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. 2024 May 6;59(9):1110–1131.e22. doi: 10.1016/j.devcel.2024.03.003
REAGENT or RESOURCE SOURCE IDENTIFIER
Antibodies

BV421 Anti-human CD45 antibody, for flow cytometry of differentiated hPSCs Thermo Fisher 404-0459-42
FITC Anti-human CD14 antibody, for flow cytometry of differentiated hPSCs Biolegend 301804
FITC Anti-human CD33 antibody, for flow cytometry of differentiated hPSCs Biolegend 303304
PE Anti-human CD235A/GPA antibody, for flow cytometry of differentiated hPSCs Thermo Fisher 12-9987-82
APC Anti-human CD71 antibody, for flow cytometry of differentiated hPSCs Thermo Fisher 17-0719-42
APC Anti-mouse/human CD11b antibody, for flow cytometry of differentiated hPSCs Biolegend 101212
PE Cy7 Anti-human CD68 antibody, for flow cytometry of differentiated hPSCs Thermo Fisher 25-0689-42
Alexa Fluor 700 Anti-human CD56 antibody, for flow cytometry of differentiated hPSCs Biolegend 318316
APC Anti-human CD56 antibody, for flow cytometry of differentiated hPSCs Biolegend 318310
APC-Cy7 Anti-human NKp46 antibody, for flow cytometry of differentiated hPSCs Biolegend 331950
APC-Cy7 Anti-human CD336 (NKp44) antibody, for flow cytometry of differentiated hPSCs Biolegend 325123
PE Anti-human CD314 (NKG2D) antibody, for flow cytometry of differentiated hPSCs Biolegend 320805
PE Anti-human CD94 antibody, for flow cytometry of differentiated hPSCs Biolegend 305506
PE-Cy7 Anti-human CD16 antibody, for flow cytometry of differentiated hPSCs Biolegend 302016
APC-Cy7 Anti-human CD3 antibody, for flow cytometry of differentiated hPSCs Biolegend 344818
PE Anti-human CD3 antibody, for flow cytometry of differentiated hPSCs Biolegend 300441
Alexa Fluor 700 Anti-human CD3 antibody, for flow cytometry of differentiated hPSCs Biolegend 300423
PE Anti-human CD5 antibody, for flow cytometry of differentiated hPSCs Biolegend 300608
APC Anti-human CD7 antibody, for flow cytometry of differentiated hPSCs BD Biosciences 653311
APC-Cy7 Anti-human CD4 antibody, for flow cytometry of differentiated hPSCs Biolegend 300518
PE-Cy7 Anti-human CD8 antibody, for flow cytometry of differentiated hPSCs Biolegend 344712
APC Anti-human TCRα/β antibody, for flow cytometry of differentiated hPSCs Biolegend 306718
PE-Cy7 Anti-human CD10 antibody, for flow cytometry of differentiated hPSCs Biolegend 312214
APC Anti-human CD19 antibody, for flow cytometry of differentiated hPSCs Biolegend 302212
PE Anti-human CD144 antibody, for flow cytometry of differentiated hPSCs BD Biosciences 560410
FITC Anti-human CD144 antibody, for flow cytometry of differentiated hPSCs BD Biosciences 560411
APC Anti-human DLL4 antibody, for flow cytometry of differentiated hPSCs Biolegend 346508
PE-Cy7 Anti-human CD34 antibody, for flow cytometry of differentiated hPSCs Biolegend 343516
APC Anti-human CD43 antibody, for flow cytometry of differentiated hPSCs BD Biosciences 560198
PE-Cy7 Anti-human CD45 antibody, for flow cytometry of differentiated hPSCs BD Biosciences 557748
Alexa Fluor 488 Anti-human CD45 antibody, for flow cytometry of differentiated hPSCs Biolegend 304017
eFluor 450 Anti-human CD34 antibody, for flow cytometry of human cord blood HSPCs Thermo Fisher 48-0349-42
FITC Anti-Human CD90 antibody, for flow cytometry of human cord blood HSPCs BD Biosciences 555595
PE Anti-human CD45RA antibody, for flow cytometry of human cord blood HSPCs Biolegend 304108
APC Anti-Human CD38 antibody, for flow cytometry of human cord blood HSPCs BD Biosciences 340439
PE Cy5 anti-human CD2 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555328
PE Cy5 anti-human CD3 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555341
PE Cy5 anti-human CD4 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555348
PE Cy5 anti-human CD7 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555362
PE Cy5 anti-human CD8 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555368
PE Cy5 anti-human CD11b antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555389
PE Cy5 anti-human CD14 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 562335
PE Cy5 anti-human CD16 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 561725
PE Cy5 anti-human CD19 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555414
PE Cy5 anti-human CD20 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555624
PE Cy5 anti-human CD56 antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 555517
PE Cy5 anti-human CD235A/GPA antibody, for flow cytometry of human cord blood hematopoietic cells (lineage cocktail) BD Biosciences 559944
