Antibodies |
|
Rat anti-KRT8 (clone TROMA-1) |
Sigma-Aldrich |
Cat#MABT329; RRID:AB_2891089 |
Rabbit anti-PLIN1 (polyclonal) |
Thermo-Fisher Scientific |
Cat#PA5-81240; RRID:AB_2788467 |
Mouse anti-TCF4 (clone 6H5-3) |
Sigma-Aldrich |
Cat#05-511; RRID:AB_309772 |
Mouse anti-Nur77 AF488 (clone 12.14) |
Thermo-Fisher Scientific |
Cat#53-5965-82; RRID:AB_2574429 |
Mouse anti-INSR (clone MM0414-2A12) |
Abcam |
Cat#ab90940; RRID:AB_2127106 |
Rabbit anti-CD45 (clone EP322Y) |
Abcam |
Cat#ab40763; RRID:AB_726545 |
Mouse anti-CD68 (clone KP1) |
Thermo-Fisher Scientific |
Cat#MA5-13324; RRID:AB_10987212 |
Rabbit anti-CD3e AF488 (clone EP449E) |
Abcam |
Cat#ab271850 |
Goat anti-rabbit IgG AF488 |
Thermo-Fisher Scientific |
Cat#A11008; RRID:AB_143165 |
Goat anti-rabbit IgG AF568 |
Thermo-Fisher Scientific |
Cat#A11011; RRID:AB_143157 |
Donkey anti-mouse IgG AF568 |
Thermo-Fisher Scientific |
Cat#A10037; RRID:AB_2534013 |
Goat anti-rat IgG Cy5 |
Thermo-Fisher Scientific |
Cat#A10525; RRID:AB_2534034 |
See Table S3 for details on antibodies used for CODEX |
N/A |
N/A |
|
Biological samples |
|
Healthy breast tissue from female-to-male gender-affirmation surgeries and cis-gender cosmetic mammary surgeries |
Cedars-Sinai Biobank and Research Pathology Resource |
www.cedars-sinai.edu/research/cores/biobank-research-pathology.html |
|
Chemicals, peptides, and recombinant proteins |
|
Nuclei EZ Lysis Buffer |
Sigma-Aldrich |
Cat#NUC101-1KT |
RiboLock RNase Inhibitor (40 U/μL) |
Thermo-Fisher Scientific |
Cat#EO0381 |
Nonidet P40 Substitute |
Sigma-Aldrich |
Cat#11754599001 |
Digitonin (5%) |
Thermo-Fisher Scientific |
Cat#BN2006 |
BSA, Molecular Biology Grade |
New England Biolabs |
Cat#B9200 |
|
Critical commercial assays |
|
Chromium Single Cell 3ʹ GEM, Library & Gel Bead Kit v3 |
10X Genomics |
PN-1000075 |
Chromium Single Cell B Chip Kit |
10X Genomics |
PN-1000073 |
Chromium i7 Multiplex Kit |
10X Genomics |
PN-120262 |
Chromium Next GEM Single Cell ATAC Library & Gel Bead Kit v1.1 |
10X Genomics |
PN-1000175 |
Chromium Next GEM Chip H Single Cell Kit |
10X Genomics |
PN-1000161 |
Single Index Kit N, Set A |
10X Genomics |
PN-1000212 |
10X Buffer for CODEX |
Akoya |
Cat#7000001 |
Assay Reagent for CODEX |
Akoya |
Cat#7000002 |
Staining Kit for CODEX |
Akoya |
Cat#7000008 |
Antibody Conjugation Kit |
Akoya |
Cat#7000009 |
Nuclear Stain for CODEX |
Akoya |
Cat#7000003 |
|
Deposited data |
|
Raw and analyzed scRNA-seq and scATAC-seq data |
This paper |
GSE168838 |
Processed imaging (CODEX) data |
This paper |
zenodo.6569916 |
MSigDB; v7.2 |
Subramanian & Tamayo et al.,123 Liberzon et al.,124 Liberzon et al.125
|
www.gsea-msigdb.org/gsea/msigdb |
Geno-type-Tissue Expression Project (GTEx); v8 |
GTEx Consortium126
|
gtexportal.org/home |
Cis-BP: Catalog of Inferred Sequence Binding Preferences |
Weirauch et al.127
|
cisbp.ccbr.utoronto.ca |
|
Software and algorithms |
|
Cell Ranger; v6.0.1 |
10x Genomics |
support.10xgenomics.com/single-cell-gene-expression/software |
CellRanger ATAC; v1.2.0 |
10X Genomics |
support.10xgenomics.com/single-cell-atac/software |
Seurat; v4.1.0 |
Hao & Hao et al.128
|
satijalab.org/seurat |
scVelo; v0.2.3 |
Bergen et al.129
|
scvelo.readthedocs.io |
CellRank; v1.3 |
Lange et al.130
|
cellrank.readthedocs.io/en/stable |
scDblFinder; v1.6.0 |
Germain et al.131
|
github.com/plger/scDblFinder |
Harmony; v0.1.0 |
Korsunsky et al.132
|
github.com/immunogenomics/harmony |
UMAP; v0.5 |
McInnes et at.133
|
github.com/lmcinnes/umap |
Augur; v1.0.3 |
Skinnider & Squair et al.134
|
github.com/neurorestore/Augur |
MAST; 1.21.3 |
Finak et al.135
|
rglab.github.io/MAST |
SCANPY; v1.4.5.1 |
Wolf et al.136
|
scanpy.readthedocs.io/en/stable |
g:Profiler; v0.2.1 |
Raudvere et al.137
|
biit.cs.ut.ee/gprofiler/gost |
GRNboost2 |
Moerman et al.138
|
github.com/aertslab/GRNBoost |
pySCENIC; v0.11.2 |
Aibar et al.139
|
scenic.aertslab.org |
DESeq2; v1.32.0 |
Love et al.140
|
github.com/mikelove/DESeq2 |
velocyto; v0.17.17 |
La Manno et al.16
|
http://velocyto.org |
destiny; v3.0.1 |
Angerer et al.141
|
github.com/theislab/destiny |
AICSImageIO; v3.3.7 |
AICSImageIO Contributors142
|
github.com/AllenCellModeling/aicsimageio |
StarDist; v0.8.1 |
Schmidt et al.143 and Weigert et al.144
|
github.com/stardist/stardist |
Rdist; v0.0.5 |
The Comprehensive R Archive Network (CRAN) |
github.com/blasern/rdist |
APCluster; v1.4.9 |
Frey & Dueck145
|
github.com/UBod/apcluster |
scikit-image; v0.19.1 |
Van der Walt et al.146
|
github.com/scikit-image/scikit-image |
ArchR; v1.0.0 |
Granja et al.147
|
archrproject.com |
chromVAR; v1.16.0 |
Schep et al.148
|
github.com/GreenleafLab/chromVAR |
MACS2; v2.2.7.1 |
Zhang et al.149
|
github.com/macs3-project/MACS |
randomForest; v4.6-14 |
The Comprehensive R Archive Network (CRAN) |
stat.berkeley.edu/∼breiman/RandomForests |
|
Other |
|
KIMBLE Dounce tissue grinder set |
Sigma-Aldrich |
Cat#D9063 |
MACS SmartStrainers (70 μm) |
Miltenyi |
Cat#130-110-916 |
Pre-Separation Filters (20 μm) |
Miltenyi |
Cat#130-101-812 |