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Nextflow pipeline for Visium and H&E data from patient-derived xenograft samples.
- Source :
-
Cell reports methods [Cell Rep Methods] 2024 May 20; Vol. 4 (5), pp. 100759. Date of Electronic Publication: 2024 Apr 15. - Publication Year :
- 2024
-
Abstract
- 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 genome 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.<br />Competing Interests: Declaration of interests The authors declare no competing interests.<br /> (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
Details
- Language :
- English
- ISSN :
- 2667-2375
- Volume :
- 4
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- Cell reports methods
- Publication Type :
- Academic Journal
- Accession number :
- 38626768
- Full Text :
- https://doi.org/10.1016/j.crmeth.2024.100759