latest
Quick start tutorial:
Mapping human lymph node cell types to 10X Visium with Cell2location
Common errors, using containers:
Common errors
Using docker image
Using singularity image
API:
Initial gene filtering
Reference signatures (NB regression)
Reference signatures (hard-coded, cell type hierarchy)
Cell2location: spatial mapping (scvi-tools/pyro)
Downstream Analysis Models
Plotting
General utils
Pyro and scvi-tools infrastructure classes
Statistical distribution classes
Nanostring WTA Tutorial (pymc3):
Installation of pymc3 version with GPU support
Running cell2location on NanostringWTA data
cell2location
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Index
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Index
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B
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C
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T
A
align_plot_stability() (cell2location.models.base.base_model.BaseModel static method)
annotate_adata() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
apply_fact_filt() (cell2location.models.base.base_model.BaseModel method)
ArchetypalAnalysis (class in cell2location.models.downstream.ArchetypalAnalysis)
AutoGuideMixinModule (class in cell2location.models.base._pyro_mixin)
AutoNormalEncoder (class in cell2location.distributions.AutoNormalEncoder)
B
BaseModel (class in cell2location.models.base.base_model)
bootstrap_data() (cell2location.models.base.base_model.BaseModel method)
C
Cell2location (class in cell2location.models)
cell2location.cluster_averages.cluster_averages
module
cell2location.cluster_averages.markers_by_hierarhy
module
cell2location.cluster_averages.select_features
module
cell2location.distributions
module
cell2location.models.base._pyro_mixin
module
cell2location.models.base.base_model
module
cell2location.models.downstream.ArchetypalAnalysis
module
cell2location.models.downstream.CoLocatedGroupsSklearnNMF
module
cell2location.plt
module
cell2location.plt.mapping_video
module
cell2location.plt.plot_expected_vs_obs
module
cell2location.plt.plot_factor_spatial
module
cell2location.plt.plot_heatmap
module
cell2location.plt.RotateCrop
module
cell2location.utils.filtering
module
Cell2locationBaseModule (class in cell2location.models.base._pyro_base_loc_module)
change_requires_grad() (cell2location.models.base._pyro_mixin.PyroAggressiveTrainingPlan1 method)
clustermap() (in module cell2location.plt.plot_heatmap)
CoLocatedGroupsSklearnNMF (class in cell2location.models.downstream.CoLocatedGroupsSklearnNMF)
compute_cluster_averages() (in module cell2location.cluster_averages.cluster_averages)
compute_distances() (cell2location.plt.RotateCrop.RotateCrop method)
compute_expected() (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
(cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
(cell2location.models.simplified._cell2location_v3_no_factorisation_module.LocationModelMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.simplified._cell2location_v3_no_mg_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelNoMGPyroModel method)
compute_expected_fact() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
compute_expected_per_cell_type() (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
compute_expected_subset() (cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
create_plates() (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
(cell2location.models.simplified._cell2location_v3_no_factorisation_module.LocationModelMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.simplified._cell2location_v3_no_mg_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelNoMGPyroModel method)
crop_rotate() (cell2location.plt.RotateCrop.RotateCrop method)
D
dotplot() (in module cell2location.plt.plot_heatmap)
E
encode() (cell2location.distributions.AutoNormalEncoder.AutoNormalEncoder method)
evaluate_stability() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
expand_1by1() (in module cell2location.plt.mapping_video)
export2adata() (cell2location.models.base.base_model.BaseModel method)
export_posterior() (cell2location.models.Cell2location method)
(cell2location.models.reference._reference_model.RegressionModel method)
(cell2location.models.RegressionModel method)
F
factor_expressed_plot() (cell2location.models.base.base_model.BaseModel method)
filter_genes() (in module cell2location.utils.filtering)
find_rectangle_corners() (in module cell2location.plt.RotateCrop)
fit() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
forward() (cell2location.distributions.AutoNormalEncoder.AutoNormalEncoder method)
(cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
(cell2location.models.simplified._cell2location_v3_no_factorisation_module.LocationModelMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.simplified._cell2location_v3_no_mg_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelNoMGPyroModel method)
G
generate_cv_data() (cell2location.models.base.base_model.BaseModel method)
get_cluster_averages_df() (in module cell2location.cluster_averages.cluster_averages)
get_cluster_variances() (in module cell2location.cluster_averages.cluster_averages)
get_cluster_variances_df() (in module cell2location.cluster_averages.cluster_averages)
get_rotation_matrix() (cell2location.plt.RotateCrop.RotateCrop method)
guide() (cell2location.models.base._pyro_base_loc_module.Cell2locationBaseModule property)
H
heatmap() (in module cell2location.plt.plot_heatmap)
I
init_to_value() (cell2location.models.base._pyro_base_loc_module.Cell2locationBaseModule method)
(in module cell2location.models.base._pyro_mixin)
interpolate_coord() (in module cell2location.plt.mapping_video)
is_amortised() (cell2location.models.base._pyro_base_loc_module.Cell2locationBaseModule property)
L
list_obs_plate_vars() (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.base._pyro_base_loc_module.Cell2locationBaseModule property)
(cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
(cell2location.models.simplified._cell2location_v3_no_factorisation_module.LocationModelMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel method)
