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Mapping feature using scATAC-seq data
Hello,
I have been trying to use the mapping feature on two different scATAC-seq datasets. Both are able to infer trajectories individually. However, when trying to use the mapping feature (with the lines "st.plot_visualization_2D(adata,adata_new,nb_pct=0.8,use_precomputed=False)" and "st.subwaymap_plot(adata,adata_new=adata_new,percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4']) " I get the error: "NotImplementedError: Equality comparisons are not supported for AnnData objects, instead compare the desired attributes."
I tried following the tutorial for the mapping features while still making the necessary changes for it to work on scATAC-seq, and I am not sure why this error might have occured.
Thank you!
Hi
Thanking for trying STREAM. Were you able to finish the mapping step? Does this error only happen when visualizing the results?
Hi,
"st.map_new_data" does not seem to produce any error. The error only seems to happen when trying to visualise the results.
Hi I tested it on the example dataset shown in Github using 'top_pcs' as the feature for mapping. It doesn't seem that i see any errors. Would you mind sharing a minimum script to reproduce your errors? I am happy to look into it.
Hello,
I first use my own dataset to infer a trajectory. These lines don't produce errors, and I can visualise all plots including the subwaymap plot.
import stream as st adata = st.read(file_name='/rds/general/user/cpp17/projects/lms-spivakov-analysis/live/Carmen/STREAM/scATAC_taster/zscores_scaled.tsv.gz',experiment='atac-seq') st.add_cell_labels(adata) st.add_cell_colors(adata) st.select_top_principal_components(adata) st.dimension_reduction(adata,feature='top_pcs',n_components=4)
... and I continue closely following the scATAC-seq (using kmers) tutorial
I then try and use the tutorial data to map on the previously inferred trajectory:
#Adding the tutorial data for reference adata_new=st.read(file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/zscores_scaled.tsv.gz',experiment='atac-seq',workdir='./result_mapping/') st.add_cell_labels(adata_new,file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/cell_label.tsv.gz') st.add_cell_colors(adata_new,file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/cell_label_color.tsv.gz') st.select_top_principal_components(adata_new) st.dimension_reduction(adata_new,feature='top_pcs',n_components=4) st.map_new_data(adata,adata_new, feature='top_pcs', method='trans_umap')
And these following lines produce the same error: "NotImplementedError: Equality comparisons are not supported for AnnData objects, instead compare the desired attributes."
st.plot_visualization_2D(adata,adata_new,nb_pct=0.8,use_precomputed=False) st.subwaymap_plot(adata,adata_new=adata_new,percentile_dist=100,root='S5',fig_legend_ncol=6,preference=['S2','S1','S4'])
Thank you!
Once you have the reference trajectory, to map new dataset to it, you should simply run:
adata_new=st.read(file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/zscores_scaled.tsv.gz',experiment='atac-seq',workdir='./result_mapping/')
st.add_cell_labels(adata_new,file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/cell_label.tsv.gz')
st.add_cell_colors(adata_new,file_name='/rds/general/user/cpp17/home/CarmenProject/Testing_Stream/scATAC_test_data/cell_label_color.tsv.gz')
st.map_new_data(adata,adata_new, feature='top_pcs', method='umap')
The current steps you are implementing and also the parameter method
in st.map_new_data
don't seem correct. (We will improve exception handling on our end. trans_umap
is apparently wrong)