Evidence map›Paper›PMID 41957812›Full record

ArticleBiology direct2026

Single-cell RNA sequencing analysis reveals the evolution and regulatory features of specialized endothelial cell subsets in non-traumatic osteonecrosis of the femoral head.

Shengping Tang, Hongyi Lu, Xinda Zheng, Zhuqing Dong, Jianhong Liu, Qian Huang, Boxiang Li, Xiaofei Ding, Jinmin Zhao, Shijie Liao

Abstract read
In one paragraph

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

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Shengping Tang *Collaborative Innovation Centre of Regenerative Medicine and Medical Bioresource Development and Application Co-constructed by the Province and Ministry, Guangxi Medical University, Nanning, 530021, China.
Hongyi Lu *Department of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China.
Xinda ZhengDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China.
Zhuqing DongCollaborative Innovation Centre of Regenerative Medicine and Medical Bioresource Development and Application Co-constructed by the Province and Ministry, Guangxi Medical University, Nanning, 530021, China.
Jianhong LiuDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China.
Qian HuangDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China.
Boxiang LiDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China.
Xiaofei DingDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China. dxfeicsgk2014@163.com.
Jinmin ZhaoCollaborative Innovation Centre of Regenerative Medicine and Medical Bioresource Development and Application Co-constructed by the Province and Ministry, Guangxi Medical University, Nanning, 530021, China. zhaojinmin@126.com.
Shijie LiaoDepartment of Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, China. gxliaoshijie@163.com.

Funding

National Natural Science Foundation of China 82460422National Natural Science Foundation of China 82460817
6 · The paper itself

Abstract

Non-traumatic osteonecrosis of the femoral head (NONFH) is a disabling disease mainly caused by glucocorticoid use and alcohol abuse, characterized by local impairment of blood supply and limited bone repair; however, the composition and regulatory mechanisms of specialized endothelial cells (ECs) in its microenvironment remain unclear. In this study, we used single-cell RNA sequencing (scRNA-seq) to identify four EC subsets, including type L, type H, type R, and arterial ECs. Type H and type R ECs were primarily enriched in cell adhesion and angiogenesis pathways and represented key subsets that promote bone repair in NONFH. Their abundance increased during the mid-stage of NONFH but declined in the late stage. Stromal cells in the femoral head interacted with type H and type R ECs through multiple ligand–receptor axes, maintaining their function. Further screening identified PDK4 as a critical regulator of type H and type R EC abundance. PDK4 not only promotes endothelial fatty acid oxidation but also participates in iron homeostasis and angiogenesis. In vitro experiments showed that PDK4 knockdown significantly impaired the angiogenic phenotype of ECs, which was associated with suppressed fatty acid oxidation, highlighting PDK4’s role in sustaining the activity and function of type H and type R ECs under disease conditions. Peripheral blood transcriptome analysis revealed that the dynamic expression pattern of PDK4 across NONFH stages was consistent with the single-cell results, suggesting potential value for stage-specific diagnosis. By integrating single-cell and peripheral blood transcriptome analyses with in vitro experiments and metabolomic validation, this study elucidates the dynamic changes of specialized ECs and the PDK4-mediated metabolic regulatory mechanisms during NONFH progression. These findings provide new insights into vascular repair and potential therapeutic strategies for NONFH.

Indexed as

Endothelial CellsFemur Head NecrosisPyruvate Dehydrogenase Acetyl-Transferring KinaseAnimalsHumansSequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisPDK4 protein, humanPyruvate Dehydrogenase Acetyl-Transferring KinaseNon-traumatic ONFHPDK4scRNA-seqType H vesselType R vessel

Identifiers

PMID41957812
PMCPMC13094281

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.