vSPACE: Exploring Virtual Spatial Representation of Articular Chondrocytes at the Single-Cell Level.


Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
10 Feb 2024
Historique:
medline: 19 2 2024
pubmed: 19 2 2024
entrez: 19 2 2024
Statut: epublish

Résumé

Single cell RNA sequencing technology has been dramatically changing how gene expression studies are performed. However, its use has been limited to identifying subtypes of cells by comparing cells' gene expression levels in an unbiased manner to produce a 2D plot (e.g., UMAP/tSNE). We developed a new method of placing cells in 2D space. This system, called vSPACE, shows a virtual spatial representation of scRNAseq data obtained from human articular cartilage by emulating the concept of spatial transcriptomics technology, but virtually. This virtual 2D plot presentation of human articular cartage cells generates several zonal distribution patterns, in one or multiple genes at a time, reveling patterns that scientists can appreciate as imputed spatial distribution patterns along the zonal axis. The discovered patterns are explainable and remarkably consistent across all six healthy doners despite their respectively different clinical variables (age and sex), suggesting the confidence of the discovered patterns.

Identifiants

pubmed: 38370845
doi: 10.1101/2024.02.07.577817
pmc: PMC10871300
pii:
doi:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NIAMS NIH HHS
ID : U54 AR078664
Pays : United States

Auteurs

Classifications MeSH