Evidence map›Paper›PMID 42074165›Full record

ArticleInternational journal of molecular sciences2026

In Silico Perturbation Identifies Transcription Factors as Protective Targets in HSPCs After Irradiation.

Zongjian Tao, Qi Zhang, Yingying Chen, Shaoting Lv, Qilin Huang, Hongyue Tian, Qixiang Liu, Caihui Li, Yuyuan Wang, Hao Lu and 4 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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
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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

14 authors.

Zongjian TaoAcademy of Military Medical Sciences, Beijing 100850, China.
Qi ZhangAcademy of Military Medical Sciences, Beijing 100850, China.
Yingying ChenAcademy of Military Medical Sciences, Beijing 100850, China.
Shaoting LvAcademy of Military Medical Sciences, Beijing 100850, China.
Qilin HuangAcademy of Military Medical Sciences, Beijing 100850, China.
Hongyue TianAcademy of Military Medical Sciences, Beijing 100850, China.
Qixiang LiuAcademy of Military Medical Sciences, Beijing 100850, China.
Caihui LiAcademy of Military Medical Sciences, Beijing 100850, China.
Yuyuan WangCollege of Life Sciences, Zhejiang University, Hangzhou 310058, China.
Hao LuAcademy of Military Medical Sciences, Beijing 100850, China.
Cheng QuanAcademy of Military Medical Sciences, Beijing 100850, China.
Hongxia ChenAcademy of Military Medical Sciences, Beijing 100850, China.
Yiming LuAcademy of Military Medical Sciences, Beijing 100850, China.
Gangqiao ZhouAcademy of Military Medical Sciences, Beijing 100850, China.

Funding

National Natural Science Foundation of China 32200511National Natural Science Foundation of China 32270714
6 · The paper itself

Abstract

Hematopoietic stem and progenitor cells (HSPCs) in the bone marrow are highly vulnerable to radiation-induced damage. Systematic delineation of lineage-specific transcription factor (TF) programs, together with in silico perturbation analyses, provides a valuable approach for identifying regulators capable of accelerating hematopoietic reconstruction after irradiation. Here, using single-cell RNA sequencing (scRNA-seq), we characterized the dynamics of HSPCs at both cellular abundance and transcriptional regulation levels following irradiation and used in silico TF perturbation to predict their effects on lineage commitment. We found that granulocyte-macrophage progenitor (GMP) differentiation is consistently prioritized after irradiation, accompanied by enhanced activity of proliferation-associated drivers. Network-based TF profiling identified

Indexed as

Hematopoietic Stem CellsTranscription FactorsAnimalsCell DifferentiationCell LineageComputer SimulationGene Expression RegulationHumansMiceTranscription Factor 7-Like 2 ProteinTranscription Factor 7-Like 2 ProteinTranscription Factorshematopoietic stem and progenitor cellsHsf1in silico perturbationradiationscRNA-seqTcf7l2transcriptional regulation

Identifiers

PMID42074165
PMCPMC13116119

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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.