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

pmid:35359392

Knockdown of AKR1C3 Promoted Sorafenib Sensitivity Through Inhibiting the Phosphorylation of AKT in Hepatocellular Carcinoma.

Jia Zheng · Zhihong Yang · Yanlei Li · Li Yang · Ruili Yao

Frontiers in oncology · 2022 doi:10.3389/fonc.2022.823491

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:35359392
kind
science-record
content_hash
sha256:b2903d217c0c47330bd061a4960cc1bee85b6dd7d812a3d4fbeb955ce3345e8d
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:09Z
updated_at
2026-11-01T22:48:45Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Knockdown of AKR1C3 Promoted Sorafenib Sensitivity Through Inhibiting the Phosphorylation of AKT in Hepatocellular Carcinoma.
doi
10.3389/fonc.2022.823491
pmid
35359392
authors array · 5 items
[0]
Jia Zheng
[1]
Zhihong Yang
[2]
Yanlei Li
[3]
Li Yang
[4]
Ruili Yao
journal
Frontiers in oncology
year
2022
abstract
Background: Sorafenib, which can induce ferroptosis, is a multikinase inhibitor for enhancing survival in advanced hepatocellular carcinoma (HCC). However, a considerable challenge for the treatment of HCC is sorafenib resistance. Therefore, targeting the relationship between sorafenib resistance and ferroptosis genes may provide a novel approach for the treatment of HCC. Materials and Methods: We analyzed the gene expression and clinicopathological factors from The Cancer Genome Atlas Liver Hepatocellular Carcinoma (TCGA-LIHC), International Cancer Genome Consortium (ICGC), and Gene Expression Omnibus (GEO) databases (GSE109211/GSE62813). The statistical analysis was conducted in R. Cell proliferation was assayed by MTT, cell colony-forming assay, and wound healing assay. Immunofluorescence assay and Western blot were used to evaluate the expression of AKT. Results: Many ferroptosis-related genes were upregulated in the sorafenib-resistant group. Aldo-keto reductase 1C3 (AKR1C3) was highly expressed in sorafenib-resistant patients, and the high expression of AKR1C3 was associated with the poor prognosis of patients from the TCGA and ICGC databases. MTT and colony-forming assays showing AKR1C3 overexpression enhanced the proliferation of HCC cells and acute sorafenib resistance. Knockdown of AKR1C3 inhibited the proliferation of HCC cells and increased the drug sensitivity of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 promoted the phosphorylation of AKT. Conclusion: AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC. AKR1C3 inhibitors may be used in conjunction with sorafenib to become a better therapeutic target for HCC.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35359392
locator
sections[3] "Bioinformatic Analysis" paragraph 2
quote
The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35359392
locator
sections[19] "Data Availability Statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35359392
locator
sections[0] "Abstract" paragraph 4
quote
AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC.
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:35359392
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:GSE109211
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:GSE109211
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:35359392
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fonc.2022.823491
sha256
sha256:c748c2096f0fc087b0365632c3f6bfec0e252a4967f074b82a02ddbe6696034c
bytes
28404
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fonc.2022.823491
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
PMC8963762
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE109211
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=GSE109211
