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pmid:40826484

Unraveling the causal role of TGF-βRII in osteoporosis and the potential of its associated differential genes as novel targets.

Xinyu Zhu · Yueyang Fan · Wenyu Wang · Rui Wu · Chen Zhang · Ziquan Yang

European journal of medical research · 2025 doi:10.1186/s40001-025-02971-z

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

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title
Unraveling the causal role of TGF-βRII in osteoporosis and the potential of its associated differential genes as novel targets.
doi
10.1186/s40001-025-02971-z
pmid
40826484
authors array · 6 items
[0]
Xinyu Zhu
[1]
Yueyang Fan
[2]
Wenyu Wang
[3]
Rui Wu
[4]
Chen Zhang
[5]
Ziquan Yang
journal
European journal of medical research
year
2025
abstract
BACKGROUND: Osteoporosis (OP) is a common disorder associated with reduced density of the bones, increasing the likelihood of fractures and deformities. The global incidence of OP is rising rapidly due to aging populations and lifestyle changes, affecting not only older adults but, increasingly, younger and middle-aged individuals. The long-term care and rehabilitation required for OP-induced fractures and complications impose significant economic burdens on both individuals and society, as well as reducing their quality of life. METHODS: Recent studies have demonstrated an association between transforming growth factor-beta type II receptor (TGF-βRII) and OP through analysis of gene expression data sets and Mendelian randomization, suggesting potential causal relationships. Differentially expressed genes (DEGs) were identified between mesenchymal stem cells (MSCs) from OP patients and healthy controls in the GEO database, and their functions were analyzed. The relationships between the identified genes and their effects on immune cells were examined in terms of ceRNAs and immune infiltration. Single-cell RNA-seq data of OP patients in GSE147287 was used to investigate effects on MSC differentiation from DEGs, and gene expression data were verified using RT-qPCR. RESULTS: The molecular pathways underlying OP were explored by focusing on the role of MSCs and TGF-β signaling, identifying a significant causal link between TGFBRII and OP. DEGs associated with the TGF-β pathway included ID2, ID4, LRRC32, and EMP3, which are closely related to bone homeostasis and the differentiation of bone marrow MSCs. In addition, analysis of immune infiltration showed the involvement of these genes in various immune cells, and potential non-coding RNA targeting ID2, ID4, and LRRC32 were investigated using ceRNA networks. Single-cell sequencing demonstrated the expression of ID2, ID4, LRRC32, and EMP3 in bone marrow MSCs and their effects on MSC differentiation. CONCLUSIONS: TGFBRII was found to be causally associated with OP. ID2, ID4, LRRC32, and EMP3 affect the differentiation and osteogenic function of bone marrow MSCs through the TGF-β pathway, suggesting the potential of ID2, ID4, LRRC32, and EMP3 as therapeutic targets for treating osteoporosis. In summary, targeting of ID2, ID4, LRRC32, and EMP3 holds significant promise for the treatment of OP, providing new targets and strategies, and precise treatment.
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The causal relationships between pathways and OP were investigated using a bidirectional two-sample MR approach. Three methods, namely, IVW, MR–Egger, and weighted median (with weighted and simple modes as supplementary analyses) were used to assess the causal association between the TGF-β pathway and OP.
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The causal relationships between pathways and OP were investigated using a bidirectional two-sample MR approach. Three methods, namely, IVW, MR–Egger, and weighted median (with weighted and simple modes as supplementary analyses) were used to assess the causal association between the TGF-β pathway and OP.
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[2]
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[3]
asset:data:geo:GSE147287 licence not read
[4]
asset:data:geo:GSE20941 not downloaded
[5]
asset:data:geo:GSE20941 licence not read
[6]
asset:data:geo:GSE230665 not downloaded
[7]
asset:data:geo:GSE230665 licence not read
[8]
asset:data:geo:GSE35956 not downloaded
[9]
asset:data:geo:GSE35956 licence not read
[10]
asset:data:geo:GSE35958 not downloaded
[11]
asset:data:geo:GSE35958 licence not read
[12]
asset:data:geo:GSE56815 not downloaded
[13]
asset:data:geo:GSE56815 licence not read
[14]
asset:data:geo:GSE7158 not downloaded
[15]
asset:data:geo:GSE7158 licence not read
[16]
asset:data:geo:GSE80614 not downloaded
[17]
asset:data:geo:GSE80614 licence not read
analysis object · 4 fields
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The causal relationships between pathways and OP were investigated using a bidirectional two-sample MR approach. Three methods, namely, IVW, MR–Egger, and weighted median (with weighted and simple modes as supplementary analyses) were used to assess the causal association between the TGF-β pathway and OP.
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Principal component analysis
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tier
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[0]
GSE35958
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GSE80614
[2]
GSE20941
[3]
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[4]
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[5]
GSE7158
[6]
GSE56815
[7]
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[0]
GSE35958
[1]
GSE80614
[2]
GSE20941
[3]
GSE35956
[4]
GSE147287
[5]
GSE7158
