PubHawk
Nat Commun July 2023 PMID 37463931

CellSighter: a neural network to classify cells in highly multiplexed images.

Yael Amitay, Yuval Bussi, Ben Feinstein, Shai Bagon, Idan Milo, Leeat Keren

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Mentions

13
Peak: 7 in Aug 2023
across 2 sources since Nov 2022

Extended reach

158,590
potential audience

Total likes

13

Video views

39

Mentions per month

Nov 2022 – Jun 2024

Where it's discussed

  • X / Twitter12 posts
  • YouTube1 videos

AI synopsis

What people are saying

Discussions highlight the innovative aspect of the neural network, with posts calling it a 'game changer' and emphasizing its ability to classify cells quickly and reliably, which suggests strong appreciation for its potential to improve existing workflows and advance research in tissue imaging.

AgreementModerate agreement

Most discussions recognize the significance of the new neural network method, with some expressing enthusiasm for its capabilities and potential applications.

InterestHigh interest

The topic attracts high interest due to its relevance in bioinformatics and image analysis fields, as shown by references to symposium presentations and curated articles.

EngagementModerate engagement

Participants engage with the technical aspects by sharing summaries, praising the tool’s accuracy, and noting its efficiency improvements.

ImpactModerate impact

There’s a consensus that this development could influence future research and streamline cell classification processes, indicating moderate to high impact.

Abstract in brief

  • CellSighter is a deep learning tool designed to quickly and accurately classify cells in highly multiplexed tissue images, reducing the time and effort traditionally required for this task.
  • It can achieve over 80% accuracy in identifying major cell types, even with a small amount of training data, and generalizes well across different imaging platforms by learning both protein expression and spatial features.
  • The system provides confidence scores for its predictions, enabling experts to verify results, and ultimately streamlines the process of cell classification while maintaining high reliability.]
Read the full abstract

Top posts

Most liked on X and Bluesky
BioDecoded
@BioDecoded · X

CellSighter: a neural network to classify cells in highly multiplexed images | Nature Communications https://t.co/wvItK6cU3V #Bioinformatics https://t.co/dIHDu6oFBU

Aug 11, 2023 · 9 likes · 2 shares · 8,899 followers View post →
Dr. Fawaz Alzaid
@DrFAlzaid · X

Latest curated articles

Aug 3, 2023 · 3 likes · 3 shares · 1,697 followers View post →
Monika Mohenska
@m_mohenska · X

Yael Amitay presents: CellSighter: a neural network to classify cells in highly multiplexed images @WEHI_research Spatial Technology Symposium https://t.co/40dwXfgv1w

Jun 6, 2024 · 1 like · 402 followers View post →
bioRxiv
@biorxivpreprint · X

CellSighter - A neural network to classify cells in highly multiplexed images https://t.co/ecQgL8Usg3 #bioRxiv

Nov 8, 2022 · 136,946 followers View post →
bioRxiv SysBio
@biorxiv_sysbio · X

CellSighter - A neural network to classify cells in highly multiplexed images https://t.co/3GARCUAa0w #biorxiv_sysbio

Nov 8, 2022 · 2,282 followers View post →
Gavin McStay
@gavinmcstay2 · X

RT @DrFAlzaid: Latest curated articles

Aug 4, 2023 · 3 shares · 2,189 followers View post →

All mentions

Monika Mohenska
@m_mohenska · X

Yael Amitay presents: CellSighter: a neural network to classify cells in highly multiplexed images @WEHI_research Spatial Technology Symposium https://t.co/40dwXfgv1w

Jun 6, 2024 · 1 like · 402 followers View post →
Yang Fang
@xiaoxiaoyangs · X

RT @BioDecoded: CellSighter: a neural network to classify cells in highly multiplexed images | Nature Communications https://t.co/wvItK6cU3…

Aug 13, 2023 · 2 shares · 23 followers View post →
Daedalus
@whooves_s · X

RT @BioDecoded: CellSighter: a neural network to classify cells in highly multiplexed images | Nature Communications https://t.co/wvItK6cU3…

Aug 11, 2023 · 2 shares · 157 followers View post →
BioDecoded
@BioDecoded · X

CellSighter: a neural network to classify cells in highly multiplexed images | Nature Communications https://t.co/wvItK6cU3V #Bioinformatics https://t.co/dIHDu6oFBU

Aug 11, 2023 · 9 likes · 2 shares · 8,899 followers View post →
Sofia Costa
@ASofiaHCosta · X

RT @DrFAlzaid: Latest curated articles

Aug 4, 2023 · 3 shares · 1,519 followers View post →
Gavin McStay
@gavinmcstay2 · X

RT @DrFAlzaid: Latest curated articles

Aug 4, 2023 · 3 shares · 2,189 followers View post →
Bims: Biomed News
@Bims_BiomedNews · X

RT @DrFAlzaid: Latest curated articles

Aug 4, 2023 · 3 shares · 2,114 followers View post →
Dr. Fawaz Alzaid
@DrFAlzaid · X

Latest curated articles

Aug 3, 2023 · 3 likes · 3 shares · 1,697 followers View post →
Heather Vincent (also on BlueSky)
@heathermvincent · X

CellSighter: a neural network to classify cells in highly multiplexed images https://t.co/AMFKuOORmy

Jul 19, 2023 · 2,066 followers View post →
BioNetPapers
@bionet_papers · X

CellSighter: a neural network to classify cells in highly multiplexed images https://t.co/WuopvZep1y

Jul 19, 2023 · 221 followers View post →
bioRxiv SysBio
@biorxiv_sysbio · X

CellSighter - A neural network to classify cells in highly multiplexed images https://t.co/3GARCUAa0w #biorxiv_sysbio

Nov 8, 2022 · 2,282 followers View post →
bioRxiv
@biorxivpreprint · X

CellSighter - A neural network to classify cells in highly multiplexed images https://t.co/ecQgL8Usg3 #bioRxiv

Nov 8, 2022 · 136,946 followers View post →