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

pmid:32694937

Identification of prognostic factors for intrahepatic cholangiocarcinoma using long non-coding RNAs-associated ceRNA network.

Zhichen Kang · Lixin Guo · Zhuo Zhu · Rongfeng Qu

Cancer cell international · 2020 doi:10.1186/s12935-020-01388-4

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:32694937
kind
science-record
content_hash
sha256:42796b382f2b9e883c204d99e8fb89196d1043ac7c8b74b3330ec1e7e1aa1d47
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:06Z
updated_at
2026-11-01T22:01:56Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of prognostic factors for intrahepatic cholangiocarcinoma using long non-coding RNAs-associated ceRNA network.
doi
10.1186/s12935-020-01388-4
pmid
32694937
authors array · 4 items
[0]
Zhichen Kang
[1]
Lixin Guo
[2]
Zhuo Zhu
[3]
Rongfeng Qu
journal
Cancer cell international
year
2020
abstract
BACKGROUND: Accumulating amount of evidence has highlighted the important roles of long non-coding RNAs (lncRNAs) acting as competing endogenous RNAs (ceRNAs) in tumor pathogenesis. However, the roles of long non coding RNAs (lncRNAs) in the lncRNA-related ceRNA network of intrahepatic cholangiocarcinoma (ICC) still remain enigmatic. The current study aims to identify prognostic factors in the lncRNA-related ceRNA network of ICC. METHODS: The transcriptome sequencing data of lncRNAs, messenger RNA (mRNA) and microRNA (miR) were downloaded from the SRA and TCGA databases. Differentially expressed lncRNAs (DElncRNAs), DEmiRs and DEmRNAs were identified and adopted to construct an lncRNA-miR-mRNA ceRNA network. ICC-associated DEmRNAs were adopted to construct the protein-protein interaction (PPI) network. The expression of the top 6 genes in the hub module was validated with mRNA transcriptome sequencing data and ICC-related gene expression dataset GSE45001, followed by GO and KEGG pathway enrichment analysis. The relationship between the hub gene-associated ceRNA network and the overall survival of patients with ICC was predicted by conducting a Kaplan-Meier survival analysis. RESULTS: Sixty co-expressed DEmRNAs were identified in the ceRNA network. The top 6 hub genes consisted of downregulated FOS, IGF2, FOXO1 and NTF3, upregulated IGF1R, and insignificantly downregulated HGF in ICC tissues, when compared to that of normal adjacent tissues, followed by the successful construction of lncRNA-miR-hub network consisting of 86 ceRNA modules. MME-AS1 and hsa-miR-182 were associated with overall survival in ICC patients. FOS, IGF1R, IGF2, FOXO1, and NTF3 might target "TGF-β signaling pathway", "the hedgehog signaling pathway", "retinol metabolism", or "type II diabetes mellitus" pathways respectively. CONCLUSION: These results indicate that FOS, IGF1R, IGF2, FOXO1, and NTF3 were useful prognostic factors in determining the prognosis of patients with ICC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32694937
locator
sections[8] "Association analysis of hub gene-related network and prognosis of ICC patients" paragraph 2
quote
Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32694937
locator
sections[25] "Availability of data and materials" paragraph 2
quote
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
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:32694937
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:GSE26566
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:GSE26566
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:32694937
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s12935-020-01388-4
sha256
sha256:5bf005ef45104762d3b81c2d3db6a517c14191217ab497e2c3608a8b75da5c4b
bytes
43187
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s12935-020-01388-4
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
PMC7364620
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE26566
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=GSE26566
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26566
version
null
note
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 169 items
[0]
GSM653015
[1]
GSM653016
[2]
GSM653017
[3]
GSM653018
[4]
GSM653019