Alexa Fluor 647 anti-mouse CD144 antibody, for flow cytometry of mouse embryonic hematopoietic cells BD Biosciences 562242
V450 anti-mouse CD45, for flow cytometry of mouse embryonic hematopoietic cells BD Biosciences 560501
BV421 Anti-mouse CD48 antibody, for flow cytometry of mouse HSCs Biolegend 103428
PE Anti-mouse Sca-1 antibody, for flow cytometry of mouse HSCs Biolegend 108108
PE-Cy7 Anti-mouse CD150 antibody, for flow cytometry of mouse HSCs Biolegend 115914
APC Anti-mouse c-Kit (CD117) antibody, for flow cytometry of mouse HSCs Biolegend 313205
PE Anti-mouse GR-1/Ly-6G antibody, for flow cytometry of mouse hematopoietic cells Biolegend 108408
PE Anti-mouse Mac-1/CD11b antibody, for flow cytometry of mouse hematopoietic cells Biolegend 101208
PE-Cy7 Anti-mouse CD45 antibody, for flow cytometry of mouse hematopoietic cells Biolegend 103114
APC Anti-mouse CD4 antibody, for flow cytometry of mouse hematopoietic cells Biolegend 100516
APC Anti-mouse CD8a antibody, for flow cytometry of mouse hematopoietic cells Biolegend 100712
APC-Cy7 Anti-mouse B220/CD45R antibody, for flow cytometry of mouse hematopoietic cells Biolegend 103224
Brilliant Violet 421 anti-mouse CD41 antibody, for flow cytometry of mouse hematopoietic cells Biolegend 133912
PE-Cy5 anti-mouse TER119 antibody, for flow cytometry of mouse hematopoietic cells Thermo Fisher 15-5921-83
APC-eFluor 780 Streptavidin, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Thermo Fisher 47-4317-82
Biotin Anti-mouse Ter119 antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 116204
Biotin Anti-mouse CD4 antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 100508
Biotin Anti-mouse CD8a antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 100704
Biotin Anti-mouse CD127 (IL7R) antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 135006
Biotin Anti-mouse B220/CD45R antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 103204
Biotin Anti-mouse GR-1/Ly-6G antibody, for flow cytometry of mouse hematopoietic cells (lineage cocktail) Biolegend 108404
Brilliant Violet 785 Anti-mouse CD45 antibody, for flow cytometry of mouse tissue myeloid cells Biolegend 103149
Brilliant Violet 711 Anti-mouse/human CD11b antibody, for flow cytometry of mouse tissue myeloid cells Biolegend 101242
Brilliant Violet 650 Anti-mouse F4/80 antibody, for flow cytometry of mouse tissue myeloid cells Biolegend 123149
APC/Cyanine7 Anti-mouse CX3CR1 antibody, for flow cytometry of mouse tissue myeloid cells Biolegend 149048
Brilliant Violet 421 Anti-mouse CD206 antibody, for flow cytometry of mouse tissue myeloid cells Biolegend 141717
BD Horizon V450 Mouse anti-Human CD45 antibody, for flow cytometry of humanized mice BD Biosciences 560367
APC-Cy7 anti-Human HLA-A/B/C antibody, for flow cytometry of humanized mice Biolegend 311425
PE anti-Human CD33 antibody, for flow cytometry of humanized mice Biolegend 303404
APC anti-Human CD19 antibody, for flow cytometry of humanized mice Biolegend 302212
TruStain FcX anti-mouse CD16/32 Biolegend 101320
Anti-Rat and Anti-Hamster Ig κ Compensation Particles BD Biosciences 552845
Anti-Mouse Ig κ Compensation Particles BD Biosciences 552843
FcR Blocking Reagent, human Miltenyi Biotec 130-059-901
Anti-mouse CD45 Microbeads, for magnetic enrichment Miltenyi Biotec 130-052-301
Anti-APC Microbeads, for magnetic enrichment Miltenyi Biotec 130-090-855
Goat anti-human SOX17 antibody, for immunostaining of human cells R&D Systems AF1924
Mouse anti-human CD144 antibody, for immunostaining of human cells BD Biosciences 555661
Rabbit anti-human/mouse/rat RUNX1 antibody, for immunostaining of human cells Abcam 92336
Mouse anti-human/mouse CD45 antibody, for immunostaining of human cells eBioscience 14-0459082
Rabbit anti-human/mouse GFI1 antibody, for immunostaining of human cells Cell Signaling Technology 31929
Rabbit anti-mouse RFP antibody, for immunostaining of mouse embryos Rockland Immunochemicals 600-401-379
Rat anti-mouse KIT (CD117) antibody, for immunostaining of mouse embryos Thermo Fisher 14-1171-82
Rat anti-mouse CD144 antibody, for immunostaining of mouse embryos BD Biosciences 550548
Goat anti-mouse CD45 antibody, for immunostaining of mouse embryos R&D Systems AF114-SP
Donkey anti-goat Alexa Fluor 647 antibody Thermo Fisher A21447
Donkey anti-mouse Alexa Fluor 555 antibody Thermo Fisher A32773
Donkey anti-rabbit Alexa Fluor 647 antibody Thermo Fisher A31573
Donkey anti-rat Alexa Fluor 647 antibody Thermo Fisher A48268
Donkey anti-goat Alexa Fluor 555 antibody Thermo Fisher A21447

