Collections / Spatial transcriptomic atlas of aggressive osteosarcomas reveals shared gene surface expression and immune landscape.

Spatial transcriptomic atlas of aggressive osteosarcomas reveals shared gene surface expression and immune landscape.

Osteosarcoma remains a highly aggressive malignancy with limited advancements in treatment efficacy and survival rates over the past four decades. Current therapeutic strategies fail in a significant proportion of patients, leading to metastatic relapse and poor prognosis. The substantial genomic instability and cellular plasticity of osteosarcoma contribute to its complex biology, necessitating innovative approaches for improved diagnosis and treatment. In this study, we applied spatial transcriptomics (ST) to 26 osteosarcoma samples, primary tumors and metastatic or local relapse samples. We described diverse differentiation phenotypes, ranging from mostly undifferentiated to metaphyseal-like organized highly differentiated phenotypes. Despite the phenotypic variability within and across samples, a comprehensive surfaceome analysis identified 306 cancer-specific membrane protein genes, among which nine formed a robust osteosarcoma-specific theranostic signature validated in multiple bulk RNAseq datasets. Additionally, spatial analysis of immune cell dynamics confirmed the systemic lymphoid cell exclusion and distinguished between cancer-excluded and -infiltrating myeloid populations. This identified three distinct populations along the osteoclastic lineage, with a systematic cancer-infiltration capacity. Cancer-infiltrating potential was also associated with type I interferon response and specific integrin-mediated adhesion mechanisms. This study provides a valuable resource to improve the understanding of osteosarcoma biology. We also suggest new clinically relevant targets in osteosarcoma, enabling the development of adapted and targeted treatment strategies for patients with the hope of improving clinical outcomes in the future.

Datasets26
Size~684 MB
AssayVisium
Samplehuman · bone element
KindComparison
PMID:42399228 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse293065")
coll.ordered_artifacts.df()                 # the 26 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 bone element
GSM8875084
human bone element osteosarcoma 58 MB 2,901 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size58 MB
Obs2,901
Magnificationother · 3.467 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875093
human bone element osteosarcoma 18 MB 3,012 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size18 MB
Obs3,012
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875082
human bone element osteosarcoma 10 MB 662 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size10 MB
Obs662
Magnificationother · 3.407 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875100
human bone element osteosarcoma 13 MB 842 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size13 MB
Obs842
Magnificationother · 3.402 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875099
human bone element osteosarcoma 13 MB 1,190 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size13 MB
Obs1,190
Magnificationother · 3.443 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875083
human bone element osteosarcoma 70 MB 3,799 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size70 MB
Obs3,799
Magnificationother · 3.386 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875102
human bone element osteosarcoma 12 MB 461 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size12 MB
Obs461
Magnificationother · 3.363 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875104
human bone element osteosarcoma 35 MB 2,191 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size35 MB
Obs2,191
Magnificationother · 3.345 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875081
human bone element osteosarcoma 14 MB 570 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size14 MB
Obs570
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875087
human bone element osteosarcoma 69 MB 4,128 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size69 MB
Obs4,128
Magnificationother · 3.605 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875095
human bone element osteosarcoma 28 MB 3,140 obs bronze
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size28 MB
Obs3,140
bronze Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875101
human bone element osteosarcoma 32 MB 1,805 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size32 MB
Obs1,805
Magnificationother · 3.329 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875094
human bone element osteosarcoma 32 MB 3,297 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size32 MB
Obs3,297
Magnificationother · 3.352 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875080
human bone element osteosarcoma 21 MB 1,243 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size21 MB
Obs1,243
Magnificationother · 3.588 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875096
human bone element osteosarcoma 37 MB 3,635 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size37 MB
Obs3,635
Magnificationother · 3.464 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875086
human bone element osteosarcoma 20 MB 4,352 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size20 MB
Obs4,352
Magnificationother · 3.435 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875103
human bone element osteosarcoma 9.7 MB 754 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size9.7 MB
Obs754
Magnificationother · 3.341 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875089
human bone element osteosarcoma 42 MB 2,945 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size42 MB
Obs2,945
Magnificationother · 3.375 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875088
human bone element osteosarcoma 13 MB 677 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size13 MB
Obs677
Magnificationother · 3.590 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875091
human bone element osteosarcoma 34 MB 2,290 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size34 MB
Obs2,290
Magnificationother · 3.464 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875105
human bone element osteosarcoma 15 MB 876 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size15 MB
Obs876
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875085
human bone element osteosarcoma 22 MB 2,406 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size22 MB
Obs2,406
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875092
human bone element osteosarcoma 40 MB 3,374 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size40 MB
Obs3,374
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875098
human bone element osteosarcoma 11 MB 712 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size11 MB
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875097
human bone element osteosarcoma 6.0 MB 829 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size6.0 MB
Obs829
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human bone element
GSM8875090
human bone element osteosarcoma 7.5 MB 1,218 obs bronze H&E
TechnologyVisium
Organismhuman
Tissuebone element
Conditionosteosarcoma
Size7.5 MB
Obs1,218
bronze H&E Open in Vitessce

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