easydecon

Getting started

  • Installation and quickstart
  • How easydecon works
  • Marker inputs and table schema

Core workflow

  • Phase 1: marker-expression priors
  • Phase 2: marker-profile similarity
  • UCell-like Phase 2 scoring
  • Understanding EasyDeconResult

Marker preparation

  • Reusing marker preparation
  • Scanpy markers
  • Reference-profile markers
  • Marker roles and phase-specific routing

Advanced workflows

  • Refining broad groups into subclusters
  • Optional Phase 2 candidate pruning
  • Spatial niche detection
  • Visualizing easydecon results

Validation and reference

  • Synthetic validation
  • Optional bin2cell segmentation helper
  • Troubleshooting
  • Glossary
  • API reference
easydecon
  • Index

Index

_ | A | C | D | E | G | M | P | R | S | U

_

  • __version__ (in module easydecon)

A

  • assign_clusters_from_df() (in module easydecon)

C

  • common_markers_gene_expression_and_filter() (in module easydecon)
  • compute_pseudobulk_deseq_markers() (in module easydecon)
  • compute_reference_profile_markers() (in module easydecon)

D

  • detect_niches_from_easydecon_result() (in module easydecon)
  • detect_spatial_niches_from_posteriors() (in module easydecon)

E

  • easydecon_workflow() (in module easydecon)
  • EasyDeconResult (class in easydecon)

G

  • get_clusters_by_similarity_on_tissue() (in module easydecon)
  • get_table() (in module easydecon)

M

  • MARKER_ROLE_MODES (in module easydecon)
  • MarkerSchema (class in easydecon)

P

  • plot_niche_compositions() (in module easydecon)
  • prepare_markers() (in module easydecon)
  • PreparedMarkers (class in easydecon)

R

  • read_markers_dataframe() (in module easydecon)
  • refine_group() (in module easydecon)
  • RefinedGroupResult (class in easydecon)
  • resolve_marker_columns() (in module easydecon)
  • run_easydecon() (in module easydecon)

S

  • select_prepared_markers() (in module easydecon)
  • set_batch_size() (in module easydecon)
  • set_n_jobs() (in module easydecon)
  • standardize_marker_dataframe() (in module easydecon)
  • summarize_easydecon_result() (in module easydecon)
  • summarize_marker_table() (in module easydecon)
  • summarize_niche_compositions() (in module easydecon)

U

  • UCELL_MARKER_ROLES (in module easydecon)

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