Skip to content

Example of results of Integrated or Grouped Analysis for a school case

mAGLAVE edited this page Jul 6, 2021 · 5 revisions

These results were generated on the Flamingo computing cluster of GR.

The datasets:

For this example, I need of 2 datasets (at least) of single-cell RNA-seq:

This 2 datasets are Human PBMC sample from Healthy Donors with:

  • Gene Expression,
  • BCR,
  • TCR,
  • ADT (named Feature Barcoding by 10XGenomics).

This sample contains average 1k and 10k cells and it was made by v2 chemistry technology.

Preparation of the analysis:

Make the individual analysis of the datasets:

  • I reuse the sc5p_v2_hs_PBMC_1k_5 sample used in the example of individual analysis of this wiki.
  • I made the individual analysis for the sc5p_v2_hs_PBMC_10k_5 sample. I will not detail this individual analysis but you can see the parameters file Params_indiv.yaml and the launcher file launcher_indiv.sh. (Notes: The .rda files and gene expression matrix, are not present in the github results because their sizes exceed the threshold of 50 mb of github.)

Make the ADT reference index:

I reuse the ADT reference index from the individual analysis of samples. (see Make the ADT reference index)

Make the Markfile (Additional files):

I reuse the Markfile from the individual analysis of samples. (see Make the Markfile)

General information

As the individual analysis and specified in the Pipeline phylosophy, single-cell data analysis cannot be done through a one-shot pipeline. So, the rest of the explanation will be a repetition of several phases:

  • Make the Configuration Parameter file
  • Launch of the analysis
  • Interpretation of Results (and Choice of Next Parameters)

Notes:

  • See Arborescence of all results for understand the arborecence.
  • The .rda files are snapshots of data at key points in the analysis.
  • The .rda files and gene expression matrix, are not present in the github results because their sizes exceed the threshold of 50 mb of github.
  • Here I present the integrated analysis and the grouped analysis separately, but we could have done both types of analysis with a single configuration file.


Home

Resources of the Theory of single cell RNA-seq

v1.3
Pipeline details
Installation
Usage
Configuration
Results help
Complete Examples of school cases
Individual analysis :
1 sample (scRNA-seq + ADT + TCR + BCR)
Grouped/Integrated analysis :
2 samples (scRNA-seq + ADT + TCR + BCR)

Clone this wiki locally