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Codes used for benchmarking scMINER in cell clustering, network inference and hidden driver identification

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scMINER_analysis

Codes used for benchmarking scMINER in cell clustering, network inference and hidden driver identification

network_inference - evaluation of TF and SIG network

network_inference/ATAC_GRN_evaluation - evaluation of TF network based on ATAC-Seq data. Required input: expression tables, networks inferred with scMINER, GENIE3, GRNBoost2 and PIDC, list of TFs and SIGs

network_inference/CROP_Seq_GRN_evaluation - evaluation of TF and SIG networks based on CROP-Seq data. Required input: expression tables (single-cell and metacell), networks inferred with scMINER, GENIE3, GRNBoost2 and PIDC, list of TFs and SIGs, activity matrix.

activity_estimation - activity-based analysis with scMINER and SCENIC

activity_estimation/PBMC - analysis of PBMC dataset.

activity_estimation/TEX - analysis of exhausted T-cells dataset.

activity_estimation/Tregs - analysis of regulatory T-cells dataset.

Required input: Expression table, activity matrix computed with scMINER and with SCENIC, clustering results obtained with MICA.

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Codes used for benchmarking scMINER in cell clustering, network inference and hidden driver identification

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