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Integrated bioinformatics analysis identifies CHAD association with osteoporosis and in vitro chondrogenic effects of
Keng-Fu Lan1,2, Wei-Hsiang Su3, Yongjin Zhong1,2
1State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, Sichuan University, Chengdu, 610041, China.
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.
Insights
This study identifies CHAD as a key gene in osteoporosis (OP) and finds that wogonin, a Traditional Chinese Medicine compound, promotes chondrogenic differentiation in vitro, offering a potential new therapeutic strategy for OP.
Area of Science:
- Genomics
- Bioinformatics
- Pharmacology
Background:
- Osteoporosis (OP) is characterized by low bone density and high fracture risk, with current treatments having limitations.
- The molecular underpinnings of OP are not fully understood, driving the search for novel therapeutic targets.
- Traditional Chinese Medicine (TCM) offers potential alternative therapies for OP.
Purpose of the Study:
- To identify dysregulated genes in OP using integrated bioinformatics.
- To screen TCM compounds targeting identified genes for potential therapeutic effects.
- To investigate the in vitro effects of selected TCM compounds on chondrogenic differentiation.
Main Methods:
- Integrated analysis of bulk and single-cell RNA sequencing data to identify differentially expressed genes (DEGs) in OP.
- Molecular docking to predict binding affinities of TCM compounds to identified target genes (CHAD, COL2A1).
- In vitro assessment of chondrogenic differentiation in ATDC5 cells treated with selected TCM compounds (wogonin, tetrandrine).
Main Results:
- CHAD and COL2A1 were identified as significantly downregulated genes in OP datasets, upregulated after teriparatide treatment.
- Wogonin and tetrandrine exhibited high binding affinities to CHAD and COL2A1 via molecular docking.
- Wogonin demonstrated enhanced chondrogenic differentiation effects in vitro, suggesting a therapeutic role.
Conclusions:
- Integrated multi-omics bioinformatics identified CHAD as a potential hub gene associated with osteoporosis.
- Wogonin's ability to modulate chondrogenic differentiation suggests its potential as an osteoporosis therapeutic.
- Further research into wogonin and CHAD's role in OP is warranted.
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