{"id":18,"date":"2021-04-14T14:01:45","date_gmt":"2021-04-14T14:01:45","guid":{"rendered":"https:\/\/www.ebi.ac.uk\/training\/materials\/template\/help-sheets\/"},"modified":"2022-11-04T13:50:22","modified_gmt":"2022-11-04T13:50:22","slug":"technical-help-sheets","status":"publish","type":"page","link":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/technical-help-sheets\/","title":{"rendered":"Technical help sheets"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Technical requirements for data analysis<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You will require the following tools for executing the practicals in this course:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Raw reads to Expression Matrix (EM)<\/h3>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table><tbody><tr><td>CellRanger<\/td><td><a href=\"https:\/\/support.10xgenomics.com\/single-cell-gene-expression\/software\/pipelines\/latest\/installation\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/support.10xgenomics.com\/single-cell-gene-expression\/software\/pipelines\/latest\/installation<\/a><\/td><\/tr><tr><td>SRA Toolkit<\/td><td><a href=\"https:\/\/github.com\/ncbi\/sra-tools\/wiki\/02.-Installing-SRA-Toolkit\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/ncbi\/sra-tools\/wiki\/02.-Installing-SRA-Toolkit<\/a><\/td><\/tr><tr><td>Fastqc<\/td><td><a href=\"https:\/\/kb.10xgenomics.com\/hc\/en-us\/articles\/360048465032-When-to-run-FastQC-\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/kb.10xgenomics.com\/hc\/en-us\/articles\/360048465032-When-to-run-FastQC-<\/a><\/td><\/tr><tr><td>TrimGalore<\/td><td><a href=\"https:\/\/github.com\/FelixKrueger\/TrimGalore\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/FelixKrueger\/TrimGalore<\/a><\/td><\/tr><tr><td>R, dplyr<\/td><td><a href=\"https:\/\/www.r-project.org\/nosvn\/pandoc\/dplyr.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.r-project.org\/nosvn\/pandoc\/dplyr.html<\/a><\/td><\/tr><tr><td>R, cowplot<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/cowplot\/readme\/README.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/cowplot\/readme\/README.html<\/a><\/td><\/tr><tr><td>R, ggplot2<\/td><td><a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/ggplot2.tidyverse.org\/<\/a><\/td><\/tr><tr><td>R, tibble<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/tibble\/readme\/README.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/tibble\/readme\/README.html<\/a><\/td><\/tr><tr><td>R, Matrix<\/td><td><a href=\"https:\/\/rdrr.io\/rforge\/Matrix\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/rdrr.io\/rforge\/Matrix\/<\/a><\/td><\/tr><tr><td>R, readr<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/readr\/readme\/README.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/readr\/readme\/README.html<\/a><\/td><\/tr><tr><td>R, pathwork<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/patchwork\/readme\/README.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/patchwork\/readme\/README.html<\/a><\/td><\/tr><tr><td>R, tidyr<\/td><td><a href=\"https:\/\/www.r-project.org\/nosvn\/pandoc\/tidyr.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.r-project.org\/nosvn\/pandoc\/tidyr.html<\/a><\/td><\/tr><tr><td>R, RColorBrewer<\/td><td><a href=\"https:\/\/rdrr.io\/cran\/RColorBrewer\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/rdrr.io\/cran\/RColorBrewer\/<\/a><\/td><\/tr><tr><td>R, <a target=\"_blank\" href=\"http:\/\/org.hs.eg\/\" rel=\"noreferrer noopener\">org.Hs.eg<\/a>.db<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/data\/annotation\/html\/org.Hs.eg.db.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/data\/annotation\/html\/org.Hs.eg.db.html<\/a><\/td><\/tr><tr><td>R, glmGamPoi<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/glmGamPoi.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/glmGamPoi.html<\/a><\/td><\/tr><tr><td>R, hdf5r<\/td><td><a href=\"https:\/\/github.com\/hhoeflin\/hdf5r\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/hhoeflin\/hdf5r<\/a><\/td><\/tr><tr><td>R, DoubletFinder<\/td><td><a href=\"https:\/\/github.com\/chris-mcginnis-ucsf\/DoubletFinder\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/chris-mcginnis-ucsf\/DoubletFinder<\/a><\/td><\/tr><tr><td>Anaconda<\/td><td><a href=\"https:\/\/www.anaconda.com\/products\/distribution#Downloads\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.anaconda.com\/products\/distribution#Downloads<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pre-precessing and Dimensionality Reduction \/ From UMAP to Annotation<\/h3>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table><tbody><tr><td>R Studio<\/td><td><a href=\"https:\/\/www.rstudio.com\/products\/rstudio\/download\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.rstudio.com\/products\/rstudio\/download\/<\/a><\/td><\/tr><tr><td>R, latest version<\/td><td><a href=\"https:\/\/cran.r-project.