(cell2location.models.simplified._cell2location_v3_no_mg_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelNoMGPyroModel method)
LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel (class in cell2location.models._cell2location_module)
LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelNoMGPyroModel (class in cell2location.models.simplified._cell2location_v3_no_mg_module)
LocationModelMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel (class in cell2location.models.simplified._cell2location_v3_no_factorisation_module)
M
markers_by_hierarhy() (in module cell2location.cluster_averages.markers_by_hierarhy)
median() (cell2location.distributions.AutoNormalEncoder.AutoNormalEncoder method)
model() (cell2location.models.base._pyro_base_loc_module.Cell2locationBaseModule property)
module
cell2location.cluster_averages.cluster_averages
cell2location.cluster_averages.markers_by_hierarhy
cell2location.cluster_averages.select_features
cell2location.distributions
cell2location.models.base._pyro_mixin
cell2location.models.base.base_model
cell2location.models.downstream.ArchetypalAnalysis
cell2location.models.downstream.CoLocatedGroupsSklearnNMF
cell2location.plt
cell2location.plt.mapping_video
cell2location.plt.plot_expected_vs_obs
cell2location.plt.plot_factor_spatial
cell2location.plt.plot_heatmap
cell2location.plt.RotateCrop
cell2location.utils.filtering
N
normalise() (cell2location.models.reference._reference_module.RegressionBackgroundDetectionTechPyroModel method)
,
[1]
O
on_train_epoch_end() (cell2location.models.base._pyro_mixin.PyroAggressiveConvergence method)
P
plot_absolute_abundances_1D() (in module cell2location.plt)
plot_categ_spatial() (in module cell2location.plt)
(in module cell2location.plt.plot_factor_spatial)
plot_cell_type_loadings() (cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
plot_density_1D() (in module cell2location.plt)
plot_expected_vs_obs() (in module cell2location.plt.plot_expected_vs_obs)
plot_factor_spatial() (in module cell2location.plt.plot_factor_spatial)
plot_gene_loadings() (cell2location.models.base.base_model.BaseModel method)
plot_history() (cell2location.models.base._pyro_mixin.PltExportMixin method)
(cell2location.models.base.base_model.BaseModel method)
plot_loading_distribution() (cell2location.models.base.base_model.BaseModel method)
plot_posterior_mu_vs_data() (cell2location.models.base._pyro_mixin.PltExportMixin static method)
(cell2location.models.base.base_model.BaseModel method)
(cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
plot_posterior_vs_data() (cell2location.models.base.base_model.BaseModel method)
plot_prior_vs_data() (cell2location.models.base.base_model.BaseModel method)
plot_QC() (cell2location.models.base._pyro_mixin.PltExportMixin method)
(cell2location.models.reference._reference_model.RegressionModel method)
(cell2location.models.RegressionModel method)
plot_reconstruction_history() (cell2location.models.base.base_model.BaseModel method)
plot_spatial() (in module cell2location.plt)
plot_spatial_general() (in module cell2location.plt.plot_spatial)
plot_spatial_QC_across_batches() (cell2location.models.Cell2location method)
plot_validation_history() (cell2location.models.base.base_model.BaseModel method)
plot_video_mapping() (in module cell2location.plt.mapping_video)
PltExportMixin (class in cell2location.models.base._pyro_mixin)
posterior_quantile() (cell2location.models.base._pyro_mixin.QuantileMixin method)
print_gene_loadings() (cell2location.models.base.base_model.BaseModel method)
PyroAggressiveConvergence (class in cell2location.models.base._pyro_mixin)
PyroAggressiveTrainingPlan (class in cell2location.models.base._pyro_mixin)
PyroAggressiveTrainingPlan1 (class in cell2location.models.base._pyro_mixin)
PyroTrainingPlan (class in cell2location.models.base._pyro_mixin)
Q
QuantileMixin (class in cell2location.models.base._pyro_mixin)
quantiles() (cell2location.distributions.AutoNormalEncoder.AutoNormalEncoder method)
R
RegressionBackgroundDetectionTechPyroModel (class in cell2location.models.reference._reference_module)
,
[1]
RegressionModel (class in cell2location.models)
(class in cell2location.models.reference._reference_model)
rotate_points() (cell2location.plt.RotateCrop.RotateCrop method)
RotateCrop (class in cell2location.plt.RotateCrop)
S
sample2df() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
sample2df_obs() (cell2location.models.base._pyro_mixin.PltExportMixin method)
sample2df_vars() (cell2location.models.base._pyro_mixin.PltExportMixin method)
sample_posterior() (cell2location.models.downstream.ArchetypalAnalysis.ArchetypalAnalysis method)
(cell2location.models.downstream.CoLocatedGroupsSklearnNMF.CoLocatedGroupsSklearnNMF method)
select_features() (in module cell2location.cluster_averages.select_features)
select_slide() (in module cell2location.utils)
set_fact_filt() (cell2location.models.base.base_model.BaseModel method)
setup_anndata() (cell2location.models.Cell2location class method)
(cell2location.models.reference._reference_model.RegressionModel class method)
(cell2location.models.RegressionModel class method)
spatial_neighbours() (in module cell2location.utils)
sum_neighbours() (in module cell2location.utils)
T
train() (cell2location.models.Cell2location method)
(cell2location.models.reference._reference_model.RegressionModel method)
(cell2location.models.RegressionModel method)
train_aggressive() (cell2location.models.Cell2location method)
training_epoch_end() (cell2location.models.base._pyro_mixin.PyroAggressiveTrainingPlan1 method)
(cell2location.models.base._pyro_mixin.PyroTrainingPlan method)
training_step() (cell2location.models.base._pyro_mixin.PyroAggressiveTrainingPlan1 method)
training_wo_initial (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel attribute)
training_wo_observed (cell2location.models._cell2location_module.LocationModelLinearDependentWMultiExperimentLocationBackgroundNormLevelGeneAlphaPyroModel attribute)
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