evaluate_fits: Evaluate fit of model objects.

In cole-trapnell-lab/monocle3: Clustering, Differential Expression, and Trajectory Analysis for Single-Cell RNA-Seq

Evaluate fit of model objects.

Description

Evaluate_fits takes a tibble created by the fit_models function and returns a table that assists with evaluating how well the model explains the gene expression data.

Usage

evaluate_fits(model_tbl)

Arguments

model_tbl

A tibble of model objects, generally output of fit_models.

Value

A table with fit information on each gene.

Examples

  
    cell_metadata <- readRDS(system.file('extdata',
                                         'worm_embryo/worm_embryo_coldata.rds',
                                         package='monocle3'))
    gene_metadata <- readRDS(system.file('extdata',
                                         'worm_embryo/worm_embryo_rowdata.rds',
                                         package='monocle3'))
    expression_matrix <- readRDS(system.file('extdata',
                                             'worm_embryo/worm_embryo_expression_matrix.rds',
                                             package='monocle3'))
   
    cds <- new_cell_data_set(expression_data=expression_matrix,
                             cell_metadata=cell_metadata,
                             gene_metadata=gene_metadata)

    cds <- preprocess_cds(cds, num_dim=50)
    cds <- align_cds(cds, alignment_group = "batch",
                     residual_model_formula_str = "~ bg.300.loading + bg.400.loading +
                     bg.500.1.loading + bg.500.2.loading + bg.r17.loading + bg.b01.loading +
                     bg.b02.loading")
    cds <- reduce_dimension(cds)
    ciliated_genes <- c("che-1", "hlh-17", "nhr-6", "dmd-6", "ceh-36", "ham-1")
    cds_subset <- cds[rowData(cds)$gene_short_name %in% ciliated_genes,]
    gene_fits <- fit_models(cds_subset, model_formula_str = "~embryo.time")
    evaluate_fits(gene_fits)
  

cole-trapnell-lab/monocle3 documentation built on April 7, 2024, 9:24 p.m.