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/<\/a><\/td><\/tr><tr><td>Covid data, sample C143<\/td><td><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4339771\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4339771<\/a><\/td><\/tr><tr><td>Covid data, sample C145<\/td><td><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4339773\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4339773<\/a><\/td><\/tr><tr><td>Covid data, sample C51<\/td><td><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4475048\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4475048<\/a><\/td><\/tr><tr><td>Covid data, sample C52<\/td><td><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4475049\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.ncbi.nlm.nih.gov\/geo\/query\/acc.cgi?acc=GSM4475049<\/a><\/td><\/tr><tr><td>R package SingleCellExperiment<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/SingleCellExperiment.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/SingleCellExperiment.html<\/a><\/td><\/tr><tr><td>R package Matrix<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/Matrix\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/Matrix\/index.html<\/a><\/td><\/tr><tr><td>R package DropletUtils<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/DropletUtils.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/DropletUtils.html<\/a><\/td><\/tr><tr><td>R package scran<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/scran.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/scran.html<\/a><\/td><\/tr><tr><td>R package batchelor<\/td><td><a href=\"https:\/\/www.bioconductor.org\/packages\/release\/bioc\/html\/batchelor.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.bioconductor.org\/packages\/release\/bioc\/html\/batchelor.html<\/a><\/td><\/tr><tr><td>R package Seurat<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/Seurat\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/Seurat\/index.html<\/a><\/td><\/tr><tr><td>R package uwot<\/td><td><a href=\"https:\/\/github.com\/jlmelville\/uwot\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/jlmelville\/uwot<\/a><\/td><\/tr><tr><td>R package dplyr<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/dplyr\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/dplyr\/index.html<\/a><\/td><\/tr><tr><td>R package irlba<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/irlba\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/irlba\/index.html<\/a><\/td><\/tr><tr><td>R package miloR (development version)<\/td><td><a href=\"https:\/\/github.com\/MarioniLab\/miloR\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/MarioniLab\/miloR<\/a><\/td><\/tr><tr><td>R package stringr<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/stringr\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/stringr\/index.html<\/a><\/td><\/tr><tr><td>R package gdata<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/gdata\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/gdata\/index.html<\/a><\/td><\/tr><tr><td>R package DoubletFinder<\/td><td><a href=\"https:\/\/github.com\/chris-mcginnis-ucsf\/DoubletFinder\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/chris-mcginnis-ucsf\/DoubletFinder<\/a><\/td><\/tr><tr><td>R package ggplot2<\/td><td><a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/ggplot2.tidyverse.org\/<\/a><\/td><\/tr><tr><td>R package ggpubr<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/ggpubr\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/ggpubr\/index.html<\/a><\/td><\/tr><tr><td>R package MouseGastrulationData<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/data\/experiment\/html\/MouseGastrulationData.