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

pmid:38187219

Comprehensive analysis of the role of cuproptosis-related genes in the prognosis and immune infiltration of adrenocortical Carcinoma.

Zhiyuan You · Jiqing He · Zhongming Gao

Heliyon · 2024 doi:10.1016/j.heliyon.2023.e23661

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:38187219
kind
science-record
content_hash
sha256:8408f7dfd08ceaf5ba4afc6b3fdd2b13e4f66bc216345ed9a03a5b170d7319ce
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:20:06Z
updated_at
2026-11-01T22:10:59Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Comprehensive analysis of the role of cuproptosis-related genes in the prognosis and immune infiltration of adrenocortical Carcinoma.
doi
10.1016/j.heliyon.2023.e23661
pmid
38187219
authors array · 3 items
[0]
Zhiyuan You
[1]
Jiqing He
[2]
Zhongming Gao
journal
Heliyon
year
2024
abstract
Background: Cuproptosis is a recently discovered form of nonapoptotic programmed cell death. However, no research on cuproptosis in the context of adrenocortical carcinoma has been conducted, and the prognostic value of assessing cuproptosis remains unclear. Methods: In this study, we established comprehensive models to assess gene expression changes, mutation status, and prognosis prediction and developed a prognostic nomogram for cuproptosis-related genes. Using data from The Cancer Genome Atlas (TCGA), Gene Expression Omnibus (GEO), and Genotype-Tissue Expression (GTEx) databases, an analysis of 11 cuproptosis-related genes was performed. Additionally, a risk scoring method and nomogram were used to assess the relationships among cuproptosis-associated genes, transcript expression, clinical characteristics, and prognosis. The connections among tumors, immune checkpoints, and immune infiltration were also analyzed. Results: The patterns observed in patients with adrenocortical carcinoma who were assessed using cuproptosis-associated risk scores provide useful information for understanding gene mutations, clinical outcomes, immune cell infiltration, and immune checkpoint analysis results. FDX1, LIPT1, MTF1, COX11, CYP2D6, DLAT, ATP7Band CDKN2A were differentially expressed in patients with adrenocortical carcinoma and normal controls. In addition, higher risk scores were significantly associated with poor overall survival and progression-free interval. The nomogram model subsequently developed to facilitate the clinical application of the analysis showed good predictive and calibration capabilities. GSE10927 and GSE33371 were used for independent cohort validation. Moreover, CDKN2A, FDX1, and other cuproptosis-related genes were significantly associated with immune infiltration and checkpoints. Conclusion: We confirmed that our model had excellent predictive ability in patients with adrenocortical carcinoma. Therefore, an in-depth evaluation of patients using cuproptosis-related risk scores is clinically essential and can assist in therapy in the future.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38187219
locator
sections[12] "Identification of CRGs" paragraph 2
quote
We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38187219
locator
sections[21] "Data availability statement" paragraphs 1-3
quote
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Higher cuproptosis-related risk scores were significantly associated with poor overall survival and progression-free interval in adrenocortical carcinoma.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38187219
locator
sections[0] "Abstract" paragraph 3
quote
In addition, higher risk scores were significantly associated with poor overall survival and progression-free interval.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Higher cuproptosis-related risk scores were significantly associated with poor overall survival and progression-free interval in adrenocortical carcinoma.