Chemicals, peptides and recombinant proteins

mTeSR Plus medium STEMCELL Technologies 100-0276
Essential 8 medium Thermo Fisher A1517001
Penicillin/streptomycin Thermo Fisher 15-140-122
KnockOut Serum Replacement Thermo Fisher 10828028
Geltrex LDEV-Free, hESC-Qualified, Reduced Growth Factor Basement Membrane Matrix Thermo Fisher A1413302
Recombinant Human Vitronectin Protein, Truncated (VTN-N) Thermo Fisher A14700
Versene solution Thermo Fisher 15040066
TrypLE Express Enzyme (1X) Thermo Fisher 12604013
Accutase (used in this study for in vitro cell dissociation) Thermo Fisher 00-4555-56
Accutase (used in this study for brain tissue dissociation) Innovative Cell Technologies AT104
Type II Collagenase Thermo Fisher 17101015
Liberase Roche 5401119001
DNase I Worthington LS002007
HBSS without Ca2+/Mg2+ Thermo Fisher 14175103
HBSS with Ca2+/Mg2+ Thermo Fisher 24020117
Percoll Cytiva 17-0891-02
Papain Worthington Biochemical LS003118
F062-mercaptoethanol (2-mercaptoethanol) Thermo Fisher 21985023
Cysteine HCl Sigma C7477
M199 Media Thermo Fisher 11150059
DMEM/F12 + GlutaMAX Thermo Fisher 10565042
IMDM + GlutaMAX Thermo Fisher 31980-097
F12 + GlutaMAX Thermo Fisher 31765-092
αMEM + nucleosides Thermo Fisher 12-571-063
Polyvinyl alcohol (PVA) Sigma P8136-250G
1-thioglycerol Sigma M6145-100ML
Chemically defined lipid concentrate Thermo Fisher 11905-031
Recombinant human insulin Sigma 11376497001
Human transferrin Sigma 10652202001
DNase/RNase free water Thermo Fisher 10977023
EDTA Thermo Fisher 15575020
DMSO Sigma Aldrich D2650-100ML
Thiazovivin Tocris 3845
Recombinant human VEGF R&D Systems 293-VE-0500
Recombinant human FGF2 R&D Systems 233-FB-01M
Recombinant human BMP4 R&D Systems 314-BP-050
Recombinant human Activin A R&D Systems 338-AC-500/CF
GDC-0941 Cellagen Technology C4321-25
Forskolin Tocris 1099
XAV939 Tocris 3748
Ascorbic acid-2-phosphate (AA2P) Sigma 49752-10G
DMH1 Tocris 4126
SB505124 Tocris 3263
CHIR99201 Tocris 4423
TTNPB Tocris 0761
DLL4-E12 Vincent Luca’s laboratory (Moffitt Cancer Center) Luca et al.125
LIF R&D Systems 7734-LF-025
OSM R&D Systems 295-OM-010
SR1 Cellagen C7710-5
UM171 ApexBio A8950
UNC0638 Tocris 4343
UNC1999 Tocris 4904
EED226 Selleck Chemicals S8496
GM-CSF Peprotech 300-03
M-CSF Peprotech 300-25
IL-3 Peprotech 200-03
IL-6 Peprotech 200-06
FLT3L Peprotech 300-19
FLT3L R&D Systems 308-FK
TPO R&D Systems 288-TP-005/CF
TPO Peprotech 300-18
SCF Peprotech 300-07
SCF R&D Systems 255-SC
IL-7 Peprotech 200-07
IL-15 Peprotech 200-15
G-CSF Peprotech 300-23
Bovine serum albumin (BSA) Sigma A2153
Bovine serum albumin (BSA), Fraction V Thermo Fisher 15260-037
Tween-20 Sigma P9416
Insulin-Transferrin-Selenium-Ethanolamine (ITS-X) Thermo Fisher 51500-056
Sytox Red Dead Cell Stain Thermo Fisher S34859
DAPI Thermo Fisher D1306
Propidium iodide (PI) Biolegend 421301
Propidium iodide (PI) Sigma P4170
Donkey Serum Millipore Sigma D9663-10ML
Triton X-100 Millipore Sigma T8787-50ML
Triton X-100 Sigma X100-500ML
PBS, pH 7.4 Thermo Fisher 10010049
(Z)-4-Hydroxytamoxifen (4OHT), for lineage tracing Millipore Sigma H7904-25MG
(E/Z)-4-hydroxytamoxifen-d5, internal standard for mass spectrometry Cayman Chemical 34232
Corn oil Sigma C8267-500ML
ACK (Ammonium-Chloride-Potassium) Lysing Buffer Thermo Fisher A1049201
Dextran from Leuconostoc spp., molecular weight 450,000-650,000 Sigma 31392-50G
32% paraformaldehyde solution Fisher Scientific 50-980-495
Methanol Fisher Scientific A412-1
D-Sucrose Fisher Scientific BP220-212
AkaLumine HCl (otherwise known as TokeOni) Tocris 6555
Ethanol, Absolute (200 Proof), Molecular Biology Grade Fisher Scientific BP2818100

