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

pmid:38881942

Propofol regulates the progression of hepatocellular carcinoma via the POLR2L/TGF-β signaling pathway.

Jiaying Chen · Jing Xu · Lei Li · Yawei Yuan · Jun Jiang · Yuming Sun

Translational cancer research · 2024 doi:10.21037/tcr-23-2066

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:38881942
kind
science-record
content_hash
sha256:0c7c7977b4e503556b75d72531d83ed7546715c87af48d499187f55dc4097a46
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:28:56Z
updated_at
2026-11-01T22:12:02Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Propofol regulates the progression of hepatocellular carcinoma via the POLR2L/TGF-β signaling pathway.
doi
10.21037/tcr-23-2066
pmid
38881942
authors array · 6 items
[0]
Jiaying Chen
[1]
Jing Xu
[2]
Lei Li
[3]
Yawei Yuan
[4]
Jun Jiang
[5]
Yuming Sun
journal
Translational cancer research
year
2024
abstract
Background: Hepatocellular carcinoma (HCC) is a malignant tumor with high morbidity and mortality. Propofol has been reported to modulate tumorigenesis in HCC; the aim of this study was to investigate the effect of the interaction of propofol with POLR2L on HCC tumor progression in HCC. Methods: The propofol-related GSE101724 dataset was analyzed using weighted gene co-expression network analysis (WGCNA) and differentially expressed genes (DEGs) to identify overlapping genes. Key genes were selected from The Cancer Genome Atlas-liver hepatocellular carcinoma (TCGA-LIHC)-DEGs for prognostic analysis. The impact of POLR2L on LIHC patient survival was assessed, followed by in vitro experiments to validated its effects on HCC cell behavior and signaling pathways. Results: Fourteen overlapping genes were identified in the turquoise module (highest correlation) of up-regulated DEGs and GSE101724. Further analysis obtained 11 key overlapping genes from 14 overlapping genes and TCGA-LIHC-DEGs, among which HSPE1 and POLR2L showed significant prognostic correlation. Patients with LIHC have a worse chance of surviving when their POLR2L expression is elevated. Knockdown POLR2L significantly inhibited the proliferation, invasion, and migration of HCC cell lines. Downregulation of POLR2L was accompanied by induced apoptosis, cell cycle arrest, and modulation of the expression of apoptosis-related genes. Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth. Further, it was shown that propofol controlled the development of HCC by influencing the POLR2L/TGF-β signaling loop. Conclusions: The results validated the predictive relevance of POLR2L in HCC and emphasized that propofol can regulate HCC progression through the POLR2L/TGF-β signaling pathway.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38881942
locator
sections[5] "Weighted gene co-expression network analysis (WGCNA) of GSE101724 dataset" paragraph 2
quote
To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38881942
locator
sections[32] "Footnotes" paragraph 2
quote
Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38881942
locator
sections[0] "Abstract" paragraph 3
quote
Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth.
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:38881942
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:GSE101724
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:GSE101724
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:38881942
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/tcr-23-2066
sha256
sha256:5ae9963356aee308905616c9750d088befce6ffbbb2fdbbb68970e0894a85a6b
bytes
47163
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/tcr-23-2066
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
PMC11170526
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE101724
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=GSE101724
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE101724
version
null
note
Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM2714094
[1]
GSM2714095
[2]
GSM2714096
[3]
GSM2714097
[4]
GSM2714098
[5]
GSM2714099
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Effects of Propofol Treatment in Neural Progenitors Derived from Human Induced Pluripotent Stem Cells
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE101724 not downloaded
[1]
asset:data:geo:GSE101724 licence not read
analysis object · 4 fields
state
partial
methods array · 6 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
analysis of variance
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Cox proportional hazards
[3] object · 10 fields
id
method-4
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
[4] object · 10 fields
id
method-5
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson correlation
[5] object · 10 fields
id
method-6
family
null
specific
null
label
weighted gene co-expression network analysis (WGCNA)
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
To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology.
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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]
GSE101724
resolved_accessions array · 1 item
[0]
GSE101724
statements array · 1 item
[0]
Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss
basis
The paper names GSE101724 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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:38881942
[1]
data:geo:GSE101724
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:GSE101724
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:21:17Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13650
completion_tokens
1619
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:38881942
type
paper
label
pmid:38881942
[1] object · 3 fields
id
source:pmid:38881942
type
manuscript
label
PMID 38881942 full text
[2] object · 3 fields
id
data:geo:GSE101724
type
dataset
label
GEO GSE101724
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:38881942
type
paper
label
pmid:38881942
[1] object · 3 fields
id
source:pmid:38881942
type
manuscript
label
PMID 38881942 full text
[2] object · 3 fields
id
data:geo:GSE101724
type
dataset
label
GEO GSE101724
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38881942
type
extraction
used array · 1 item
[0]
source:pmid:38881942
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE101724
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE101724
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:38881942
parent_hash
sha256:57339b0f8bf5a920c62e0a3c70aeb6a257b8b6d4f344f476d7219677f25c621f
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE101724 licence not read
[1]
asset:data:geo:GSE101724 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 · 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
0.85
evidence array · 1 item
[0]
ng when their POLR2L expression is elevated. Knockdown POLR2L significantly inhibited the prolifera
order_basis
paper_text_order:1225
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
0.93
evidence array · 2 items
[0]
ulation of POLR2L was accompanied by induced apoptosis, cell cycle arrest, and modulation of the ex
[1]
arrest, and modulation of the expression of apoptosis-related genes. Propofol was found to downreg
order_basis
paper_text_order:1380
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