[5]
GSM653020
[6]
GSM653021
[7]
GSM653022
[8]
GSM653023
[9]
GSM653024
[10]
GSM653025
[11]
GSM653026
[12]
GSM653027
[13]
GSM653028
[14]
GSM653029
[15]
GSM653030
[16]
GSM653031
[17]
GSM653032
[18]
GSM653033
[19]
GSM653034
[20]
GSM653035
[21]
GSM653036
[22]
GSM653037
[23]
GSM653038
[24]
GSM653039
[25]
GSM653040
[26]
GSM653041
[27]
GSM653042
[28]
GSM653043
[29]
GSM653044
[30]
GSM653045
[31]
GSM653046
[32]
GSM653047
[33]
GSM653048
[34]
GSM653049
[35]
GSM653050
[36]
GSM653051
[37]
GSM653052
[38]
GSM653053
[39]
GSM653054
[40]
GSM653055
[41]
GSM653056
[42]
GSM653057
[43]
GSM653058
[44]
GSM653059
[45]
GSM653060
[46]
GSM653061
[47]
GSM653062
[48]
GSM653063
[49]
GSM653064
[50]
GSM653065
[51]
GSM653066
[52]
GSM653067
[53]
GSM653068
[54]
GSM653069
[55]
GSM653070
[56]
GSM653071
[57]
GSM653072
[58]
GSM653073
[59]
GSM653074
[60]
GSM653075
[61]
GSM653076
[62]
GSM653077
[63]
GSM653078
[64]
GSM653079
[65]
GSM653080
[66]
GSM653081
[67]
GSM653082
[68]
GSM653083
[69]
GSM653084
[70]
GSM653085
[71]
GSM653086
[72]
GSM653087
[73]
GSM653088
[74]
GSM653089
[75]
GSM653090
[76]
GSM653091
[77]
GSM653092
[78]
GSM653093
[79]
GSM653094
[80]
GSM653095
[81]
GSM653096
[82]
GSM653097
[83]
GSM653098
[84]
GSM653099
[85]
GSM653100
[86]
GSM653101
[87]
GSM653102
[88]
GSM653103
[89]
GSM653104
[90]
GSM653105
[91]
GSM653106
[92]
GSM653107
[93]
GSM653108
[94]
GSM653109
[95]
GSM653110
[96]
GSM653111
[97]
GSM653112
[98]
GSM653113
[99]
GSM653114
[100]
GSM653115
[101]
GSM653116
[102]
GSM653117
[103]
GSM653118
[104]
GSM653119
[105]
GSM653120
[106]
GSM653121
[107]
GSM653122
[108]
GSM653123
[109]
GSM653124
[110]
GSM653125
[111]
GSM653126
[112]
GSM653127
[113]
GSM653128
[114]
GSM653129
[115]
GSM653130
[116]
GSM653131
[117]
GSM653132
[118]
GSM653133
[119]
GSM653134
[120]
GSM653135
[121]
GSM653136
[122]
GSM653137
[123]
GSM653138
[124]
GSM653139
[125]
GSM653140
[126]
GSM653141
[127]
GSM653142
[128]
GSM653143
[129]
GSM653144
[130]
GSM653145
[131]
GSM653146
[132]
GSM653147
[133]
GSM653148
[134]
GSM653149
[135]
GSM653150
[136]
GSM653151
[137]
GSM653152
[138]
GSM653153
[139]
GSM653154
[140]
GSM653155
[141]
GSM653156
[142]
GSM653157
[143]
GSM653158
[144]
GSM653159
[145]
GSM653160
[146]
GSM653161
[147]
GSM653162
[148]
GSM653163
[149]
GSM653164
[150]
GSM653165
[151]
GSM653166
[152]
GSM653167
[153]
GSM653168
[154]
GSM653169
[155]
GSM653170
[156]
GSM653171
[157]
GSM653172
[158]
GSM653173
[159]
GSM653174
[160]
GSM653175
[161]
GSM653176
[162]
GSM653177
[163]
GSM653178
[164]
GSM653179
[165]
GSM653180
[166]
GSM653181
[167]
GSM653182
[168]
GSM653183
sample_count
169
group_sizes
null
group_sizes_basis
null
platform
6104
taxon
Homo sapiens
title
Molecular classification of human cholangiocarcinoma
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:GSE45001
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=GSE45001
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45001
version
null
note
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 20 items
[0]
GSM1095633
[1]
GSM1095634
[2]
GSM1095635
[3]
GSM1095636
[4]
GSM1095637
[5]
GSM1095638
[6]
GSM1095639
[7]
GSM1095640
[8]
GSM1095641
[9]
GSM1095642
[10]
GSM1095643
[11]
GSM1095644
[12]
GSM1095645
[13]
GSM1095646
[14]
GSM1095647
[15]
GSM1095648
[16]
GSM1095649
[17]
GSM1095650
[18]
GSM1095651
[19]
GSM1095652
sample_count
20
group_sizes
null
group_sizes_basis
null
platform
14550
taxon
Homo sapiens
title
Gene expression profiling of tumor stroma in human intrahepatic cholangiocarcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:SRP126672
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=SRP126672
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
SRP126672
version
null
note
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
null
resolution_checked_at
2026-10-31T18:35:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE26566 not downloaded
[1]
asset:data:geo:GSE26566 licence not read
[2]
asset:data:geo:GSE45001 not downloaded
[3]
asset:data:geo:GSE45001 licence not read
[4]
asset:data:geo:SRP126672 not downloaded
[5]
asset:data:geo:SRP126672 licence not read
analysis object · 4 fields
state
complete
methods array · 4 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients.