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE109211
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
access_statement_kind
data_availability_statement
sample_accessions array · 140 items
[0]
GSM2935278
[1]
GSM2935279
[2]
GSM2935280
[3]
GSM2935281
[4]
GSM2935282
[5]
GSM2935283
[6]
GSM2935284
[7]
GSM2935285
[8]
GSM2935286
[9]
GSM2935287
[10]
GSM2935288
[11]
GSM2935289
[12]
GSM2935290
[13]
GSM2935291
[14]
GSM2935292
[15]
GSM2935293
[16]
GSM2935294
[17]
GSM2935295
[18]
GSM2935296
[19]
GSM2935297
[20]
GSM2935298
[21]
GSM2935299
[22]
GSM2935300
[23]
GSM2935301
[24]
GSM2935302
[25]
GSM2935303
[26]
GSM2935304
[27]
GSM2935305
[28]
GSM2935306
[29]
GSM2935307
[30]
GSM2935308
[31]
GSM2935309
[32]
GSM2935310
[33]
GSM2935311
[34]
GSM2935312
[35]
GSM2935313
[36]
GSM2935314
[37]
GSM2935315
[38]
GSM2935316
[39]
GSM2935317
[40]
GSM2935318
[41]
GSM2935319
[42]
GSM2935320
[43]
GSM2935321
[44]
GSM2935322
[45]
GSM2935323
[46]
GSM2935324
[47]
GSM2935325
[48]
GSM2935326
[49]
GSM2935327
[50]
GSM2935328
[51]
GSM2935329
[52]
GSM2935330
[53]
GSM2935331
[54]
GSM2935332
[55]
GSM2935333
[56]
GSM2935334
[57]
GSM2935335
[58]
GSM2935336
[59]
GSM2935337
[60]
GSM2935338
[61]
GSM2935339
[62]
GSM2935340
[63]
GSM2935341
[64]
GSM2935342
[65]
GSM2935343
[66]
GSM2935344
[67]
GSM2935345
[68]
GSM2935346
[69]
GSM2935347
[70]
GSM2935348
[71]
GSM2935349
[72]
GSM2935350
[73]
GSM2935351
[74]
GSM2935352
[75]
GSM2935353
[76]
GSM2935354
[77]
GSM2935355
[78]
GSM2935356
[79]
GSM2935357
[80]
GSM2935358
[81]
GSM2935359
[82]
GSM2935360
[83]
GSM2935361
[84]
GSM2935362
[85]
GSM2935363
[86]
GSM2935364
[87]
GSM2935365
[88]
GSM2935366
[89]
GSM2935367
[90]
GSM2935368
[91]
GSM2935369
[92]
GSM2935370
[93]
GSM2935371
[94]
GSM2935372
[95]
GSM2935373
[96]
GSM2935374
[97]
GSM2935375
[98]
GSM2935376
[99]
GSM2935377
[100]
GSM2935378
[101]
GSM2935379
[102]
GSM2935380
[103]
GSM2935381
[104]
GSM2935382
[105]
GSM2935383
[106]
GSM2935384
[107]
GSM2935385
[108]
GSM2935386
[109]
GSM2935387
[110]
GSM2935388
[111]
GSM2935389
[112]
GSM2935390
[113]
GSM2935391
[114]
GSM2935392
[115]
GSM2935393
[116]
GSM2935394
[117]
GSM2935395
[118]
GSM2935396
[119]
GSM2935397
[120]
GSM2935398
[121]
GSM2935399
[122]
GSM2935400
[123]
GSM2935401
[124]
GSM2935402
[125]
GSM2935403
[126]
GSM2935404
[127]
GSM2935405
[128]
GSM2935406
[129]
GSM2935407
[130]
GSM2935408
[131]
GSM2935409
[132]
GSM2935410
[133]
GSM2935411
[134]
GSM2935412
[135]
GSM2935413
[136]
GSM2935414
[137]
GSM2935415
[138]
GSM2935416
[139]
GSM2935417
sample_count
140
group_sizes
null
group_sizes_basis
null
platform
13938
taxon
Homo sapiens
title
Molecular predictors of prevention of recurrence in hepatocellular carcinoma with sorafenib as adjuvant treatment in the phase 3 STORM trial
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:GSE62813
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=GSE62813
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62813
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
access_statement_kind
data_availability_statement
sample_accessions array · 13 items
[0]
GSM1533752
[1]
GSM1533753
[2]
GSM1533754
[3]
GSM1533755
[4]
GSM1533756
[5]
GSM1533757
[6]
GSM1533758
[7]
GSM1533759
[8]
GSM1533760
[9]
GSM1533761
[10]
GSM1533762
[11]
GSM1533763
[12]
GSM1533764
sample_count
13
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Long-term Exposure to Sorafenib of Liver Cancer Cells Induces Resistance with Epithelial-to-Mesenchymal Transition, Increased Invasion and Risk of Rebound Growth
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE109211 not downloaded
[1]
asset:data:geo:GSE109211 licence not read
[2]
asset:data:geo:GSE62813 not downloaded
[3]
asset:data:geo:GSE62813 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project.
