Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:33153400

Identification of CDCA8, DSN1 and BIRC5 in Regulating Cell Cycle and Apoptosis in Osteosarcoma Using Bioinformatics and Cell Biology.

Qinwen Li · Jie Liang · Bo Chen

Technology in cancer research & treatment · 2020 doi:10.1177/1533033820965605

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:33153400
kind
science-record
content_hash
sha256:5cfbbaee1dd31644b992b199e2093130731118a9a11c646f79b219c010370760
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:15Z
updated_at
2026-11-01T22:02:27Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of CDCA8, DSN1 and BIRC5 in Regulating Cell Cycle and Apoptosis in Osteosarcoma Using Bioinformatics and Cell Biology.
doi
10.1177/1533033820965605
pmid
33153400
authors array · 3 items
[0]
Qinwen Li
[1]
Jie Liang
[2]
Bo Chen
journal
Technology in cancer research & treatment
year
2020
abstract
INTRODUCTION: Osteosarcoma is the most common primary tumor of bone, although some molecular markers have been identified, the detailed molecular mechanisms underlying osteosarcoma are currently not fully understood. In the present study, we attempted to identify the potential key genes and pathways in osteosarcoma using bioinformatics analysis. METHODS: GSE14359 was downloaded from the GEO database, and analyzed using Limma package. Gene Ontology and pathway enrichment analyses of the DEGs were performed in the DAVID database, followed by the construction of a protein-protein interaction (PPI) network with software Cytoscape, subnetwork modules were subsequently identified and analyzed, and further validation in human osteosarcoma tissues and osteosarcoma cells line was performed. RESULTS: 964 Differentially expressed genes (DEGs) identified, of which 222 were up-regulated and 742 were down-regulated. Among them, 10 genes (including BIRC5, MAD2L1, Bub1, DSN1, SPC24, CDCA8, STAG2, CENPA, MLF1IP and Mis12) were identified as hub genes and they were mainly enriched in pathways, including mRNA surveillance, RNA transport and PI3K-Akt signaling pathways. Further validation indicated 6 gene (DSN1, BIRC5, CDCA8, MLF1IP, MAD2L1 and SPC24) is highly expressed in osteosarcoma tissues. Among them, CDCA8, DSN1 and BIRC5 significantly promoted the proliferation of osteosarcoma cells in vitro. In terms of mechanism, DSN1 and CDCA8 were mainly involved in cell cycle regulation, while BIRC5 was mainly involved in the regulation of apoptosis pathway. CONCLUSIONS: We identified some key genes and pathways in osteosarcoma, which might be used as molecular targets or diagnostic biomarker for the diagnosis and therapy of osteosarcoma.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The t test was used to analyze the differences between the experimental groups.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33153400
locator
sections[13] "Statistical Analysis" paragraph 2
quote
The t test was used to analyze the differences between the experimental groups.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33153400
locator
sections[3] "Microarray Data" paragraph 2
quote
The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
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:33153400
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:GSE14359
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:GSE14359
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 · 5 items
[0] object · 15 fields
id
source:pmid:33153400
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1177/1533033820965605
sha256
sha256:1319c1c475da7ccc61916074fe42e1bcae614cedec5cac8a07ece3baaf2a00a0
bytes
29472
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1177/1533033820965605
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
PMC7673055
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE14359
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=GSE14359
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE14359
version
null
note
The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.
access_statement_kind
repository_route_statement
sample_accessions array · 20 items
[0]
GSM359137
[1]
GSM359138
[2]
GSM359139
[3]
GSM359140
[4]
GSM359141
[5]
GSM359142
[6]
GSM359143
[7]
GSM359144
[8]
GSM359145
[9]
GSM359146
[10]
GSM359147
[11]
GSM359148
[12]
GSM359149
[13]
GSM359150
[14]
GSM359151
[15]
GSM359152
[16]
GSM359153
[17]
GSM359154
[18]
GSM359155
[19]
GSM359156
sample_count
20
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from conventional osteosarcoma compared to primary non-neoplastic osteoblast cells
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:33153400:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:db88d6ee98247d23a3ae001d83b8fa3159720a9945feb5efb051e14e37dbaf5a
bytes
272
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[16]/table-wrap[1]#table1-1533033820965605
version
null
note
Gene Ontology Term Enrichment Analysis of Differentially Expressed Genes Associated With Osteosarcoma.
