Corpus Engine Towards a reproducible .science file.
← 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
id
pmid:40399425
kind
science-record
content_hash
sha256:8044c9252e36850aed11daf4661fd79b51c4b0e4cf73c03ec903bf9d5ebc78ff
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:32Z
updated_at
2026-11-01T22:14:05Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
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 array · 11 items
[0]
Rui Ding
[1]
Le Liao
[2]
Jiahui Chen
[3]
Jian Zhang
[4]
Shenghao Cai
[5]
Xinxin Miao
[6]
Tao Li
[7]
Jiangminghao Zhao
[8]
Qi Chen
[9]
Xigao Cheng
[10]
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 array · 3 items
[0] object · 6 fields
id
claim-method
statement
Uni- and multivariate Cox regression analyses were carried out to predict OS independently.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
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
[1] object · 6 fields
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 array · 1 item
[0] object · 3 fields
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
[2] object · 6 fields
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 array · 1 item
[0] object · 3 fields
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 array · 0 items
experiment object · 8 fields
state
complete
objective
The four-FRG risk-scoring model significantly stratified overall survival in osteosarcoma patients in both cohorts.
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:40399425
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE21257
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE21257
outputs array · 1 item
[0]
the replicated result and its comparison
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
state
partial
assets array · 2 items
[0] object · 15 fields
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 object · 4 fields
pmcid
PMC12095786
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
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 object · 15 fields
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 array · 53 items
[0]
GSM530667
[1]
GSM530899
[2]
GSM531283
[3]
GSM531284
[4]
GSM531285
[5]
GSM531286
[6]
GSM531287
[7]
GSM531288
[8]
GSM531289
[9]
GSM531290
[10]
GSM531291
[11]
GSM531292
[12]
GSM531293
[13]
GSM531294
[14]
GSM531295
[15]
GSM531296
[16]
GSM531297
[17]
GSM531298
[18]
GSM531299
[19]
GSM531300
[20]
GSM531301
[21]
GSM531302
[22]
GSM531303
[23]
GSM531304
[24]
GSM531305
[25]
GSM531306
[26]
GSM531307
[27]
GSM531308
[28]
GSM531309
[29]
GSM531310
[30]
GSM531311
[31]
GSM531312
[32]
GSM531313
[33]
GSM531314
[34]
GSM531319
[35]
GSM531320
[36]
GSM531321
[37]
GSM531322
[38]
GSM531323
[39]
GSM531324
[40]
GSM531325
[41]
GSM531326
[42]
GSM531327
[43]
GSM531328
[44]
GSM531329
[45]
GSM531330
[46]
GSM531331
[47]
GSM531332
[48]
GSM531333
[49]
GSM531334
[50]
GSM531335
[51]
GSM531351
[52]
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 array · 2 items
[0]
asset:data:geo:GSE21257 not downloaded
[1]
asset:data:geo:GSE21257 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
Uni- and multivariate Cox regression analyses were carried out to predict OS independently.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
ANOVA
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
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 object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE21257
resolved_accessions array · 1 item
[0]
GSE21257
statements array · 1 item
[0]
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 object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:40399425
[1]
data:geo:GSE21257
steps array · 1 item
[0]
run_analysis
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
[0]
data:geo:GSE21257
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:52:48Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11096
completion_tokens
1459
cached_tokens
256
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:40399425
type
paper
label
pmid:40399425
[1] object · 3 fields
id
source:pmid:40399425
type
manuscript
label
PMID 40399425 full text
[2] object · 3 fields
id
data:geo:GSE21257
type
dataset
label
GEO GSE21257
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:40399425
type
paper
label
pmid:40399425
[1] object · 3 fields
id
source:pmid:40399425
type
manuscript
label
PMID 40399425 full text
[2] object · 3 fields
id
data:geo:GSE21257
type
dataset
label
GEO GSE21257
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-40399425
type
extraction
used array · 1 item
[0]
source:pmid:40399425
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE21257
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE21257
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:40399425
parent_hash
sha256:75b790be72c743b868f6a40341bc7314614742b5b6a7633f147500e2b190e9bc
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE21257 licence not read
[1]
asset:data:geo:GSE21257 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 4 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
n vitro experiments, cell cultures, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE as
[1]
ell cultures, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE assays,
[2]
s conducted on OS and normal cells. Further, immunohistochemistry (IHC) was performed to compare protein level
[3]
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
[1] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
s, qRT-PCR, immunohistochemistry (IHC), cell transfection, Edu assays, DHE assays, migration, and inva
[1]
Materials and methods Cell cultures and transfection MG63, Saos-2, 143B, U2OS, and hFOB 1.19 were
[2]
y genes in SAOS-2 and MG-63 cells, siRNA was transfected into the cells as per the manufacturer’s gui
[3]
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
[2] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
stitute of Cell Biology in China. Cells were cultured in DMEM (ATCC, USA) with 10% FBS with 1% penici
[1]
ultures and transfection MG63, Saos-2, 143B, U2OS, and hFOB 1.19 were obtained from the Shangh
[2]
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
[3] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Uni- and multivariate Cox regression analyses were carried out to predict OS independently.
order_basis
consumes_earlier_output
id
assay:4
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"}]}