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CellType_Library.R
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291 lines (254 loc) · 13.7 KB
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### Markers for broad cell clusters ###
featureSets_broad <- list(
"Keratinocytes" = c("KRT5", "KRT10", "KRT14", "KRT15", "KRT6A", "KRT6B"),
"Fibroblasts" = c("THY1", "COL1A1", "COL1A2"),
"T_cells" = c("CD3D", "CD8A", "CD4", "FOXP3", "IKZF2", "CCL5"), # PTPRC = CD45
"B_cells" = c("CD19", "MS4A1", "MZB1"), # MS41A = CD20, MZB1 = marginal zone B cell specific protein
"APCs" = c("CD86", "CD74", "CCR7", "CD163"), # Monocyte lineage (FCGR3A = CD16, FCGR1A = CD64, CD74 = HLA-DR antigens-associated invariant chain)
"Melanocytes" = c("MITF", "TYR", "SOX10", "MLANA"), # Melanocyte markers
"Endothlial" = c("VWF", "PECAM1", "SELE"), # Endothlial cells (PECAM1 = CD31), SELE = selectin E (found in cytokine stimulated endothelial cells)
"Lymphatic" = c("ACKR2", "FLT4", "LYVE1"), # Lymphatic endothelial (FLT4 = VEGFR-3)
"Muscle" = c("TPM1", "TAGLN", "MYL9"), # TPM = tropomyosin, TAGLN = transgelin (involved crosslinking actin in smooth muscle), MYL = Myosin light chain
"Mast_cells" = c("KIT", "FCER1A", "IL1RL1", "TPSB2"), # KIT = CD117, ENPP3 = CD203c, FCER1A = IgE receptor alpha, TPSB2 is a beta tryptase, which are supposed to be common in mast cells
"Langerhans_cells" = c("ITGAX", "CD1A", "CLEC1A", "CD207"), # CD11c = ITGAX, Langerin = CD207, CLEC4K
"HF_surface_markers" = c("GJB6", "ITGB8", "CD200", "FZD7")
)
### Markers for specific cell types ###
featureSets_specific <- list(
"Basal_epithelial" = c("KRT15", "KRT5", "COL17A1", "KRT6", "KRT14"),
"Spinous" = c("KRT1"),
"HF_keratinocytes" = c("KRT75", "SOX9", "LHX2","ITGB8", "KRT16", "KRT17", "RUNX3", "KRT35", "LEF1", "GATA3", "TCHH", "KRT85"),
"Glandular" = c("KRT7"),
"T_cells" = c("CD3D", "CD8A", "CD4", "FOXP3", "IKZF2", "IFNG"),
"B_cells" = c("MS4A1"), # MS41A = CD20, MZB1 = marginal zone B cell specific protein
"M1_macs" = c("CCL20", "CD80", "CD86"),
"M2a_macs" = c("CD163", "TGFB2"),
"TREM2_macs" = c("TREM2", "OSM"),
"FOLR2_macs" = c("FOLR2"),
"CD1a1c_DCs" = c("CD1A", "CD1C", "ITGAX", "ITGAM"), # SIRPA = CD172a
"CD1a141_DCs" = c("CLEC9A", "XCR1"), # THBD = CD141 = BDCA-3 (thrombomodulin)
"Mast_cells" = c("KIT", "TPSB2"), # KIT = CD117, ENPP3 = CD203c, FCER1A = IgE receptor alpha, TPSB2 is a beta tryptase, which are supposed to be common in mast cells
"Melanocytes" = c("MITF", "SOX10", "MLANA"), # Melanocyte markers
"Endothlial" = c("VWF", "PECAM1", "SELE"), # Endothlial cells (PECAM1 = CD31), SELE = selectin E (found in cytokine stimulated endothelial cells)
"Lymphatic" = c("FLT4", "LYVE1", "CCL21"), # Lymphatic endothelial (FLT4 = VEGFR-3)
"Angiogenic" = c("SEMA3G"),
"Muscle" = c("TPM1", "TAGLN"), # TPM = tropomyosin, TAGLN = transgelin (involved crosslinking actin in smooth muscle), MYL = Myosin light chain
"Fibroblasts" = c("THY1", "COL1A1"),
"Dermal_sheath" = c("SOX2", "COL11A1", "DCN"), # Dermal Sheath? Hard to find clearly defined markers...
