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

pmid:34350177

Effect of ISM1 on the Immune Microenvironment and Epithelial-Mesenchymal Transition in Colorectal Cancer.

Yuhui Wu · Xiaojing Liang · Junjie Ni · Rongjie Zhao · Shengpeng Shao · Si Lu · Weidong Han · Liangliang Yu

Frontiers in cell and developmental biology · 2021 doi:10.3389/fcell.2021.681240

Paper

complete

Experiment

partial

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:34350177
kind
science-record
content_hash
sha256:b7fd551f61f1476dca3ac006d301731b6bf9bd2ea8c3f9bec5b546b259dc4dea
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:46Z
updated_at
2026-11-01T22:04:25Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Effect of ISM1 on the Immune Microenvironment and Epithelial-Mesenchymal Transition in Colorectal Cancer.
doi
10.3389/fcell.2021.681240
pmid
34350177
authors array · 8 items
[0]
Yuhui Wu
[1]
Xiaojing Liang
[2]
Junjie Ni
[3]
Rongjie Zhao
[4]
Shengpeng Shao
[5]
Si Lu
[6]
Weidong Han
[7]
Liangliang Yu
journal
Frontiers in cell and developmental biology
year
2021
abstract
Background: An increasing number of studies have shown that Isthmin 1 (ISM1), a secreted protein, is important in tumorigenesis and invasion, including in colorectal cancer (CRC). However, the mechanisms are still unclear. This study aims to explore the function and prognosis capacity of ISM1 in CRC. Methods: We investigated the expression of ISM1 in 18 CRC tissues vs. adjacent normal tissues from GSE50760, 473 CRC tissues vs. 41 normal tissues from The Cancer Genome Atlas (TCGA), and across gastrointestinal cancer types. Differences were further confirmed in CRC tissues via quantitative real-time polymerase chain reaction (qRT-PCR). Then, we analyzed correlations between clinicopathologic features and ISM1 expression, including prognostic prediction value, using the Kaplan-Meier method and multivariate Cox regression. Gene set enrichment analysis (GSEA) was performed to identify ISM1-related pathways. In vitro experiments were performed to verify the role of ISM1 in epithelial-mesenchymal transition (EMT) and CRC progression. Results: Multiple datasets showed that ISM1 is upregulated in CRC tissues, which was validated. Patients with higher ISM1 expression had shorter overall survival (OS), and ISM1 expression served as an independent prognostic factor. Enrichment analysis showed that ISM1 upregulation was positively correlated with cancer-related pathways, such as EMT, hypoxia, and the Notch and KRAS signaling pathways. We were exclusively interested in the connection between ISM1 and EMT because 71% of genes in this pathway were significantly positively co-expressed with ISM1, which may account for why patients with higher ISM1 expression are prone to regional lymph node involvement and progression to advanced stages. In addition, we found that ISM1 was positively correlated with multiple immunosuppressive pathways such as IL2/STAT5, TNF-α/NF-κB, and TGF-β, and immune checkpoints, including PD-L1, PD-1, CTLA-4, and LAG3, which may account for upregulation of ISM1 in immunotherapy-resistant patients. Notably, through in vitro experiments, we found that ISM1 promoted EMT and colon cancer cell migration and proliferation. Conclusion: ISM1 is critical for CRC development and progression, which enhances our understanding of the low response rate of CRC to immunotherapy via immunosuppressive signaling pathways.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34350177
locator
sections[14] "Statistical Analysis" paragraph 2
quote
Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00).
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:34350177
locator
sections[23] "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
gaps array · 0 items
experiment object · 8 fields
state
partial
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:34350177
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:GSE50760
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
blocked
blocked_on
method:group_comparison_wilcoxon
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:GSE50760
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 · 1 item
[0]
step:run_analysis blocked on method:group_comparison_wilcoxon
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:34350177
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fcell.2021.681240
sha256
sha256:46973a180b4344b520e9a2bfee3315997500a0b06039e7c7ad9bec3c95eb3d99
bytes
48711
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fcell.2021.681240
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
PMC8326811
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE50760
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=GSE50760
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50760
