Evidence map›Paper›PMID 40938467›Full record

ArticleStress biology2025

Single-cell RNA sequencing reveals developmental trajectories and environmental regulation of callus formation in Arabidopsis.

Zhixin Liu, Yixin Zhang, Qianli Zhao, Hao Liu, Yaping Zhou, Aizhi Qin, Chunyang Li, Lulu Yan, Mengfan Li, Peibo Gao and 7 more

Abstract read
In one paragraph

Article in Stress biology, 2025. 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

17 authors.

Zhixin LiuNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Yixin ZhangNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Qianli ZhaoNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Hao LiuNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Yaping ZhouNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Aizhi QinNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Chunyang LiNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Lulu YanNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Mengfan LiNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Peibo GaoNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Xiao SongNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Yajie XieNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Enzhi GuoNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Luyao KongNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Liping GuanNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Guoyong AnNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China.
Xuwu SunNational Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475001, China. sunxuwu@henu.edu.cn.ORCID http://orcid.org/0000-0001-8462-6948

Funding

National Key Research and Development Program of China 2022YFD1200300
6 · The paper itself

Abstract

Plant cells exhibit an extraordinary regenerative potential, achieving cellular totipotency by dedifferentiating to form new tissues. While significant progress has been made in understanding cell fate mechanisms, the regulatory networks governing callus cell development remain insufficiently explored, particularly regarding cell classification, morphology, and regulatory processes. This study provides a detailed investigation into the developmental dynamics and transcriptomic profiles of callus cells in Arabidopsis at key stages: initiation, proliferation, and greening. Employing single-cell RNA sequencing and UMAP-based clustering, we annotated cell clusters based on highly enriched gene expressions. Developmental trajectories were further mapped through pseudotime analysis, revealing distinct transcription factor networks. Additionally, functional analysis of key regulatory genes was conducted using mutant and overexpression lines, affirming their roles in callus development. Gene Ontology analysis highlighted the involvement of environmental factors-low oxygen and salinity promoted callus formation, while light inhibited it, though essential for greening. These findings shed light on the complex regulatory landscape of plant tissue regeneration and guide future research avenues.

Indexed as

Callus cellsDedifferentiationDevelopmental trajectoriesEnvironmental factorsPlant regenerationScRNA-seq

Identifiers

PMID40938467
PMCPMC12431987

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.