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:38187219
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:GSE10927
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:GSE10927
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:38187219
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.heliyon.2023.e23661
sha256
sha256:be8736944d6ef58cc2b04074ad36c12c884c5c83be7fab3dfa666211a18f599a
bytes
42403
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.heliyon.2023.e23661
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
PMC10767392
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE10927
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=GSE10927
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE10927
version
null
note
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
access_statement_kind
data_availability_statement
sample_accessions array · 65 items
[0]
GSM277090
[1]
GSM277091
[2]
GSM277092
[3]
GSM277093
[4]
GSM277094
[5]
GSM277095
[6]
GSM277096
[7]
GSM277097
[8]
GSM277098
[9]
GSM277099
[10]
GSM277100
[11]
GSM277101
[12]
GSM277102
[13]
GSM277103
[14]
GSM277104
[15]
GSM277105
[16]
GSM277106
[17]
GSM277107
[18]
GSM277108
[19]
GSM277109
[20]
GSM277110
[21]
GSM277111
[22]
GSM277112
[23]
GSM277113
[24]
GSM277114
[25]
GSM277115
[26]
GSM277116
[27]
GSM277117
[28]
GSM277118
[29]
GSM277119
[30]
GSM277120
[31]
GSM277121
[32]
GSM277122
[33]
GSM277123
[34]
GSM277124
[35]
GSM277125
[36]
GSM277126
[37]
GSM277127
[38]
GSM277128
[39]
GSM277129
[40]
GSM277130
[41]
GSM277131
[42]
GSM277132
[43]
GSM277133
[44]
GSM277134
[45]
GSM277135
[46]
GSM277136
[47]
GSM277137
[48]
GSM277138
[49]
GSM277139
[50]
GSM277140
[51]
GSM277141
[52]
GSM277142
[53]
GSM277143
[54]
GSM277144
[55]
GSM277145
[56]
GSM277146
[57]
GSM277147
[58]
GSM277148
[59]
GSM277149
[60]
GSM277150
[61]
GSM277151
[62]
GSM277152
[63]
GSM277153
[64]
GSM277154
sample_count
65
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Human adrenocortical carcinomas (33), adenomas (22), and normal adrenal cortex (10), on Affymetrix HG_U133_plus_2 arrays
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:GSE33371
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=GSE33371
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE33371
version
null
note
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
access_statement_kind
data_availability_statement
sample_accessions array · 65 items
[0]
GSM825367
[1]
GSM825368
[2]
GSM825369
[3]
GSM825370
[4]
GSM825371
[5]
GSM825372
[6]
GSM825373
[7]
GSM825374
[8]
GSM825375
[9]
GSM825376
[10]
GSM825377
[11]
GSM825378
[12]
GSM825379
[13]
GSM825380
[14]
GSM825381
[15]
GSM825382
[16]
GSM825383
[17]
GSM825384
[18]
GSM825385
[19]
GSM825386
[20]
GSM825387
[21]
GSM825388
[22]
GSM825389
[23]
GSM825390
[24]
GSM825391
[25]
GSM825392
[26]
GSM825393
[27]
GSM825394
[28]
GSM825395
[29]
GSM825396
[30]
GSM825397
[31]
GSM825398
[32]
GSM825399
[33]
GSM825400
[34]
GSM825401
[35]
GSM825402
[36]
GSM825403
[37]
GSM825404
[38]
GSM825405
[39]
GSM825406
[40]
GSM825407
[41]
GSM825408
[42]
GSM825409
[43]
GSM825410
[44]
GSM825411
[45]
GSM825412
[46]
GSM825413
[47]
GSM825414
[48]
GSM825415
[49]
GSM825416
[50]
GSM825417
[51]
GSM825418
[52]
GSM825419
[53]
GSM825420
[54]
GSM825421
[55]
GSM825422
[56]
GSM825423
[57]
GSM825424
[58]
GSM825425
[59]
GSM825426
[60]
GSM825427
[61]
GSM825428
[62]
GSM825429
[63]
GSM825430
[64]
GSM825431
sample_count
65
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Beta-catenin status effects in human adrenocortical carcinomas (33), adenomas (22), and normal adrenal cortex (10)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE10927 not downloaded
[1]
asset:data:geo:GSE10927 licence not read
[2]
asset:data:geo:GSE33371 not downloaded
[3]
asset:data:geo:GSE33371 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis.
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
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
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]
cox_ph
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: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE10927
[1]
GSE33371
resolved_accessions array · 2 items
[0]
GSE10927
[1]
GSE33371
statements array · 1 item
[0]
The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories. Our data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.
basis
The paper names GSE10927, GSE33371 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:38187219
[1]
data:geo:GSE10927
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:GSE10927
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
2026-11-01T19:04:21Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
12255
completion_tokens
1449
cached_tokens
188
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:38187219
type
paper
label
pmid:38187219
[1] object · 3 fields
id
source:pmid:38187219
type
manuscript
label
PMID 38187219 full text
[2] object · 3 fields
id
data:geo:GSE10927
type
dataset
label
GEO GSE10927
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:38187219
type
paper
label
pmid:38187219
[1] object · 3 fields
id
source:pmid:38187219
type
manuscript
label
PMID 38187219 full text
[2] object · 3 fields
id
data:geo:GSE10927
type
dataset
label
GEO GSE10927
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38187219
type
extraction
used array · 1 item
[0]
source:pmid:38187219
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE10927
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE10927
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:38187219
parent_hash
sha256:9050c9b48eeacc554b3bfa0ee0be6bb8cad0fc2a441f498da7483de5721b59b5
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE10927 licence not read
[1]
asset:data:geo:GSE10927 not downloaded
[2]
asset:data:geo:GSE33371 licence not read
[3]
asset:data:geo:GSE33371 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
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]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis.
