Collections / In situ multi-modal characterization of pancreatic cancer reveals tumor cell identity as a defining factor of the surrounding microenvironment [Spatial Transcriptomics]

In situ multi-modal characterization of pancreatic cancer reveals tumor cell identity as a defining factor of the surrounding microenvironment [Spatial Transcriptomics]

Pancreatic Ductal Adenocarcinoma (PDAC) is heterogeneous with low tumor purity, prominent microenvironment and complex architecture, which preclude identification of shared tumor intrinsic biology within and across patients. We overcame these challenges by applying spatial omics approaches – providing necessary resolution and context – to primary untreated PDAC tumors from 39 patients capturing 340K low-bulk and 530K single-cell spatial transcriptomes. We observe a spectrum of classical-to-basal tumor subtypes present within all patients. We identify a distinct population of proliferative tumor cells enriched for the DNA synthesis-condensation-mitosis transcriptional network suggesting this subset disproportionately contribute to tumor growth. Furthermore, we characterize the microenvironment surrounding each tumor subtype and observe that basal identity is contextually defined by collagen, hypoxic adaptation and fibroblast neighbors expressing activated stroma and interferon stimulated gene therapy resistance signatures. Lastly, leveraging orthogonal patient, cell and mouse data, we determine which aspects of PDAC biology are recapitulated in bulk datasets and reductionist models.

Datasets108
Size~6.0 GB
AssayVisium
Samplehuman · pancreas
KindOther
PMID:41533516 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse282302")
coll.ordered_artifacts.df()                 # the 108 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()}
Open in Vitessce
Visium
Human pancreas
GSM8641068
human pancreas pancreatic ductal adenocarcinoma 74 MB 4,145 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size74 MB
Obs4,145
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641045
human pancreas pancreatic ductal adenocarcinoma 123 MB 3,623 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size123 MB
Obs3,623
Magnificationother · 3.382 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641040
human pancreas pancreatic ductal adenocarcinoma 64 MB 3,064 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size64 MB
Obs3,064
Magnificationother · 3.438 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641079
human pancreas pancreatic ductal adenocarcinoma 61 MB 3,089 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size61 MB
Obs3,089
Magnificationother · 3.433 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641030
human pancreas pancreatic ductal adenocarcinoma 48 MB 2,572 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size48 MB
Obs2,572
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641107
human pancreas pancreatic ductal adenocarcinoma 76 MB 3,571 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size76 MB
Obs3,571
Magnificationother · 3.651 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641105
human pancreas pancreatic ductal adenocarcinoma 90 MB 4,399 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size90 MB
Obs4,399
Magnificationother · 3.489 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641106
human pancreas pancreatic ductal adenocarcinoma 29 MB 3,094 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size29 MB
Obs3,094
Magnificationother · 3.494 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641065
human pancreas pancreatic ductal adenocarcinoma 77 MB 4,270 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size77 MB
Obs4,270
Magnificationother · 3.366 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641026
human pancreas pancreatic ductal adenocarcinoma 94 MB 3,901 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size94 MB
Obs3,901
Magnificationother · 3.531 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641097
human pancreas pancreatic ductal adenocarcinoma 30 MB 3,336 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size30 MB
Obs3,336
Magnificationother · 3.433 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641071
human pancreas pancreatic ductal adenocarcinoma 95 MB 3,498 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size95 MB
Obs3,498
Magnificationother · 3.392 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641018
human pancreas pancreatic ductal adenocarcinoma 45 MB 3,119 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size45 MB
Obs3,119
Magnificationother · 3.372 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641084
human pancreas pancreatic ductal adenocarcinoma 73 MB 3,177 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size73 MB
Obs3,177
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641094
human pancreas pancreatic ductal adenocarcinoma 65 MB 3,347 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size65 MB
Obs3,347
Magnificationother · 3.448 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641070
human pancreas pancreatic ductal adenocarcinoma 68 MB 3,295 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size68 MB
Obs3,295
Magnificationother · 3.439 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641046
human pancreas pancreatic ductal adenocarcinoma 99 MB 3,733 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size99 MB
Obs3,733
Magnificationother · 3.366 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641066
human pancreas pancreatic ductal adenocarcinoma 81 MB 3,775 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size81 MB
Obs3,775
Magnificationother · 3.366 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641038
human pancreas pancreatic ductal adenocarcinoma 13 MB 2,261 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size13 MB
Obs2,261
Magnificationother · 3.837 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641036
human pancreas pancreatic ductal adenocarcinoma 35 MB 2,255 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size35 MB
Obs2,255
