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. 2022 Jun 22;25(8):104659. doi: 10.1016/j.isci.2022.104659
REAGENT or RESOURCE SOURCE IDENTIFIER
Biological samples

Surgically dissected human PDAC tissue This paper N/A

Critical commercial assays

Chromium Next GEM Single Cell 3′ Kit v3.1 10X Genomics Cat# PN-1000269
Chromium Next GEM Chip G Single Cell Kit 10X Genomics Cat# PN-1000127
Dual Index Kit TT Set A 10X Genomics Cat# PN-1000215

Deposited data

PDAC scRNAseq (OUGS) This paper zenodo [10.5281/zenodo.6024273]
OUGS1 (60 year old male); OUGS2 (73 year old male); OUGS3 (74 year old female); OUGS4 (83 year old female).
PDAC scRNAseq (PRJCA001063) (Peng et al., 2019a) zenodo [10.5281/zenodo.3969339]
PDAC scRNAseq (GSE155698) (Steele et al., 2020) GEO: GSE155698
PDAC scRNAseq (GSE111672) (Moncada et al., 2020) GEO: GSE111672
PDAC scRNAseq (GSE154778) (Lin et al., 2020) GEO: GSE154778
PDAC scRNAseq (GSM4293555) (Schlesinger et al., 2020) GEO: GSM4293555
Upregulated gene list of TCGA-PAAD RNAseq (Tang et al., 2019) http://gepia2.cancer-pku.cn/#index
PDAC bulk RNAseq
TCGA-PAAD
Firehose https://gdac.broadinstitute.org/
PDAC bulk RNAseq
ICGA-PACA-AU
ICGA https://dcc.icgc.org/releases/current/Projects/PAEN-AU
PDAC bulk RNAseq
ICGA-PACA-CA
ICGA https://dcc.icgc.org/releases/current/Projects/PACA-CA
PDAC bulk RNAseq (Dijk et al., 2020) ArrayExpress, E-MTAB-6830
PDAC genomic mutation file
TCGA-PAAD
GDC via TCGAbiolinks https://portal.gdc.cancer.gov/

Software and algorithms

R (v4.1.2) R CRAN https://cran.r-project.org/
Seurat R package (v4.0.5) (Hao et al., 2021)
R CRAN
https://cran.r-project.org/web/packages/Seurat/index.html
pheatmap R package (v1.0.12) R CRAN https://cran.r-project.org/web/packages/pheatmap/index.html
ComplexHeatmap R package (v2.10.0) Bioconductor https://www.bioconductor.org/packages/release/bioc/html/ComplexHeatmap.html
ggplot2 R package (v3.3.5) R CRAN https://cran.r-project.org/web/packages/ggplot2/index.html
ktplots R package (v1.1.14) Github https://github.com/zktuong/ktplots
https://zenodo.org/record/5717923#.Ynyu31TP0SE
survival R package (v3.2-13) R CRAN https://cran.r-project.org/web/packages/survival/index.html
ensembldb R package (v 2.18.1) Bioconductor https://bioconductor.org/packages/release/bioc/html/ensembldb.html
EnsDb.Hsapiens.v86 R package (v 2.99.0) Bioconductor http://bioconductor.org/packages/release/data/annotation/html/EnsDb.Hsapiens.v86.html
BisuqeRNA R package (v1.0.5) (Jew et al., 2020)
R CRAN
https://cran.r-project.org/web/packages/BisqueRNA/index.html
TCGAbiolinks R package (v2.22.1) (Colaprico et al., 2016)
Bioconductor
https://bioconductor.org/packages/release/bioc/html/TCGAbiolinks.html
CellChat R package (v1.1.3) (Jin et al., 2021)
Github
https://github.com/sqjin/CellChat
SCENIC R package (v1.2.4) (Aibar et al., 2017)
Github
https://github.com/aertslab/SCENIC
clusterProfilerR package (v4.2.0) (Wu et al., 2021)
Bioconductor
https://bioconductor.org/packages/release/bioc/html/clusterProfiler.html
ReactomePA R package (v1.38.0) (Yu and He, 2016)
Bioconductor
https://bioconductor.org/packages/release/bioc/html/ReactomePA.html
DOSE R package (v3.20.0) (Yu et al., 2014)
Bioconductor
https://bioconductor.org/packages/release/bioc/html/DOSE.html
enrichplot R package (v1.14.1) Bioconductor https://bioconductor.org/packages/release/bioc/html/enrichplot.html
org.Hs.eg.db R package (v3.14.0) Bioconductor https://bioconductor.org/packages/release/data/annotation/html/org.Hs.eg.db.html
AnnotationDbi R package (v1.56.1) Bioconductor https://bioconductor.org/packages/release/bioc/html/AnnotationDbi.html
nichenetr R package (v1.0.0) (Browaeys et al., 2020)
Github
https://github.com/saeyslab/nichenetr
networkD3 R package (v0.4) CRAN https://cran.r-project.org/web/packages/networkD3/index.html
fastp v0.20.1 (Chen et al., 2018) https://github.com/OpenGene/fastp
STAR v2.7.9a (Dobin et al., 2013) https://github.com/alexdobin/STAR
RSEM v1.3.3 (Li and Dewey, 2011) https://github.com/deweylab/RSEM