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

pmid:33912443

Identification of Hub Genes Associated With Sensitivity of 5-Fluorouracil Based Chemotherapy for Colorectal Cancer by Integrated Bioinformatics Analysis.

Ya Wang · Qunhui Wei · Yuqiao Chen · Shichao Long · Yuanbing Yao · Kai Fu

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.604315

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:33912443
kind
science-record
content_hash
sha256:ce32dafaf7b1823d9b6c87f7d03963682cefc65a76b43663fc06de7e2d9d00df
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:33Z
updated_at
2026-11-01T22:03:38Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Hub Genes Associated With Sensitivity of 5-Fluorouracil Based Chemotherapy for Colorectal Cancer by Integrated Bioinformatics Analysis.
doi
10.3389/fonc.2021.604315
pmid
33912443
authors array · 6 items
[0]
Ya Wang
[1]
Qunhui Wei
[2]
Yuqiao Chen
[3]
Shichao Long
[4]
Yuanbing Yao
[5]
Kai Fu
journal
Frontiers in oncology
year
2021
abstract
Colorectal cancer (CRC) is one of the most common malignant tumors. 5-fluorouracil (5-FU) has been used for the standard first-line treatment for CRC patients for several decades. Although 5-FU based chemotherapy has increased overall survival (OS) of CRC patients, the resistance of CRC to 5-FU based chemotherapy is the principal cause for treatment failure. Thus, identifying novel biomarkers to predict response to 5-FU based chemotherapy is urgently needed. In the present study, the gene expression profile of GSE3964 from the Gene Expression Omnibus database was used to explore the potential genes related to intrinsic resistance to 5-FU. A gene module containing 81 genes was found to have the highest correlation with chemotherapy response using Weighted Gene Co-expression Network Analysis (WGCNA). Then a protein-protein interaction (PPI) network was constructed and ten hub genes (TGFBI, NID, LEPREL2, COL11A1, CYR61, PCOLCE, IGFBP7, COL4A2, CSPG2, and VTN) were identified using the CytoHubba plugin of Cytoscape. Seven of these hub genes showed significant differences in expression between chemotherapy-sensitive and chemotherapy-resistant samples. The prognostic value of these seven genes was evaluated using TCGA COAD (Colorectal Adenocarcinoma) data. The results showed that TGFBI was highly expressed in chemotherapy-sensitive patients, and patients with high TGFBI expression have better survival.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33912443
locator
sections[7] "Verification of the Expression Patters and Prognostic Values of Hub Genes" paragraph 2
quote
Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33912443
locator
sections[20] "Data Availability Statement" paragraph 2
quote
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
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:33912443
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:GSE19860
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:GSE19860
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 · 3 items
[0] object · 15 fields
id
source:pmid:33912443
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fonc.2021.604315
sha256
sha256:87200efcb7eeb42410bcda0ed2806ca92e17eab71ff327616cd156ded81ed2a3
bytes
40278
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fonc.2021.604315
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
PMC8071956
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE19860
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=GSE19860
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE19860
version
null
note
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
access_statement_kind
data_availability_statement
sample_accessions array · 40 items
[0]
GSM101792
[1]
GSM353745
[2]
GSM353755
[3]
GSM353759
[4]
GSM353761
[5]
GSM353798
[6]
GSM353799
[7]
GSM353800
[8]
GSM353801
[9]
GSM353809
[10]
GSM353810
[11]
GSM496015
[12]
GSM496016
[13]
GSM496017
[14]
GSM496018
[15]
GSM496019
[16]
GSM496020
[17]
GSM496021
[18]
GSM496022
[19]
GSM496023
[20]
GSM496024
[21]
GSM496025
[22]
GSM496026
[23]
GSM496027
[24]
GSM496028
[25]
GSM496029
[26]
GSM496030
[27]
GSM496031
[28]
GSM496032
[29]
GSM496033
[30]
GSM496034
[31]
GSM496035
[32]
GSM496036
[33]
GSM496037
[34]
GSM496038
[35]
GSM496039
[36]
GSM496040
[37]
GSM496041
[38]
GSM496042
[39]
GSM496043
sample_count
40
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Prediction of response to FOLFOX
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 · 15 fields
id
data:geo:GSE3964
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=GSE3964
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE3964
version
null
note
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
access_statement_kind
data_availability_statement
sample_accessions array · 60 items
[0]
GSM89262
[1]
GSM89263
[2]
GSM89264
[3]
GSM89265
[4]
GSM89266
[5]
GSM89267
[6]
GSM89268
[7]
GSM89269
[8]
GSM89270
[9]
GSM89271
[10]
GSM89272
[11]
GSM89273
[12]
GSM89274
[13]
GSM89275
[14]
GSM89276
[15]
GSM89277
[16]
GSM89278
[17]
GSM89279
[18]
GSM89280
[19]
GSM89281
[20]
GSM89282
[21]
GSM89283
[22]
GSM89424
[23]
GSM89425
[24]
GSM89426
[25]
GSM89427
[26]
GSM89428
[27]
GSM89429
[28]
GSM89430
[29]
GSM90192
[30]
GSM90193
[31]
GSM90194
[32]
GSM90195
[33]
GSM90196
[34]
GSM90197
[35]
GSM90198
[36]
GSM90199
[37]
GSM90200
[38]
GSM90201
[39]
GSM90202
[40]
GSM90203
[41]
GSM90204
[42]
GSM90205
[43]
GSM90206
[44]
GSM90207
[45]
GSM90208
[46]
GSM90209
[47]
GSM90210
[48]
GSM90211
[49]
GSM90213
[50]
GSM90214
[51]
GSM90216
[52]
GSM90217
[53]
GSM90218
[54]
GSM90219
[55]
GSM90220
[56]
GSM90221
[57]
GSM90222
[58]
GSM90224
[59]
GSM90225
sample_count
60
group_sizes
null
group_sizes_basis