[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
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
chi-square
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE109211
[1]
GSE62813
resolved_accessions array · 2 items
[0]
GSE109211
[1]
GSE62813
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.
basis
The paper names GSE109211, GSE62813 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:35359392
[1]
data:geo:GSE109211
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:GSE109211
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
2026-11-01T17:40:35Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8818
completion_tokens
2020
cached_tokens
256
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:35359392
type
paper
label
pmid:35359392
[1] object · 3 fields
id
source:pmid:35359392
type
manuscript
label
PMID 35359392 full text
[2] object · 3 fields
id
data:geo:GSE109211
type
dataset
label
GEO GSE109211
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:35359392
type
paper
label
pmid:35359392
[1] object · 3 fields
id
source:pmid:35359392
type
manuscript
label
PMID 35359392 full text
[2] object · 3 fields
id
data:geo:GSE109211
type
dataset
label
GEO GSE109211
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35359392
type
extraction
used array · 1 item
[0]
source:pmid:35359392
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE109211
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE109211
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:35359392
parent_hash
sha256:f31f93b140fb02c97714a060ffd6dcd659cb2aab73f1afda4ea46881d21eb19a
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE109211 licence not read
[1]
asset:data:geo:GSE109211 not downloaded
[2]
asset:data:geo:GSE62813 licence not read
[3]
asset:data:geo:GSE62813 not downloaded
[4]
execution.not_run
[5]
method.reader_differs_from_extractor
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 6 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]
Knockdown of AKR1C3 Promoted Sorafenib Sensitivity Thr
[1]
of HCC cells and acute sorafenib resistance. Knockdown of AKR1C3 inhibited the proliferation of HCC
order_basis
paper_text_order:0
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
0.99
evidence array · 2 items
[0]
cted in R. Cell proliferation was assayed by MTT, cell colony-forming assay, and wound healin
[1]
f patients from the TCGA and ICGC databases. MTT and colony-forming assays showing AKR1C3 ove
order_basis
paper_text_order:808
id
assay:2
[2] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
lony-forming assay, and wound healing assay. Immunofluorescence assay and Western blot were used to evaluate
[1]
increased the drug sensitivity of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 pr
order_basis
paper_text_order:865
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
western_blot
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]
healing assay. Immunofluorescence assay and Western blot were used to evaluate the expression of AKT.
[1]
y of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 promoted the phosphorylat
order_basis
paper_text_order:895
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
or Biological Sciences (Shanghai, China) and cultured in Dulbecco’s modified Eagle’s medium (DMEM, Hy
[1]
nsduction Human hepatoma cell lines Huh7 and HepG2 were obtained from the Chinese Academy of Sc
order_basis
paper_text_order:1873
id
assay:5
[5] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project.
order_basis
consumes_earlier_output
id
assay:6
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35359392", "kind": "science-record", "revision": 5, "content_hash": "sha256:b2903d217c0c47330bd061a4960cc1bee85b6dd7d812a3d4fbeb955ce3345e8d", "created_at": "2026-11-01T18:14:09Z", "updated_at": "2026-11-01T22:48:45Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Knockdown of AKR1C3 Promoted Sorafenib Sensitivity Through Inhibiting the Phosphorylation of AKT in Hepatocellular Carcinoma.", "doi": "10.3389/fonc.2022.823491", "pmid": "35359392", "authors": ["Jia Zheng", "Zhihong Yang", "Yanlei Li", "Li Yang", "Ruili Yao"], "journal": "Frontiers in oncology", "year": 2022, "abstract": "Background: Sorafenib, which can induce ferroptosis, is a multikinase inhibitor for enhancing survival in advanced hepatocellular carcinoma (HCC). However, a considerable challenge for the treatment of HCC is sorafenib resistance. Therefore, targeting the relationship between sorafenib resistance and ferroptosis genes may provide a novel approach for the treatment of HCC.