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

pmid:35116411

Identification of key genes and pathways at the downstream of S100PBP in pancreatic cancer cells by integrated bioinformatical analysis.

Yu-Jie Lu · Yi Yang · Ting-Hui Hu · Wei-Ming Duan

Translational cancer research · 2021 doi:10.21037/tcr-20-2531

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:35116411
kind
science-record
content_hash
sha256:fab6b1ab6c193a9ac625438e1753e54ac4cbe5089d7b00560fa60e44954ac041
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:50Z
updated_at
2026-11-01T22:48:21Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of key genes and pathways at the downstream of S100PBP in pancreatic cancer cells by integrated bioinformatical analysis.
doi
10.21037/tcr-20-2531
pmid
35116411
authors array · 4 items
[0]
Yu-Jie Lu
[1]
Yi Yang
[2]
Ting-Hui Hu
[3]
Wei-Ming Duan
journal
Translational cancer research
year
2021
abstract
BACKGROUND: The aim of the present study was to identify key genes and pathways downstream of S100PPBP in pancreatic cancer cells. METHODS: The microarray datasets GSE35196 (S100PBP knockdown) and GSE35198 (S100PBP overexpression) were downloaded from the Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) were obtained separately from GEO2R, and heatmaps showing clustering analysis of DEGs were generated using R software. Gene Ontology and pathway enrichment analyses were performed for identified DEGs using the Database for Annotation, Visualization, and Integrated Discovery and Kyoto Encyclopedia of Genes and Genomes, respectively. A protein-protein interaction (PPI) network was created using the Search Tool for the Retrieval of Interacting Genes and Cytoscape software. Relevant expression datasets of key identified genes were downloaded from The Cancer Genome Atlas, and overall survival (OS) analysis was performed with R software. Finally, Gene Expression Profiling Interactive Analysis was used to evaluate the expression of key DEGs in pancreatic cancer tissues. RESULTS: A total of 34 DEGs (11 upregulated and 23 downregulated) were screened out from the two datasets. Gene Ontology enrichment analysis revealed that the identified DEGs were mainly functionally enriched in ATPase activity, production of siRNA involved in RNA interference, and production of miRNAs involved in gene silencing by miRNA. The pathway enrichment analysis of the identified DEGs showed enrichment mainly in apoptosis, non-homologous end-joining, and miRNA pathways in cancer. The protein-protein interaction network was composed of 21 nodes and 30 edges. After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5. CONCLUSIONS: LMNB1, PRKRA, SEPT2, and XRCC5 could be key downstream genes of the S100PBP gene in the inhibition of pancreatic cancer cell adhesion.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test.
kind
methodological
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:35116411
locator
sections[5] "Data processing" paragraph 2
quote
Limma package was used to identify the different expression of genes by linear modelling.
[1] object · 3 fields
asset
source:pmid:35116411
locator
sections[9] "Statistical analysis" paragraph 2
quote
Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35116411
locator
sections[10] "Ethical statement" paragraph 2
quote
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35116411
locator
sections[0] "Abstract" paragraph 3
quote
After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.
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:35116411
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:GSE35196
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:GSE35196
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 · 4 items
[0] object · 15 fields
id
source:pmid:35116411
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/tcr-20-2531
sha256
sha256:a13f406731efcc5a317a0e72f4c5f8fa4b8cf4143f643665c31f9665e6af78e6
bytes
20761
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/tcr-20-2531
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
PMC8799081
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE35196
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=GSE35196
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE35196
version
null
note
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
access_statement_kind
data_availability_statement
sample_accessions array · 5 items
[0]
GSM863377
[1]
GSM863378
[2]
GSM863379
[3]
GSM863380
[4]
GSM863381
sample_count
5
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptional profiling comparing MiaPaCa2 pancreatic cancer cells transfected with S100PBP siRNA to MiaPaCa2 cells transfected with non-targeting control siRNA
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE35198
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=GSE35198
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE35198
version
null
note
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM863386
[1]
GSM863387
[2]
GSM863388
[3]
GSM863389
[4]
GSM863390
[5]
GSM863391
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptional profiling comparing S100PBP over-expressing FA6 pancreatic cancer cells to vector-only control FA6 cells
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE35199
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=GSE35199
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE35199
version
null
note
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
access_statement_kind
data_availability_statement
sample_accessions array · 11 items
[0]
GSM863377
[1]
GSM863378
[2]
GSM863379
[3]
GSM863380
[4]
GSM863381
[5]
GSM863386
[6]
GSM863387
[7]
GSM863388
[8]
GSM863389
[9]
GSM863390
[10]
GSM863391
sample_count
11
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptional profiling of pancreatic cancer cell lines not expressing or over-expressing S100BP
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE35196 not downloaded
[1]
asset:data:geo:GSE35196 licence not read
[2]
asset:data:geo:GSE35198 not downloaded
[3]
asset:data:geo:GSE35198 licence not read
[4]
asset:data:geo:GSE35199 not downloaded