[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
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
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
[3] object · 10 fields
id
method-4
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
logrank_test
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: log_rank_test.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 3 items
[0]
SRP126672
[1]
GSE45001
[2]
GSE26566
resolved_accessions array · 2 items
[0]
GSE45001
[1]
GSE26566
statements array · 1 item
[0]
Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.
basis
The paper names GSE45001, GSE26566 in Sequence Read Archive (SRA) 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]
logrank_test
assets array · 2 items
[0]
source:pmid:32694937
[1]
data:geo:GSE26566
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:GSE26566
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
2026-10-31T18:21:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
36316
completion_tokens
1865
cached_tokens
792
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:32694937
type
paper
label
pmid:32694937
[1] object · 3 fields
id
source:pmid:32694937
type
manuscript
label
PMID 32694937 full text
[2] object · 3 fields
id
data:geo:GSE26566
type
dataset
label
GEO GSE26566
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:32694937
type
paper
label
pmid:32694937
[1] object · 3 fields
id
source:pmid:32694937
type
manuscript
label
PMID 32694937 full text
[2] object · 3 fields
id
data:geo:GSE26566
type
dataset
label
GEO GSE26566
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32694937
type
extraction
used array · 1 item
[0]
source:pmid:32694937
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE26566
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE26566
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:32694937
parent_hash
sha256:cbfe3c64d720d31783f0e66731b9b87df64554983aa1358e54aab2c6a82b9cf8
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE26566 licence not read
[1]
asset:data:geo:GSE26566 not downloaded
[2]
asset:data:geo:GSE45001 licence not read
[3]
asset:data:geo:GSE45001 not downloaded
[4]
asset:data:geo:SRP126672 licence not read
[5]
asset:data:geo:SRP126672 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32694937", "kind": "science-record", "revision": 7, "content_hash": "sha256:42796b382f2b9e883c204d99e8fb89196d1043ac7c8b74b3330ec1e7e1aa1d47", "created_at": "2026-11-01T15:41:06Z", "updated_at": "2026-11-01T22:01:56Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of prognostic factors for intrahepatic cholangiocarcinoma using long non-coding RNAs-associated ceRNA network.", "doi": "10.1186/s12935-020-01388-4", "pmid": "32694937", "authors": ["Zhichen Kang", "Lixin Guo", "Zhuo Zhu", "Rongfeng Qu"], "journal": "Cancer cell international", "year": 2020, "abstract": "BACKGROUND: Accumulating amount of evidence has highlighted the important roles of long non-coding RNAs (lncRNAs) acting as competing endogenous RNAs (ceRNAs) in tumor pathogenesis. However, the roles of long non coding RNAs (lncRNAs) in the lncRNA-related ceRNA network of intrahepatic cholangiocarcinoma (ICC) still remain enigmatic. The current study aims to identify prognostic factors in the lncRNA-related ceRNA network of ICC.\nMETHODS: The transcriptome sequencing data of lncRNAs, messenger RNA (mRNA) and microRNA (miR) were downloaded from the SRA and TCGA databases. Differentially expressed lncRNAs (DElncRNAs), DEmiRs and DEmRNAs were identified and adopted to construct an lncRNA-miR-mRNA ceRNA network. ICC-associated DEmRNAs were adopted to construct the protein-protein interaction (PPI) network. The expression of the top 6 genes in the hub module was validated with mRNA transcriptome sequencing data and ICC-related gene expression dataset GSE45001, followed by GO and KEGG pathway enrichment analysis. The relationship between the hub gene-associated ceRNA network and the overall survival of patients with ICC was predicted by conducting a Kaplan-Meier survival analysis.