Evidence map›Paper›PMID 39835270›Full record

ArticleJOR spine2025

Single-Cell Analysis Integrated With Machine Learning Elucidates the Mechanisms of Nucleus Pulposus Cells Apoptosis in Intervertebral Disc Degeneration and Therapeutic Interventions.

Chao Song, Xiaofei Wu, Chaoqi Chen, Baoxin Shen, Yongliang Mei, Qian Yan, Feng Jiang, Feng Chen, Fei Liu

Abstract read
In one paragraph

Article in JOR spine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

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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.

Chao SongDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.ORCID https://orcid.org/0000-0003-0611-4298
Xiaofei WuDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.
Chaoqi ChenDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.
Baoxin ShenDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.
Yongliang MeiDepartment of Orthopedics and Traumatology, the Affiliated Traditional Chinese Medicine Hospital Southwest Medical University Luzhou China.
Qian YanDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.
Feng JiangDepartment of Orthopedics and Traumatology, the Affiliated Traditional Chinese Medicine Hospital Southwest Medical University Luzhou China.
Feng ChenDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.
Fei LiuDepartment of Orthopedics RuiKang Hospital Affiliated to Guangxi University of Chinese Medicine Nanning China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The molecular of intervertebral disc degeneration (IVDD) is still unclear. When it comes to treating decoction, traditional Chinese medicine is effective. In particular, the Duhuo (Radix Angelicae Biseratae) may be particularly helpful. Purpose: To identify nucleus pulposus cells (NPCs) subpopulations and immune cells and clarify the mechanism of IVDD therapy, offering recommendations for diagnosis and treatment. Methods: IVDD targets from the Genecards and microarray data from biological databases. To find the key genes and biological pathways underlying IVDD, multiple machine learning techniques were used. IVDD is associated with subpopulations of NPCs as revealed by single-cell analysis, and immunological infiltration was identified by Immune Cell AI. To validate the molecular pathways by which Duhuo activity affects IVDD, network pharmacology and molecular docking were employed. Results: The process of IVDD is linked to key genes like TP53, JUN, PTEN, IL1B, ERBB2, MAPK8, CASP9, PTK2, etc. The main molecular mechanisms involved in this process are immune responses, inflammatory factors expression, cellular responses to mechanical stimuli, and NPC apoptosis. Immune Cell AI discovered a correlation between CD4 naïve, B cell, monocyte, NK, and macrophage infiltration with the development of IVDD. The NPC subtypes associated with IVDD, namely fibroNPCs, adhesion NPCs, regulatory NPCs, homeostatic NPCs, and hypertrophic chondrocyte-like NPCs (HT-CL NPCs), were the subject of single-cell mapping. We also found that Osthole, Columbianadin, and Bergapten, the principal blood entry components of Dohuo, may have a role by modulating CASP9, MAPK8, PTGS1, and PARP1, the targets of apoptosis. Conclusion: The NPC subpopulations that exist in IVDD are HT-CL NPCs, fibroNPCs, adhesion NPCs, regulatory NPCs, and homeostatic NPCs. Furthermore, a variety of immune cell infiltrates, particularly monocyte and macrophage, have a significant impact on the advancement of IVDD. Osthole, Columbianadin, and Bergapten, the principal components of Duhuo, absorb IVDD via controlling the death of NPCs.

Indexed as

apoptosisDuhuoimmune infiltrationintervertebral disc degenerationmacrophage

Identifiers

PMID39835270
PMCPMC11745822

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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.