Table 1 Imaging-Based ST Technologies

From: Advances in spatial transcriptomics and its application in the musculoskeletal system

Method

Inventor

Year established

Sample type

Advantages

Limitations

Gene detection efficiency

Targeted/ transcriptome-wide

Spatial resolution

Commercial platform (vendor)

References

ISH-based

smFISH

Femino et al.

1998

FF/FFPE

High sensitivity

Low throughput

Nearly 100%

Targeted

Subcellular

RNAscope (Bio-Techne)

44,45

seqFISH

Lubeck et al.

2014

FF/FFPE

Multiplexing

High cost, high error, optical crowding, limited view

84%

Targeted

Subcellular

Molecular Cartography (Resolve Biosciences)

47,225

MERFISH

Chen et al.

2015

FF/FFPE

Multiplexing, improved detection robustness

High cost, limited view

80%–95%

Targeted

Subcellular

MERSCOPE (Vizgen)

49,226

seqFISH+

Eng et al.

2019

FF

Higher level of multiplexing, each image displays part of the transcripts, reducing optical crowding

High cost, time-consuming, limited view: analysis of small tissue profiles, only 1 mm2

49%

Targeted

Subcellular

NA

48,50

EEL FISH

Borm et al.

2022

FF

Multiplexing, high throughput, low cost, gapless RNA capture, eliminates tissue background impact

Low detection sensitivity

2.6%–13.2%

Targeted

Subcellular

Rebus Esper (Rebus Biosystems)

50

CosMx SMI

Nanostring

2022

FF/FFPE

Automated equipment, targeted detection of RNA and proteins at the spatial level, high signal-to-noise ratio

Low throughput

One or two copies per cell

Targeted

Subcellular

CosMx SMI (Nanostring)

51

ISS-based

FISSEQ

Lee et al.

2014

FF/FFPE

Whole transcriptome analysis

Limited read length, extremely low detection efficiency, high proportion of rRNA reads, low throughput, expensive, optical crowding

< 0.005%

Transcriptome-wide

Subcellular

RC2 (ReadCoor)

56,227

STARmap

Wang et al.

2018

FF

High signal-to-noise ratio, high sensitivity, high precision, capable of resolving thick tissue sections

Low throughput, limited view

Slightly better than scRNA-seq

Targeted

Subcellular

Plexa In Situ Analyzer (Stellaromics)

54

Exseq

Alon et al.

2021

FF/FFPE

Optional targeted and non-targeted, nanoscale subcellular spatial resolution

Long imaging time

~43.4% (Targeted)

Targeted or transcriptome-wide

Subcellular

NA

22

Xenium

10x Genomics

2023

FF/FFPE

High detection sensitivity for low-level expressed genes, high specificity, fast data output capability

Platform capable of combined proteomic analysis pending release

1.4 times higher than scFFPE-seq

Targeted

Subcellular

Xenium (10x Genomics)

53

Electro-seq

Li et al.

2023

Live cells

Paired detection of 3D transcriptional states and electrophysiological states

The causal relationship between gene expression and electrophysiology still needs further exploration

NA

Targeted

Cellular

NA

55