← All .science files
pmid:40399425
Downregulation of ferroptosis-related Genes can regulate the invasion and migration of osteosarcoma cells.
Rui Ding · Le Liao · Jiahui Chen · Jian Zhang · Shenghao Cai · Xinxin Miao · Tao Li · Jiangminghao Zhao · Qi Chen · Xigao Cheng · Jianjian Deng
Scientific reports · 2025 doi:10.1038/s41598-025-02319-x
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 11 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 53 items
gaps array · 2 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 4 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 7 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[3] object · 11 fields
required_operations array · 1 item
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40399425", "kind": "science-record", "revision": 3, "content_hash": "sha256:8044c9252e36850aed11daf4661fd79b51c4b0e4cf73c03ec903bf9d5ebc78ff", "created_at": "2026-11-01T20:30:32Z", "updated_at": "2026-11-01T22:14:05Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Downregulation of ferroptosis-related Genes can regulate the invasion and migration of osteosarcoma cells.", "doi": "10.1038/s41598-025-02319-x", "pmid": "40399425", "authors": ["Rui Ding", "Le Liao", "Jiahui Chen", "Jian Zhang", "Shenghao Cai", "Xinxin Miao", "Tao Li", "Jiangminghao Zhao", "Qi Chen", "Xigao Cheng", "Jianjian Deng"], "journal": "Scientific reports", "year": 2025, "abstract": "Osteosarcoma (OS) is a prevalent form of bone cancer among younger people, particularly children and adolescents. Ferroptosis is a non-apoptotic cell death identified by increased levels of iron-dependent lipid peroxidation. This study was designed to develop a prognostic model based on differentially expressed genes (DEGs) associated with ferroptosis and examined the functions of ferroptosis-related genes (FRGs) in OS cells. Gene expression profiles in OS were retrieved from TARGET and GEO databases, while GTEx provided data for healthy tissues. Prognostic genes were identified through bioinformatics analysis and data integration. In vitro experiments, cell cultures, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE assays, migration, and invasion assays validated the prognostic model and explored the functional role of FRGs in OS cells. Univariate Cox regression analysis demonstrated that 12 DEGs were differentially expressed. Based on four FRGs in OS constructed a risk-scoring model. The high-risk (HR) group showed a considerably lower OS rate than the low-risk (LR) group (p < 0.001 in the TARGET and p < 0.05 in the GSE21257 cohorts). A risk score was validated as an independent predictive factor for OS via multivariate Cox regression. Functional analysis shows that these FRGs affect the occurrence of ferroptosis by influencing the intracellular ROS levels and play a regulatory role in the proliferation, migration, and infiltration of OS cells. The findings suggested that four FRGs demonstrate significant prognostic value in OS, offering potential insights into novel therapeutic targets for OS treatment.", "claims": [{"id": "claim-method", "statement": "Uni- and multivariate Cox regression analyses were carried out to predict OS independently.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40399425", "locator": "sections[14] \"Statistical analysis\" paragraph 2", "quote": "Uni- and multivariate Cox regression analyses were carried out to predict OS independently."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40399425", "locator": "sections[31] \"notes\" paragraph 1", "quote": "All data generated or analysed during this study are included in this published article and its supplementary information files."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The four-FRG risk-scoring model significantly stratified overall survival in osteosarcoma patients in both cohorts.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40399425", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The high-risk (HR) group showed a considerably lower OS rate than the low-risk (LR) group (p < 0.001 in the TARGET and p < 0.05 in the GSE21257 cohorts)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The four-FRG risk-scoring model significantly stratified overall survival in osteosarcoma patients in both cohorts.", "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:40399425"], "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. