reporter_experiment_barcode.example.tsv.gz --bc-threshold 10 --correlation-method pearson --correlation-on activity ``filter`` ^^^^^^^^^^ Filter barcodes using supported filtering methods and optional method-specific parameters. Required options: - ``--input`` - ``--method`` (choices are derived from ``BarcodeFilter``) Optional options: - ``--method-values`` (JSON string or Python dict) - ``--bc-threshold`` (default: ``1``) - ``--output-activity`` - ``--output-barcode`` **Example:** .. code-block:: bash mpralib functional filter --input data/reporter_experiment_barcode.example.tsv.gz --method max_count --method-values '{"rna_max_count": 500, "dna_max_count": 300}' --output-barcode data/reporter_experiment_barcode.filtered.tsv.gz Plotting -------- Generate plots of your data. .. code-block:: bash mpralib plot - ````: One of ``barcodes-per-oligo``, ``correlation``, ``dna-vs-rna``, ``outlier`` **Example:** .. code-block:: bash mpralib plot correlation --input data/reporter_experiment_barcode.example.tsv.gz --oligos --bc-threshold 10 --modality activity --output data/test.png Plot command options: - ``correlation``: ``--input`` (required), ``--output`` (required), ``--oligos/--barcodes``, ``--bc-threshold``, ``--modality``, ``--replicate`` (can be provided multiple times) - ``dna-vs-rna``: ``--input`` (required), ``--output`` (required), ``--oligos/--barcodes``, ``--bc-threshold``, ``--replicate`` (can be provided multiple times) - ``barcodes-per-oligo``: ``--input`` (required), ``--output`` (required), ``--replicate`` (can be provided multiple times) - ``outlier``: ``--input`` (required), ``--output`` (required), ``--bc-threshold`` Combine counts with other outputs --------------------------------- Combines counts data with MPRA sequence design and quantification from other tools like BCalm to create several other output data, like bed file tracks. Can also create a variant map from the MPRA design file as an input for mpralm and BCalm. .. code-block:: bash mpralib combine - ````: One of ``get-counts``, ``get-reporter-elements``, ``get-reporter-genomic-elements``, ``get-reporter-genomic-variants``, ``get-reporter-variants``, ``get-variant-counts``, ``get-variant-map`` **Example:** .. code-block:: bash mpralib combine get-variant-map --input data/reporter_experiment_barcode.example.tsv.gz --sequence-design data/mpra_sequence_design.example.tsv.gz --output data/variant_map_of_oligo.tsv.gz Combine command highlights: - ``get-variant-map``: required ``--sequence-design``, ``--output``; optional ``--input`` - ``get-counts``: required ``--input``, ``--sequence-design``, ``--output``; optional ``--bc-threshold``, ``--scaling-factor``, ``--pseudo-count``, ``--oligos/--barcodes``, ``--normalized-counts/--counts``, ``--elements-only/--all-oligos`` - ``get-variant-counts``: required ``--input``, ``--sequence-design``, ``--output``; optional ``--bc-threshold``, ``--normalized-counts/--counts``, ``--scaling-factor``, ``--pseudo-count``, ``--oligos/--barcodes`` - ``get-reporter-elements``: required ``--input``, ``--sequence-design``, ``--statistics``, ``--output-reporter-elements``; optional ``--bc-threshold`` - ``get-reporter-variants``: required ``--input``, ``--sequence-design``, ``--statistics``, ``--output-reporter-variants``; optional ``--bc-threshold`` - ``get-reporter-genomic-elements``: required ``--input``, ``--sequence-design``, ``--statistics``, ``--reference``, ``--output-reporter-genomic-elements``; optional ``--bc-threshold`` - ``get-reporter-genomic-variants``: required ``--input``, ``--sequence-design``, ``--statistics``, ``--reference``, ``--output-reporter-genomic-variants``; optional ``--bc-threshold`` For detailed usage of a subcommand, use: .. code-block:: bash mpralib --help