[5]
asset:data:geo:GSE35199 licence not read
analysis object · 4 fields
state
complete
methods array · 5 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
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
reordered
quote
Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test.
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
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
0.8
band
high
quote
Limma
[3] object · 10 fields
id
method-4
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
[4] object · 10 fields
id
method-5
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
targets array · 0 items
gaps array · 0 items
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]
survival_km
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: kaplan_meier.
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 · 3 items
[0]
GSE35199
[1]
GSE35196
[2]
GSE35198
resolved_accessions array · 3 items
[0]
GSE35199
[1]
GSE35196
[2]
GSE35198
statements array · 1 item
[0]
All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.
basis
The paper names GSE35199, GSE35196, GSE35198 in Gene Expression Omnibus (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]
survival_km
assets array · 2 items
[0]
source:pmid:35116411
[1]
data:geo:GSE35196
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:GSE35196
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
2026-11-01T17:31:51Z
independence
single_reader
evidence_check object · 2 fields
method
reordered
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
6516
completion_tokens
2081
cached_tokens
264
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:35116411
type
paper
label
pmid:35116411
[1] object · 3 fields
id
source:pmid:35116411
type
manuscript
label
PMID 35116411 full text
[2] object · 3 fields
id
data:geo:GSE35196
type
dataset
label
GEO GSE35196
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:35116411
type
paper
label
pmid:35116411
[1] object · 3 fields
id
source:pmid:35116411
type
manuscript
label
PMID 35116411 full text
[2] object · 3 fields
id
data:geo:GSE35196
type
dataset
label
GEO GSE35196
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35116411
type
extraction
used array · 1 item
[0]
source:pmid:35116411
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE35196
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE35196
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:35116411
parent_hash
sha256:09af4d4005ac179251ba4b841f5a8200b416d050ab7ae5532f4924efbe9fd15d
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE35196 licence not read
[1]
asset:data:geo:GSE35196 not downloaded
[2]
asset:data:geo:GSE35198 licence not read
[3]
asset:data:geo:GSE35198 not downloaded
[4]
asset:data:geo:GSE35199 licence not read
[5]
asset:data:geo:GSE35199 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
PBP in pancreatic cancer cells. METHODS: The microarray datasets GSE35196 (S100PBP knockdown) and GS
order_basis
paper_text_order:236
id
assay:1
[1] 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
0.69
evidence array · 1 item
[0]
identified DEGs showed enrichment mainly in apoptosis, non-homologous end-joining, and miRNA pathw
order_basis
paper_text_order:1616
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test.
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35116411", "kind": "science-record", "revision": 6, "content_hash": "sha256:fab6b1ab6c193a9ac625438e1753e54ac4cbe5089d7b00560fa60e44954ac041", "created_at": "2026-11-01T17:36:50Z", "updated_at": "2026-11-01T22:48:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of key genes and pathways at the downstream of S100PBP in pancreatic cancer cells by integrated bioinformatical analysis.", "doi": "10.21037/tcr-20-2531", "pmid": "35116411", "authors": ["Yu-Jie Lu", "Yi Yang", "Ting-Hui Hu", "Wei-Ming Duan"], "journal": "Translational cancer research", "year": 2021, "abstract": "BACKGROUND: The aim of the present study was to identify key genes and pathways downstream of S100PPBP in pancreatic cancer cells.\nMETHODS: The microarray datasets GSE35196 (S100PBP knockdown) and GSE35198 (S100PBP overexpression) were downloaded from the Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) were obtained separately from GEO2R, and heatmaps showing clustering analysis of DEGs were generated using R software. Gene Ontology and pathway enrichment analyses were performed for identified DEGs using the Database for Annotation, Visualization, and Integrated Discovery and Kyoto Encyclopedia of Genes and Genomes, respectively. A protein-protein interaction (PPI) network was created using the Search Tool for the Retrieval of Interacting Genes and Cytoscape software. Relevant expression datasets of key identified genes were downloaded from The Cancer Genome Atlas, and overall survival (OS) analysis was performed with R software. Finally, Gene Expression Profiling Interactive Analysis was used to evaluate the expression of key DEGs in pancreatic cancer tissues.\nRESULTS: A total of 34 DEGs (11 upregulated and 23 downregulated) were screened out from the two datasets. Gene Ontology enrichment analysis revealed that the identified DEGs were mainly functionally enriched in ATPase activity, production of siRNA involved in RNA interference, and production of miRNAs involved in gene silencing by miRNA. The pathway enrichment analysis of the identified DEGs showed enrichment mainly in apoptosis, non-homologous end-joining, and miRNA pathways in cancer. The protein-protein interaction network was composed of 21 nodes and 30 edges. After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.\nCONCLUSIONS: LMNB1, PRKRA, SEPT2, and XRCC5 could be key downstream genes of the S100PBP gene in the inhibition of pancreatic cancer cell adhesion.", "claims": [{"id": "claim-method", "statement": "Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116411", "locator": "sections[5] \"Data processing\" paragraph 2", "quote": "Limma package was used to identify the different expression of genes by linear modelling."