Evidence map›Paper›PMID 40624035›Full record

ArticleScientific reports2025

Integrated bioinformatics analysis identifies CHAD association with osteoporosis and in vitro chondrogenic effects of Wogonin.

Keng-Fu Lan, Wei-Hsiang Su, Yongjin Zhong, Yan Wu, Siqi Ye, Dan He, Yancheng Lai, Charles C N Wang, Anchun Mo

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

The trial behind it

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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

1 citing paper in PubMed.

  1. Review
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.

Keng-Fu Lan *State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Wei-Hsiang SuDepartment of Bioinformatics and Medical Engineering, Asia University, No. 500, Liufeng Rd., Wufeng Dist, Taichung City, 413305, Taiwan.
Yongjin ZhongState Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Yan Wu *State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Siqi YeState Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Dan HeState Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Yancheng LaiState Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
Charles C N WangDepartment of Bioinformatics and Medical Engineering, Asia University, No. 500, Liufeng Rd., Wufeng Dist, Taichung City, 413305, Taiwan. cnwang@asia.edu.tw.
Anchun MoState Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China. moanchun@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Osteoporosis (OP), characterized by reduced bone density and increased fracture risk. Current therapies have limitations due to side effects and variable efficacy, necessitating exploration of novel therapeutic targets and alternatives like Traditional Chinese Medicine (TCM). The molecular mechanisms driving OP remain incompletely understood. This study utilized integrated bioinformatics approaches to identify potentially dysregulated genes in OP and explored in vitro effects of TCM compounds targeting top identified genes. Differentially expressed genes (DEGs) associated with OP were identified by integrating bulk and single-cell RNA sequencing datasets. Potential therapeutic compounds targeting selected DEGs were screened from a TCM database using molecular docking to predict binding affinities. Based on highest binding scores, two compounds were selected for experimental validation. Their effects on chondrogenic differentiation, relevant to the known function of the identified target genes CHAD and COL2A1, were assessed in vitro using ATDC5 cells. Integrated bioinformatics analysis consistently identified CHAD and COL2A1 as significantly downregulated genes in OP datasets, and they were upregulated after teriparatide injection. Molecular docking predicted binding affinities of several TCM compounds to CHAD and COL2A1, with tetrandrine and wogonin showing the highest binding affinities. They were selected for chondrogenesis and qRT-PCR validation, and wogonin was experimentally demonstrated to have better chondrogenic differentiation effects in vitro. This study employed a multi-omics bioinformatics approach to identify CHAD as a potential hub gene of interest associated with osteoporosis. Preliminary in vitro experiments showed that wogonin modulates chondrogenic differentiation, a process related to CHAD's function, suggesting potential avenues for further investigation into OP therapeutics.

Indexed as

ChondrogenesisComputational BiologyDrugs, Chinese HerbalFlavanonesOsteoporosisAnimalsCell DifferentiationCell LineCollagen Type IIGene Expression RegulationHumansMedicine, Chinese TraditionalMiceMolecular Docking SimulationCollagen Type IIDrugs, Chinese HerbalFlavanoneswogoninBioinformaticsMolecular DockingOsteoporosisTraditional Chinese medicineWogonin

Identifiers

PMID40624035
PMCPMC12234696

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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.