Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2021 Apr;19(2):131-140.
doi: 10.1007/s11914-021-00662-2. Epub 2021 Feb 9.

Single Cell Omics for Musculoskeletal Research

Affiliations
Review

Single Cell Omics for Musculoskeletal Research

Muhammad Farooq Rai et al. Curr Osteoporos Rep. 2021 Apr.

Abstract

Purpose of review: The ability to analyze the molecular events occurring within individual cells as opposed to populations of cells is revolutionizing our understanding of musculoskeletal tissue development and disease. Single cell studies have the great potential of identifying cellular subpopulations that work in a synchronized fashion to regenerate and repair damaged tissues during normal homeostasis. In addition, such studies can elucidate how these processes break down in disease as well as identify cellular subpopulations that drive the disease. This review highlights three emerging technologies: single cell RNA sequencing (scRNA-seq), Assay for Transposase-Accessible Chromatin using sequencing (ATAC-seq), and Cytometry by Time-Of-Flight (CyTOF) mass cytometry.

Recent findings: Technological and bioinformatic tools to analyze the transcriptome, epigenome, and proteome at the individual cell level have advanced rapidly making data collection relatively easy; however, understanding how to access and interpret the data remains a challenge for many scientists. It is, therefore, of paramount significance to educate the musculoskeletal community on how single cell technologies can be used to answer research questions and advance translation. This article summarizes talks given during a workshop on "Single Cell Omics" at the 2020 annual meeting of the Orthopedic Research Society. Studies that applied scRNA-seq, ATAC-seq, and CyTOF mass cytometry to cartilage development and osteoarthritis are reviewed. This body of work shows how these cutting-edge tools can advance our understanding of the cellular heterogeneity and trajectories of lineage specification during development and disease.

Keywords: ATAC-seq; Cartilage; CyTOF; Osteoarthritis; Single cell RNA-seq.

PubMed Disclaimer

Conflict of interest statement

Conflict of Interest MFR, TC, PM, FG, NB, and JJW declare no conflicts of interest.

CLW, ARD, and FG have a patent pending on compositions and methods discussed within.

Figures

Fig. 1
Fig. 1
a. Representative applications that can be accomplished by scRNA-seq and bioinformatic analyses. b. A neurogenesis gene regulatory network identified by WGCNA in d28 chondrogenic pellets
Fig. 2
Fig. 2
scATAC-seq identifies open chromatin and comparative epigenomics can identify evolutionarily-conserved regions contributing to disease, including osteoarthritis
Fig. 3
Fig. 3
Single cell CyTOF identifies cells in tissues based on protein expression and facilitates patient OA type identification based on proteome heterogeneity

References

    1. Wu CL, Dicks A, Steward N, Tang R, Katz DB, Choi YR, et al. Single cell transcriptomic analysis of human pluripotent stem cell chondrogenesis. Nat Commun. 2021;12(1):1–8. - PMC - PubMed
    1. Richard D, Liu Z, Cao JX, Kiapour AM, Willen J, Yarlagadda S, et al. Evolutionary selection and constraint on human knee chondrocyte regulation impacts osteoarthritis risk. Cell. 2020;181(2): 362–81. - PMC - PubMed
    1. Grandi FC, Baskar R, Smeriglio P, Murkherjee S, Indelli PF, Amanatullah DF, et al. Single-cell mass cytometry reveals cross-talk between inflammation-dampening and inflammation-amplifying cells in osteoarthritic cartilage. Sci Adv. 2020;6(11): eaay5352. - PMC - PubMed
    1. Adkar SS, Wu CL, Willard VP, Dicks A, Ettyreddy A, Steward N, et al. Step-wise chondrogenesis of human induced pluripotent stem cells and purification via a reporter allele generated by CRISPRCas9 genome editing. Stem Cells. 2019;37(1):65–76. - PMC - PubMed
    1. Valihrach L, Androvic P, Kubista M. Platforms for single-cell collection and analysis. Int J Mol Sci. 2018;19(3):807. - PMC - PubMed

Publication types

MeSH terms

LinkOut - more resources