[6]
GSE56815
[7]
GSE100609
[8]
GSE230665
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[0]
No datasets were generated or analysed during the current study.
basis
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minimax
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source:pmid:40826484
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PMID 40826484 full text
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GEO GSE100609
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data:geo:GSE100609
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GEO GSE100609
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
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[9]
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[10]
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[11]
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[12]
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[13]
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[14]
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[15]
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[16]
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[17]
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[18]
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in terms of ceRNAs and immune infiltration. Single-cell RNA-seq data of OP patients in GSE147287 was used to
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ceRNAs and immune infiltration. Single-cell RNA-seq data of OP patients in GSE147287 was used to
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and gene expression data were verified using RT-qPCR. RESULTS: The molecular pathways underlying
[1]
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s with osteoporosis and healthy controls The microarray data sets GSE35958 and GSE80614 were downloa
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in CD8 effector T cells and TRAF6-deficient mouse macrophages and monocytes following LPS trea
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The causal relationships between pathways and OP were investigated using a bidirectional two-sample MR approach. Three methods, namely, IVW, MR–Egger, and weighted median (with weighted and simple modes as supplementary analyses) were used to assess the causal association between the TGF-β pathway and OP.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40826484", "kind": "science-record", "revision": 3, "content_hash": "sha256:ac7c2a34634b9282a06b271e5020daeaef6e73e2f1bccd6926ef2d2b7f1ba9bc", "created_at": "2026-11-01T20:30:55Z", "updated_at": "2026-11-01T22:14:34Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Unraveling the causal role of TGF-βRII in osteoporosis and the potential of its associated differential genes as novel targets.", "doi": "10.1186/s40001-025-02971-z", "pmid": "40826484", "authors": ["Xinyu Zhu", "Yueyang Fan", "Wenyu Wang", "Rui Wu", "Chen Zhang", "Ziquan Yang"], "journal": "European journal of medical research", "year": 2025, "abstract": "BACKGROUND: Osteoporosis (OP) is a common disorder associated with reduced density of the bones, increasing the likelihood of fractures and deformities. The global incidence of OP is rising rapidly due to aging populations and lifestyle changes, affecting not only older adults but, increasingly, younger and middle-aged individuals. The long-term care and rehabilitation required for OP-induced fractures and complications impose significant economic burdens on both individuals and society, as well as reducing their quality of life.\nMETHODS: Recent studies have demonstrated an association between transforming growth factor-beta type II receptor (TGF-βRII) and OP through analysis of gene expression data sets and Mendelian randomization, suggesting potential causal relationships. Differentially expressed genes (DEGs) were identified between mesenchymal stem cells (MSCs) from OP patients and healthy controls in the GEO database, and their functions were analyzed. The relationships between the identified genes and their effects on immune cells were examined in terms of ceRNAs and immune infiltration. Single-cell RNA-seq data of OP patients in GSE147287 was used to investigate effects on MSC differentiation from DEGs, and gene expression data were verified using RT-qPCR.\nRESULTS: The molecular pathways underlying OP were explored by focusing on the role of MSCs and TGF-β signaling, identifying a significant causal link between TGFBRII and OP. DEGs associated with the TGF-β pathway included ID2, ID4, LRRC32, and EMP3, which are closely related to bone homeostasis and the differentiation of bone marrow MSCs. In addition, analysis of immune infiltration showed the involvement of these genes in various immune cells, and potential non-coding RNA targeting ID2, ID4, and LRRC32 were investigated using ceRNA networks. Single-cell sequencing demonstrated the expression of ID2, ID4, LRRC32, and EMP3 in bone marrow MSCs and their effects on MSC differentiation.\nCONCLUSIONS: TGFBRII was found to be causally associated with OP. ID2, ID4, LRRC32, and EMP3 affect the differentiation and osteogenic function of bone marrow MSCs through the TGF-β pathway, suggesting the potential of ID2, ID4, LRRC32, and EMP3 as therapeutic targets for treating osteoporosis. In summary, targeting of ID2, ID4, LRRC32, and EMP3 holds significant promise for the treatment of OP, providing new targets and strategies, and precise treatment.", "claims": [{"id": "claim-method", "statement": "The causal relationships between pathways and OP were investigated using a bidirectional two-sample MR approach. 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