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SC transform task performs the normalization method of R package sctransform [1]

We recommend perform sctransform normalization on single cell row count data node. Select SCTransfrom task in Normalization and scaling section on the pop-up menu to invoke the dialog (Figure 1)


Figure 1. When a data node containing a single cell count matrix is selected, SCTransform is available in the toolbox

By default, it will generate report on all the input features. When uncheck the Report all features, user can specify a certain number of features with highest variance in the report.

In the Advanced option, when click Configure to change the default settings (Figure 2)

Figure 2. Advanced configure options

Features for parameter estimation: Specify number of features to use in estimation of parameters, 0 means to use all input features

Center results: when choose Yes, center all the transformed features to have mean as 0

Clip results: If not clip the result, outliers might have big effect and the transformed data can be very large for some features, usually the ones with few non-zero counts. When choose Yes, the range to clip the transformed data is between -sqrt(n/30) and sqrt(n/30), n is the number of cells

Random seed: use the same random seed to reproduce the results. 

Data has been log transformed with base: specify the input data is logged or not

The data in the output node is a matrix of standardized residual on all the features in all the observations, the range of the values is roughly between -4 and 4. 

References

  1. Christoph Hafemeister, Rahul Satija Normalization and variance stabilization of single-cell RNA-seq data using regularized negative binomial regression.  https://doi.org/10.1101/576827




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