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:38187219", "kind": "science-record", "revision": 3, "content_hash": "sha256:8408f7dfd08ceaf5ba4afc6b3fdd2b13e4f66bc216345ed9a03a5b170d7319ce", "created_at": "2026-11-01T19:20:06Z", "updated_at": "2026-11-01T22:10:59Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive analysis of the role of cuproptosis-related genes in the prognosis and immune infiltration of adrenocortical Carcinoma.", "doi": "10.1016/j.heliyon.2023.e23661", "pmid": "38187219", "authors": ["Zhiyuan You", "Jiqing He", "Zhongming Gao"], "journal": "Heliyon", "year": 2024, "abstract": "Background: Cuproptosis is a recently discovered form of nonapoptotic programmed cell death. However, no research on cuproptosis in the context of adrenocortical carcinoma has been conducted, and the prognostic value of assessing cuproptosis remains unclear.\nMethods: In this study, we established comprehensive models to assess gene expression changes, mutation status, and prognosis prediction and developed a prognostic nomogram for cuproptosis-related genes. Using data from The Cancer Genome Atlas (TCGA), Gene Expression Omnibus (GEO), and Genotype-Tissue Expression (GTEx) databases, an analysis of 11 cuproptosis-related genes was performed. Additionally, a risk scoring method and nomogram were used to assess the relationships among cuproptosis-associated genes, transcript expression, clinical characteristics, and prognosis. The connections among tumors, immune checkpoints, and immune infiltration were also analyzed.\nResults: The patterns observed in patients with adrenocortical carcinoma who were assessed using cuproptosis-associated risk scores provide useful information for understanding gene mutations, clinical outcomes, immune cell infiltration, and immune checkpoint analysis results. FDX1, LIPT1, MTF1, COX11, CYP2D6, DLAT, ATP7Band CDKN2A were differentially expressed in patients with adrenocortical carcinoma and normal controls. In addition, higher risk scores were significantly associated with poor overall survival and progression-free interval. The nomogram model subsequently developed to facilitate the clinical application of the analysis showed good predictive and calibration capabilities. GSE10927 and GSE33371 were used for independent cohort validation. Moreover, CDKN2A, FDX1, and other cuproptosis-related genes were significantly associated with immune infiltration and checkpoints.\nConclusion: We confirmed that our model had excellent predictive ability in patients with adrenocortical carcinoma. Therefore, an in-depth evaluation of patients using cuproptosis-related risk scores is clinically essential and can assist in therapy in the future.", "claims": [{"id": "claim-method", "statement": "We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38187219", "locator": "sections[12] \"Identification of CRGs\" paragraph 2", "quote": "We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38187219", "locator": "sections[21] \"Data availability statement\" paragraphs 1-3", "quote": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Higher cuproptosis-related risk scores were significantly associated with poor overall survival and progression-free interval in adrenocortical carcinoma.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38187219", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "In addition, higher risk scores were significantly associated with poor overall survival and progression-free interval."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Higher cuproptosis-related risk scores were significantly associated with poor overall survival and progression-free interval in adrenocortical carcinoma.", "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:38187219"], "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:GSE10927"], "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:GSE10927"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38187219", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.heliyon.2023.e23661", "sha256": "sha256:be8736944d6ef58cc2b04074ad36c12c884c5c83be7fab3dfa666211a18f599a", "bytes": 