Collections / Nextflow Pipeline for Visium and H&E Data from Patient-Derived Xenograft Samples

Nextflow Pipeline for Visium and H&E Data from Patient-Derived Xenograft Samples

We designed a Nextflow DSL2-based pipeline, Spatial Transcriptomics Quantification (STQ), for simultaneous processing of 10x Genomics Visium spatial transcriptomics data and a matched hematoxylin and eosin (H&E)-stained whole slide image (WSI), optimized for Patient-Derived Xenograft (PDX) cancer specimens. Our pipeline enables the classification of sequenced transcripts for deconvolving the mouse and human species and mapping the transcripts to reference transcriptomes. We align the H&E WSI with the spatial layout of the Visium slide and generate imaging and quantitative morphology features for each Visium spot. The pipeline design enables multiple analysis workflows, including single or dual reference genomes input and stand-alone image analysis. We show the utility of our pipeline on a dataset from Visium profiling of four melanoma PDX samples. The clustering of Visium spots and clustering of H&E imaging features reveal similar patterns arising from the two data modalities.

Datasets4
Size~190 MB
AssayVisium
Samplehuman · skin of body
KindOther
PMID:38626768 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse238004")
coll.ordered_artifacts.df()                 # the 4 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 skin of body
GSM7657719
human skin of body melanoma 52 MB 4,991 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size52 MB
Obs4,991
Magnificationother · 3.414 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human skin of body
GSM7657718
human skin of body melanoma 45 MB 4,992 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size45 MB
Obs4,992
Magnificationother · 3.454 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human skin of body
GSM7657720
human skin of body melanoma 49 MB 4,992 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size49 MB
Obs4,992
Magnificationother · 3.419 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Human skin of body
GSM7657717
human skin of body melanoma 43 MB 4,991 obs bronze H&E
TechnologyVisium
Organismhuman
Tissueskin of body
Conditionmelanoma
Size43 MB
Obs4,991
Magnificationother · 3.402 µm/px
bronze H&E Open in Vitessce

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