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Dissociation of solid tumour tissues with cold active protease for single-cell RNA-seq minimizes conserved collagenase-associated stress responses
- Source :
- Genome Biology, Genome Biology, Vol 20, Iss 1, Pp 1-13 (2019)
- Publication Year :
- 2019
- Publisher :
- Cold Spring Harbor Laboratory, 2019.
-
Abstract
- BackgroundSingle-cell RNA sequencing (scRNAseq) is a powerful tool for studying complex biological systems, such as tumour heterogeneity and tissue microenvironments. However, the sources of technical and biological variation in primary solid tumour tissues and patient-derived mouse xenografts for scRNAseq, are not well understood. Here, we used low temperature (6°C) protease and collagenase (37°C) to identify the transcriptional signatures associated with tissue dissociation across a diverse scRNAseq dataset comprising 128,481 cells from patient cancer tissues, patient-derived breast cancer xenografts and cancer cell lines.ResultsWe observe substantial variation in standard quality control (QC) metrics of cell viability across conditions and tissues. From FACS sorted populations gated for cell viability, we identify a sub-population of dead cells that would pass standard data filtering practices, and quantify the extent to which their transcriptomes differ from live cells. We identify a further subpopulation of transcriptomically “dying” cells that exhibit up-regulation of MHC class I transcripts, in contrast with live and fully dead cells. From the contrast between tissue protease dissociation at 37°C or 6°C, we observe that collagenase digestion results in a stress response. We derive a core gene set of 512 heat shock and stress response genes, includingFOSandJUN, induced by collagenase (37°C), which are minimized by dissociation with a cold active protease (6°C). While induction of these genes was highly conserved across all cell types, cell type-specific responses to collagenase digestion were observed in patient tissues. We observe that the yield of cancer and non-cancer cell types varies between tissues and dissociation methods.ConclusionsThe method and conditions of tumour dissociation influence cell yield and transcriptome state and are both tissue and cell type dependent. Interpretation of stress pathway expression differences in cancer single cell studies, including components of surface immune recognition such as MHC class I, may be especially confounded. We define a core set of 512 genes that can assist with identification of such effects in dissociated scRNA-seq experiments.
- Subjects :
- Cell type
lcsh:QH426-470
Tumour heterogeneity
medicine.medical_treatment
Cell
Transcriptome
Mice
03 medical and health sciences
Breast cancer
0302 clinical medicine
Stress, Physiological
Ovarian cancer
Neoplasms
Gene expression
MHC class I
medicine
Animals
Humans
Tissue dissociation
Single cell
Collagenases
Viability assay
lcsh:QH301-705.5
030304 developmental biology
Tumor microenvironment
0303 health sciences
Protease
biology
Sequence Analysis, RNA
Chemistry
Research
Quality control
Genomics
3. Good health
Cell biology
Cold Temperature
lcsh:Genetics
medicine.anatomical_structure
lcsh:Biology (General)
030220 oncology & carcinogenesis
Collagenase
biology.protein
Single-Cell Analysis
RNA-seq
Peptide Hydrolases
medicine.drug
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Genome Biology, Genome Biology, Vol 20, Iss 1, Pp 1-13 (2019)
- Accession number :
- edsair.doi.dedup.....f2dfacc0c474158c0cc38d7e9e0d3faa