Magnificationother · 3.509 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641008
human pancreas pancreatic ductal adenocarcinoma 52 MB 3,706 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size52 MB
Obs3,706
Magnificationother · 3.370 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641043
human pancreas pancreatic ductal adenocarcinoma 56 MB 2,203 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size56 MB
Obs2,203
Magnificationother · 3.604 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641034
human pancreas pancreatic ductal adenocarcinoma 39 MB 2,516 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size39 MB
Obs2,516
Magnificationother · 3.632 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641090
human pancreas pancreatic ductal adenocarcinoma 87 MB 3,894 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size87 MB
Obs3,894
Magnificationother · 3.391 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641025
human pancreas pancreatic ductal adenocarcinoma 58 MB 2,387 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size58 MB
Obs2,387
Magnificationother · 3.447 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641028
human pancreas pancreatic ductal adenocarcinoma 101 MB 4,086 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size101 MB
Obs4,086
Magnificationother · 3.467 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641031
human pancreas pancreatic ductal adenocarcinoma 39 MB 1,854 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size39 MB
Obs1,854
Magnificationother · 3.497 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641086
human pancreas pancreatic ductal adenocarcinoma 41 MB 1,940 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size41 MB
Obs1,940
Magnificationother · 3.395 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641093
human pancreas pancreatic ductal adenocarcinoma 58 MB 3,091 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size58 MB
Obs3,091
Magnificationother · 3.416 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641053
human pancreas pancreatic ductal adenocarcinoma 30 MB 2,364 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size30 MB
Obs2,364
Magnificationother · 3.356 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641011
human pancreas pancreatic ductal adenocarcinoma 45 MB 3,824 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size45 MB
Obs3,824
Magnificationother · 3.378 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641048
human pancreas pancreatic ductal adenocarcinoma 70 MB 4,154 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size70 MB
Obs4,154
Magnificationother · 3.729 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641009
human pancreas pancreatic ductal adenocarcinoma 50 MB 4,105 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size50 MB
Obs4,105
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641007
human pancreas pancreatic ductal adenocarcinoma 47 MB 4,440 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size47 MB
Obs4,440
Magnificationother · 3.353 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641058
human pancreas pancreatic ductal adenocarcinoma 27 MB 2,375 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size27 MB
Obs2,375
Magnificationother · 3.311 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641103
human pancreas pancreatic ductal adenocarcinoma 72 MB 3,840 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size72 MB
Obs3,840
Magnificationother · 3.451 µm/px
bronze H&E Open in Vitessce
Visium
Human pancreas
GSM8641082
human pancreas pancreatic ductal adenocarcinoma 51 MB 3,364 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size51 MB
Obs3,364
bronze H&E
Open in Vitessce
Visium
Human pancreas
GSM8641021
human pancreas pancreatic ductal adenocarcinoma 29 MB 3,743 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size29 MB
Obs3,743
Magnificationother · 3.389 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641035
human pancreas pancreatic ductal adenocarcinoma 35 MB 2,508 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size35 MB
Obs2,508
Magnificationother · 3.451 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641037
human pancreas pancreatic ductal adenocarcinoma 35 MB 2,243 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size35 MB
Obs2,243
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641075
human pancreas pancreatic ductal adenocarcinoma 41 MB 2,783 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size41 MB
Obs2,783
Magnificationother · 3.384 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641003
human pancreas pancreatic ductal adenocarcinoma 32 MB 3,150 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size32 MB
Obs3,150
Magnificationother · 3.371 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641064
human pancreas pancreatic ductal adenocarcinoma 79 MB 4,300 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size79 MB
Obs4,300
Magnificationother · 3.348 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641077
human pancreas pancreatic ductal adenocarcinoma 60 MB 2,559 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size60 MB
Obs2,559
Magnificationother · 3.392 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641085
human pancreas pancreatic ductal adenocarcinoma 91 MB 3,862 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size91 MB
Obs3,862
Magnificationother · 3.418 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641014
human pancreas pancreatic ductal adenocarcinoma 24 MB 1,861 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size24 MB
Obs1,861
Magnificationother · 3.379 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641049
human pancreas pancreatic ductal adenocarcinoma 45 MB 2,534 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size45 MB
Obs2,534
Magnificationother · 3.522 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641061
human pancreas pancreatic ductal adenocarcinoma 60 MB 3,228 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size60 MB
Obs3,228