42403, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.heliyon.2023.e23661", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10767392", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE10927", "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=GSE10927", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE10927", "version": null, "note": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM277090", "GSM277091", "GSM277092", "GSM277093", "GSM277094", "GSM277095", "GSM277096", "GSM277097", "GSM277098", "GSM277099", "GSM277100", "GSM277101", "GSM277102", "GSM277103", "GSM277104", "GSM277105", "GSM277106", "GSM277107", "GSM277108", "GSM277109", "GSM277110", "GSM277111", "GSM277112", "GSM277113", "GSM277114", "GSM277115", "GSM277116", "GSM277117", "GSM277118", "GSM277119", "GSM277120", "GSM277121", "GSM277122", "GSM277123", "GSM277124", "GSM277125", "GSM277126", "GSM277127", "GSM277128", "GSM277129", "GSM277130", "GSM277131", "GSM277132", "GSM277133", "GSM277134", "GSM277135", "GSM277136", "GSM277137", "GSM277138", "GSM277139", "GSM277140", "GSM277141", "GSM277142", "GSM277143", "GSM277144", "GSM277145", "GSM277146", "GSM277147", "GSM277148", "GSM277149", "GSM277150", "GSM277151", "GSM277152", "GSM277153", "GSM277154"], "sample_count": 65, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Human adrenocortical carcinomas (33), adenomas (22), and normal adrenal cortex (10), on Affymetrix HG_U133_plus_2 arrays", "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:GSE33371", "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=GSE33371", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE33371", "version": null, "note": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM825367", "GSM825368", "GSM825369", "GSM825370", "GSM825371", "GSM825372", "GSM825373", "GSM825374", "GSM825375", "GSM825376", "GSM825377", "GSM825378", "GSM825379", "GSM825380", "GSM825381", "GSM825382", "GSM825383", "GSM825384", "GSM825385", "GSM825386", "GSM825387", "GSM825388", "GSM825389", "GSM825390", "GSM825391", "GSM825392", "GSM825393", "GSM825394", "GSM825395", "GSM825396", "GSM825397", "GSM825398", "GSM825399", "GSM825400", "GSM825401", "GSM825402", "GSM825403", "GSM825404", "GSM825405", "GSM825406", "GSM825407", "GSM825408", "GSM825409", "GSM825410", "GSM825411", "GSM825412", "GSM825413", "GSM825414", "GSM825415", "GSM825416", "GSM825417", "GSM825418", "GSM825419", "GSM825420", "GSM825421", "GSM825422", "GSM825423", "GSM825424", "GSM825425", "GSM825426", "GSM825427", "GSM825428", "GSM825429", "GSM825430", "GSM825431"], "sample_count": 65, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Beta-catenin status effects in human adrenocortical carcinomas (33), adenomas (22), and normal adrenal cortex (10)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE10927 not downloaded", "asset:data:geo:GSE10927 licence not read", "asset:data:geo:GSE33371 not downloaded", "asset:data:geo:GSE33371 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis."}}, {"id": "method-2", "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-3", "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": "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE10927", "GSE33371"], "resolved_accessions": ["GSE10927", "GSE33371"], "statements": ["The data relevant to our study were obtained from publicly available repositories. We declare that these data are available in public repositories.\nOur data were obtained from the TCGA-ACC and GTEx-ACC datasets and the GEO database GSE10927 and GSE33371 datasets."], "basis": "The paper names GSE10927, GSE33371 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:38187219", "data:geo:GSE10927"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE10927"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:04:21Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12255, "completion_tokens": 1449, "cached_tokens": 188}}, "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:38187219", "type": "paper", "label": "pmid:38187219"}, {"id": "source:pmid:38187219", "type": "manuscript", "label": "PMID 38187219 full text"}, {"id": "data:geo:GSE10927", "type": "dataset", "label": "GEO GSE10927"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38187219", "type": "paper", "label": "pmid:38187219"}, {"id": "source:pmid:38187219", "type": "manuscript", "label": "PMID 38187219 full text"}, {"id": "data:geo:GSE10927", "type": "dataset", "label": "GEO GSE10927"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38187219", "type": "extraction", "used": ["source:pmid:38187219"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE10927", "type": "accession_resolution", "used": ["data:geo:GSE10927"], "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:38187219", "parent_hash": "sha256:9050c9b48eeacc554b3bfa0ee0be6bb8cad0fc2a441f498da7483de5721b59b5", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE10927 licence not read", "asset:data:geo:GSE10927 not downloaded", "asset:data:geo:GSE33371 licence not read", "asset:data:geo:GSE33371 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": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We performed univariate and multivariate Cox regression analyses of these 41 genes to identify key genes associated with cuproptosis."], "order_basis": "analysis_only", "id": "assay:1"}]}