Critical commercial assays

RNeasy Micro kit Qiagen 74004
High-Capacity cDNA Reverse Transcription Kit Applied Biosystems 4368814
SensiFAST SYBR Green Lo-ROX Kit Thomas Scientific BIO-94050
Chromium Single Cell 3’ GEM, Library & Gel Bead Kit v3 10x Genomics 1000075
Chromium Single Cell B Chip Kit, 48 reactions 10x Genomics 1000073
MACS LS column Miltenyi Biotec 130-042-401
Fetal Bovine Serum (FBS), Premium Select R&D Systems (formerly Atlanta Biologicals) S11550
EDTA-coated Microtainer Blood Collection Tube BD Biosciences 365974
O.C.T. Compound Fisher Scientific 23-730-571
ProLong Gold Antifade Mountant Thermo Fisher P36930
MethoCult H4435 Enriched STEMCELL Technologies 04435
StemSpan Erythroid Expansion Supplement STEMCELL Technologies 02692
StemSpan Serum-Free Expansion Medium II (SFEM II) STEMCELL Technologies 09655
StemPro-34 serum-free medium (SFM) Thermo Fisher 10640-019
StemSpan T Cell Generation Kit STEMCELL Technologies 09940
ImmunoCult Human CD3/CD28/CD2 T Cell Activator STEMCELL Technologies 10970
Bioanalyzer High Sensitivity RNA Analysis Agilent 5067-1513
Bioanalyzer High Sensitivity DNA Analysis Agilent 5067-4626
KAPA Library Quantification Kit Kapa Biosystems KK4854
Illumina Nextera XT DNA Sample Preparation Kit Illumina FC-131-1096

