Collections / Spatiotemporal profiling defines persistence and resistance dynamics during targeted treatment of BRAF-mutant melanoma

Spatiotemporal profiling defines persistence and resistance dynamics during targeted treatment of BRAF-mutant melanoma

Over half of BRAF-mutant melanoma patients with initial response to targeted therapy will recur with resistant disease. It is thought that resistance can arise from the ability of cells to enter and exit a slow cycling persister state, evade treatment with relative dormancy, and repopulate the tumor when reactivated. However, the expression states of persister and resistant cells, their spatial relationships in the tumor environment, and the evolutionary progression among these populations are not well understood. Using patient derived xenograft (PDX) models, we track melanoma evolution longitudinally from pre-treatment through maximum treatment response and tumor regrowth. We perform spatial transcriptomics (ST) to 1. define expression signatures within treatment-sensitive, persister, and re-emergent populations, 2. uncover fluctuating metabolic priorities as a hallmark of tumor evolution both across treatment time and geographically across tissue sections, and 3. identify specific genes and pathways within persister and resistant lineages as candidate resistance mechanisms, suggesting potential therapeutic targets. Our novel computational pipeline integrates ST data with deep learning imaging features derived from accompanying histopathological slides. We identify phenotypic states that correlate with the persister cell state, exploiting the juxtaposition of transcriptomic and histological features toward the goal of identifying clonal populations using imaging data alone. In summary, we provide insight into the dynamics of shifting expression state and lineage selection in melanoma during multiple stages of treatment with novel spatiotemporal resolution, defining an evolutionary roadmap to acquired resistance.

Datasets23
Size~1.1 GB
AssayVisium
Samplemouse · skin of body
KindTime course
PMID:39700408 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse245582")
coll.ordered_artifacts.df()                 # the 23 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
Mouse skin of body
GSM7845289
mouse skin of body 15 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size15 MB
Obs4,992
Magnificationother · 3.413 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845290
mouse skin of body 15 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size15 MB
Obs4,992
Magnificationother · 3.400 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845293
mouse skin of body 38 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size38 MB
Obs4,992
Magnificationother · 3.419 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845306
mouse skin of body 63 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size63 MB
Obs4,992
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845295
mouse skin of body 52 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size52 MB
Obs4,992
Magnificationother · 3.407 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845297
mouse skin of body 55 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size55 MB
Obs4,992
Magnificationother · 3.411 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845305
mouse skin of body 71 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size71 MB
Obs4,992
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845291
mouse skin of body 23 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size23 MB
Obs4,992
Magnificationother · 3.389 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845288
mouse skin of body 78 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size78 MB
Obs4,992
Magnificationother · 3.436 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845300
mouse skin of body 53 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size53 MB
Obs4,992
Magnificationother · 3.425 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845285
mouse skin of body 36 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size36 MB
Obs4,992
Magnificationother · 3.413 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845298
mouse skin of body 60 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size60 MB
Obs4,992
Magnificationother · 3.402 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845308
mouse skin of body 90 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size90 MB
Obs4,992
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845299
mouse skin of body 62 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size62 MB
Obs4,992
Magnificationother · 3.426 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845294
mouse skin of body 37 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size37 MB
Obs4,992
Magnificationother · 3.406 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845296
mouse skin of body 51 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size51 MB
Obs4,992
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845292
mouse skin of body 25 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size25 MB
Obs4,992
Magnificationother · 3.423 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845286
mouse skin of body 47 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size47 MB
Obs4,992
Magnificationother · 3.465 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845303
mouse skin of body 37 MB 4,991 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size37 MB
Obs4,991
Magnificationother · 3.407 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845307
mouse skin of body 78 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
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Obs4,992
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bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845301
mouse skin of body 49 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size49 MB
Obs4,992
Magnificationother · 3.411 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845287
mouse skin of body 74 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
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Size74 MB
Obs4,992
Magnificationother · 3.419 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse skin of body
GSM7845304
mouse skin of body 29 MB 4,992 obs bronze H&E
TechnologyVisium
Organismmouse
Tissueskin of body
Size29 MB
Obs4,992
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce

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