\nMaterials and Methods: We analyzed the gene expression and clinicopathological factors from The Cancer Genome Atlas Liver Hepatocellular Carcinoma (TCGA-LIHC), International Cancer Genome Consortium (ICGC), and Gene Expression Omnibus (GEO) databases (GSE109211/GSE62813). The statistical analysis was conducted in R. Cell proliferation was assayed by MTT, cell colony-forming assay, and wound healing assay. Immunofluorescence assay and Western blot were used to evaluate the expression of AKT.\nResults: Many ferroptosis-related genes were upregulated in the sorafenib-resistant group. Aldo-keto reductase 1C3 (AKR1C3) was highly expressed in sorafenib-resistant patients, and the high expression of AKR1C3 was associated with the poor prognosis of patients from the TCGA and ICGC databases. MTT and colony-forming assays showing AKR1C3 overexpression enhanced the proliferation of HCC cells and acute sorafenib resistance. Knockdown of AKR1C3 inhibited the proliferation of HCC cells and increased the drug sensitivity of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 promoted the phosphorylation of AKT.\nConclusion: AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC. AKR1C3 inhibitors may be used in conjunction with sorafenib to become a better therapeutic target for HCC.", "claims": [{"id": "claim-method", "statement": "The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35359392", "locator": "sections[3] \"Bioinformatic Analysis\" paragraph 2", "quote": "The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35359392", "locator": "sections[19] \"Data Availability Statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35359392", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "AKR1C3 can induce sorafenib resistance through promoting the phosphorylation of AKT in HCC.", "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:35359392"], "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:GSE109211"], "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:GSE109211"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35359392", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2022.823491", "sha256": "sha256:c748c2096f0fc087b0365632c3f6bfec0e252a4967f074b82a02ddbe6696034c", "bytes": 28404, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2022.823491", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8963762", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE109211", "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=GSE109211", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE109211", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2935278", "GSM2935279", "GSM2935280", "GSM2935281", "GSM2935282", "GSM2935283", "GSM2935284", "GSM2935285", "GSM2935286", "GSM2935287", "GSM2935288", "GSM2935289", "GSM2935290", "GSM2935291", "GSM2935292", "GSM2935293", "GSM2935294", "GSM2935295", "GSM2935296", "GSM2935297", "GSM2935298", "GSM2935299", "GSM2935300", "GSM2935301", "GSM2935302", "GSM2935303", "GSM2935304", "GSM2935305", "GSM2935306", "GSM2935307", "GSM2935308", "GSM2935309", "GSM2935310", "GSM2935311", "GSM2935312", "GSM2935313", "GSM2935314", "GSM2935315", "GSM2935316", "GSM2935317", "GSM2935318", "GSM2935319", "GSM2935320", "GSM2935321", "GSM2935322", "GSM2935323", "GSM2935324", "GSM2935325", "GSM2935326", "GSM2935327", "GSM2935328", "GSM2935329", "GSM2935330", "GSM2935331", "GSM2935332", "GSM2935333", "GSM2935334", "GSM2935335", "GSM2935336", "GSM2935337", "GSM2935338", "GSM2935339", "GSM2935340", "GSM2935341", "GSM2935342", "GSM2935343", "GSM2935344", "GSM2935345", "GSM2935346", "GSM2935347", "GSM2935348", "GSM2935349", "GSM2935350", "GSM2935351", "GSM2935352", "GSM2935353", "GSM2935354", "GSM2935355", "GSM2935356", "GSM2935357", "GSM2935358", "GSM2935359", "GSM2935360", "GSM2935361", "GSM2935362", "GSM2935363", "GSM2935364", "GSM2935365", "GSM2935366", "GSM2935367", "GSM2935368", "GSM2935369", "GSM2935370", "GSM2935371", "GSM2935372", "GSM2935373", "GSM2935374", "GSM2935375", "GSM2935376", "GSM2935377", "GSM2935378", "GSM2935379", "GSM2935380", "GSM2935381", "GSM2935382", "GSM2935383", "GSM2935384", "GSM2935385", "GSM2935386", "GSM2935387", "GSM2935388", "GSM2935389", "GSM2935390", "GSM2935391", "GSM2935392", "GSM2935393", "GSM2935394", "GSM2935395", "GSM2935396", "GSM2935397", "GSM2935398", "GSM2935399", "GSM2935400", "GSM2935401", "GSM2935402", "GSM2935403", "GSM2935404", "GSM2935405", "GSM2935406", "GSM2935407", "GSM2935408", "GSM2935409", "GSM2935410", "GSM2935411", "GSM2935412", "GSM2935413", "GSM2935414", "GSM2935415", "GSM2935416", "GSM2935417"], "sample_count": 140, "group_sizes": null, "group_sizes_basis": null, "platform": "13938", "taxon": "Homo