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. 2021 Jul 26;142(3):449–474. doi: 10.1007/s00401-021-02343-x
Resource Source/reference Identifier/URL
Biological Samples
Frozen human anterior cingulate cortex samples Parkinson’s UK Tissue Bank
Critical Commercial Assays
Chromium Single Cell 3’ Gene Expression Kit, v2 10 × Genomics PN-120237
Qubit dsDNA HS Assay Kit ThermoFisher Q32851
Bioanalyzer High-Sensitivity DNA Kit Agilent 5067-4627
QIAzol Qiagen 79306
RNeasy 96 Kit Qiagen 74181
TruSeq Stranded mRNA Library Prep Kit Illumina 20020594
xGen UDI-UMI Adapters, 1–96 Integrated DNA Technologies 10005903
Deposited Data
ATtRACT database (v 0.99β) Giudice et al., 2016 [45] https://attract.cnic.es/index
Cell-type marker genes Wang et al., 2018 http://resource.psychencode.org/ (DER-21_Single_cell_markergenes_UMI.xlsx)
ENCODE blacklist regions (v 2) Amemiya et al., 2019 [7] https://github.com/Boyle-Lab/Blacklist/blob/master/lists/hg38-blacklist.v2.bed.gz
Ensembl GRCh38 Ensembl v97 Ensembl genome browser ftp://ftp.ensembl.org/pub/release-97/gtf/homo_sapiens/Homo_sapiens.GRCh38.97.gtf.gz
H-MAGMA: Hi-C gene-SNP pairs for adult dorsolateral prefrontal cortex Sey et al., 2020 [96] https://github.com/thewonlab/H-MAGMA/blob/master/Input_Files/Adult_brain.genes.annot
Gencode v26 https://www.gencodegenes.org/human/release_26lift37.html
GTEx portal (v 8) GTEx Consortium, 2015 [46] https://www.gtexportal.org/
LDSC baseline annotations (v 1.2) Finucane et al., 2015 [41] https://data.broadinstitute.org/alkesgroup/LDSCORE/
PD-associated genes Blauwendraat et al., 2020 [16]
PD-associated pathways Bandres-Ciga et al., 2020 [12] https://pdgenetics.shinyapps.io/pathwaysbrowser/
Recount2 Collado-Torres et al., 2015 [32] https://jhubiostatistics.shinyapps.io/recount/
Software and Algorithms
Analysis of Motif Enrichment (AME, v 5.1.1) McLeay et al., 2010 [75] http://meme-suite.org/doc/ame.html?man_type=web
Bulk-tissue RNA-sequencing pipeline https://github.com/RHReynolds/RNAseqProcessing
Cell Ranger (v 3.0.2) 10 × Genomics https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/installation
clusterProfiler (v 3.14.3) Yu et al., 2012 [115] https://github.com/YuLab-SMU/clusterProfiler
Conos (v 1.1.2) Barkas et al., 2019 [13] https://github.com/kharchenkolab/conos
ComplexHeatmap (v 2.7.7) Gu et al., 2016 [47] https://github.com/jokergoo/ComplexHeatmap
DESeq2 (v 1.26.0) Love et al., 2014 [68] https://github.com/mikelove/DESeq2
Detecting Aberrant Splicing Events from RNA-sequencing (dasper, v 1.1.4) Zhang et al., 2021 [117] https://github.com/dzhang32/dasper
DoubletFinder (v 2.0.2) McGinnis et al., 2019 [72] https://github.com/chris-mcginnis-ucsf/DoubletFinder
DropletUtils (v 1.6.1) Lun et al., 2019 [69] https://github.com/MarioniLab/DropletUtils
EWCE (v 0.99.2) Skene et al., 2016 [98] https://github.com/NathanSkene/EWCE
Factoextra (v 1.0.7) https://github.com/kassambara/factoextra
Fastp (v 0.20.0) Chen et al., 2018 [28] https://github.com/OpenGene/fastp
FastQC (v 0.11.8) Andrews et al., 2010 [8] http://www.bioinformatics.babraham.ac.uk/projects/fastqc/
GoSemSim (v 2.17.0) Yu et al., 2010 [114] https://github.com/YuLab-SMU/GOSemSim
ggplot2 (v 3.3.2) https://ggplot2.tidyverse.org/
LDSC (v 1.0.1) Bulik-Sullivan et al., 2015 [23] https://github.com/bulik/ldsc
Leafcutter (v 0.2.8) Li et al., 2018 [65] https://github.com/davidaknowles/leafcutter/
Limma (v 3.42.2) Ritchie et al., 2015 [91] https://github.com/cran/limma
MAGMA (v 1.0.8b) de Leeuw et al., 2015 [63] https://ctg.cncr.nl/software/magma
MashMap2 (v 2.0) Jain et al., 2018 [53] https://github.com/marbl/MashMap
MAST (v 1.12.0) Finak et al., 2015 [40] https://github.com/RGLab/MAST/
recount (v 1.11.8) Collado-Torres et al., 2015 [32] https://github.com/leekgroup/recount
rrvgo (v 1.1.4) Sayols et al., 2020 [94] https://ssayols.github.io/rrvgo/
RSeQC (v 2.6.4) Wang et al., 2012 [111] http://rseqc.sourceforge.net/
rtracklayer (v 1.46.0) Lawrence et al., 2009 [62] https://github.com/lawremi/rtracklayer
rutils (v 0.99.2) https://github.com/RHReynolds/rutils
Salmon (v 0.14.1) Patro et al., 2017 [86] https://salmon.readthedocs.io/en/latest/index.html
Seurat (v 3.2.0) Stuart et al. 2019 [103] https://github.com/satijalab/seurat/
Scaden (v 0.9.2) Menden et al., 2020 [76] https://github.com/KevinMenden/scaden
STAR (v 2.7.0a) Dobin et al., 2013 [35] https://github.com/alexdobin/STAR
Tximport (v 1.14.2) Soneson et al., 2015 [101] https://github.com/mikelove/tximport
UMAP (v 0.1.10) McInnes et al., 2018 [73] https://github.com/lmcinnes/umap
WebGestaltR (v 0.4.4) Liao et al. [67] https://github.com/bzhanglab/WebGestaltR