structure object · 5 fields
pmcid
PMC7673055
section_index
16
section_title
Gene Ontology Term Enrichment Analysis
row_count
0
column_count
0
table object · 8 fields
label
Table 1.
caption
Gene Ontology Term Enrichment Analysis of Differentially Expressed Genes Associated With Osteosarcoma.
rows array · 0 items
locator
section[16]/table-wrap[1]#table1-1533033820965605
[3] object · 16 fields
id
asset:table:pmid:33153400:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:f9eddd87979fcea14d3dd79eb4d851f68b53668773e8ca41fab824fd846e34b3
bytes
255
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[17]/table-wrap[1]#table2-1533033820965605
version
null
note
KEGG Pathway Analysis of Differentially Expressed Genes Associated With Osteosarcoma.
structure object · 5 fields
pmcid
PMC7673055
section_index
17
section_title
KEGG Pathway Analysis
row_count
0
column_count
0
table object · 8 fields
label
Table 2.
caption
KEGG Pathway Analysis of Differentially Expressed Genes Associated With Osteosarcoma.
rows array · 0 items
locator
section[17]/table-wrap[1]#table2-1533033820965605
[4] object · 16 fields
id
asset:table:pmid:33153400:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:29d159dc193b1cd855164dbe6e637685ab7659caa41867ef1023cc1cec12e449
bytes
241
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#table3-1533033820965605
version
null
note
KEGG Pathway Analysis of Differentially Expressed Genes in Modules 1-3.
structure object · 5 fields
pmcid
PMC7673055
section_index
18
section_title
Module Screening From the PPI Network
row_count
0
column_count
0
table object · 8 fields
label
Table 3.
caption
KEGG Pathway Analysis of Differentially Expressed Genes in Modules 1-3.
rows array · 0 items
locator
section[18]/table-wrap[1]#table3-1533033820965605
gaps array · 2 items
[0]
asset:data:geo:GSE14359 not downloaded
[1]
asset:data:geo:GSE14359 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.7
band
medium
quote
Limma
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
t test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The t test was used to analyze the differences between the experimental groups.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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]
GSE14359
resolved_accessions array · 1 item
[0]
GSE14359
statements array · 1 item
[0]
The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.
basis
The paper names GSE14359 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 5 items
[0]
source:pmid:33153400
[1]
data:geo:GSE14359
[2]
asset:table:pmid:33153400:1
[3]
asset:table:pmid:33153400:2
[4]
asset:table:pmid:33153400:3
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:GSE14359
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
2026-10-31T18:23:51Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
21914
completion_tokens
1503
cached_tokens
784
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:33153400
type
paper
label
pmid:33153400
[1] object · 3 fields
id
source:pmid:33153400
type
manuscript
label
PMID 33153400 full text
[2] object · 3 fields
id
data:geo:GSE14359
type
dataset
label
GEO GSE14359
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:33153400
type
paper
label
pmid:33153400
[1] object · 3 fields
id
source:pmid:33153400
type
manuscript
label
PMID 33153400 full text
[2] object · 3 fields
id
data:geo:GSE14359
type
dataset
label
GEO GSE14359
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33153400
type
extraction
used array · 1 item
[0]
source:pmid:33153400
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE14359
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE14359
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:33153400
parent_hash
sha256:ac056370667e6dbe8351853b37af3d3d0fa27344e12c33de954c74ce9ab00f02
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE14359 licence not read
[1]
asset:data:geo:GSE14359 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
DSN1 and BIRC5 in Regulating Cell Cycle and Apoptosis in Osteosarcoma Using Bioinformatics and Cel
[1]
RC5 was mainly involved in the regulation of apoptosis pathway. CONCLUSIONS: We identified some key
order_basis
paper_text_order:25
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Limma
