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

pmid:39123194

Comprehensive pan-cancer analysis of ZNF337 as a potential diagnostic, immunological, and prognostic biomarker.

Dongxu Zhang · Pu Liang · Bowen Xia · Jitao Wu · Xiaopeng Hu

BMC cancer · 2024 doi:10.1186/s12885-024-12703-x

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:39123194
kind
science-record
content_hash
sha256:5c45387ec6c1345fae4ee5585de2a77ecec73f86aadcc7b2e7293e2e45fa3bab
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:12Z
updated_at
2026-11-01T22:54:53Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Comprehensive pan-cancer analysis of ZNF337 as a potential diagnostic, immunological, and prognostic biomarker.
doi
10.1186/s12885-024-12703-x
pmid
39123194
authors array · 5 items
[0]
Dongxu Zhang
[1]
Pu Liang
[2]
Bowen Xia
[3]
Jitao Wu
[4]
Xiaopeng Hu
journal
BMC cancer
year
2024
abstract
BACKGROUND: Zinc Finger Protein 337 (ZNF337) is a novel Zinc Finger (ZNF) protein family member. However, the roles of ZNF337 in human cancers have not yet been investigated. METHODS: In this study, with the aid of TCGA databases, GTEx databases, and online websites, we determined the expression levels of ZNF337 in pan-cancer and its potential value as a diagnostic and prognostic marker for pan-cancer and analyzed the relationship between ZNF337 expression and immune cell infiltration and immune checkpoint genes. We then focused our research on the potential of ZNF337 as a biomarker for diagnostic and prognostic in KIRC (kidney renal clear cell carcinoma) and validated in the E-MTAB-1980 database. Moreover, the expression of ZNF337 was detected through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation experiment, and EDU experiment were performed to evaluate cell proliferation ability. Wound healing assay and transwell assay were used to analyze its migration ability. The qRT-PCR and WB were used to detect the expression of ZNF337 in tumor tissues and paracancerous tissues of KIRC patients. RESULTS: The pan-cancer analysis revealed that abnormal ZNF337 expression was found in multiple human cancer types. ZNF337 had a high diagnostic value in pan-cancer and a significant association with the prognosis of certain cancers, indicating that ZNF337 may be a valuable prognostic biomarker for multiple cancers. Further analysis demonstrated that the expression level of ZNF337 displayed significant correlations with cancer-associated fibroblasts, immune cell infiltration, and immune checkpoint genes in many tumors. Additionally, ZNF337 was observed to have a high expression in KIRC. Its expression was significantly associated with poor prognosis [overall survival (OS), disease-specific survival (DSS)], age, TNM stage, histologic grade, and pathologic stage. The high ZNF337 expression was associated with poor prognosis in the E-MTAB-1980 validation cohort. The in vitro experiments suggested that the expression of ZNF337 in KIRC tumor tissues was higher than in adjacent tissues, and ZNF337 knockdown inhibited the proliferation and migration of KIRC cells, whereas overexpression of ZNF337 had the opposite effects. CONCLUSIONS: ZNF337 might be an important prognostic and immunotherapeutic biomarker for pan-cancer, especially in KIRC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39123194
locator
sections[5] "Diagnostic value analysis" paragraph 2
quote
The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39123194
locator
sections[40] "notes" paragraph 1
quote
Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
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:39123194
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:E-MTAB-1980
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:E-MTAB-1980
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:39123194
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s12885-024-12703-x
sha256
sha256:a606ff74bc9f9efbfb4e70147fcdecf4c6123549ec5d20be82bfa036b764c3f0
bytes
45891
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s12885-024-12703-x
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
PMC11313096
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:E-MTAB-1980
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=E-MTAB-1980
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
E-MTAB-1980
version
null
note
Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).
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
2026-10-31T18:28:57Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:E-MTAB-1980 not downloaded
[1]
asset:data:geo:E-MTAB-1980 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer.
[1] object · 10 fields
id
method-2
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson correlation
[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
0.8
band
high
quote
PPI
[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
0.8
band
high
quote
GO enrichment
[4] object · 10 fields
id
method-5
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.8
band
high
quote
ROC curve
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 · 1 item
[0]
survival_km
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
E-MTAB-1980
resolved_accessions array · 1 item
[0]
E-MTAB-1980
statements array · 1 item
[0]
Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).
basis
The paper names E-MTAB-1980 in ArrayExpress and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
survival_km
assets array · 2 items
[0]
