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pmid:40977891

Multi-transcriptomics analysis of ferroptosis related genes reveals CAFs exosomal COX4I2 as a novel therapeutic target in osteosarcoma.

Xiaoying Niu · Xinxin Zhang · Zhongyi Li · Wen Tian

Frontiers in cell and developmental biology · 2025 doi:10.3389/fcell.2025.1620648

Paper

complete

Experiment

partial

Data

partial

Analysis

partial

Execution

absent

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pmid:40977891
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title
Multi-transcriptomics analysis of ferroptosis related genes reveals CAFs exosomal COX4I2 as a novel therapeutic target in osteosarcoma.
doi
10.3389/fcell.2025.1620648
pmid
40977891
authors array · 4 items
[0]
Xiaoying Niu
[1]
Xinxin Zhang
[2]
Zhongyi Li
[3]
Wen Tian
journal
Frontiers in cell and developmental biology
year
2025
abstract
Background: Osteosarcoma is a primary malignant tumor, characterized by its high incidence and recurrence rate in children and adolescents. Ferroptosis, an iron-dependent form of regulated cell death, has recently been recognized as a potential therapeutic vulnerability in cancer treatment. However, its prognostic significance and underlying regulatory mechanisms in osteosarcoma remain largely unexplored. Materials and methods: We constructed a prognostic model based on 12 ferroptosis-related genes using LASSO regression and validated across independent GEO cohorts (GSE21257 and GSE39055). We identified hub genes via machine learning algorithms (SVM, RF, XGBoost, BORUTA) and single-cell RNA sequencing. The exosomal transfer of COX4I2 protein from CAFs to 143B osteosarcoma cells was evaluated by Western blot, confocal microscopy, and transmission electron microscopy. Ferroptosis indicators, including Fe2+, MDA, ACSL4, and ROS levels, were assessed in vitro. We performed tumorigenicity assays in vivo in nude mice to validate biological function. Results: The ferroptosis-based risk model exhibited robust prognostic performance. We identified COX4I2 as a stromal hub gene, highly enriched in cancer-associated fibroblasts (CAFs). Functional experiments demonstrated that exosome-mediated delivery of COX4I2 suppressed ferroptosis in osteosarcoma cells and enhancd cell proliferation and mitochondrial integrity. Studies in vivo further revealed that overexpression of exosomal COX4I2 markedly promoted tumor growth while inhibiting ferroptosis. Conclusion: These findings underscore the potential of exosomal COX4I2 as a biomarker and therapeutic target for ferroptosis-based interventions in osteosarcoma.
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The LASSO regression analysis was employed to construct prognostic features using the survival, survminer, and glmnet R packages (v4.1-2, 10-fold cross-validation).
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sections[5] "Establishing ferroptosis prognostic signature" paragraph 2
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The LASSO regression analysis was employed to construct prognostic features using the survival, survminer, and glmnet R packages (v4.1-2, 10-fold cross-validation).
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Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.
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Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.
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sections[25] "Construction of the ferroptosis predictive signature" paragraph 4
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Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.
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Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.
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PMID 40977891 full text
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Multi-transcriptomics analysis of ferroptosis related genes reveal
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s (SVM, RF, XGBoost, BORUTA) and single-cell RNA sequencing. The exosomal transfer of COX4I2 protein fro
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cell communication of GSE162454. Single-cell RNA sequencing analysis of the GSE162454 dataset revealed r
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ng algorithms (SVM, RF, XGBoost, BORUTA) and single-cell RNA sequencing. The exosomal transfer of COX4I2 protein fro
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of cell-to-cell communication of GSE162454. Single-cell RNA sequencing analysis of the GSE162454 dataset revealed r
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to 143B osteosarcoma cells was evaluated by Western blot, confocal microscopy, and transmission elect
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sarcoma cells was evaluated by Western blot, confocal microscopy, and transmission electron microscopy. Ferro
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ells was evaluated by Western blot, confocal microscopy, and transmission electron microscopy. Ferro
