Collections / Spatial genomics reveals cholesterol metabolism as a key factor in immunotherapy resistance in colorectal cancer [Visium]

Spatial genomics reveals cholesterol metabolism as a key factor in immunotherapy resistance in colorectal cancer [Visium]

Immune checkpoint inhibitors (ICIs) have transformed the treatment landscape across multiple cancer types achieving durable responses for a significant number of patients. Despite their success, many patients still fail to respond to ICIs or develop resistance soon after treatment. We sought to identify early treatment features associated with ICI outcome. We leveraged the MC38 syngeneic tumor model because it has variable response to ICI therapy driven by tumor intrinsic heterogeneity. ICI response was assessed based on the level of immune cell infiltration into the tumor – a well-established clinical hallmark of ICI response. We generated a spatial atlas of 48,636 transcriptome-wide spots across 16 tumors using spatial transcriptomics; given the tumors were difficult to profile, we developed an enhanced transcriptome capture protocol yielding high quality spatial data. In total, we identified 8 tumor cell subsets (e.g., proliferative, inflamed, and vascularized) and 4 stroma subsets (e.g., immune and fibroblast). Each tumor had orthogonal histology and bulk-RNA sequencing data, which served to validate and benchmark observations from the spatial data. Our spatial atlas revealed that increased tumor cell cholesterol regulation, synthesis, and transport were associated with a lack of ICI response. Conversely, inflammation and T cell infiltration were associated with response. We further leveraged spatially aware gene expression analysis, to demonstrate that high cholesterol synthesis by tumor was associated with cytotoxic CD8 T cell exclusion. Finally, we demonstrate that bulk RNA-sequencing was able to detect immune correlates of response but lacked the sensitivity to detect cholesterol synthesis as a feature of resistance.

Datasets22
Size~1.2 GB
AssayVisium
Samplemouse · colon
KindComparison
PMID:40171265 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse284989")
coll.ordered_artifacts.df()                 # the 22 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 colon
GSM8694502
mouse colon colorectal cancer 55 MB 3,484 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size55 MB
Obs3,484
Magnificationother · 3.413 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694504
mouse colon colorectal cancer 75 MB 2,590 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size75 MB
Obs2,590
Magnificationother · 3.320 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694494
mouse colon colorectal cancer 25 MB 2,465 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size25 MB
Obs2,465
Magnificationother · 3.330 µm/px
bronze H&E Open in Vitessce
Visium
Mouse colon
GSM8694501
mouse colon colorectal cancer 63 MB 3,211 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size63 MB
Obs3,211
bronze H&E
Open in Vitessce
Visium
Mouse colon
GSM8694505
mouse colon colorectal cancer 79 MB 3,815 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size79 MB
Obs3,815
Magnificationother · 3.336 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694506
mouse colon colorectal cancer 66 MB 3,530 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size66 MB
Obs3,530
Magnificationother · 3.304 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694498
mouse colon colorectal cancer 72 MB 3,241 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size72 MB
Obs3,241
Magnificationother · 3.322 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694512
mouse colon colorectal cancer 34 MB 2,007 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size34 MB
Obs2,007
Magnificationother · 3.404 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694507
mouse colon colorectal cancer 46 MB 2,527 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size46 MB
Obs2,527
Magnificationother · 3.653 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694499
mouse colon colorectal cancer 70 MB 2,918 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size70 MB
Obs2,918
Magnificationother · 3.328 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694503
mouse colon colorectal cancer 50 MB 1,772 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size50 MB
Obs1,772
Magnificationother · 3.320 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694509
mouse colon colorectal cancer 39 MB 1,980 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size39 MB
Obs1,980
Magnificationother · 3.331 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694497
mouse colon colorectal cancer 64 MB 2,593 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size64 MB
Obs2,593
Magnificationother · 3.453 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694510
mouse colon colorectal cancer 34 MB 1,947 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size34 MB
Obs1,947
Magnificationother · 3.317 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694492
mouse colon colorectal cancer 43 MB 2,614 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size43 MB
Obs2,614
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694508
mouse colon colorectal cancer 40 MB 1,818 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size40 MB
Obs1,818
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694495
mouse colon colorectal cancer 59 MB 2,535 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size59 MB
Obs2,535
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694493
mouse colon colorectal cancer 59 MB 2,604 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size59 MB
Obs2,604
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694500
mouse colon colorectal cancer 49 MB 2,435 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size49 MB
Obs2,435
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694491
mouse colon colorectal cancer 65 MB 3,258 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size65 MB
Obs3,258
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694511
mouse colon colorectal cancer 79 MB 2,965 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size79 MB
Obs2,965
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694496
mouse colon colorectal cancer 51 MB 1,978 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size51 MB
Obs1,978
bronze H&E Open in Vitessce

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