/workshop-single-cell-transcriptomics-freiburg-25-Nov-2022

GitHub repository to collect all the materials for a workshop given by Mark D. Robinson at Uni. Freiburg 25.11.2022

Primary LanguageCSSGNU General Public License v3.0GPL-3.0

Workshop: Single Cell Transcriptomics

GitHub repository to collect all the materials for a workshop given by Mark D. Robinson at Uni. Freiburg 25.11.2022

Some useful preliminaries

Install R/BioC packages

# more details at https://bioconductor.org/install/
install.packages("BiocManager")

BiocManager::install(version = "3.15")

pkgs <- c("DropletUtils", "SingleCellExperiment", "SingleR", "batchelor",
          "bluster", "dplyr", "edgeR", "ggplot2", "miloR", "muscat",
          "patchwork", "pheatmap", "scDblFinder", "scRNAseq", "scater",
          "scran", "scuttle","slingshot","tradeSeq")

BiocManager::install(pkgs)
BiocManager::valid()

Download data from here

Some useful resources

  • TODO: add links here

Tentative schedule

Time Topic Material
09.00-10.20 preliminaries session1_preliminaries
10.20-10.40 coffee break
10.40-12.00 QC, normalization, visualization session2_qc-normalization-viz
12.00-13.00 lunch break
13.00-14.20 differential abundance, differential state session3_integation-da-ds
14.20-14.40 coffee break
14.40-16.00 trajectories, variations of DA/DS, wrap-up session4_advanced
16.00 hard stop
16.13 ICE75 @ Freiburg Hbf

Notes

  • The morning session was done with live coding; see live_coding_25nov2022
  • The afternoon session was done by going through my preparation scripts; see demo_website
  • Note to self: send quarto install instructions before hand; a few had issues installing it (e.g., needed new RStudio version)
  • Some slides used were posted here
  • Some notes collected in the YOPAD were cut/paste here