"Papillary_dermis" = c("COL6A5", "APCDD1"), # PMID: 29391249
"Reticular_dermis" = c("CD36"), # CD36 seems more specific for the 'muscle 2' cluster... Myofibroblast?
"Dermal_Papilla" = c("BMP7", "HHIP", "PTCH1", "SOX18", 'THBS2', 'CCN2', 'RSPO2', 'RSPO3', "TWIST1", "TWIST2", "VIM", "RNX3"),
"cycling" = c("MKI67", "CDK1", "TOP2A")
)
featureSets_Overview <- list(
"Keratin_overview" = c("KRT1", "KRT2", "KRT3", "KRT4", "KRT5", "KRT6A", "KRT6B", "KRT6C", "KRT7", "KRT8", "KRT9", "KRT10", "KRT12", "KRT13", "KRT14", "KRT15", "KRT16", "KRT17", "KRT18", "KRT19", "KRT20", "KRT21", "KRT22", "KRT23", "KRT24", "KRT25", "KRT26", "KRT27", "KRT28", "KRT31", "KRT32",
"KRT33A", "KRT33B", "KRT34", "KRT35", "KRT36", "KRT37", "KRT38", "KRT39", "KRT40", "KRT71", "KRT72",
"KRT73", "KRT74", "KRT75", "KRT76", "KRT77", "KRT78", "KRT79", "KRT80", "KRT81", "KRT82", "KRT83", "KRT84", "KRT85", "KRT86", "SOX9", "TCHH"),
"Fibroblast_overview" = c("TWIST1", "TWIST2", "PDGFRA", "ACTA2", "LEF1", "CORIN", "VIM", "DCN"),
"Endothelial_cells" = c("PECAM1", "VWF"),
"Melanocytes_cells" = c("MLANA", "MITF")
)
### Genes to be plotted for each subcluster after subclustering ###
featureSets_Im <- list(
# T-cell subtypes:
"Tregs" = c("FOXP3", "CD4", "IL2RA", "IKZF2"), # IL2RA = CD25
"Th1_cells" = c("CCR1", "CCR5", "CXCR3", "TNF", "LTA", "TBX21"), # TBX21 = T-bet, TNF = TNF alpha, LTA = TNF-beta
"Th17_cells" = c("RORA", "CCL20", "BATF", "IL1RL1", "IL6R", "IL17A", "IL17F", "IL21", "IL22"),
"Th22_cells" = c("AHR", "CCR4", "CCR6", "CCR10", "IL6R", "IL10", "IL13", "IL22"),
"TFH_cells" = c("IL21", "CXCL13", "IL17A", "IL17F", "BCL6"),
"Memory_Tcells" = c("CD44", "IL7R", "CCR7", "BCL6"),
"CD8NK_Tcells" = c("CD8A", "KLRK1", "KLRD1", "IFNG", "CCL5", "GZMA", "GZMB"), # GZMK = Granzyme K, SELL = CD62L
"Proliferating" = c("MKI67", "CDK1", "TOP2A"),
"Tissue_res" = c("CCR7", "ITGAE", "SELL", "KLRG1", # ITGAE = CD103; SELL = CD62L = L-selectin
"CCR4", "CCR8", "CCR10", "SELPLG") # SELPLG = CLA
)
featureSets_Ep <- list(
"Matrix_Broad" = c("MSX2", "KRT31", "GATA3", "TCHH", "KRT35", "KRT81", "KRT83", "KRT85", "KRT86", "MKI67", "HOXC13", "LEF1"),
"hHFSC" = c("KRT15", "COL17A1", "CD200", "LGR5", "CD34", "SOX9", "LHX2", "NFATC1", "FST"), # CD200 only expressed at top of bulge, not lower part of bulge
"mORS" = c("KRT14", "KRT15", "KRT10"),
"IBL" = c("KRT14", "KRT6C", "KRT75", "LHX2"),
"SG_Precursor" = c("KRT15", "BLIMP1"),
"IRS" = c("KRT71", "KRT73", "KRT74"),
"CL" = c("KRT75"),
"ICU" = c("KRT71", "KRT72"),
"CU" = c("KRT82"),
