Antibodies |
|
Rabbit anti-CD20 (clone EP459Y) |
Abcam |
Cat#ab198941 |
Rabbit anti-CD4 (clone EPR6855) |
Abcam |
Cat#ab196147 |
Rabbit anti-CD44 (clone EPR1013Y) |
Abcam |
Cat#ab216647 |
Rabbit anti-CD45 (clone EP322Y) |
Abcam |
Cat#ab214437 |
Mouse anti-CD68 (clone KP1) |
Biolegend |
Cat#916104 |
Mouse anti-FOXP3 (clone 206D) |
Biolegend |
Cat#320102 |
Rabbit anti-Granzyme B (GRNZB) (clone EPR20129-217) |
Abcam |
Cat#ab219803 |
Rabbit anti-Cytokeratin 5 (CK5) (clone EP1601Y) |
Abcam |
Cat#ab193894 |
Mouse anti-Cytokeratin 14 (CK14) (clone LL002) |
Abcam |
Cat#ab212547 |
Rabbit anti-Cytokeratin 17 (CK17) (clone EP1623) |
Abcam |
Cat#ab185032 |
Rabbit anti-Cytokeratin 7 (CK7) (clone EPR1619Y) |
Abcam |
Cat#ab185048 |
Rabbit anti-Cytokeratin 8 (CK8) (clone EP1628Y) |
Abcam |
Cat#ab192467 |
Mouse anti-Cytokeratin 19 (CK19) (clone A53-B/A2) |
Biolegend |
Cat#628502 |
Rabbit anti-E Cadherin (Ecad) (clone EP700Y) |
Abcam |
Cat#ab201499 |
Rabbit anti-Androgen Receptor (AR) (polyclonal) |
Sigma-Aldrich |
Cat#06-680-AF555 |
Rabbit anti-Estrogen Receptor (ER) (clone EPR4097) |
Abcam |
Cat#ab205851 |
Rabbit anti-Progesterone Receptor (PgR) (clone YR85) |
Abcam |
Cat#ab199455 |
Mouse anti-HER2 (clone 3B5) |
Santa Cruz |
Cat#sc-33684 |
Mouse anti-aSMA (clone 3B5) |
Santa Cruz |
Cat#sc-32251 |
Rabbit anti-CD31 (clone EPR3094) |
Abcam |
Cat#ab218582 |
Rabbit anti-Vimentin (Vim) (clone D21H3) |
Cell Signaling Technology |
Cat#9854 |
Rabbit anti-Collagen I (ColI) (clone EPR7785) |
Abcam |
Cat#ab215969 |
Mouse anti-Collagen IV (ColIV) (clone 1042) |
ThermoFisher |
Cat#51-9871-82 |
Mouse anti-Lamin A/C (LamA/C) (clone 4C11) |
Sigma-Aldrich |
Cat#SAB4200236 |
Rabbit anti-Lamin B1 (LamB1) (clone EPR8985(B)) |
Abcam |
Cat#ab194106 |
Rabbit anti-Lamin B2 (LamB2) (clone EPR9701(B)) |
Abcam |
Cat#ab200427 |
Rabbit anti-H3K4me3 (clone C42D8) |
Cell Signaling Technology |
Cat#11960 |
Rabbit anti-H3K27me3 (clone C36B11) |
Cell Signaling Technology |
Cat#5499 |
Mouse anti-Podoplanin (PDPN) (polyclonal) |
Biolegend |
Cat#916606 |
Rabbit anti-Cleaved PARP (cPARP) (clone D64E10) |
Cell Signaling Technology |
Cat#6894 |
Rabbit anti-gH2AX (clone EP854(2)Y) |
Abcam |
Cat#ab195189 |
Rabbit anti-Ki67 (clone D3B5) |
Cell Signaling Technology |
Cat#12075 |
Mouse anti-PCNA (clone PC10 |
Cell Signaling Technology |
Cat#8580 |
Rabbit anti-pHH3 (clone D2C8) |
Cell Signaling Technology |
Cat#3465 |
Rabbit anti-p-S6 (clone D57.2.2E) |
Cell Signaling Technology |
Cat#3985 |
|
Biological samples |
|
Breast cancer tissue array |
US Biomax Inc. |
BR1201a |
Breast cancer tissue array |
US Biomax Inc. |
BR1506 |
Breast cancer tissue array |
US Biomax Inc. |
Her2B |
Breast cancer tissue array |
Dowsett et al., 2008 |
T-ATAC-4A |
|
Chemicals, peptides, and recombinant proteins |
|
SlowFade Gold Antifade Mountant with DAPI |
Life Technologies |
Cat#S36938 |
Normal Goat Serum (NGS) |
Vector Laboratories |
Cat#S-1000 |
Bovine Serum Albumin (BSA) |
Sigma-Aldrich |
Cat#A7906 |
Phosphate Buffered Saline (PBS) |
Fisher Scientific |
Cat#BP39920 |
Target Retrieval Solution, pH 9 |
Agilent |
Cat#S236784-2 |
|
Deposited data |
|
Single-cell feature data (OHSU CyCIF) |
This paper |
10.5281/zenodo.4908899 |
Single-cell feature data (Basel IMC) |
Jackson et al., 2020 |
10.5281/zenodo.3518284 |
|
Software and algorithms |
|
PhenoGraph |
Levine et al., 2015 |
https://github.com/dpeerlab/phenograph |
RESTORE |
Chang et al., 2020 |
https://gitlab.com/Chang_Lab/cycif_int_norm/ |
Code for analysis and figure generation |
This paper |
https://gitlab.com/eburling/BCTMA |
CuPy |
Okuta et al., 2017 |
https://cupy.dev/ |
SciPy |
Virtanen et al., 2020 |
https://www.scipy.org/ |
Grapheno |
This paper |
https://gitlab.com/eburling/grapheno |
NetworkX |
Hagberg et al., 2008 |
https://networkx.org/ |
Pingouin |
Vallat, 2018 |
https://pingouin-stats.org/ |
Seaborn |
Waskom and the seaborn development team, 2020 |
https://seaborn.pydata.org/ |
Holoviews |
Rudiger et al., 2019 |
http://holoviews.org/ |
Bokeh |
Bokeh Development Team, 2020 |
https://docs.bokeh.org |
Matplotlib |
Hunter, 2007 |
https://matplotlib.org/ |
Napari |
Sofroniew et al., 2020 |
https://napari.org/ |
RAPIDS |
Raschka et al., 2020 |
https://rapids.ai/ |
Dask |
Dask Development Team, 2016 |
https://dask.org/ |
|
Other |
|
24x50 mm rectangular #1½ cover glass |
Corning |
Cat#2980-245 |
24x30 mm rectangular #1½ cover glass |
Corning |
Cat#2980-243 |
Slide chambers |
Bio-Rad |
Cat#SLF0601 |
Tabletop incubator |
Clinical Scientific Equipment Inc. |
No. 100 |
Hybridization incubator |
Robbins Scientific |
Model 1000 |
Decloaking chamber |
Biocare Medical |
Cat#DC2012 |