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 · 54 items
[0]
GSM1228184
[1]
GSM1228185
[2]
GSM1228186
[3]
GSM1228187
[4]
GSM1228188
[5]
GSM1228189
[6]
GSM1228190
[7]
GSM1228191
[8]
GSM1228192
[9]
GSM1228193
[10]
GSM1228194
[11]
GSM1228195
[12]
GSM1228196
[13]
GSM1228197
[14]
GSM1228198
[15]
GSM1228199
[16]
GSM1228200
[17]
GSM1228201
[18]
GSM1228202
[19]
GSM1228203
[20]
GSM1228204
[21]
GSM1228205
[22]
GSM1228206
[23]
GSM1228207
[24]
GSM1228208
[25]
GSM1228209
[26]
GSM1228210
[27]
GSM1228211
[28]
GSM1228212
[29]
GSM1228213
[30]
GSM1228214
[31]
GSM1228215
[32]
GSM1228216
[33]
GSM1228217
[34]
GSM1228218
[35]
GSM1228219
[36]
GSM1228220
[37]
GSM1228221
[38]
GSM1228222
[39]
GSM1228223
[40]
GSM1228224
[41]
GSM1228225
[42]
GSM1228226
[43]
GSM1228227
[44]
GSM1228228
[45]
GSM1228229
[46]
GSM1228230
[47]
GSM1228231
[48]
GSM1228232
[49]
GSM1228233
[50]
GSM1228234
[51]
GSM1228235
[52]
GSM1228236
[53]
GSM1228237
sample_count
54
group_sizes
null
group_sizes_basis
null
platform
11154
taxon
Homo sapiens
title
Gene expression profiling study by RNA-seq in colorectal cancer
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 · 16 fields
id
asset:table:pmid:34350177:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b80ddac4676d201b41299648df70795c8f179bb0f599c332c4bc79f8828889aa
bytes
839
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#T1
version
null
note
Univariate and multivariate analysis of clinicopathological characteristics and ISM1 with overall survival in TCGA-COAD cohort.
structure object · 5 fields
pmcid
PMC8326811
section_index
18
section_title
ISM1 Predicts Shorter OS in CRC
row_count
8
column_count
5
table object · 8 fields
label
TABLE 1
caption
Univariate and multivariate analysis of clinicopathological characteristics and ISM1 with overall survival in TCGA-COAD cohort.
rows array · 8 items
[0] array · 3 items
[0]
TCGA-COAD cohort (n=432)
[1]
Univariate analysis
[2]
Multivariate analysis
[1] array · 5 items
[0]
[1]
HR (95% CI)
[2]
P
[3]
HR (95% CI)
[4]
P
[2] array · 5 items
[0]
Age (vs. <60)
[1]
1.303 (0.781–2.175)
[2]
0.311
[3]
[4]
[3] array · 5 items
[0]
Gender (vs. female)
[1]
1.133 (0.736–1.743)
[2]
0.571
[3]
[4]
[4] array · 5 items
[0]
T status (vs. T1–2)
[1]
4.275 (1.562–11.701)
[2]
0.005
[3]
2.818 (1.005–7.903)
[4]
0.049
[5] array · 5 items
[0]
N status (vs. N0)
[1]
2.813 (1.805–4.384)
[2]
<0.001
[3]
2.247 (1.423–3.547)
[4]
<0.001
[6] array · 5 items
[0]
Prior malignancy (vs. yes)
[1]
0.612 (0.355–1.055)
[2]
0.077
[3]
[4]
[7] array · 5 items
[0]
ISM1 (vs. low)
[1]
2.259 (1.334–3.824)
[2]
0.002
[3]
1.94 (1.140–3.300)
[4]
0.014
locator
section[18]/table-wrap[1]#T1
gaps array · 2 items
[0]
asset:data:geo:GSE50760 not downloaded
[1]
asset:data:geo:GSE50760 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
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
Wilcoxon
[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
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
0.7
band
medium
quote
Cox regression
[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
null
specific
null
label
Mann–Whitney test
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
Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00).
targets array · 0 items
gaps array · 2 items
[0]
method.reader_named_unmapped
[1]
method.group_comparison_wilcoxon
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
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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]
GSE50760
resolved_accessions array · 1 item
[0]
GSE50760
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 GSE50760 in 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 · 0 items
assets array · 3 items
[0]
source:pmid:34350177
[1]
data:geo:GSE50760
[2]
asset:table:pmid:34350177:1
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_wilcoxon
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE50760
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
2026-10-31T18:33:23Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
40316
completion_tokens
1967
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:34350177
type
paper
label
pmid:34350177
[1] object · 3 fields
id
source:pmid:34350177
type
manuscript
label
PMID 34350177 full text
[2] object · 3 fields
id
data:geo:GSE50760
type
dataset
label
GEO GSE50760
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:34350177
type
paper
label
pmid:34350177
[1] object · 3 fields
id
source:pmid:34350177
type
manuscript
label
PMID 34350177 full text
[2] object · 3 fields
id
data:geo:GSE50760
type
dataset
label
GEO GSE50760
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34350177
type
extraction
used array · 1 item
[0]
source:pmid:34350177
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE50760
