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~1.3 GB
AssayVisium
Samplemouse · colon
KindComparison
Flag a data issue
PMID:40171265 ↗
Python · sddb client
from sddb import Catalog

cohort = Catalog().collection("geo-gse284989")
cohort.members        # the 22 datasets as a table

print(cohort.licenses())              # check the terms before you download

sdatas = cohort.to_dict()             # {uid: SpatialData}, cached locally
# or keep the .zarr files in a folder of your choice:
# sdatas = cohort.to_dict(dest="data/")
Python · lamindb

Needs pip install lamindb and network access to the Lamin database, which is limited during the alpha. If it fails, use the Client tab.

import lamindb as ln

db = ln.DB("scverse/spatialdata-db")
coll = db.Collection.get(key="geo-gse284989")
coll.ordered_artifacts.to_dataframe()   # the 22 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]
Shell
# sddb client: download every member .zarr into data/
sddb-cli download --collection geo-gse284989 --dest data/

Licenses: 22 NCBI GEO policy

Open in Vitessce
Visium
Mouse colon
GSM8694502
mouse colon colorectal cancer 57.2 MB 3,484 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size57.2 MB
Spots3,484
Magnificationother · 3.413 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694504
mouse colon colorectal cancer 78.4 MB 2,590 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size78.4 MB
Spots2,590
Magnificationother · 3.320 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694494
mouse colon colorectal cancer 26.6 MB 2,465 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size26.6 MB
Spots2,465
Magnificationother · 3.330 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Visium
Mouse colon
GSM8694501
mouse colon colorectal cancer 66.1 MB 3,211 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size66.1 MB
Spots3,211
bronze H&E NCBI GEO policy
Open in Vitessce
Visium
Mouse colon
GSM8694505
mouse colon colorectal cancer 83.1 MB 3,815 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size83.1 MB
Spots3,815
Magnificationother · 3.336 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694506
mouse colon colorectal cancer 69.7 MB 3,530 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size69.7 MB
Spots3,530
Magnificationother · 3.304 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694498
mouse colon colorectal cancer 75.5 MB 3,241 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size75.5 MB
Spots3,241
Magnificationother · 3.322 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694512
mouse colon colorectal cancer 35.8 MB 2,007 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size35.8 MB
Spots2,007
Magnificationother · 3.404 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694507
mouse colon colorectal cancer 47.9 MB 2,527 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size47.9 MB
Spots2,527
Magnificationother · 3.653 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694499
mouse colon colorectal cancer 72.9 MB 2,918 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size72.9 MB
Spots2,918
Magnificationother · 3.328 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694503
mouse colon colorectal cancer 52.3 MB 1,772 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size52.3 MB
Spots1,772
Magnificationother · 3.320 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694509
mouse colon colorectal cancer 40.5 MB 1,980 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size40.5 MB
Spots1,980
Magnificationother · 3.331 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694497
mouse colon colorectal cancer 67.0 MB 2,593 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size67.0 MB
Spots2,593
Magnificationother · 3.453 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694510
mouse colon colorectal cancer 35.3 MB 1,947 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size35.3 MB
Spots1,947
Magnificationother · 3.317 µm/px
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694492
mouse colon colorectal cancer 45.3 MB 2,614 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size45.3 MB
Spots2,614
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694508
mouse colon colorectal cancer 42.3 MB 1,818 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size42.3 MB
Spots1,818
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694495
mouse colon colorectal cancer 62.1 MB 2,535 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size62.1 MB
Spots2,535
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694493
mouse colon colorectal cancer 62.1 MB 2,604 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size62.1 MB
Spots2,604
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694500
mouse colon colorectal cancer 51.6 MB 2,435 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size51.6 MB
Spots2,435
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694491
mouse colon colorectal cancer 68.5 MB 3,258 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size68.5 MB
Spots3,258
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694511
mouse colon colorectal cancer 83.2 MB 2,965 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size83.2 MB
Spots2,965
bronze H&E NCBI GEO policy Open in Vitessce
Open in Vitessce
Visium
Mouse colon
GSM8694496
mouse colon colorectal cancer 53.5 MB 1,978 spots bronze H&E NCBI GEO policy
TechnologyVisium
Organismmouse
Tissuecolon
Conditioncolorectal cancer
Size53.5 MB
Spots1,978
bronze H&E NCBI GEO policy Open in Vitessce

Cite this collection

doi.org/10.3389/fonc.2025.1549237 ↗
BibTeX
@article{Kavran_2025,
  title = {Spatial genomics reveals cholesterol metabolism as a key factor in colorectal cancer immunotherapy resistance},
  volume = {15},
  ISSN = {2234-943X},
  url = {http://dx.doi.org/10.3389/fonc.2025.1549237},
  DOI = {10.3389/fonc.2025.1549237},
  journal = {Frontiers in Oncology},
  publisher = {Frontiers Media SA},
  author = {Kavran, Andrew J. and Bai, Yulong and Rabe, Brian and Kreshock, Anna and Fisher, Andrew and Cheng, Yelena and Lewin, Anne and Dai, Chao and Meyer, Matthew J. and Mavrakis, Konstantinos J. and Lyubetskaya, Anna and Drokhlyansky, Eugene},
  year = {2025},
  month = Mar
}