Tools: TL#

Embeddings#

tl.phate(adata[, n_components, k, a, ...])

PHATE [Moon17].

tl.palantir(adata, *[, n_components, knn, ...])

Run Diffusion maps using the adaptive anisotropic kernel [Setty18].

tl.trimap(adata[, n_components, n_inliers, ...])

TriMap: Large-scale Dimensionality Reduction Using Triplets [Amid19].

tl.sam(adata, *[, max_iter, num_norm_avg, ...])

Self-Assembling Manifolds single-cell RNA sequencing analysis tool [Tarashansky19].

Clustering and trajectory inference#

tl.phenograph(data[, clustering_algo, k, ...])

PhenoGraph clustering [Levine15].

tl.harmony_timeseries(adata, tp, *[, ...])

Harmony time series for data visualization with augmented affinity matrix at discrete time points [Nowotschin18i].

tl.wishbone(adata, start_cell, *[, branch, ...])

Wishbone identifies bifurcating developmental trajectories from single-cell data [Setty16].

tl.palantir(adata, *[, n_components, knn, ...])

Run Diffusion maps using the adaptive anisotropic kernel [Setty18].

tl.palantir_results(adata, early_cell, *[, ...])

Running Palantir

Gene scores, Cell cycle#

tl.sandbag(adata[, annotation, fraction, ...])

Calculate marker pairs of genes.

tl.cyclone(adata[, marker_pairs, ...])

Assigns scores and predicted class to observations [Scialdone15] [Fechtner18].