Evidence map›Paper›PMID 42533120›Full record

ArticleEMBO reports2026

Cumulative microscopy reveals cellular states in fibroblasts from patients with genetic disorders.

Karen Akopyan, Zhiyu Hao, Susann Karlberg, Svetlana Vakkilainen, Fulya Taylan, Minna Pekkinen, Outi Mäkitie, Arne Lindqvist

Abstract read
In one paragraph

Article in EMBO reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Karen AkopyanDepartment of Cell and Molecular Biology, Karolinska Institutet, Stockholm, Sweden.
Zhiyu HaoDepartment of Cell and Molecular Biology, Karolinska Institutet, Stockholm, Sweden.ORCID http://orcid.org/0009-0001-1056-6628
Susann KarlbergChildren's Hospital, Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
Svetlana VakkilainenChildren's Hospital, Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
Fulya TaylanDepartment of Molecular Medicine and Surgery, Karolinska Institutet, and Department of Clinical Genetics and Genomics, Karolinska University Hospital, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-2907-0235
Minna PekkinenChildren's Hospital, Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.ORCID http://orcid.org/0000-0003-2947-4683
Outi MäkitieChildren's Hospital, Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.ORCID http://orcid.org/0000-0002-4547-001X
Arne LindqvistDepartment of Cell and Molecular Biology, Karolinska Institutet, Stockholm, Sweden. arne.lindqvist@ki.se.ORCID http://orcid.org/0000-0002-0141-1579

Funding

Barncancerfonden (Swedish Childhood Cancer Foundation) PR2021-0090Cancerfonden (Swedish Cancer Society) 2021/1742China Scholarship Council (CSC) 202106760022Folkhälsanin Tutkimussäätiö (Folkhälsan Research Foundation) 101009Stockholm läns landsting (Stockholm County Council) 502492Vetenskapsrådet (VR) 2019-01594Vetenskapsrådet (VR) 2022-00800Wellcome Trust 101009
6 · The paper itself

Abstract

Analysis of cellular states and signaling trajectories can provide insights into causes of disease. We developed cumulative microscopy, a method to perform cyclical imaging without elution or quenching steps. Cumulative microscopy computationally extracts individual signals from accumulating fluorescence during sequential imaging. We use cumulative microscopy to quantitatively assess cell cycle and stress markers in individual primary fibroblasts from patients with rare genetic proliferative disorders with increased cancer risk. Neural network-based analysis of cumulative microscopy data suggests that cells from patients with Cartilage-hair hypoplasia (CHH), but not Mulibrey Nanism (MUL), show replication stress. We analyze cell states and cell trajectories and find that a subset of cells from patients with CHH show spontaneous replication stress, followed by cell cycle exit in both G1 and G2 phases. We note that replication stress potentially could underlie both proliferative defects and increased cancer risk in CHH patients and conclude that cumulative microscopy is an efficient, quantitative, and generalizable approach to multiplex microscopy.

Indexed as

FibroblastsGenetic Diseases, InbornMicroscopyCell CycleCells, CulturedDNA ReplicationHairHumans

Identifiers

PMID42533120
PMCPMC13554152

What OpenQuestion 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 OpenQuestion graph.