null
platform
3282
taxon
Homo sapiens
title
Deciphering cellular states of innate tumor drug responses
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 · 4 items
[0]
asset:data:geo:GSE19860 not downloaded
[1]
asset:data:geo:GSE19860 licence not read
[2]
asset:data:geo:GSE3964 not downloaded
[3]
asset:data:geo:GSE3964 licence not read
analysis object · 4 fields
state
partial
methods array · 3 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
0.8
band
high
quote
Kaplan-Meier
[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
null
specific
null
label
Kaplan–Meier survival analysis
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
Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene.
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 · 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 · 2 items
[0]
GSE3964
[1]
GSE19860
resolved_accessions array · 2 items
[0]
GSE3964
[1]
GSE19860
statements array · 1 item
[0]
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.
basis
The paper names GSE3964, GSE19860 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:33912443
[1]
data:geo:GSE19860
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:GSE19860
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
2026-10-31T18:29:36Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
32161
completion_tokens
1980
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:33912443
type
paper
label
pmid:33912443
[1] object · 3 fields
id
source:pmid:33912443
type
manuscript
label
PMID 33912443 full text
[2] object · 3 fields
id
data:geo:GSE19860
type
dataset
label
GEO GSE19860
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:33912443
type
paper
label
pmid:33912443
[1] object · 3 fields
id
source:pmid:33912443
type
manuscript
label
PMID 33912443 full text
[2] object · 3 fields
id
data:geo:GSE19860
type
dataset
label
GEO GSE19860
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33912443
type
extraction
used array · 1 item
[0]
source:pmid:33912443
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE19860
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE19860
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:33912443
parent_hash
sha256:78b1c68c6e24dba942061e67719b07baded2efbbec32f96d29edf1e53562d19e
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE19860 licence not read
[1]
asset:data:geo:GSE19860 not downloaded
[2]
asset:data:geo:GSE3964 licence not read
[3]
asset:data:geo:GSE3964 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 3 items
[0] 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 · 2 items
[0]
Materials and Methods Cell Culture and Transfection HCT116 and DLD1 cells (purchased from ATCC)
[1]
comycin (BI) at 37°C with 5% CO2. Cells were transfected with si-RNAs or expression plasmids using Li
order_basis
paper_text_order:1574
id
assay:1
[1] 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
0.77
evidence array · 1 item
[0]
16 and DLD1 cells (purchased from ATCC) were cultured in DMEM medium (Cellmax) containing 10% fetal c
order_basis
paper_text_order:1630
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]
Kaplan-Meier
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:33912443", "kind": "science-record", "revision": 7, "content_hash": "sha256:ce32dafaf7b1823d9b6c87f7d03963682cefc65a76b43663fc06de7e2d9d00df", "created_at": "2026-11-01T15:41:33Z", "updated_at": "2026-11-01T22:03:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Hub Genes Associated With Sensitivity of 5-Fluorouracil Based Chemotherapy for Colorectal Cancer by Integrated Bioinformatics Analysis.", "doi": "10.3389/fonc.2021.604315", "pmid": "33912443", "authors": ["Ya Wang", "Qunhui Wei", "Yuqiao Chen", "Shichao Long", "Yuanbing Yao", "Kai Fu"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "Colorectal cancer (CRC) is one of the most common malignant tumors. 5-fluorouracil (5-FU) has been used for the standard first-line treatment for CRC patients for several decades. Although 5-FU based chemotherapy has increased overall survival (OS) of CRC patients, the resistance of CRC to 5-FU based chemotherapy is the principal cause for treatment failure. Thus, identifying novel biomarkers to predict response to 5-FU based chemotherapy is urgently needed. In the present study, the gene expression profile of GSE3964 from the Gene Expression Omnibus database was used to explore the potential genes related to intrinsic resistance to 5-FU. A gene module containing 81 genes was found to have the highest correlation with chemotherapy response using Weighted Gene Co-expression Network Analysis (WGCNA). Then a protein-protein interaction (PPI) network was constructed and ten hub genes (TGFBI, NID, LEPREL2, COL11A1, CYR61, PCOLCE, IGFBP7, COL4A2, CSPG2, and VTN) were identified using the CytoHubba plugin of Cytoscape. Seven of these hub genes showed significant differences in expression between chemotherapy-sensitive and chemotherapy-resistant samples. The prognostic value of these seven genes was evaluated using TCGA COAD (Colorectal Adenocarcinoma) data. The results showed that TGFBI was highly expressed in chemotherapy-sensitive patients, and patients with high TGFBI expression have better survival.", "claims": [{"id": "claim-method", "statement": "Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33912443", "locator": "sections[7] \"Verification of the Expression Patters and Prognostic Values of Hub Genes\" paragraph 2", "quote": "Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33912443", "locator": "sections[20] \"Data Availability Statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860."