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE50760
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:34350177
parent_hash
sha256:cccbc35743dfe83fe27eaed26d42aabf239556645577d6aa9bdad7008beaf2b4
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE50760 licence not read
[1]
asset:data:geo:GSE50760 not downloaded
[2]
execution.not_run
[3]
method.group_comparison_wilcoxon
[4]
method.reader_named_unmapped
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
[8]
step:run_analysis blocked on method:group_comparison_wilcoxon
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Wilcoxon
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:34350177", "kind": "science-record", "revision": 7, "content_hash": "sha256:b7fd551f61f1476dca3ac006d301731b6bf9bd2ea8c3f9bec5b546b259dc4dea", "created_at": "2026-11-01T15:41:46Z", "updated_at": "2026-11-01T22:04:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Effect of ISM1 on the Immune Microenvironment and Epithelial-Mesenchymal Transition in Colorectal Cancer.", "doi": "10.3389/fcell.2021.681240", "pmid": "34350177", "authors": ["Yuhui Wu", "Xiaojing Liang", "Junjie Ni", "Rongjie Zhao", "Shengpeng Shao", "Si Lu", "Weidong Han", "Liangliang Yu"], "journal": "Frontiers in cell and developmental biology", "year": 2021, "abstract": "Background: An increasing number of studies have shown that Isthmin 1 (ISM1), a secreted protein, is important in tumorigenesis and invasion, including in colorectal cancer (CRC). However, the mechanisms are still unclear. This study aims to explore the function and prognosis capacity of ISM1 in CRC. Methods: We investigated the expression of ISM1 in 18 CRC tissues vs. adjacent normal tissues from GSE50760, 473 CRC tissues vs. 41 normal tissues from The Cancer Genome Atlas (TCGA), and across gastrointestinal cancer types. Differences were further confirmed in CRC tissues via quantitative real-time polymerase chain reaction (qRT-PCR). Then, we analyzed correlations between clinicopathologic features and ISM1 expression, including prognostic prediction value, using the Kaplan-Meier method and multivariate Cox regression. Gene set enrichment analysis (GSEA) was performed to identify ISM1-related pathways. In vitro experiments were performed to verify the role of ISM1 in epithelial-mesenchymal transition (EMT) and CRC progression. Results: Multiple datasets showed that ISM1 is upregulated in CRC tissues, which was validated. Patients with higher ISM1 expression had shorter overall survival (OS), and ISM1 expression served as an independent prognostic factor. Enrichment analysis showed that ISM1 upregulation was positively correlated with cancer-related pathways, such as EMT, hypoxia, and the Notch and KRAS signaling pathways. We were exclusively interested in the connection between ISM1 and EMT because 71% of genes in this pathway were significantly positively co-expressed with ISM1, which may account for why patients with higher ISM1 expression are prone to regional lymph node involvement and progression to advanced stages. In addition, we found that ISM1 was positively correlated with multiple immunosuppressive pathways such as IL2/STAT5, TNF-α/NF-κB, and TGF-β, and immune checkpoints, including PD-L1, PD-1, CTLA-4, and LAG3, which may account for upregulation of ISM1 in immunotherapy-resistant patients. Notably, through in vitro experiments, we found that ISM1 promoted EMT and colon cancer cell migration and proliferation. Conclusion: ISM1 is critical for CRC development and progression, which enhances our understanding of the low response rate of CRC to immunotherapy via immunosuppressive signaling pathways.", "claims": [{"id": "claim-method", "statement": "Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34350177", "locator": "sections[14] \"Statistical Analysis\" paragraph 2", "quote": "Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00)."}], "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:34350177", "locator": "sections[23] \"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"}], "gaps": []}, "experiment": {"state": "partial", "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:34350177"], "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:GSE50760"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE50760"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34350177", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fcell.2021.681240", "sha256": "sha256:46973a180b4344b520e9a2bfee3315997500a0b06039e7c7ad9bec3c95eb3d99", "bytes": 