QA/QC Steps
Once the data has been imported in the project we can start pre-processing the data:
- We will first remove all non-expression features in the data (eg. NegProbes). Click on Filtering > Filter features from the menu on the right. Select Metadata and set the task settings as follows, then click Finish:
- Click on the resulting filtered counts node and select QA/QC > Single cell QA/QC, once the task has completed we can open the report by double-clicking the node:
- We will remove the cells with low counts and number of detected features. Click on Select & Filter and set lower threshold to 50 for both (remember that this is data-depended and will change based on your dataset). Then click and Apply observation filter to the filtered counts node:
- Click on the node generated by the filtering task, and click Filtering > Filter features. Apply a noise reduction filter:
- We can now normalise our filtered data. Click Normalization and scaling > Normalisation. Use the recommended settings by clicking :
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