source:pmid:39123194
[1]
data:geo:E-MTAB-1980
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:E-MTAB-1980
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:27:17Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13795
completion_tokens
1879
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:39123194
type
paper
label
pmid:39123194
[1] object · 3 fields
id
source:pmid:39123194
type
manuscript
label
PMID 39123194 full text
[2] object · 3 fields
id
data:geo:E-MTAB-1980
type
dataset
label
GEO E-MTAB-1980
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:39123194
type
paper
label
pmid:39123194
[1] object · 3 fields
id
source:pmid:39123194
type
manuscript
label
PMID 39123194 full text
[2] object · 3 fields
id
data:geo:E-MTAB-1980
type
dataset
label
GEO E-MTAB-1980
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39123194
type
extraction
used array · 1 item
[0]
source:pmid:39123194
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-E-MTAB-1980
type
accession_resolution
used array · 1 item
[0]
data:geo:E-MTAB-1980
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:39123194
parent_hash
sha256:8462cae1f3170dbf95fdbce70a914f36cce3d26d23de063c2c8fec4960bd575a
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:E-MTAB-1980 licence not read
[1]
asset:data:geo:E-MTAB-1980 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 5 items
[0] 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
0.93
evidence array · 1 item
[0]
n of ZNF337 was detected through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation exp
order_basis
paper_text_order:842
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
d through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation experiment, and
order_basis
paper_text_order:865
id
assay:2
[2] 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 · 4 items
[0]
higher than in adjacent tissues, and ZNF337 knockdown inhibited the proliferation and migration of
[1]
by cytoHubba in Cytoscape. Cell culture and transfection Normal human renal epithelial cell lines (HK
[2]
zhou Jima Gene Co. Ltd. (Suzhou, China), and transfected to cells by RNAiMAX (Invitrogen, USA). The s
[3]
ol, overexpression plasmids were transiently transfected using jetPRIME reagents (Polyplus, France).
order_basis
paper_text_order:2203
id
assay:3
[3] 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
0.85
evidence array · 1 item
[0]
emy of Sciences Cell Bank (Shanghai, China). Cell lines were cultured according to their instruction. All siRNAs (
order_basis
paper_text_order:3549
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer.
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39123194", "kind": "science-record", "revision": 4, "content_hash": "sha256:5c45387ec6c1345fae4ee5585de2a77ecec73f86aadcc7b2e7293e2e45fa3bab", "created_at": "2026-11-01T20:29:12Z", "updated_at": "2026-11-01T22:54:53Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive pan-cancer analysis of ZNF337 as a potential diagnostic, immunological, and prognostic biomarker.", "doi": "10.1186/s12885-024-12703-x", "pmid": "39123194", "authors": ["Dongxu Zhang", "Pu Liang", "Bowen Xia", "Jitao Wu", "Xiaopeng Hu"], "journal": "BMC cancer", "year": 2024, "abstract": "BACKGROUND: Zinc Finger Protein 337 (ZNF337) is a novel Zinc Finger (ZNF) protein family member. However, the roles of ZNF337 in human cancers have not yet been investigated.\nMETHODS: In this study, with the aid of TCGA databases, GTEx databases, and online websites, we determined the expression levels of ZNF337 in pan-cancer and its potential value as a diagnostic and prognostic marker for pan-cancer and analyzed the relationship between ZNF337 expression and immune cell infiltration and immune checkpoint genes. We then focused our research on the potential of ZNF337 as a biomarker for diagnostic and prognostic in KIRC (kidney renal clear cell carcinoma) and validated in the E-MTAB-1980 database. Moreover, the expression of ZNF337 was detected through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation experiment, and EDU experiment were performed to evaluate cell proliferation ability. Wound healing assay and transwell assay were used to analyze its migration ability. The qRT-PCR and WB were used to detect the expression of ZNF337 in tumor tissues and paracancerous tissues of KIRC patients.\nRESULTS: The pan-cancer analysis revealed that abnormal ZNF337 expression was found in multiple human cancer types. ZNF337 had a high diagnostic value in pan-cancer and a significant association with the prognosis of certain cancers, indicating that ZNF337 may be a valuable prognostic biomarker for multiple cancers. Further analysis demonstrated that the expression level of ZNF337 displayed significant correlations with cancer-associated fibroblasts, immune cell infiltration, and immune checkpoint genes in many tumors. Additionally, ZNF337 was observed to have a high expression in KIRC. Its expression was significantly associated with poor prognosis [overall survival (OS), disease-specific survival (DSS)], age, TNM stage, histologic grade, and pathologic stage. The high ZNF337 expression was associated with poor prognosis in the E-MTAB-1980 validation cohort. The in vitro experiments suggested that the expression of ZNF337 in KIRC tumor tissues was higher than in adjacent tissues, and ZNF337 knockdown inhibited the proliferation and migration of KIRC cells, whereas overexpression of ZNF337 had the opposite effects.