"Cortex" = c("KRT37", "KRT38"),
"Spinous" = c("KRT1", "KRT10"),
"Inner_Bulge_Telogen" = c("TIMP3", "PAI2"),
"ORS_Differentiating" = c("PIA2"),
"Infundibulum" = c("S100A8", "S100A9", "IVL"),
"Isthmus" = c("PLET1", "LRIG1"),
# "HFSCs" = c("SOX9", "LHX2", "NFATC1", "TCF3", # Key HFSC TFs
# "ITGA6", "CD200", "FRZB", "IL31RA", "IL13RA1", "OSMR", # Other bulge markers (IL31RA pairs w/ OSMR)
# "CD34", "CDH3", "LGR5", "LGR6", "RUNX1" # Hair germ markers
# ), # CDKN2A = P16
"Basal_epithelial" = c("KRT15", "KRT14", "KRT5", "COL17A1", "TNFRSF12A", "FN14"),
"Granular" = c("DSC1", "KRT2", "IVL", "TGM3"),
"RUNX3_high" = c("RUNX1", "RUNX2", "RUNX3", "KRT23", "KRT18"),
"HairGerm" = c("CD34", "CDH3", "LGR5", "CDKN2A", "RUNX1", "PCDH7"), # Hair germ marker
"TFs" = c("SOX9", "LHX2", "NFATC1", "TCF3"), # Key HFSC TFs # Sebaceous
"Glandular" = c("SCGB2A2", "SCGB1D2", "KRT7", "KRT8", "KRT19", "AQP5"),
"Proliferating" = c("MKI67", "CDK1", "TOP2A")
)
featureSets_Fb <- list(
"Fibroblasts" = c("THY1", "COL1A1", "COL1A2", "COL3A1", "DCN", "MGP", "COL6A2", "CEBPB", "APOD", "CFD"),
"HF_associated" = c("APCDD1", "VCAN", "CORIN", "PTGDS", "SOX2", "COL11A1", "DCN", "ALPL"), # Dermal Sheath
"ImmuneRecruiting" = c("CXCL1", "CXCL2", "CXCL14", "CD44"),
"Papillary_dermis" = c("COL6A5", "APCDD1", "HSPB3", "WIF1", "ENTPD1"),
"Reticular_dermis" = c("CD36"),
"Dermal_Papilla" = c("WNT5A", "BMP4", "BMP7", "HHIP", "PTCH1", "ITGA9", "SOX18", "RUNX1", "RUNX3", "ALX4", "TNFSF12", "VIM", "RSPO2", "RSPO3"),
"Dermal_Cup" = c("CD133", "SOX2", "ACTA2", "LEF1", "RSPO4", "PAX1", "RSPO2", "ITGA5"), #LEF1 Should be not expressed
"Dermal_Sheath_Inner" = c("COL4A1", "ITGA8", "ITGA5"),
"Dermal_Sheath_Outer" = c("LAM", "ITGA8", "ITGA5")
)
featureSets_Ed <- list(
"Endothlial" = c("VWF", "PECAM1", "SELE", "FLT1"), # Endothlial cells (PECAM1 = CD31), SELE = selectin E (found in cytokine stimulated endothelial cells), FLT1 = VEGFR1
"Lymphatic" = c("ACKR2", "FLT4", "LYVE1", "CCL21", "TFF3", "APOD"), # Lymphatic endothelial (FLT4 = VEGFR-3)
"Angiogenic" = c("SEMA3G", "FBLN5", "NEBL", "CXCL12", "PCSK5", "SPECC1"),
"cluster_markers" = c("SEMA3G", "FBLN5", "CXCL12", "TXNIP", "ZFP36", "FOS", "SOCS3",
"CSF3", "IL6", "MPZL2", "FKBP11", "RGCC", "RBP7", "BTNL9")
)
featureSets_Oh <- list(
"Mast_cells" = c("KIT", "ENPP3", "FCER1A", "IL1RL1", "TPSB2"), # KIT = CD117, ENPP3 = CD203c, FCER1A = IgE receptor alpha, TPSB2 is a beta tryptase
"Macrophages" = c("CD163", "LGMN", "FCGR2A", "C1QB", "C5AR1", "MAFB", "FOLR2"),