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33153400", "kind": "science-record", "revision": 8, "content_hash": "sha256:5cfbbaee1dd31644b992b199e2093130731118a9a11c646f79b219c010370760", "created_at": "2026-11-01T15:41:15Z", "updated_at": "2026-11-01T22:02:27Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of CDCA8, DSN1 and BIRC5 in Regulating Cell Cycle and Apoptosis in Osteosarcoma Using Bioinformatics and Cell Biology.", "doi": "10.1177/1533033820965605", "pmid": "33153400", "authors": ["Qinwen Li", "Jie Liang", "Bo Chen"], "journal": "Technology in cancer research & treatment", "year": 2020, "abstract": "INTRODUCTION: Osteosarcoma is the most common primary tumor of bone, although some molecular markers have been identified, the detailed molecular mechanisms underlying osteosarcoma are currently not fully understood. In the present study, we attempted to identify the potential key genes and pathways in osteosarcoma using bioinformatics analysis.\nMETHODS: GSE14359 was downloaded from the GEO database, and analyzed using Limma package. Gene Ontology and pathway enrichment analyses of the DEGs were performed in the DAVID database, followed by the construction of a protein-protein interaction (PPI) network with software Cytoscape, subnetwork modules were subsequently identified and analyzed, and further validation in human osteosarcoma tissues and osteosarcoma cells line was performed.\nRESULTS: 964 Differentially expressed genes (DEGs) identified, of which 222 were up-regulated and 742 were down-regulated. Among them, 10 genes (including BIRC5, MAD2L1, Bub1, DSN1, SPC24, CDCA8, STAG2, CENPA, MLF1IP and Mis12) were identified as hub genes and they were mainly enriched in pathways, including mRNA surveillance, RNA transport and PI3K-Akt signaling pathways. Further validation indicated 6 gene (DSN1, BIRC5, CDCA8, MLF1IP, MAD2L1 and SPC24) is highly expressed in osteosarcoma tissues. Among them, CDCA8, DSN1 and BIRC5 significantly promoted the proliferation of osteosarcoma cells in vitro. In terms of mechanism, DSN1 and CDCA8 were mainly involved in cell cycle regulation, while BIRC5 was mainly involved in the regulation of apoptosis pathway.\nCONCLUSIONS: We identified some key genes and pathways in osteosarcoma, which might be used as molecular targets or diagnostic biomarker for the diagnosis and therapy of osteosarcoma.", "claims": [{"id": "claim-method", "statement": "The t test was used to analyze the differences between the experimental groups.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33153400", "locator": "sections[13] \"Statistical Analysis\" paragraph 2", "quote": "The t test was used to analyze the differences between the experimental groups."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33153400", "locator": "sections[3] \"Microarray Data\" paragraph 2", "quote": "The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:33153400"], "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:GSE14359"], "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:GSE14359"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33153400", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1177/1533033820965605", "sha256": "sha256:1319c1c475da7ccc61916074fe42e1bcae614cedec5cac8a07ece3baaf2a00a0", "bytes": 29472, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1177/1533033820965605", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7673055", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE14359", "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=GSE14359", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE14359", "version": null, "note": "The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM359137", "GSM359138", "GSM359139", "GSM359140", "GSM359141", "GSM359142", "GSM359143", "GSM359144", "GSM359145", "GSM359146", "GSM359147", "GSM359148", "GSM359149", "GSM359150", "GSM359151", "GSM359152", "GSM359153", "GSM359154", "GSM359155", "GSM359156"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Expression data from conventional osteosarcoma compared to primary non-neoplastic osteoblast cells", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33153400:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:db88d6ee98247d23a3ae001d83b8fa3159720a9945feb5efb051e14e37dbaf5a", "bytes": 272, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#table1-1533033820965605", "version": null, "note": "Gene Ontology Term Enrichment Analysis of Differentially Expressed Genes Associated With Osteosarcoma.", "structure": {"pmcid": "PMC7673055", "section_index": 16, "section_title": "Gene Ontology Term Enrichment Analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1.", "caption": "Gene Ontology Term Enrichment Analysis of Differentially Expressed Genes Associated With Osteosarcoma.