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ically evaluated using transmission electron microscopy (TEM). The mitochondrial area (μm2) and the
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nfocal microscopy, and transmission electron microscopy. Ferroptosis indicators, including Fe2+, MDA
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in vitro. We performed tumorigenicity assays in vivo in nude mice to validate biological function
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eration and mitochondrial integrity. Studies in vivo further revealed that overexpression of exos
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ntification. Animal assay Four-week-old nude mice were obtained from Shanghai Lingchang Biotechnolo
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Lamu Pharmaceutical Co., LTD (No. 20220038). Mice were randomly divided into two groups: (A) exosom
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als and methods Cell culture 143B cells were cultured in a complete medium consisting of RPMI DMEM su
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40977891", "kind": "science-record", "revision": 3, "content_hash": "sha256:0c9f27d41758bf86a208dd26d9f583eaa38eedf35f240d96c4a29f1e62363c78", "created_at": "2026-11-01T20:31:03Z", "updated_at": "2026-11-01T22:14:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Multi-transcriptomics analysis of ferroptosis related genes reveals CAFs exosomal COX4I2 as a novel therapeutic target in osteosarcoma.", "doi": "10.3389/fcell.2025.1620648", "pmid": "40977891", "authors": ["Xiaoying Niu", "Xinxin Zhang", "Zhongyi Li", "Wen Tian"], "journal": "Frontiers in cell and developmental biology", "year": 2025, "abstract": "Background: Osteosarcoma is a primary malignant tumor, characterized by its high incidence and recurrence rate in children and adolescents. Ferroptosis, an iron-dependent form of regulated cell death, has recently been recognized as a potential therapeutic vulnerability in cancer treatment. However, its prognostic significance and underlying regulatory mechanisms in osteosarcoma remain largely unexplored.\nMaterials and methods: We constructed a prognostic model based on 12 ferroptosis-related genes using LASSO regression and validated across independent GEO cohorts (GSE21257 and GSE39055). We identified hub genes via machine learning algorithms (SVM, RF, XGBoost, BORUTA) and single-cell RNA sequencing. The exosomal transfer of COX4I2 protein from CAFs to 143B osteosarcoma cells was evaluated by Western blot, confocal microscopy, and transmission electron microscopy. Ferroptosis indicators, including Fe2+, MDA, ACSL4, and ROS levels, were assessed in vitro. We performed tumorigenicity assays in vivo in nude mice to validate biological function.\nResults: The ferroptosis-based risk model exhibited robust prognostic performance. We identified COX4I2 as a stromal hub gene, highly enriched in cancer-associated fibroblasts (CAFs). Functional experiments demonstrated that exosome-mediated delivery of COX4I2 suppressed ferroptosis in osteosarcoma cells and enhancd cell proliferation and mitochondrial integrity. Studies in vivo further revealed that overexpression of exosomal COX4I2 markedly promoted tumor growth while inhibiting ferroptosis.\nConclusion: These findings underscore the potential of exosomal COX4I2 as a biomarker and therapeutic target for ferroptosis-based interventions in osteosarcoma.", "claims": [{"id": "claim-method", "statement": "The LASSO regression analysis was employed to construct prognostic features using the survival, survminer, and glmnet R packages (v4.1-2, 10-fold cross-validation).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40977891", "locator": "sections[5] \"Establishing ferroptosis prognostic signature\" paragraph 2", "quote": "The LASSO regression analysis was employed to construct prognostic features using the survival, survminer, and glmnet R packages (v4.1-2, 10-fold cross-validation)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40977891", "locator": "sections[35] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.", "kind": "quantitative", "target": {"value": 0.0, "unit": "p-value", "tolerance": null, "source": "Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years."}, "evidence": [{"asset": "source:pmid:40977891", "locator": "sections[25] \"Construction of the ferroptosis predictive signature\" paragraph 4", "quote": "Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Furthermore, the ROC curve demonstrated that at 1, 3, and 5 years, the model had robust predictive ability with AUC values of 0.662, 0.857, and 0.901 respectively (Figure 1E, P < 0.000), indicating its efficacy in predicting osteosarcoma prognosis at 3 and 5 years.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:40977891"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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