Deposited data

Single-cell RNA-sequencing data of E8.5-E11 whole mouse embryos Jay Shendure’s laboratory (University of Washington) NCBI Accession: GSE186069 and NCBI Accession: GSE228590 (Qiu et al.85)
Single-cell RNA-sequencing data of hematopoietic progenitor and endothelial cells isolated from the E10-E11 mouse embryo dorsal aorta Catherine Robin’s laboratory (Hubrecht Institute) NCBI Accession: GSE112642 (Baron et al.28)
Single-cell RNA-sequencing data of whole E8.5 mouse embryos, accessible via online browser John Marioni’s and Berthold Göttgens’s laboratories (University of Cambridge) https://marionilab.cruk.cam.ac.uk/MouseGastrulation2018/ (Pijuan Sala et al.81)
Bulk population RNA-sequencing data of FACS-purified CD144+ CD45+ HSCs and CD144- CD45+ non-HSCs from human fetal Carnegie Stage 15-16 (CS15-16) dorsal aorta Alexander Medvinsky’s laboratory (University of Edinburgh) NCBI Accession: GSE151877 (Crosse et al.143)
Single-cell RNA-sequencing profiles of human fetal 5- and 5.5-week-old aorta-gonad-mesenephros (AGM) cells Hanna Mikkola’s laboratory (University of California Los Angeles) NCBI Accession: GSE162950, samples GSM4968832 and GSM4968833 (Calvanese et al.30)
Single-cell RNA-sequencing profiles of hPSC-derived hematopoietic progenitors, differentiated using the Elefanty, Stanley, and Ng laboratories’ protocol30 Hanna Mikkola’s laboratory (University of California Los Angeles) NCBI Accession: GSE162950, sample GSM6205033 (Calvanese et al.30)
Single-cell RNA-sequencing profiles of hPSC-derived hematopoietic progenitors, differentiated using the Keller laboratory’s protocol54 Ludovic Vallier’s, Daniel Ortmann’s, and Ana Cvejic’s laboratories (University of Cambridge) European Bioinformatics Institute Accession: E-MTAB-8205, sample EXP2_CTRL2_4823STDY7231845 (Canu et al.144)
Single-cell RNA-sequencing profiles of hPSC-derived hematopoietic progenitors, differentiated using the Zandstra laboratory’s protocol145 Peter Zandstra’s laboratory (University of British Columbia) NCBI Accession: GSE207157, sample GSM6280645 (Michaels et al.145)
Bulk-population RNA-sequencing timecourse profiling of hPSCs differentiating into HLF+ HOXA+ hematopoietic progenitors, differentiated using the present protocol Kyle Loh’s and Lay Teng Ang’s laboratories (Stanford University) NCBI Accession: PRJNA1074858 (this study)
Single-cell RNA-sequencing timecourse profiling of hPSCs differentiating into HLF+ HOXA+ hematopoietic progenitors, differentiated using the present protocol Kyle Loh’s and Lay Teng Ang’s laboratories (Stanford University) NCBI Accession: PRJNA1073685, also accessible via an interactive web browser: https://anglohlabs.shinyapps.io/blood_devcell_shiny/ (this study)

Experimental models: cell lines

H1 hESCs WiCell WiCell, WA01
H7 hESCs WiCell WiCell, WA07
H9 hESCs WiCell WiCell, WA09
H1 SOX17-2A-mPlum hESCs Kyle Loh’s and Lay Teng Ang’s laboratories (Stanford University) Ang et al.104
HES3 MIXL1-GFP hESCs Andrew Elefanty’s, Edouard Stanley’s, and Elizabeth Ng’s laboratories (Murdoch Children’s Research Institute) Davis et al.102
TkDA3-4 RUNX1-2A-mOrange hiPSCs Hiromitsu Nakauchi’s laboratory (Stanford University) Ikeda et al.126
iSU223n hiPSCs Hiromitsu Nakauchi’s laboratory (Stanford University) Nishimura et al.146
iLC13-F1 hiPSCs Hiromitsu Nakauchi’s laboratory (Stanford University) Ando et al.147
H7 CAG-AkaLuc-PuroR hESCs Kyle Loh’s laboratory (Stanford University) This study
WTC11 hiPSCs Coriell Institute for Medical Research Coriell Institute for Medical Research, GM25256, Kreitzer et al.148
OP9-DLL4-IRES-GFP feeder cells Juan Carlos Zúñiga-Pflücker’s laboratory (University of Toronto) Mohtashami et al.149
MS5 feeder cells DSMZ ACC 441
Human cord blood CD34+ hematopoietic stem and progenitor cells (pooled from mixed donors) StemExpress CB3400.5C

Experimental models: organisms/strains

Mus musculus (mouse): Cx40-CreERT2 Lucile Miquerol’s laboratory (Aix-Marseille Université) Beyer et al.77
Mus musculus (mouse): Efnb2-CreERT2 Kyle Loh’s laboratory (Stanford University) This study (being deposited at The Jackson Laboratory [JAX], 038831)
Mus musculus (mouse): Apj-CreERT2 Kristy Red-Horse’s laboratory (Stanford University) Chen et al.91
Mus musculus (mouse): Rosa26-CAG-LoxP-Stop-LoxP-ZsGreen (Ai6) The Jackson Laboratory JAX 007906 (Madisen et al.78)
Mus musculus (mouse): FVB/NJ The Jackson Laboratory JAX 001800
Mus musculus (mouse): C57BL/6-CD45.2 The Jackson Laboratory JAX 000664
Mus musculus (mouse): C57BL/6-CD45.1 (Pepboy) The Jackson Laboratory JAX 002014
Mus musculus (mouse): NOD-SCID Il2rg-/- (NSG) The Jackson Laboratory JAX 005557 (Shultz et al.150)

