» Articles » PMID: 34145435

Integrating Single-cell and Spatial Transcriptomics to Elucidate Intercellular Tissue Dynamics

Overview
Journal Nat Rev Genet
Specialty Genetics
Date 2021 Jun 19
PMID 34145435
Citations 330
Authors
Affiliations
Soon will be listed here.
Abstract

Single-cell RNA sequencing (scRNA-seq) identifies cell subpopulations within tissue but does not capture their spatial distribution nor reveal local networks of intercellular communication acting in situ. A suite of recently developed techniques that localize RNA within tissue, including multiplexed in situ hybridization and in situ sequencing (here defined as high-plex RNA imaging) and spatial barcoding, can help address this issue. However, no method currently provides as complete a scope of the transcriptome as does scRNA-seq, underscoring the need for approaches to integrate single-cell and spatial data. Here, we review efforts to integrate scRNA-seq with spatial transcriptomics, including emerging integrative computational methods, and propose ways to effectively combine current methodologies.

Citing Articles

MuCST: restoring and integrating heterogeneous morphology images and spatial transcriptomics data with contrastive learning.

Wang Y, Liu Z, Ma X Genome Med. 2025; 17(1):21.

PMID: 40082941 PMC: 11907906. DOI: 10.1186/s13073-025-01449-1.


Quantifying and interpreting biologically meaningful spatial signatures within tumor microenvironments.

Jing S, Wang H, Lin P, Yuan J, Tang Z, Li H NPJ Precis Oncol. 2025; 9(1):68.

PMID: 40069556 PMC: 11897387. DOI: 10.1038/s41698-025-00857-1.


Role of epigenetics in paediatric cancer pathogenesis & drug resistance.

Leung J, Chiu H, Taneja R Br J Cancer. 2025; .

PMID: 40055485 DOI: 10.1038/s41416-025-02961-2.


Single-cell genomics and spatial transcriptomics in islet transplantation for diabetes treatment: advancing towards personalized therapies.

Mou L, Wang T, Chen Y, Luo Z, Wang X, Pu Z Front Immunol. 2025; 16:1554876.

PMID: 40051625 PMC: 11882877. DOI: 10.3389/fimmu.2025.1554876.


Single-cell and spatial transcriptome profiling reveal CTHRC1+ fibroblasts promote EMT through WNT5A signaling in colorectal cancer.

Lu Y, Chen Y, Wang Z, Shen H, Xu L, Huang C J Transl Med. 2025; 23(1):282.

PMID: 40050872 PMC: 11884118. DOI: 10.1186/s12967-025-06236-5.


References
2.
Tang F, Barbacioru C, Wang Y, Nordman E, Lee C, Xu N . mRNA-Seq whole-transcriptome analysis of a single cell. Nat Methods. 2009; 6(5):377-82. DOI: 10.1038/nmeth.1315. View

3.
Chen G, Ning B, Shi T . Single-Cell RNA-Seq Technologies and Related Computational Data Analysis. Front Genet. 2019; 10:317. PMC: 6460256. DOI: 10.3389/fgene.2019.00317. View

4.
van den Brink S, Sage F, Vertesy A, Spanjaard B, Peterson-Maduro J, Baron C . Single-cell sequencing reveals dissociation-induced gene expression in tissue subpopulations. Nat Methods. 2017; 14(10):935-936. DOI: 10.1038/nmeth.4437. View

5.
Femino A, Fay F, Fogarty K, Singer R . Visualization of single RNA transcripts in situ. Science. 1998; 280(5363):585-90. DOI: 10.1126/science.280.5363.585. View

6.
Liao J, Lu X, Shao X, Zhu L, Fan X . Uncovering an Organ's Molecular Architecture at Single-Cell Resolution by Spatially Resolved Transcriptomics. Trends Biotechnol. 2020; 39(1):43-58. DOI: 10.1016/j.tibtech.2020.05.006. View