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- Name the classification Malignant
- Select Save (Figure 15)
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Plotting samples together on t-SNE
For some data sets, cell types can be distinguished when all samples can be visualized together on one t-SNE plot. We will use a t-SNE plot of all samples to classify microglia/macrophage and oligodendrocyte cell types.
- Select the Single cell data data node
- Select t-SNE from the Visualizations section of the task menu
- Select Configure on the t-SNE dialog (Figure 21)
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- Deselect the Split cells by sample option under Misc
- Select Apply (Figure 22)
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- Select Finish to run the t-SNE task
The t-SNE task will be added as a new green layer in the analysis tab (Figure 23).
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Once the task has completed, we can view the plot.
- Select the green t-SNE plot task node
- Select Task Report from the task menu
In the multi-sample t-SNE plot, each cell is initially colored by its sample (Figure 24).
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- Select 2D from the Plot style section
Viewing the 2D t-SNE plot, while most cells cluster by sample, there are a few clusters with cells from multiple samples (Figure 25).
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Using the known maker genes, CD14 and MOBP, we can assess whether these multi-sample clusters belong to our known cell types.
- Select Gene expression from the Color by drop-down menu
- Type CD14 in the new Gene ID box
- Select CD14 from the list of genes in the data set
- Select the icon next to CD14
- Type MOBP in the new Gene ID box
- Select MOBP from the list of genes in the data set
After coloring by CD14, a microglia/macrophage marker, and MOBP, a oligodendrocyte maker, these two cell populations are clearly visible (Figure 26).
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- Activate the 3D lasso tool by selecting
- Draw the lasso around the cluster of red cells and click the circle to close the lasso
- Select Save classifications
These cells are MOBP positive, indicating that they are the oligodendrocytes from every sample.
- Name the classification Oligodendrocytes
- Select Save
To clearly see the CD14 positive population, clear the current selection.
- Switch modes by selecting
- Deselect by clicking on any black space on the plot
Red CD14 positive cells are the microglia/macrophages from every sample.
- Activate the 3D lasso tool by selecting
- Draw the lasso around the cluster of green cells and click the circle to close the lasso
- Select Save classifications
- Name the classification Microglia
- Select Save
- Switch modes by selecting
- Deselect by clicking on any black space on the plot
Finally, we will classify all unclassified cells on the plot as the malignant cells from every sample.
- Select Classifications from the Color by drop-down menu
Cells are now colored by classification, with Oligodendrocytes in blue, Microglia in red, and unclassified cells in grey.
- Activate the 3D lasso tool by selecting
- Draw the lasso around the grey cells and click the circle to close the lasso
- Select Save classifications
- Name the classification Malignant
- Select Save
With every cell from every sample classified, we can proceed to save classifications.
- Select Save classifications
- Select Save when asked to confirm
The pipeline view will open and the Classify cells tasks will run, generating a new green-layer Classified groups data node (Figure 27).
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