Oligonucleotides

Primers See Table S4 N/A
HCR3 probe for mouse Gja5 (Cx40), compatible with amplifier B3 Molecular Instruments Custom probe against Gja5 (sequence deposited at NCBI accession NM_001271628)
HCR3 probe for CreERT2, compatible with amplifier B1 Molecular Instruments Custom probe against CreERT2 (sequence deposited at https://www.addgene.org/14797/)
HCR3 B3-Alexa Fluor 647 amplifier probe Molecular Instruments B3-Alexa Fluor 647
HCR3 B1-Alexa Fluor 488 amplifier probe Molecular Instruments B1-Alexa Fluor 488

Software and algorithms

anndata Fabian Theis’s laboratory (Helmholtz Munich) https://github.com/theislab/anndata
AnnotationDbi Hervé Pagès, Marc Carlson, Seth Falcon, Nianhua Li (Bioconductor Team) https://github.com/Bioconductor/AnnotationDbi
biomaRt Damian Smedley, Syed Haider, Benoit Ballester, Richard Holland, Darin London, Gudmundur Thorisson, Arek Kasprzyk (Bioconductor Team) https://github.com/grimbough/biomaRt
CellRanger 10x Genomics https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/what-is-cell-ranger
DESeq2 Michael Love’s laboratory (University of North Carolina at Chapel Hill) https://github.com/thelovelab/DESeq2 (Love et al.151)
dplyr Hadley Wickham (Tidyverse Team) https://github.com/tidyverse/dplyr
ggplot2 Hadley Wickham (Tidyverse Team) https://github.com/tidyverse/ggplot2
hdf5r Holger Hoefling and Mario Annau (Novartis Institutes for BioMedical Research) https://github.com/hhoeflin/hdf5r/
FIJI/ImageJ Albert Cardona’s laboratory (University of Cambridge) https://imagej.net/software/fiji/ (Schindelin et al.152)
Kallisto Lior Pachter’s laboratory (California Institute of Technology) https://pachterlab.github.io/kallisto/ (Bray et al.153)
matrix Timothy Davis’s laboratory (Texas A&M University) https://Matrix.R-forge.R-project.org
org.Hs.eg.db Martin Mächler (ETH Zürich) http://bioconductor.org/packages/org.Hs.eg.db/
patchwork Thomas Lin Pederson (Unaffiliated) https://github.com/thomasp85/patchwork
RColorBrewer Erich Neuwirth (University of Vienna) http://colorbrewer2.org
RCurl CRAN Team https://curl.se/libcurl/
reticulate Yuan Tang (Reticulate Team) https://github.com/rstudio/reticulate
rhdf5 Bernd Fischer, Mike Smith, Gregoire Pau, Martin Morgan, Daniel van Twisk (European Molecular Biology Laboratory) https://github.com/grimbough/rhdf5
RStudio v 2022.12.0+353 RStudio Team https://www.rstudio.com/
scanpy Fabian Theis’s laboratory (Helmholtz Munich) https://github.com/theislab/Scanpy
scCustomize Samuel Marsh (Children's Hospital Boston) https://github.com/samuel-marsh/scCustomize
Seurat v4.3.0 Rahul Satija’s laboratory (New York Genome Center) https://github.com/satijalab/seurat (Hao et al.154)
SeuratDisk Rahul Satija’s laboratory (New York Genome Center) https://github.com/mojaveazure/seurat-disk
tidyverse Hadley Wickham (Tidyverse Team) https://github.com/tidyverse
tximport Michael Love’s laboratory (University of North Carolina at Chapel Hill) https://bioconductor.org/packages/release/bioc/html/tximport.html (Soneson et al.155)
viridis Simon Garnier, Noam Ross, Robert Rudis, Pedro Camargo, Marco Sciaini, Cédric Sherer (New Jersey Institute of Technology) https://github.com/sjmgarnier/viridis
Computational scripts used for genomics analyses in this study Kyle Loh’s laboratory (Stanford University) https://github.com/lohlaboratory/blood-differentiation
(https://doi.org/10.5281/zenodo.10729568)