"M1_macs" = c("CCL20", "CXCL3", "IL1B", "IL6", "IL12A", "IFNG", "TNF", "CD163"), # CD163 should be NEGATIVE
"M2a_macs" = c("CD163", "CD200", "IRF4", "TGFB1", "TGFB2", "CCL2", "STAT6"),
"TREM2_macs" = c("TREM2", "C3", "FCGBP", "FCGR3A", "OSM", "APOE"),
"Langerhans_cells" = c("ITGAX", "CD1A", "CLEC1A", "CD207", "EPCAM"), # CD11c = ITGAX, Langerin = CD207, CLEC4K
"pDC" = c("CCR7", "PTPRC", "CD209", "CLEC4C"), # PTPRC = CD45RA; IFNA1 = interferon alpha
"moDC" = c("CD14", "CD1A", "CD1C", "ITGAX", "ITGAM", "SIRPA"), # SIRPA = CD172a
"cDC1" = c("BTLA", "ITGAE", "CD1A", "ITGAM", "CLEC9A", "XCR1", "THBD"), # THBD = CD141 = BDCA-3 (thrombomodulin)
"cDC2" = c("CD14", "CD163", "CLEC10A", "NOTCH2", "ITGAM", "SIRPA", "CX3CR1", "CD1C", "CD2"), # THBD = CD141 = BDCA-3 (thrombomodulin)
"TCR_macs" = c("CD3D", "TRAC", "TRBC1", "SPOCK2", "CD14", "CD2"),
"Basal" = c("KRT14", "KRT5", "KRT15", "COL17A1"), # Basal epithelia
"HFSCs" = c("ITGA6", "ITGB1", "CD200", "LGR5","LHX2", "FRZB", "FZD1", "FZD5", "FZD10", "IL31RA", "OSMR"), # HFSCs
"HairGerm" = c("CD34", "CDH3", "LGR5", "CDKN2A", "RUNX1"), # Hair germ markers
"Matrix" = c("KRT81", "KRT83", "HOXC13", "LEF1"), # Matrix hair keratins/genes
"Sheath" = c("KRT71", "KRT75"), # IRS/ORS keratins / genes
"TFs" = c("SOX9", "LHX2", "NFATC1", "TCF3") # Key HFSC TFs
)
featureSetsList <- list(featureSets_Im, featureSets_Ep, featureSets_Fb, featureSets_Ed, featureSets_Oh)
plot_genes_Im <- c(
"CCL5", "CD8A", "GZMK", "IFNG", "TNF",
"XCL1", "GNLY", "NKG7", "KLRK1", "PTPRC",
"NR3C1", "IL7R", "CD3D", "CD69", "CDC14A",
"RUNX3", "JUN", "CD4", "CD69", "CD48", "IL32",
"IKZF2", "IL2RA", "FOXP3", "HLA-DRA",
"MKI67", "TOP2A"
)
plot_genes_Ep <- c(
"VAV3", "KTR15", "CD34", "KRT14", "SOX9", "NFATC1", "PRBM1", "KRT23", "MKI67",
"KRT15", "CD200", "TGFB2", "IL31A", "KRT6B", "KRT16", "KRT17", "KRT75", "TOP2A",
"KRT5", "S100A2", "TRPC6", "SEMA5A", "LGR6", "KRTDAP", "S100A8", "DIO2", "ITGB8",
"FGF14", "CXCL14", "MDM2", "MYOB5", "TMCC3", "IRS2", "SON", "IVL", "RUNX3",
"SLC10A6", "KRT8", "CDKN1C", "FGL2", "KRT10", "LYD6", "SERPINB2", "KRT7", "AQP5",
"COL17A1", "SOX6", "PCDH7", "MCU", "NABP1", "KRT25", "KRT28", "LHX2", "KRT19",
"KRT35", "KRT85", "LEF1", "ANXA2", "ENSG00000286533", "CCNG2", "INHBA", "ITGA6"
)
plot_genes_Fb <- c(
"THY1", "COL1A1", "COL1A2",
"CXCL1", "CXCL2", # Fb_1
"CCL19", "CXCL12",
"APCDD1", "COL18A1", # rVe3
"WISP2", "SCN7A", "CCL21", "PDGFD",
"COL11A1", "EDNRA", "SOX2",
"HHIP", "PTCH1", "WNT5A",
"TNFSF12", "TNFRSF12A",
"ACTA2", "SOX5", "CD36", "CD74", "PECAM", "PLVAP",
"CORIN", "VCAN", "CD44", "RGS5", "DSP", "IL6", "SORBS2", "TAGLN"
