Collections / Prostate needle biopsies pre- and post-ADT: Count matrices, histological-, and Androgen receptor immunohistochemistry images

Prostate needle biopsies pre- and post-ADT: Count matrices, histological-, and Androgen receptor immunohistochemistry images

Datasets24
Size~21 GB
Assayspatial transcriptomics
Samplehuman · prostate gland
KindComparison
10.1038/s41467-022-33069-3 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="doi-10.1038/s41467-022-33069-3")
coll.ordered_artifacts.df()                 # the 24 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]

# …or load each straight into memory as a SpatialData object:
sdatas = {a.key: sd.read_zarr(a.cache()) for a in coll.ordered_artifacts.all()}

Spatio-temporal analysis of prostate tumors in situ suggests pre-existence of treatment-resistant clones.

The molecular mechanisms underlying lethal castration-resistant prostate cancer remain poorly understood, with intratumoral heterogeneity a likely contributing factor. To examine the temporal aspects of resistance, we analyze tumor heterogeneity in needle biopsies collected before and after treatment with androgen deprivation therapy. By doing so, we are able to couple clinical responsiveness and morphological information such as Gleason score to transcriptome-wide data. Our data-driven analysis of transcriptomes identifies several distinct intratumoral cell populations, characterized by their unique gene expression profiles. Certain cell populations present before treatment exhibit gene expression profiles that match those of resistant tumor cell clusters, present after treatment. We confirm that these clusters are resistant by the localization of active androgen receptors to the nuclei in cancer cells post-treatment. Our data also demonstrates that most stromal cells adjacent to resistant clusters do not express the androgen receptor, and we identify differentially expressed genes for these cells. Altogether, this study shows the potential to increase the power in predicting resistant tumors.

Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND9
human prostate gland prostate cancer 1.0 GB 177 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.0 GB
Obs177
Magnification40x · 0.270 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND18
human prostate gland prostate cancer 910 MB 209 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size910 MB
Obs209
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND23
human prostate gland prostate cancer 696 MB 117 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size696 MB
Obs117
Magnification40x · 0.274 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND10
human prostate gland prostate cancer 1.1 GB 129 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.1 GB
Obs129
Magnification40x · 0.274 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND5
human prostate gland prostate cancer 1010 MB 170 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1010 MB
Obs170
Magnification40x · 0.276 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND16
human prostate gland prostate cancer 1012 MB 193 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1012 MB
Obs193
Magnification40x · 0.271 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND20
human prostate gland prostate cancer 720 MB 173 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size720 MB
Obs173
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND1
human prostate gland prostate cancer 580 MB 176 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size580 MB
Obs176
Magnification40x · 0.270 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND17
human prostate gland prostate cancer 897 MB 261 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size897 MB
Obs261
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND19
human prostate gland prostate cancer 749 MB 155 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size749 MB
Obs155
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND21
human prostate gland prostate cancer 763 MB 151 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size763 MB
Obs151
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND8
human prostate gland prostate cancer 1.3 GB 121 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.3 GB
Obs121
Magnification40x · 0.272 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND2
human prostate gland prostate cancer 506 MB 201 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size506 MB
Obs201
Magnification40x · 0.278 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND6
human prostate gland prostate cancer 966 MB 164 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size966 MB
Obs164
Magnification40x · 0.276 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND15
human prostate gland prostate cancer 953 MB 202 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size953 MB
Obs202
Magnification40x · 0.287 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND11
human prostate gland prostate cancer 942 MB 216 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size942 MB
Obs216
Magnification40x · 0.270 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND7
human prostate gland prostate cancer 503 MB 82 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size503 MB
Obs82
Magnification40x · 0.270 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND22
human prostate gland prostate cancer 869 MB 146 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size869 MB
Obs146
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND4
human prostate gland prostate cancer 1.2 GB 112 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.2 GB
Obs112
Magnification40x · 0.274 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND12
human prostate gland prostate cancer 1.0 GB 190 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.0 GB
Obs190
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND24
human prostate gland prostate cancer 655 MB 136 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size655 MB
Obs136
Magnification40x · 0.275 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND13
human prostate gland prostate cancer 957 MB 183 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size957 MB
Obs183
Magnification40x · 0.280 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND3
human prostate gland prostate cancer 806 MB 161 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size806 MB
Obs161
Magnification40x · 0.276 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
spatial transcriptomics
Human prostate gland
MEND14
human prostate gland prostate cancer 1.1 GB 161 obs bronze H&E
Technologyspatial transcriptomics
Organismhuman
Tissueprostate gland
Conditionprostate cancer
Size1.1 GB
Obs161
Magnification40x · 0.279 µm/px
bronze H&E Open in Vitessce

Cite this collection

doi.org/10.1038/s41467-022-33069-3 ↗
BibTeX
@article{Marklund_2022,
  title = {Spatio-temporal analysis of prostate tumors in situ suggests pre-existence of treatment-resistant clones},
  volume = {13},
  ISSN = {2041-1723},
  url = {http://dx.doi.org/10.1038/s41467-022-33069-3},
  DOI = {10.1038/s41467-022-33069-3},
  number = {1},
  journal = {Nature Communications},
  publisher = {Springer Science and Business Media LLC},
  author = {Marklund, Maja and Schultz, Niklas and Friedrich, Stefanie and Berglund, Emelie and Tarish, Firas and Tanoglidi, Anna and Liu, Yao and Bergenstråhle, Ludvig and Erickson, Andrew and Helleday, Thomas and Lamb, Alastair D. and Sonnhammer, Erik and Lundeberg, Joakim},
  year = {2022},
  month = Sept
}