}], "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:33912443"], "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:GSE19860"], "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:GSE19860"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33912443", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.604315", "sha256": "sha256:87200efcb7eeb42410bcda0ed2806ca92e17eab71ff327616cd156ded81ed2a3", "bytes": 40278, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.604315", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8071956", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE19860", "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=GSE19860", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE19860", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM101792", "GSM353745", "GSM353755", "GSM353759", "GSM353761", "GSM353798", "GSM353799", "GSM353800", "GSM353801", "GSM353809", "GSM353810", "GSM496015", "GSM496016", "GSM496017", "GSM496018", "GSM496019", "GSM496020", "GSM496021", "GSM496022", "GSM496023", "GSM496024", "GSM496025", "GSM496026", "GSM496027", "GSM496028", "GSM496029", "GSM496030", "GSM496031", "GSM496032", "GSM496033", "GSM496034", "GSM496035", "GSM496036", "GSM496037", "GSM496038", "GSM496039", "GSM496040", "GSM496041", "GSM496042", "GSM496043"], "sample_count": 40, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Prediction of response to FOLFOX", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE3964", "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=GSE3964", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE3964", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM89262", "GSM89263", "GSM89264", "GSM89265", "GSM89266", "GSM89267", "GSM89268", "GSM89269", "GSM89270", "GSM89271", "GSM89272", "GSM89273", "GSM89274", "GSM89275", "GSM89276", "GSM89277", "GSM89278", "GSM89279", "GSM89280", "GSM89281", "GSM89282", "GSM89283", "GSM89424", "GSM89425", "GSM89426", "GSM89427", "GSM89428", "GSM89429", "GSM89430", "GSM90192", "GSM90193", "GSM90194", "GSM90195", "GSM90196", "GSM90197", "GSM90198", "GSM90199", "GSM90200", "GSM90201", "GSM90202", "GSM90203", "GSM90204", "GSM90205", "GSM90206", "GSM90207", "GSM90208", "GSM90209", "GSM90210", "GSM90211", "GSM90213", "GSM90214", "GSM90216", "GSM90217", "GSM90218", "GSM90219", "GSM90220", "GSM90221", "GSM90222", "GSM90224", "GSM90225"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "3282", "taxon": "Homo sapiens", "title": "Deciphering cellular states of innate tumor drug responses", "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:GSE19860 not downloaded", "asset:data:geo:GSE19860 licence not read", "asset:data:geo:GSE3964 not downloaded", "asset:data:geo:GSE3964 licence not read"]}, "analysis": {"state": "partial", "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": 0.8, "band": "high", "quote": "Kaplan-Meier"}}, {"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": null, "specific": null, "label": "Kaplan–Meier survival analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Then prognostic values of significantly differentially expressed hub genes were evaluated in CRC patients undergoing chemotherapy from TCGA COAD. Kaplan-Meier survival analysis was performed using the “survival” R package based on the median value of each gene."}}], "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": ["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": ["GSE3964", "GSE19860"], "resolved_accessions": ["GSE3964", "GSE19860"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE3964 https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE19860."], "basis": "The paper names GSE3964, GSE19860 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:33912443", "data:geo:GSE19860"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE19860"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:29:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 32161, "completion_tokens": 1980, "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:33912443", "type": "paper", "label": "pmid:33912443"}, {"id": "source:pmid:33912443", "type": "manuscript", "label": "PMID 33912443 full text"}, {"id": "data:geo:GSE19860", "type": "dataset", "label": "GEO GSE19860"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33912443", "type": "paper", "label": "pmid:33912443"}, {"id": "source:pmid:33912443", "type": "manuscript", "label": "PMID 33912443 full text"}, {"id": "data:geo:GSE19860", "type": "dataset", "label": "GEO GSE19860"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33912443", "type": "extraction", "used": ["source:pmid:33912443"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE19860", "type": "accession_resolution", "used": ["data:geo:GSE19860"], "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:33912443", "parent_hash": "sha256:78b1c68c6e24dba942061e67719b07baded2efbbec32f96d29edf1e53562d19e", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE19860 licence not read", "asset:data:geo:GSE19860 not downloaded", "asset:data:geo:GSE3964 licence not read", "asset:data:geo:GSE3964 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["Materials and Methods Cell Culture and Transfection HCT116 and DLD1 cells (purchased from ATCC)", "comycin (BI) at 37°C with 5% CO2. Cells were transfected with si-RNAs or expression plasmids using Li"], "order_basis": "paper_text_order:1574", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["16 and DLD1 cells (purchased from ATCC) were cultured in DMEM medium (Cellmax) containing 10% fetal c"], "order_basis": "paper_text_order:1630", "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": 0.8, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}