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
|