)
plot_genes_Ed <- c(
"VWF", "PECAM1", "SELE", "ACKR1", "IL6", "SOD2",
"BTNL9", "RGCC",
"PRCP", "TXNIP",
"FLT4", "LYVE1", "CCL21",
"SEMA3G", "HEY1", "NEBL", "CXCL12"
)
plot_genes_Oh <- c(
"IL15", "CCR7", "CCL19", "CCL17",
"CD3D", "TRAC", "MLANA", "WWC1", "SOX5",
"FOLR2", "C1QA", "CD163", "BCL2", "LRMDA", "RAB38",
"CXCL2", "CCL20",
"TREM2", "OSM", "CD14",
"FCER1A", "CLEC10A", "CD1C",
"CLEC9A", "XCR1",
"IFNG", "CD207",
"JCHAIN", "KRT15", "KRT14", "COL17A1", "ITGA6",
"KRT1", "KRT10",
"SOX9", "LHX2",
"RUNX3", "KRT23",
"KRT75",
"KRT7", "KRT19", "AQP5",
"ITGB8", "CD200", "HLA-A",
"MKI67", "TOP2A"
)
plot_genesList <- list(plot_genes_Im, plot_genes_Ep, plot_genes_Fb, plot_genes_Ed, plot_genes_Oh)
clustOrder_Im <- c(
"CD4.Tc",
"CD8.Tc",
"Treg",
"NK",
"Cyc.Tc"
)
clustOrder_Ep <- c(
"Basal.Kc",
"Spinous.Kc",
"Proliferating.Kc",
"Inf.Segment",
"Outer Root Sheath",
"Isthmus",
"Sebaceous",
"Eccrine"
)
clustOrder_Fb <- c(
"D.Fibroblasts", # "Fb_1", # CXCL1,2,3
"D.Sheath", # "Fb_2", # CCL19, CXCL12
"D.Papilla" # "Fb_3", # APCDD1, COL18A1, F13A1
)
clustOrder_Ed <- c(
"Vas.Endo",
"Lymph.Endo",
"Angiogenic"
)
clustOrder_Oh <- c(
"M2.Mac",
"TREM2.Mac",
"CLEC9.DC",
"cDC2",
"Bulge",
"Dermal.Mac",
"Hair Matrix",
"Bulge_2",
"M1.Mac",
"IRF4.cells"
)
clustOrderlist <- list(clustOrder_Im, clustOrder_Ep, clustOrder_Fb, clustOrder_Ed, clustOrder_Oh)
### Marker sets for
# Labels for clusters
BroadClust <- list(
"Tc" = "Lymphoid",
"My" = "Myeloid",
"Ma" = "Mast",
"Kc" = "Keratinocytes",
"Fb" = "Fibroblasts",
"Ve" = "Vascular",
"Le" = "Lymphatic",
"Mu" = "Muscle",
"Me" = "Melanocytes",
"Bc" = "Plasma",
"Other" = "Other"
)
s.genes <- c("MCM5", "PCNA", "TYMS", "FEN1", "MCM2", "MCM4", "RRM1", "UNG",
"GINS2", "MCM6", "CDCA7", "DTL", "PRIM1", "UHRF1", "MLF1IP",
"HELLS", "RFC2", "RPA2", "NASP", "RAD51AP1", "GMNN", "WDR76",
"SLBP", "CCNE2", "UBR7", "POLD3", "MSH2", "ATAD2", "RAD51", "RRM2",
"CDC45", "CDC6", "EXO1", "TIPIN", "DSCC1", "BLM", "CASP8AP2",
"USP1", "CLSPN", "POLA1", "CHAF1B", "BRIP1", "E2F8")
g2m.genes <- c("HMGB2", "CDK1", "NUSAP1", "UBE2C", "BIRC5", "TPX2", "TOP2A",
"NDC80", "CKS2", "NUF2", "CKS1B", "MKI67", "TMPO", "CENPF", "TACC3",
"FAM64A", "SMC4", "CCNB2", "CKAP2L", "CKAP2", "AURKB", "BUB1",
"KIF11", "ANP32E", "TUBB4B", "GTSE1", "KIF20B", "HJURP", "CDCA3",
"HN1", "CDC20", "TTK", "CDC25C", "KIF2C", "RANGAP1", "NCAPD2",
"DLGAP5", "CDCA2", "CDCA8", "ECT2", "KIF23", "HMMR", "AURKA",
"PSRC1", "ANLN", "LBR", "CKAP5", "CENPE", "CTCF", "NEK2", "G2E3",
"GAS2L3", "CBX5", "CENPA")