}, {"asset": "source:pmid:35116411", "locator": "sections[9] \"Statistical analysis\" paragraph 2", "quote": "Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35116411", "locator": "sections[10] \"Ethical statement\" paragraph 2", "quote": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary."}], "state": "complete"}, {"id": "claim-target-result", "statement": "After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35116411", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "After survival analysis and gene expression analysis, 4 genes associated with poor prognosis were selected, including LMNB1, PRKRA, SEPT2, and XRCC5.", "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:35116411"], "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:GSE35196"], "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:GSE35196"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35116411", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-20-2531", "sha256": "sha256:a13f406731efcc5a317a0e72f4c5f8fa4b8cf4143f643665c31f9665e6af78e6", "bytes": 20761, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-20-2531", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8799081", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE35196", "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=GSE35196", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE35196", "version": null, "note": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM863377", "GSM863378", "GSM863379", "GSM863380", "GSM863381"], "sample_count": 5, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptional profiling comparing MiaPaCa2 pancreatic cancer cells transfected with S100PBP siRNA to MiaPaCa2 cells transfected with non-targeting control siRNA", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE35198", "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=GSE35198", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE35198", "version": null, "note": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM863386", "GSM863387", "GSM863388", "GSM863389", "GSM863390", "GSM863391"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptional profiling comparing S100PBP over-expressing FA6 pancreatic cancer cells to vector-only control FA6 cells", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE35199", "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=GSE35199", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE35199", "version": null, "note": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM863377", "GSM863378", "GSM863379", "GSM863380", "GSM863381", "GSM863386", "GSM863387", "GSM863388", "GSM863389", "GSM863390", "GSM863391"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptional profiling of pancreatic cancer cell lines not expressing or over-expressing S100BP", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE35196 not downloaded", "asset:data:geo:GSE35196 licence not read", "asset:data:geo:GSE35198 not downloaded", "asset:data:geo:GSE35198 licence not read", "asset:data:geo:GSE35199 not downloaded", "asset:data:geo:GSE35199 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "reordered", "quote": "Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test."}}, {"id": "method-2", "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"}}, {"id": "method-3", "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": 0.8, "band": "high", "quote": "Limma"}}, {"id": "method-4", "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-5", "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"}}], "targets": [], "gaps": []}, "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE35199", "GSE35196", "GSE35198"], "resolved_accessions": ["GSE35199", "GSE35196", "GSE35198"], "statements": ["All information from GEO is available and free for public, so the agreement of the medical ethics committee board was not necessary."], "basis": "The paper names GSE35199, GSE35196, GSE35198 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:35116411", "data:geo:GSE35196"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE35196"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:31:51Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 6516, "completion_tokens": 2081, "cached_tokens": 264}}, "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:35116411", "type": "paper", "label": "pmid:35116411"}, {"id": "source:pmid:35116411", "type": "manuscript", "label": "PMID 35116411 full text"}, {"id": "data:geo:GSE35196", "type": "dataset", "label": "GEO GSE35196"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35116411", "type": "paper", "label": "pmid:35116411"}, {"id": "source:pmid:35116411", "type": "manuscript", "label": "PMID 35116411 full text"}, {"id": "data:geo:GSE35196", "type": "dataset", "label": "GEO GSE35196"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35116411", "type": "extraction", "used": ["source:pmid:35116411"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE35196", "type": "accession_resolution", "used": ["data:geo:GSE35196"], "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:35116411", "parent_hash": "sha256:09af4d4005ac179251ba4b841f5a8200b416d050ab7ae5532f4924efbe9fd15d", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE35196 licence not read", "asset:data:geo:GSE35196 not downloaded", "asset:data:geo:GSE35198 licence not read", "asset:data:geo:GSE35198 not downloaded", "asset:data:geo:GSE35199 licence not read", "asset:data:geo:GSE35199 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["PBP in pancreatic cancer cells. METHODS: The microarray datasets GSE35196 (S100PBP knockdown) and GS"], "order_basis": "paper_text_order:236", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["identified DEGs showed enrichment mainly in apoptosis, non-homologous end-joining, and miRNA pathw"], "order_basis": "paper_text_order:1616", "id": "assay:2"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Limma package was used to identify the different expression of genes by linear modelling. Survival plots were showed by the Kaplan-Meier method, and the significance was estimated by the log-rank test."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}