analysis of variance
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:38881942", "kind": "science-record", "revision": 3, "content_hash": "sha256:0c7c7977b4e503556b75d72531d83ed7546715c87af48d499187f55dc4097a46", "created_at": "2026-11-01T20:28:56Z", "updated_at": "2026-11-01T22:12:02Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Propofol regulates the progression of hepatocellular carcinoma via the POLR2L/TGF-β signaling pathway.", "doi": "10.21037/tcr-23-2066", "pmid": "38881942", "authors": ["Jiaying Chen", "Jing Xu", "Lei Li", "Yawei Yuan", "Jun Jiang", "Yuming Sun"], "journal": "Translational cancer research", "year": 2024, "abstract": "Background: Hepatocellular carcinoma (HCC) is a malignant tumor with high morbidity and mortality. Propofol has been reported to modulate tumorigenesis in HCC; the aim of this study was to investigate the effect of the interaction of propofol with POLR2L on HCC tumor progression in HCC.\nMethods: The propofol-related GSE101724 dataset was analyzed using weighted gene co-expression network analysis (WGCNA) and differentially expressed genes (DEGs) to identify overlapping genes. Key genes were selected from The Cancer Genome Atlas-liver hepatocellular carcinoma (TCGA-LIHC)-DEGs for prognostic analysis. The impact of POLR2L on LIHC patient survival was assessed, followed by in vitro experiments to validated its effects on HCC cell behavior and signaling pathways.\nResults: Fourteen overlapping genes were identified in the turquoise module (highest correlation) of up-regulated DEGs and GSE101724. Further analysis obtained 11 key overlapping genes from 14 overlapping genes and TCGA-LIHC-DEGs, among which HSPE1 and POLR2L showed significant prognostic correlation. Patients with LIHC have a worse chance of surviving when their POLR2L expression is elevated. Knockdown POLR2L significantly inhibited the proliferation, invasion, and migration of HCC cell lines. Downregulation of POLR2L was accompanied by induced apoptosis, cell cycle arrest, and modulation of the expression of apoptosis-related genes. Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth. Further, it was shown that propofol controlled the development of HCC by influencing the POLR2L/TGF-β signaling loop.\nConclusions: The results validated the predictive relevance of POLR2L in HCC and emphasized that propofol can regulate HCC progression through the POLR2L/TGF-β signaling pathway.", "claims": [{"id": "claim-method", "statement": "To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38881942", "locator": "sections[5] \"Weighted gene co-expression network analysis (WGCNA) of GSE101724 dataset\" paragraph 2", "quote": "To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38881942", "locator": "sections[32] \"Footnotes\" paragraph 2", "quote": "Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss"}], "state": "complete"}, {"id": "claim-target-result", "statement": "Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38881942", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Propofol was found to downregulate POLR2L expression, inhibiting cell proliferation and growth.", "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:38881942"], "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:GSE101724"], "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:GSE101724"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38881942", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-23-2066", "sha256": "sha256:5ae9963356aee308905616c9750d088befce6ffbbb2fdbbb68970e0894a85a6b", "bytes": 47163, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-23-2066", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11170526", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE101724", "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=GSE101724", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE101724", "version": null, "note": "Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2714094", "GSM2714095", "GSM2714096", "GSM2714097", "GSM2714098", "GSM2714099"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Effects of Propofol Treatment in Neural Progenitors Derived from Human Induced Pluripotent Stem Cells", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE101724 not downloaded", "asset:data:geo:GSE101724 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-2", "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-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Cox proportional hazards"}}, {"id": "method-4", "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-5", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-6", "family": null, "specific": null, "label": "weighted gene co-expression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To delve deeper into the complex gene interactions and identify significant modules related to propofol treatment in HCC, we employed the WGCNA methodology."}}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE101724"], "resolved_accessions": ["GSE101724"], "statements": ["Data Sharing Statement: Available at https://tcr.amegroups.com/article/view/10.21037/tcr-23-2066/dss"], "basis": "The paper names GSE101724 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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:38881942", "data:geo:GSE101724"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE101724"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:21:17Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13650, "completion_tokens": 1619, "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:38881942", "type": "paper", "label": "pmid:38881942"}, {"id": "source:pmid:38881942", "type": "manuscript", "label": "PMID 38881942 full text"}, {"id": "data:geo:GSE101724", "type": "dataset", "label": "GEO GSE101724"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38881942", "type": "paper", "label": "pmid:38881942"}, {"id": "source:pmid:38881942", "type": "manuscript", "label": "PMID 38881942 full text"}, {"id": "data:geo:GSE101724", "type": "dataset", "label": "GEO GSE101724"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38881942", "type": "extraction", "used": ["source:pmid:38881942"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE101724", "type": "accession_resolution", "used": ["data:geo:GSE101724"], "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:38881942", "parent_hash": "sha256:57339b0f8bf5a920c62e0a3c70aeb6a257b8b6d4f344f476d7219677f25c621f", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE101724 licence not read", "asset:data:geo:GSE101724 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": 0.85, "evidence": ["ng when their POLR2L expression is elevated. Knockdown POLR2L significantly inhibited the prolifera"], "order_basis": "paper_text_order:1225", "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": 0.93, "evidence": ["ulation of POLR2L was accompanied by induced apoptosis, cell cycle arrest, and modulation of the ex", "arrest, and modulation of the expression of apoptosis-related genes. Propofol was found to downreg"], "order_basis": "paper_text_order:1380", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["analysis of variance"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}