\nRESULTS: Sixty co-expressed DEmRNAs were identified in the ceRNA network. The top 6 hub genes consisted of downregulated FOS, IGF2, FOXO1 and NTF3, upregulated IGF1R, and insignificantly downregulated HGF in ICC tissues, when compared to that of normal adjacent tissues, followed by the successful construction of lncRNA-miR-hub network consisting of 86 ceRNA modules. MME-AS1 and hsa-miR-182 were associated with overall survival in ICC patients. FOS, IGF1R, IGF2, FOXO1, and NTF3 might target \"TGF-β signaling pathway\", \"the hedgehog signaling pathway\", \"retinol metabolism\", or \"type II diabetes mellitus\" pathways respectively.\nCONCLUSION: These results indicate that FOS, IGF1R, IGF2, FOXO1, and NTF3 were useful prognostic factors in determining the prognosis of patients with ICC.", "claims": [{"id": "claim-method", "statement": "Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32694937", "locator": "sections[8] \"Association analysis of hub gene-related network and prognosis of ICC patients\" paragraph 2", "quote": "Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32694937", "locator": "sections[25] \"Availability of data and materials\" paragraph 2", "quote": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study."}], "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:32694937"], "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:GSE26566"], "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:GSE26566"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32694937", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-020-01388-4", "sha256": "sha256:5bf005ef45104762d3b81c2d3db6a517c14191217ab497e2c3608a8b75da5c4b", "bytes": 43187, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-020-01388-4", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7364620", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE26566", "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=GSE26566", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26566", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM653015", "GSM653016", "GSM653017", "GSM653018", "GSM653019", "GSM653020", "GSM653021", "GSM653022", "GSM653023", "GSM653024", "GSM653025", "GSM653026", "GSM653027", "GSM653028", "GSM653029", "GSM653030", "GSM653031", "GSM653032", "GSM653033", "GSM653034", "GSM653035", "GSM653036", "GSM653037", "GSM653038", "GSM653039", "GSM653040", "GSM653041", "GSM653042", "GSM653043", "GSM653044", "GSM653045", "GSM653046", "GSM653047", "GSM653048", "GSM653049", "GSM653050", "GSM653051", "GSM653052", "GSM653053", "GSM653054", "GSM653055", "GSM653056", "GSM653057", "GSM653058", "GSM653059", "GSM653060", "GSM653061", "GSM653062", "GSM653063", "GSM653064", "GSM653065", "GSM653066", "GSM653067", "GSM653068", "GSM653069", "GSM653070", "GSM653071", "GSM653072", "GSM653073", "GSM653074", "GSM653075", "GSM653076", "GSM653077", "GSM653078", "GSM653079", "GSM653080", "GSM653081", "GSM653082", "GSM653083", "GSM653084", "GSM653085", "GSM653086", "GSM653087", "GSM653088", "GSM653089", "GSM653090", "GSM653091", "GSM653092", "GSM653093", "GSM653094", "GSM653095", "GSM653096", "GSM653097", "GSM653098", "GSM653099", "GSM653100", "GSM653101", "GSM653102", "GSM653103", "GSM653104", "GSM653105", "GSM653106", "GSM653107", "GSM653108", "GSM653109", "GSM653110", "GSM653111", "GSM653112", "GSM653113", "GSM653114", "GSM653115", "GSM653116", "GSM653117", "GSM653118", "GSM653119", "GSM653120", "GSM653121", "GSM653122", "GSM653123", "GSM653124", "GSM653125", "GSM653126", "GSM653127", "GSM653128", "GSM653129", "GSM653130", "GSM653131", "GSM653132", "GSM653133", "GSM653134", "GSM653135", "GSM653136", "GSM653137", "GSM653138", "GSM653139", "GSM653140", "GSM653141", "GSM653142", "GSM653143", "GSM653144", "GSM653145", "GSM653146", "GSM653147", "GSM653148", "GSM653149", "GSM653150", "GSM653151", "GSM653152", "GSM653153", "GSM653154", "GSM653155", "GSM653156", "GSM653157", "GSM653158", "GSM653159", "GSM653160", "GSM653161", "GSM653162", "GSM653163", "GSM653164", "GSM653165", "GSM653166", "GSM653167", "GSM653168", "GSM653169", "GSM653170", "GSM653171", "GSM653172", "GSM653173", "GSM653174", "GSM653175", "GSM653176", "GSM653177", "GSM653178", "GSM653179", "GSM653180", "GSM653181", "GSM653182", "GSM653183"], "sample_count": 