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[16]/table-wrap[1]#table1-1533033820965605"}}, {"id": "asset:table:pmid:33153400:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f9eddd87979fcea14d3dd79eb4d851f68b53668773e8ca41fab824fd846e34b3", "bytes": 255, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#table2-1533033820965605", "version": null, "note": "KEGG Pathway Analysis of Differentially Expressed Genes Associated With Osteosarcoma.", "structure": {"pmcid": "PMC7673055", "section_index": 17, "section_title": "KEGG Pathway Analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2.", "caption": "KEGG Pathway Analysis of Differentially Expressed Genes Associated With Osteosarcoma.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[17]/table-wrap[1]#table2-1533033820965605"}}, {"id": "asset:table:pmid:33153400:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:29d159dc193b1cd855164dbe6e637685ab7659caa41867ef1023cc1cec12e449", "bytes": 241, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#table3-1533033820965605", "version": null, "note": "KEGG Pathway Analysis of Differentially Expressed Genes in Modules 1-3.", "structure": {"pmcid": "PMC7673055", "section_index": 18, "section_title": "Module Screening From the PPI Network", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3.", "caption": "KEGG Pathway Analysis of Differentially Expressed Genes in Modules 1-3.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[18]/table-wrap[1]#table3-1533033820965605"}}], "gaps": ["asset:data:geo:GSE14359 not downloaded", "asset:data:geo:GSE14359 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.7, "band": "medium", "quote": "Limma"}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "t test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The t test was used to analyze the differences between the experimental groups."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE14359"], "resolved_accessions": ["GSE14359"], "statements": ["The gene expression profile of GSE14359 was downloaded from Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/), which is a database repository of high throughput gene expression data, hybridization arrays, chips and microarrays. The data was based on the GPL96 platform (Affymetrix HG U133A microarrays) and was submitted by Fritsche-Guenther et al. In total, the dataset contained 20 samples, including 10 osteosarcoma samples, 8 lung metastasis samples and 2 non-neoplastic primary osteoblast cell lines. The osteosarcoma samples and non-neoplastic primary osteoblast cell lines were further selected for more detailed characterization."], "basis": "The paper names GSE14359 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33153400", "data:geo:GSE14359", "asset:table:pmid:33153400:1", "asset:table:pmid:33153400:2", "asset:table:pmid:33153400:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE14359"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:23:51Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 21914, "completion_tokens": 1503, "cached_tokens": 784}}, "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:33153400", "type": "paper", "label": "pmid:33153400"}, {"id": "source:pmid:33153400", "type": "manuscript", "label": "PMID 33153400 full text"}, {"id": "data:geo:GSE14359", "type": "dataset", "label": "GEO GSE14359"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33153400", "type": "paper", "label": "pmid:33153400"}, {"id": "source:pmid:33153400", "type": "manuscript", "label": "PMID 33153400 full text"}, {"id": "data:geo:GSE14359", "type": "dataset", "label": "GEO GSE14359"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33153400", "type": "extraction", "used": ["source:pmid:33153400"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE14359", "type": "accession_resolution", "used": ["data:geo:GSE14359"], "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:33153400", "parent_hash": "sha256:ac056370667e6dbe8351853b37af3d3d0fa27344e12c33de954c74ce9ab00f02", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE14359 licence not read", "asset:data:geo:GSE14359 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["DSN1 and BIRC5 in Regulating Cell Cycle and Apoptosis in Osteosarcoma Using Bioinformatics and Cel", "RC5 was mainly involved in the regulation of apoptosis pathway. CONCLUSIONS: We identified some key"], "order_basis": "paper_text_order:25", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Limma"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}