Evidence map›Paper›PMID 41528139›Full record

ArticlePlant biotechnology journal2026

Transcription Profiling of Potato Leaves in Response to Heat Stress at Single-Cell Resolution.

Shiqi Wen, Ke Wang, Wenqian Liang, Rongrong Liu, Zihan Li, Xinlong Chen, Yan Li, Dianqiu Lv, Hongju Jian

Abstract read
In one paragraph

Article in Plant biotechnology journal, 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

9 authors.

Shiqi WenIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.ORCID https://orcid.org/0009-0000-1954-8111
Ke WangIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Wenqian LiangIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Rongrong LiuIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Zihan LiIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Xinlong ChenIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Yan LiIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Dianqiu LvIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.
Hongju JianIntegrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing Technology Innovation Center of Breeding, Southwest University, Chongqing, People's Republic of China.

Funding

Chongqing Modern Agricultural Industry Technology System CQMAITS202503Chongqing Technology Innovation Application Development Program CSTB2022TIAD-CUX0012Fundamental Research Funds for the Central Universities SWU-KF25037National Key Research and Development Program of China 2022YFD1201600National Natural Science Foundation of China 32101659Natural Science Foundation of Chongqing CSTB2024NSCQ-MSX0754
6 · The paper itself

Abstract

Potato (Solanum tuberosum L.) is a globally important food crop with considerable nutritional and economic value. Heat stress significantly inhibits potato plant growth and tuber development, constraining the sustainable development of the potato industry. Currently, studies on the cellular-level mechanisms underlying heat adaptation in potato remain relatively scarce. In this study, single-nucleus RNA sequencing was employed to construct single-cell transcriptomic maps of potato leaves under normal and heat stress conditions, yielding 77 344 high-quality nuclei and identifying six major cell types. The results indicated that epidermal cells represented the key cell type in heat-stress response, exhibiting the highest number of differentially expressed genes, whereas vascular cells were positioned in the transition zone of the pseudo-time trajectory and may have been involved in cell differentiation processes. By integrating bulk RNA-seq data, a heat stress response co-expression network was constructed, identifying 12 core transcription factors, with StPIF4 appearing repeatedly. Experimental validation confirmed that heat stress strongly induced StPIF4 expression. Functional studies demonstrated that StPIF4 significantly enhanced potato heat tolerance by improving reactive oxygen species scavenging capacity. This study provided cellular-level insights into the mechanisms underlying potato adaptation to heat stress.

Indexed as

Heat-Shock ResponsePlant LeavesSolanum tuberosumGene Expression ProfilingGene Expression Regulation, PlantPlant ProteinsReactive Oxygen SpeciesSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscription FactorsPlant ProteinsReactive Oxygen SpeciesTranscription Factorsco‐expression networkheat stresspotatosnRNA‐seqStPIF4

Identifiers

PMID41528139
PMCPMC13110171

What OpenQuestion holds

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Registered trials

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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.