169, "group_sizes": null, "group_sizes_basis": null, "platform": "6104", "taxon": "Homo sapiens", "title": "Molecular classification of human cholangiocarcinoma", "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:GSE45001", "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=GSE45001", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE45001", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1095633", "GSM1095634", "GSM1095635", "GSM1095636", "GSM1095637", "GSM1095638", "GSM1095639", "GSM1095640", "GSM1095641", "GSM1095642", "GSM1095643", "GSM1095644", "GSM1095645", "GSM1095646", "GSM1095647", "GSM1095648", "GSM1095649", "GSM1095650", "GSM1095651", "GSM1095652"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "14550", "taxon": "Homo sapiens", "title": "Gene expression profiling of tumor stroma in human intrahepatic cholangiocarcinoma", "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:SRP126672", "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=SRP126672", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "SRP126672", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": null, "resolution_checked_at": "2026-10-31T18:35:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE26566 not downloaded", "asset:data:geo:GSE26566 licence not read", "asset:data:geo:GSE45001 not downloaded", "asset:data:geo:GSE45001 licence not read", "asset:data:geo:SRP126672 not downloaded", "asset:data:geo:SRP126672 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients."}}, {"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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "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-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "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": ["SRP126672", "GSE45001", "GSE26566"], "resolved_accessions": ["GSE45001", "GSE26566"], "statements": ["Data sharing not applicable to this article as no datasets were generated or analyzed during the current study."], "basis": "The paper names GSE45001, GSE26566 in Sequence Read Archive (SRA) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:32694937", "data:geo:GSE26566"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE26566"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:21:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 36316, "completion_tokens": 1865, "cached_tokens": 792}}, "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:32694937", "type": "paper", "label": "pmid:32694937"}, {"id": "source:pmid:32694937", "type": "manuscript", "label": "PMID 32694937 full text"}, {"id": "data:geo:GSE26566", "type": "dataset", "label": "GEO GSE26566"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32694937", "type": "paper", "label": "pmid:32694937"}, {"id": "source:pmid:32694937", "type": "manuscript", "label": "PMID 32694937 full text"}, {"id": "data:geo:GSE26566", "type": "dataset", "label": "GEO GSE26566"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32694937", "type": "extraction", "used": ["source:pmid:32694937"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE26566", "type": "accession_resolution", "used": ["data:geo:GSE26566"], "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:32694937", "parent_hash": "sha256:cbfe3c64d720d31783f0e66731b9b87df64554983aa1358e54aab2c6a82b9cf8", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE26566 licence not read", "asset:data:geo:GSE26566 not downloaded", "asset:data:geo:GSE45001 licence not read", "asset:data:geo:GSE45001 not downloaded", "asset:data:geo:SRP126672 licence not read", "asset:data:geo:SRP126672 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Both the Kaplan–Meier method and the log-rank test were used to determine the relationships between DElncRNAs, DEmiRNAs and DEmRNAs (belonging to the ceRNA network), as well as the overall survival (OS) curve of patients."], "order_basis": "analysis_only", "id": "assay:1"}]}