Evidence map›Paper›PMID 41372705›Full record

ArticleMolecular systems biology2026

Single cell transcriptional perturbome in pluripotent stem cell models.

Elisa Balmas, Maria L Ratto, Kirsten E Snijders, Silvia Becca, Carla Liaci, Irene Ricca, Giorgio R Merlo, Raffaele A Calogero, Luca Alessandrì, Sasha Mendjan and 1 more

Abstract read
In one paragraph

Article in Molecular systems biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Elisa Balmas *Molecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy. elisa.balmas@unito.it.ORCID http://orcid.org/0000-0002-4600-6809
Maria L Ratto *Molecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.ORCID http://orcid.org/0000-0003-2610-242X
Kirsten E Snijders *Molecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.ORCID http://orcid.org/0000-0002-9683-6528
Silvia BeccaMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.ORCID http://orcid.org/0009-0009-4918-1133
Carla LiaciMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.ORCID http://orcid.org/0000-0003-4508-516X
Irene RiccaMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.ORCID http://orcid.org/0009-0009-5276-2035
Giorgio R MerloMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.
Raffaele A CalogeroMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.
Luca AlessandrìMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy.
Sasha MendjanInstitute of Molecular Biotechnology, Vienna, Austria.ORCID http://orcid.org/0000-0001-7539-3951
Alessandro BerteroMolecular Biotechnology Center "Guido Tarone", University of Turin, Turin, Italy. alessandro.bertero@unito.it.ORCID http://orcid.org/0000-0002-4919-9087

Funding

Additional Ventures (AV) Single Ventricle Research Fund 2022EC | ERC | HORIZON EUROPE European Research Council (ERC) 101076026Giovanni Armenise-Harvard Foundation (GAHF) Career Development Award 2021University of Washington (UW) Innovation Pilot Award 2019
6 · The paper itself

Abstract

Functional genomics screens in human induced pluripotent stem cells (hiPSCs) remain challenging despite their transformative potential. We developed iPS2-seq: an inducible, clone-aware screening platform that enables phenotype-agnostic, single-cell resolved dissection of loss-of-function effects in hiPSC derivatives, including complex multicellular models such as organoids. iPS2-seq distinguishes true perturbation effects from genetic and epigenetic variability. It supports pooled and arrayed formats, integrates with microfluidic or split-pool single-cell RNA sequencing, and extends to multi-omic profiling of chromatin and proteins. A dedicated pipeline, catcheR, streamlines design and analysis. The platform enables stage-specific follow-up dissection of screen hits. We demonstrate this by targeting congenital heart disease-associated genes in monolayer cardiomyocytes and organoids. This reveals that epigenetic neuroectodermal priming interferes with germ layer differentiation in specific clones. Accounting for this bias, we show that SMAD2 controls cardiac progenitor specification, with knockdown redirecting cells toward fibroblast and epicardial fates. iPS2-seq unlocks rigorous functional genomics in hiPSC-based models.

Indexed as

Induced Pluripotent Stem CellsSingle-Cell AnalysisCell DifferentiationEpigenesis, GeneticGene Expression ProfilingGenomicsHumansMyocytes, CardiacOrganoidsSmad2 ProteinTranscription, GeneticSmad2 ProteinSMAD2 protein, humanFunctional GenomicsHuman Pluripotent Stem CellsLoss of FunctionPooled ScreensSingle-cell RNA-seq

Identifiers

PMID41372705
PMCPMC12864791

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.