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/data\/experiment\/html\/MouseGastrulationData.html<\/a><\/td><\/tr><tr><td>R package viridis<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/viridis\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/viridis\/index.html<\/a><\/td><\/tr><tr><td>Magick++<\/td><td><a href=\"https:\/\/imagemagick.org\/Magick++\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/imagemagick.org\/Magick++\/<\/a><\/td><\/tr><tr><td>R package igraph<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/igraph\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/igraph\/index.html<\/a><\/td><\/tr><tr><td>R package celldex<\/td><td><a href=\"http:\/\/bioconductor.org\/packages\/release\/data\/experiment\/html\/celldex.html\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/bioconductor.org\/packages\/release\/data\/experiment\/html\/celldex.html<\/a><\/td><\/tr><tr><td>R package SingleR<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/SingleR.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/SingleR.html<\/a><\/td><\/tr><tr><td>R package pheatmap<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/pheatmap\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/pheatmap\/index.html<\/a><\/td><\/tr><tr><td>R package SC3<\/td><td><a href=\"https:\/\/www.bioconductor.org\/packages\/release\/bioc\/html\/SC3.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.bioconductor.org\/packages\/release\/bioc\/html\/SC3.html<\/a><\/td><\/tr><tr><td>R package Harmony<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/harmony\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/harmony\/index.html<\/a><\/td><\/tr><tr><td>R package Seurat<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/Seurat\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/Seurat\/index.html<\/a><\/td><\/tr><tr><td>R package Azimuth<\/td><td><a href=\"https:\/\/github.com\/satijalab\/azimuth\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/satijalab\/azimuth<\/a><\/td><\/tr><tr><td>R package SeuratData<\/td><td><a href=\"https:\/\/github.com\/satijalab\/seurat-data\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/satijalab\/seurat-data<\/a><\/td><\/tr><tr><td>R package patchwork<\/td><td><a href=\"https:\/\/cran.r-project.org\/web\/packages\/patchwork\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/cran.r-project.org\/web\/packages\/patchwork\/index.html<\/a><\/td><\/tr><tr><td>R package bluster<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/3.15\/bioc\/html\/bluster.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/3.15\/bioc\/html\/bluster.html<\/a><\/td><\/tr><tr><td>R package scater<\/td><td><a href=\"https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/scater.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/bioconductor.org\/packages\/release\/bioc\/html\/scater.html<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cell Atlases &amp; Interpretation<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>CellPhoneDB &#8211; <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/Teichlab\/cellphonedb\" target=\"_blank\">https:\/\/github.com\/Teichlab\/cellphonedb<\/a><\/li><li>PDF viewer<\/li><li>Office program (Libre Office, MS Excel)<\/li><li>Web browser<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Technical requirements for data analysis You will require the following tools for executing the practicals in this course: Raw reads to Expression Matrix (EM) CellRanger https:\/\/support.10xgenomics.com\/single-cell-gene-expression\/software\/pipelines\/latest\/installation SRA Toolkit https:\/\/github.com\/ncbi\/sra-tools\/wiki\/02.-Installing-SRA-Toolkit Fastqc https:\/\/kb.10xgenomics.com\/hc\/en-us\/articles\/360048465032-When-to-run-FastQC- TrimGalore https:\/\/github.com\/FelixKrueger\/TrimGalore R, dplyr https:\/\/www.r-project.org\/nosvn\/pandoc\/dplyr.html R, cowplot https:\/\/cran.r-project.org\/web\/packages\/cowplot\/readme\/README.html R, ggplot2 https:\/\/ggplot2.tidyverse.org\/ R, tibble https:\/\/cran.r-project.org\/web\/packages\/tibble\/readme\/README.html R, Matrix https:\/\/rdrr.io\/rforge\/Matrix\/ R, readr https:\/\/cran.r-project.org\/web\/packages\/readr\/readme\/README.html R, pathwork https:\/\/cran.r-project.org\/web\/packages\/patchwork\/readme\/README.html R,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-18","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/pages\/18","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/comments?post=18"}],"version-history":[{"count":12,"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/pages\/18\/revisions"}],"predecessor-version":[{"id":779,"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/pages\/18\/revisions\/779"}],"wp:attachment":[{"href":"https:\/\/www.ebi.ac.uk\/training\/materials\/single-cell-rna-seq-analysis-using-r\/wp-json\/wp\/v2\/media?parent=18"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}