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE21257"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE21257"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40399425", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-02319-x", "sha256": "sha256:bae3b4a25731d65ae99647197c6b880d4c081aefadc7e7e21bce575fbeaac044", "bytes": 40417, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-02319-x", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12095786", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE21257", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE21257", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE21257", "version": null, "note": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM530667", "GSM530899", "GSM531283", "GSM531284", "GSM531285", "GSM531286", "GSM531287", "GSM531288", "GSM531289", "GSM531290", "GSM531291", "GSM531292", "GSM531293", "GSM531294", "GSM531295", "GSM531296", "GSM531297", "GSM531298", "GSM531299", "GSM531300", "GSM531301", "GSM531302", "GSM531303", "GSM531304", "GSM531305", "GSM531306", "GSM531307", "GSM531308", "GSM531309", "GSM531310", "GSM531311", "GSM531312", "GSM531313", "GSM531314", "GSM531319", "GSM531320", "GSM531321", "GSM531322", "GSM531323", "GSM531324", "GSM531325", "GSM531326", "GSM531327", "GSM531328", "GSM531329", "GSM531330", "GSM531331", "GSM531332", "GSM531333", "GSM531334", "GSM531335", "GSM531351", "GSM531352"], "sample_count": 53, "group_sizes": null, "group_sizes_basis": null, "platform": "10295", "taxon": "Homo sapiens", "title": "Genome-wide gene expression profiling on pre-chemotherapy biopsies of osteosarcoma patients who developed metastases within 5yrs (n=34) and patients who did not develop metastases within 5yrs (n=19)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE21257 not downloaded", "asset:data:geo:GSE21257 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Uni- and multivariate Cox regression analyses were carried out to predict OS independently."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE21257"], "resolved_accessions": ["GSE21257"], "statements": ["All data generated or analysed during this study are included in this published article and its supplementary information files."], "basis": "The paper names GSE21257 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:40399425", "data:geo:GSE21257"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE21257"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:52:48Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11096, "completion_tokens": 1459, "cached_tokens": 256}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:40399425", "type": "paper", "label": "pmid:40399425"}, {"id": "source:pmid:40399425", "type": "manuscript", "label": "PMID 40399425 full text"}, {"id": "data:geo:GSE21257", "type": "dataset", "label": "GEO GSE21257"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40399425", "type": "paper", "label": "pmid:40399425"}, {"id": "source:pmid:40399425", "type": "manuscript", "label": "PMID 40399425 full text"}, {"id": "data:geo:GSE21257", "type": "dataset", "label": "GEO GSE21257"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40399425", "type": "extraction", "used": ["source:pmid:40399425"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE21257", "type": "accession_resolution", "used": ["data:geo:GSE21257"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:40399425", "parent_hash": "sha256:75b790be72c743b868f6a40341bc7314614742b5b6a7633f147500e2b190e9bc", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE21257 licence not read", "asset:data:geo:GSE21257 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["n vitro experiments, cell cultures, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE as", "ell cultures, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE assays,", "s conducted on OS and normal cells. Further, immunohistochemistry (IHC) was performed to compare protein level", "both OS cells and normal cells (n = 3) (A); Immunohistochemical analysis compared the protein expression lev"], "order_basis": "paper_text_order:748", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["s, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE assays, migration, and inva", "Materials and methods Cell cultures and transfection MG63, Saos-2, 143B, U2OS, and hFOB 1.19 were", "y genes in SAOS-2 and MG-63 cells, siRNA was transfected into the cells as per the manufacturer’s gui", "from Guangzhou Ruibo Biotechnology Co., Ltd. Transfection of Si-NC and specific siRNAs was performed u"], "order_basis": "paper_text_order:781", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["stitute of Cell Biology in China. Cells were cultured in DMEM (ATCC, USA) with 10% FBS with 1% penici", "ultures and transfection MG63, Saos-2, 143B, U2OS, and hFOB 1.19 were obtained from the Shangh", "he four FRGs were also validated in 143B and U2OS cells (Fig. S1). IHC revealed that in OS tis"], "order_basis": "paper_text_order:1792", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Uni- and multivariate Cox regression analyses were carried out to predict OS independently."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}