Magnificationother · 3.326 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641100
human pancreas pancreatic ductal adenocarcinoma 44 MB 3,147 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size44 MB
Obs3,147
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641089
human pancreas pancreatic ductal adenocarcinoma 29 MB 2,364 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size29 MB
Obs2,364
Magnificationother · 3.409 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641067
human pancreas pancreatic ductal adenocarcinoma 85 MB 3,337 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size85 MB
Obs3,337
Magnificationother · 3.340 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641022
human pancreas pancreatic ductal adenocarcinoma 41 MB 3,689 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size41 MB
Obs3,689
Magnificationother · 3.362 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641019
human pancreas pancreatic ductal adenocarcinoma 40 MB 3,249 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size40 MB
Obs3,249
Magnificationother · 3.381 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641095
human pancreas pancreatic ductal adenocarcinoma 44 MB 3,509 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size44 MB
Obs3,509
Magnificationother · 3.460 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641074
human pancreas pancreatic ductal adenocarcinoma 55 MB 2,691 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size55 MB
Obs2,691
Magnificationother · 3.515 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641083
human pancreas pancreatic ductal adenocarcinoma 72 MB 3,340 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size72 MB
Obs3,340
Magnificationother · 3.462 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641072
human pancreas pancreatic ductal adenocarcinoma 53 MB 2,590 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size53 MB
Obs2,590
Magnificationother · 3.418 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641062
human pancreas pancreatic ductal adenocarcinoma 62 MB 3,568 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size62 MB
Obs3,568
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641104
human pancreas pancreatic ductal adenocarcinoma 82 MB 4,561 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size82 MB
Obs4,561
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641108
human pancreas pancreatic ductal adenocarcinoma 49 MB 3,996 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size49 MB
Obs3,996
Magnificationother · 3.620 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641016
human pancreas pancreatic ductal adenocarcinoma 34 MB 2,141 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size34 MB
Obs2,141
Magnificationother · 3.326 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641004
human pancreas pancreatic ductal adenocarcinoma 52 MB 3,826 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size52 MB
Obs3,826
Magnificationother · 3.397 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641047
human pancreas pancreatic ductal adenocarcinoma 83 MB 4,210 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size83 MB
Obs4,210
Magnificationother · 3.356 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641054
human pancreas pancreatic ductal adenocarcinoma 43 MB 2,395 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size43 MB
Obs2,395
Magnificationother · 3.342 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641098
human pancreas pancreatic ductal adenocarcinoma 30 MB 2,649 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size30 MB
Obs2,649
Magnificationother · 3.476 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641063
human pancreas pancreatic ductal adenocarcinoma 62 MB 4,431 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size62 MB
Obs4,431
Magnificationother · 3.375 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641078
human pancreas pancreatic ductal adenocarcinoma 36 MB 2,684 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size36 MB
Obs2,684
Magnificationother · 3.375 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641055
human pancreas pancreatic ductal adenocarcinoma 40 MB 2,303 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size40 MB
Obs2,303
Magnificationother · 3.489 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641081
human pancreas pancreatic ductal adenocarcinoma 58 MB 3,089 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size58 MB
Obs3,089
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641017
human pancreas pancreatic ductal adenocarcinoma 41 MB 2,979 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size41 MB
Obs2,979
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641010
human pancreas pancreatic ductal adenocarcinoma 68 MB 4,647 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size68 MB
Obs4,647
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641005
human pancreas pancreatic ductal adenocarcinoma 64 MB 3,536 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size64 MB
Obs3,536
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641027
human pancreas pancreatic ductal adenocarcinoma 84 MB 3,760 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size84 MB
Obs3,760
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641050
human pancreas pancreatic ductal adenocarcinoma 44 MB 2,487 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size44 MB
Obs2,487
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641033
human pancreas pancreatic ductal adenocarcinoma 47 MB 3,100 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size47 MB
Obs3,100
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641099
human pancreas pancreatic ductal adenocarcinoma 26 MB 2,760 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size26 MB
Obs2,760
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641044
human pancreas pancreatic ductal adenocarcinoma 67 MB 3,419 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size67 MB
Obs3,419
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641088