48711, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fcell.2021.681240", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8326811", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE50760", "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=GSE50760", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50760", "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": ["GSM1228184", "GSM1228185", "GSM1228186", "GSM1228187", "GSM1228188", "GSM1228189", "GSM1228190", "GSM1228191", "GSM1228192", "GSM1228193", "GSM1228194", "GSM1228195", "GSM1228196", "GSM1228197", "GSM1228198", "GSM1228199", "GSM1228200", "GSM1228201", "GSM1228202", "GSM1228203", "GSM1228204", "GSM1228205", "GSM1228206", "GSM1228207", "GSM1228208", "GSM1228209", "GSM1228210", "GSM1228211", "GSM1228212", "GSM1228213", "GSM1228214", "GSM1228215", "GSM1228216", "GSM1228217", "GSM1228218", "GSM1228219", "GSM1228220", "GSM1228221", "GSM1228222", "GSM1228223", "GSM1228224", "GSM1228225", "GSM1228226", "GSM1228227", "GSM1228228", "GSM1228229", "GSM1228230", "GSM1228231", "GSM1228232", "GSM1228233", "GSM1228234", "GSM1228235", "GSM1228236", "GSM1228237"], "sample_count": 54, "group_sizes": null, "group_sizes_basis": null, "platform": "11154", "taxon": "Homo sapiens", "title": "Gene expression profiling study by RNA-seq in colorectal cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34350177:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b80ddac4676d201b41299648df70795c8f179bb0f599c332c4bc79f8828889aa", "bytes": 839, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#T1", "version": null, "note": "Univariate and multivariate analysis of clinicopathological characteristics and ISM1 with overall survival in TCGA-COAD cohort.", "structure": {"pmcid": "PMC8326811", "section_index": 18, "section_title": "ISM1 Predicts Shorter OS in CRC", "row_count": 8, "column_count": 5}, "table": {"label": "TABLE 1", "caption": "Univariate and multivariate analysis of clinicopathological characteristics and ISM1 with overall survival in TCGA-COAD cohort.", "rows": [["TCGA-COAD cohort (n=432)", "Univariate analysis", "Multivariate analysis"], ["", "HR (95% CI)", "P", "HR (95% CI)", "P"], ["Age (vs. <60)", "1.303 (0.781–2.175)", "0.311", "", ""], ["Gender (vs. female)", "1.133 (0.736–1.743)", "0.571", "", ""], ["T status (vs. T1–2)", "4.275 (1.562–11.701)", "0.005", "2.818 (1.005–7.903)", "0.049"], ["N status (vs. N0)", "2.813 (1.805–4.384)", "<0.001", "2.247 (1.423–3.547)", "<0.001"], ["Prior malignancy (vs. yes)", "0.612 (0.355–1.055)", "0.077", "", ""], ["ISM1 (vs. low)", "2.259 (1.334–3.824)", "0.002", "1.94 (1.140–3.300)", "0.014"]], "row_count": 8, "column_count": 5, "numeric_cells": 23, "header_rows": 2, "locator": "section[18]/table-wrap[1]#T1"}}], "gaps": ["asset:data:geo:GSE50760 not downloaded", "asset:data:geo:GSE50760 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"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": "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": 0.7, "band": "medium", "quote": "Cox regression"}}, {"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": null, "specific": null, "label": "Mann–Whitney test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differences in ISM1 expression in CRC vs. normal tissues was calculated with a Mann–Whitney test in GraphPad (version 7.00)."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE50760"], "resolved_accessions": ["GSE50760"], "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 GSE50760 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:34350177", "data:geo:GSE50760", "asset:table:pmid:34350177:1"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE50760"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:23Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 40316, "completion_tokens": 1967, "cached_tokens": 784}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:34350177", "type": "paper", "label": "pmid:34350177"}, {"id": "source:pmid:34350177", "type": "manuscript", "label": "PMID 34350177 full text"}, {"id": "data:geo:GSE50760", "type": "dataset", "label": "GEO GSE50760"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34350177", "type": "paper", "label": "pmid:34350177"}, {"id": "source:pmid:34350177", "type": "manuscript", "label": "PMID 34350177 full text"}, {"id": "data:geo:GSE50760", "type": "dataset", "label": "GEO GSE50760"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34350177", "type": "extraction", "used": ["source:pmid:34350177"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE50760", "type": "accession_resolution", "used": ["data:geo:GSE50760"], "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:34350177", "parent_hash": "sha256:cccbc35743dfe83fe27eaed26d42aabf239556645577d6aa9bdad7008beaf2b4", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE50760 licence not read", "asset:data:geo:GSE50760 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Wilcoxon"], "order_basis": "analysis_only", "id": "assay:1"}]}