sapiens", "title": "Molecular predictors of prevention of recurrence in hepatocellular carcinoma with sorafenib as adjuvant treatment in the phase 3 STORM trial", "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:GSE62813", "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=GSE62813", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62813", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1533752", "GSM1533753", "GSM1533754", "GSM1533755", "GSM1533756", "GSM1533757", "GSM1533758", "GSM1533759", "GSM1533760", "GSM1533761", "GSM1533762", "GSM1533763", "GSM1533764"], "sample_count": 13, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Long-term Exposure to Sorafenib of Liver Cancer Cells Induces Resistance with Epithelial-to-Mesenchymal Transition, Increased Invasion and Risk of Rebound Growth", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE109211 not downloaded", "asset:data:geo:GSE109211 licence not read", "asset:data:geo:GSE62813 not downloaded", "asset:data:geo:GSE62813 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project."}}, {"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": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "chi-square"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE109211", "GSE62813"], "resolved_accessions": ["GSE109211", "GSE62813"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material."], "basis": "The paper names GSE109211, GSE62813 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35359392", "data:geo:GSE109211"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE109211"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:40:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8818, "completion_tokens": 2020, "cached_tokens": 256}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:35359392", "type": "paper", "label": "pmid:35359392"}, {"id": "source:pmid:35359392", "type": "manuscript", "label": "PMID 35359392 full text"}, {"id": "data:geo:GSE109211", "type": "dataset", "label": "GEO GSE109211"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35359392", "type": "paper", "label": "pmid:35359392"}, {"id": "source:pmid:35359392", "type": "manuscript", "label": "PMID 35359392 full text"}, {"id": "data:geo:GSE109211", "type": "dataset", "label": "GEO GSE109211"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35359392", "type": "extraction", "used": ["source:pmid:35359392"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE109211", "type": "accession_resolution", "used": ["data:geo:GSE109211"], "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:35359392", "parent_hash": "sha256:f31f93b140fb02c97714a060ffd6dcd659cb2aab73f1afda4ea46881d21eb19a", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE109211 licence not read", "asset:data:geo:GSE109211 not downloaded", "asset:data:geo:GSE62813 licence not read", "asset:data:geo:GSE62813 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Knockdown of AKR1C3 Promoted Sorafenib Sensitivity Thr", "of HCC cells and acute sorafenib resistance. Knockdown of AKR1C3 inhibited the proliferation of HCC"], "order_basis": "paper_text_order:0", "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": 0.99, "evidence": ["cted in R. Cell proliferation was assayed by MTT, cell colony-forming assay, and wound healin", "f patients from the TCGA and ICGC databases. MTT and colony-forming assays showing AKR1C3 ove"], "order_basis": "paper_text_order:808", "id": "assay:2"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lony-forming assay, and wound healing assay. Immunofluorescence assay and Western blot were used to evaluate", "increased the drug sensitivity of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 pr"], "order_basis": "paper_text_order:865", "id": "assay:3"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["healing assay. Immunofluorescence assay and Western blot were used to evaluate the expression of AKT.", "y of sorafenib. Immunofluorescence assay and Western blot proved that AKR1C3 promoted the phosphorylat"], "order_basis": "paper_text_order:895", "id": "assay:4"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["or Biological Sciences (Shanghai, China) and cultured in Dulbecco’s modified Eagle’s medium (DMEM, Hy", "nsduction Human hepatoma cell lines Huh7 and HepG2 were obtained from the Chinese Academy of Sc"], "order_basis": "paper_text_order:1873", "id": "assay:5"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The raw data were standardized and analyzed by the R package “limma” from the Bioconductor project."], "order_basis": "consumes_earlier_output", "id": "assay:6"}]}