human pancreas pancreatic ductal adenocarcinoma 88 MB 4,060 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size88 MB
Obs4,060
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641024
human pancreas pancreatic ductal adenocarcinoma 19 MB 3,477 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size19 MB
Obs3,477
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641052
human pancreas pancreatic ductal adenocarcinoma 49 MB 2,694 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size49 MB
Obs2,694
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641006
human pancreas pancreatic ductal adenocarcinoma 64 MB 3,664 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size64 MB
Obs3,664
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641080
human pancreas pancreatic ductal adenocarcinoma 53 MB 2,672 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size53 MB
Obs2,672
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641109
human pancreas pancreatic ductal adenocarcinoma 73 MB 3,156 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size73 MB
Obs3,156
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641032
human pancreas pancreatic ductal adenocarcinoma 52 MB 3,379 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size52 MB
Obs3,379
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641102
human pancreas pancreatic ductal adenocarcinoma 55 MB 4,152 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size55 MB
Obs4,152
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641042
human pancreas pancreatic ductal adenocarcinoma 54 MB 3,899 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size54 MB
Obs3,899
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641092
human pancreas pancreatic ductal adenocarcinoma 58 MB 3,040 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size58 MB
Obs3,040
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641087
human pancreas pancreatic ductal adenocarcinoma 62 MB 2,927 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size62 MB
Obs2,927
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641039
human pancreas pancreatic ductal adenocarcinoma 24 MB 3,207 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size24 MB
Obs3,207
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641096
human pancreas pancreatic ductal adenocarcinoma 56 MB 4,216 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size56 MB
Obs4,216
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641051
human pancreas pancreatic ductal adenocarcinoma 49 MB 2,776 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size49 MB
Obs2,776
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641013
human pancreas pancreatic ductal adenocarcinoma 35 MB 3,343 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size35 MB
Obs3,343
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641029
human pancreas pancreatic ductal adenocarcinoma 116 MB 4,305 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size116 MB
Obs4,305
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641020
human pancreas pancreatic ductal adenocarcinoma 66 MB 3,923 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size66 MB
Obs3,923
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641012
human pancreas pancreatic ductal adenocarcinoma 73 MB 4,261 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size73 MB
Obs4,261
Magnificationother · 3.362 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641041
human pancreas pancreatic ductal adenocarcinoma 63 MB 3,345 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size63 MB
Obs3,345
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641069
human pancreas pancreatic ductal adenocarcinoma 85 MB 3,240 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size85 MB
Obs3,240
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641060
human pancreas pancreatic ductal adenocarcinoma 57 MB 3,564 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size57 MB
Obs3,564
Magnificationother · 3.324 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641057
human pancreas pancreatic ductal adenocarcinoma 32 MB 2,346 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size32 MB
Obs2,346
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641076
human pancreas pancreatic ductal adenocarcinoma 31 MB 2,470 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size31 MB
Obs2,470
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641023
human pancreas pancreatic ductal adenocarcinoma 35 MB 3,671 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size35 MB
Obs3,671
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641101
human pancreas pancreatic ductal adenocarcinoma 50 MB 3,651 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size50 MB
Obs3,651
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641091
human pancreas pancreatic ductal adenocarcinoma 79 MB 3,577 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size79 MB
Obs3,577
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641015
human pancreas pancreatic ductal adenocarcinoma 15 MB 2,302 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size15 MB
Obs2,302
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641059
human pancreas pancreatic ductal adenocarcinoma 82 MB 4,257 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size82 MB
Obs4,257
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human pancreas
GSM8641056
human pancreas pancreatic ductal adenocarcinoma 42 MB 2,247 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size42 MB
Obs2,247
bronze H&E Open in Vitessce
Visium
Human pancreas
GSM8641073
human pancreas pancreatic ductal adenocarcinoma 103 MB 3,477 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size103 MB
Obs3,477
bronze H&E
Open in Vitessce
Visium
Human pancreas
GSM8641110
human pancreas pancreatic ductal adenocarcinoma 63 MB 3,064 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuepancreas
Conditionpancreatic ductal adenocarcinoma
Size63 MB
Obs3,064
bronze H&E Open in Vitessce

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