# Concordance of MERFISH spatial transcriptomics with bulk and single-cell RNA sequencing

**Authors:** Jonathan Liu, Vanessa Tran, Venkata Naga Pranathi Vemuri, Ashley Byrne, Michael Borja, Yang Joon Kim, Snigdha Agarwal, Ruofan Wang, Kyle Awayan, Abhishek Murti, Aris Taychameekiatchai, Bruce Wang, George Emanuel, Jiang He, John Haliburton, Angela Oliveira Pisco, Norma F Neff

PMC · DOI: 10.26508/lsa.202201701 · Life Science Alliance · 2022-12-16

## TL;DR

This study compares MERFISH, a spatial transcriptomics method, with single-cell RNA sequencing and finds that MERFISH can accurately capture gene expression and cell types while preserving spatial information.

## Contribution

The study demonstrates that MERFISH is quantitatively comparable to scRNA-seq and provides spatial resolution without needing integration with existing atlases.

## Key findings

- MERFISH reproduced bulk RNA-seq and scRNA-seq results with lower dropout rates and higher sensitivity.
- MERFISH independently resolved distinct cell types and spatial structures in mouse liver and kidney tissues.
- Computational integration with the Tabula Muris Senis atlas did not improve MERFISH results.

## Abstract

Single-cell RNA-seq is an important technology for capturing gene expression in individual cells. It has limitations as spatial context and accurate representation of cell types in the tissue are lost. Here, we show that MERFISH is comparable to scRNA-seq.

Spatial transcriptomics extends single-cell RNA sequencing (scRNA-seq) by providing spatial context for cell type identification and analysis. Imaging-based spatial technologies such as multiplexed error-robust fluorescence in situ hybridization (MERFISH) can achieve single-cell resolution, directly mapping single-cell identities to spatial positions. MERFISH produces a different data type than scRNA-seq, and a technical comparison between the two modalities is necessary to ascertain how to best integrate them. We performed MERFISH on the mouse liver and kidney and compared the resulting bulk and single-cell RNA statistics with those from the Tabula Muris Senis cell atlas and from two Visium datasets. MERFISH quantitatively reproduced the bulk RNA-seq and scRNA-seq results with improvements in overall dropout rates and sensitivity. Finally, we found that MERFISH independently resolved distinct cell types and spatial structure in both the liver and kidney. Computational integration with the Tabula Muris Senis atlas did not enhance these results. We conclude that MERFISH provides a quantitatively comparable method for single-cell gene expression and can identify cell types without the need for computational integration with scRNA-seq atlases.

## Linked entities

- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Hal (histidine ammonia lyase) [NCBI Gene 15109] {aka Hsd, his, histidase}, C1qa (complement component 1, q subcomponent, alpha polypeptide) [NCBI Gene 12259] {aka Adic, C1q}, Pck1 (phosphoenolpyruvate carboxykinase 1, cytosolic) [NCBI Gene 18534] {aka PEPCK, PEPCK-C, Pck-1}, Cltrn (collectrin, amino acid transport regulator) [NCBI Gene 57394] {aka 0610008J07Rik, NX-17, NX17, Tmem27}, Dll4 (delta like canonical Notch ligand 4) [NCBI Gene 54485] {aka Delta4}, Clu (clusterin) [NCBI Gene 12759] {aka ApoJ, Cli, D14Ucla3, SP-40, Sgp-2, Sgp2}, Cdh1 (cadherin 1) [NCBI Gene 12550] {aka ARC-1, E-cad, Ecad, L-CAM, UVO, Um}, Wnt2 (wingless-type MMTV integration site family, member 2) [NCBI Gene 22413] {aka 2610510E18Rik, Int1l1, Irp, Mirp, Wnt-2, Wnt2a}, C1qc (complement component 1, q subcomponent, C chain) [NCBI Gene 12262] {aka Adib, C1qg, Ciqc}, Actn4 (actinin alpha 4) [NCBI Gene 60595], Hmgcs2 (3-hydroxy-3-methylglutaryl-Coenzyme A synthase 2) [NCBI Gene 15360] {aka 1300002P16, mHS}, Synpo (synaptopodin) [NCBI Gene 104027] {aka 9030217H17Rik, 9130229N11, 9330140I15Rik}, Ace2 (angiotensin converting enzyme 2) [NCBI Gene 70008] {aka 2010305L05Rik}, Gpx3 (glutathione peroxidase 3) [NCBI Gene 14778] {aka EGPx, GPx, GSHPx-3, GSHPx-P}, Cyp2f2 (cytochrome P450, family 2, subfamily f, polypeptide 2) [NCBI Gene 13107] {aka Cyp2f}, Hhex (hematopoietically expressed homeobox) [NCBI Gene 15242] {aka Hex, Hex1, Hhex-rs2, Prh, Prhx}, Pcsk2 (proprotein convertase subtilisin/kexin type 2) [NCBI Gene 18549] {aka 6330411F23Rik, Nec-2, Nec2, PC2, Phpp-2, SPC2}, Podxl (podocalyxin-like) [NCBI Gene 27205] {aka Ly102, PC, PCLP-1, Pclp1, Podxl1}, Mme (membrane metallo endopeptidase) [NCBI Gene 17380] {aka 6030454K05Rik, CALLA, CD10, NEP, SFE}, Cldn3 (claudin 3) [NCBI Gene 12739] {aka Cpetr2, mRVP1}, Clec4f (C-type lectin domain family 4, member f) [NCBI Gene 51811] {aka Clecsf13, KUCR_MOUSE, Kclr}, Ptprb (protein tyrosine phosphatase receptor type B) [NCBI Gene 19263] {aka 3230402H02Rik, C130094E24, Ptpz, Rptpb, VE-PTP, Veptp}, Wt1 (WT1 transcription factor) [NCBI Gene 22431] {aka D630046I19Rik, Wt-1}, Chga (chromogranin A) [NCBI Gene 12652] {aka ChrA, cgA}, Dag1 (dystroglycan 1) [NCBI Gene 13138] {aka D9Wsu13e, DG, Dp427, Dp71}, Foxc1 (forkhead box C1) [NCBI Gene 17300] {aka FREAC3, Fkh1, Mf1, Mf4, ch, fkh-1}, Bambi (BMP and activin membrane-bound inhibitor) [NCBI Gene 68010] {aka 2610003H06Rik}, Kcnj1 (potassium inwardly-rectifying channel, subfamily J, member 1) [NCBI Gene 56379] {aka Kir1.1, ROMK, Romk2}
- **Diseases:** Cancer (MESH:D009369), MERFISH (MESH:D015456)
- **Chemicals:** ethanol (MESH:D000431), bis-acrylamide (MESH:C021221), DAPI (MESH:C007293), formamide (MESH:C031066), oil (MESH:D009821), NNN'tetramethyl-ethylenediamine (-), TEMED (MESH:C005798), PBS (MESH:D007854), ammonium persulfate (MESH:C031276), Triton-X 100 (MESH:D017830), acrylamide (MESH:D020106), SDS (MESH:D012967)
- **Species:** Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** KLH — Mus musculus (Mouse), Hybridoma (CVCL_XF15), MERFISH — Homo sapiens (Human), Osteosarcoma, Cancer cell line (CVCL_YK69), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

14 figures with captions in the complete paper: https://tomesphere.com/paper/PMC9760489/full.md

## References

59 references — full list in the complete paper: https://tomesphere.com/paper/PMC9760489/full.md

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Source: https://tomesphere.com/paper/PMC9760489