\nCONCLUSIONS: ZNF337 might be an important prognostic and immunotherapeutic biomarker for pan-cancer, especially in KIRC.", "claims": [{"id": "claim-method", "statement": "The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39123194", "locator": "sections[5] \"Diagnostic value analysis\" paragraph 2", "quote": "The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39123194", "locator": "sections[40] \"notes\" paragraph 1", "quote": "Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:39123194"], "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:E-MTAB-1980"], "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:E-MTAB-1980"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39123194", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12885-024-12703-x", "sha256": "sha256:a606ff74bc9f9efbfb4e70147fcdecf4c6123549ec5d20be82bfa036b764c3f0", "bytes": 45891, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12885-024-12703-x", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11313096", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:E-MTAB-1980", "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=E-MTAB-1980", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "E-MTAB-1980", "version": null, "note": "Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index).", "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": "2026-10-31T18:28:57Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:E-MTAB-1980 not downloaded", "asset:data:geo:E-MTAB-1980 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer."}}, {"id": "method-2", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-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": 0.8, "band": "high", "quote": "PPI"}}, {"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": 0.8, "band": "high", "quote": "GO enrichment"}}, {"id": "method-5", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC curve"}}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["E-MTAB-1980"], "resolved_accessions": ["E-MTAB-1980"], "statements": ["Publicly available data sets were utilized in this study. The details are as follows: TIMER database (http://timer.cistrome.org/), the Human Protein Atlas (HPA) (http://www.proteinatlas.org/), The Cancer Genome Atlas (TCGA) (https://www.cancer.gov/about-nci/organization/ccg/research/structural-genomics/tcga), GTEx (https://commonfund.nih.gov/GTEx), STRING website (https://string-db.org/) and GEPIA (http://gepia2.cancer-pku.cn/#index)."], "basis": "The paper names E-MTAB-1980 in ArrayExpress and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:39123194", "data:geo:E-MTAB-1980"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:E-MTAB-1980"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:27:17Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13795, "completion_tokens": 1879, "cached_tokens": 264}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:39123194", "type": "paper", "label": "pmid:39123194"}, {"id": "source:pmid:39123194", "type": "manuscript", "label": "PMID 39123194 full text"}, {"id": "data:geo:E-MTAB-1980", "type": "dataset", "label": "GEO E-MTAB-1980"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39123194", "type": "paper", "label": "pmid:39123194"}, {"id": "source:pmid:39123194", "type": "manuscript", "label": "PMID 39123194 full text"}, {"id": "data:geo:E-MTAB-1980", "type": "dataset", "label": "GEO E-MTAB-1980"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39123194", "type": "extraction", "used": ["source:pmid:39123194"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-E-MTAB-1980", "type": "accession_resolution", "used": ["data:geo:E-MTAB-1980"], "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:39123194", "parent_hash": "sha256:8462cae1f3170dbf95fdbce70a914f36cce3d26d23de063c2c8fec4960bd575a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:E-MTAB-1980 licence not read", "asset:data:geo:E-MTAB-1980 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": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["n of ZNF337 was detected through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation exp"], "order_basis": "paper_text_order:842", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["d through qRT-PCR and Western blotting (WB). CCK-8 experiment, colony formation experiment, and"], "order_basis": "paper_text_order:865", "id": "assay:2"}, {"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": ["higher than in adjacent tissues, and ZNF337 knockdown inhibited the proliferation and migration of", "by cytoHubba in Cytoscape. Cell culture and transfection Normal human renal epithelial cell lines (HK", "zhou Jima Gene Co. Ltd. (Suzhou, China), and transfected to cells by RNAiMAX (Invitrogen, USA). The s", "ol, overexpression plasmids were transiently transfected using jetPRIME reagents (Polyplus, France)."], "order_basis": "paper_text_order:2203", "id": "assay:3"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": ["emy of Sciences Cell Bank (Shanghai, China). Cell lines were cultured according to their instruction. All siRNAs ("], "order_basis": "paper_text_order:3549", "id": "assay:4"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The receiver operating characteristic (ROC) curve analysis was conducted to measure the area under the ROC curve (AUC) to determine the diagnostic value of ZNF337 for pan-cancer."], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}