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

pmid:32021566

Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures.

Yi Xiong · Zujian Xiong · Hang Cao · Chang Li · Siyi Wanggou · Xuejun Li

Cancer cell international · 2020 doi:10.1186/s12935-020-1116-3

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:32021566
kind
science-record
content_hash
sha256:d2077fbd00173e219cc77fc4327e8089397baf06c5cf728352f7d30fc38789c8
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:56Z
updated_at
2026-11-01T21:22:53Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures.
doi
10.1186/s12935-020-1116-3
pmid
32021566
authors array · 6 items
[0]
Yi Xiong
[1]
Zujian Xiong
[2]
Hang Cao
[3]
Chang Li
[4]
Siyi Wanggou
[5]
Xuejun Li
journal
Cancer cell international
year
2020
abstract
BACKGROUND: The presence of tumor-associated stroma and tumor-infiltrated immune cells have been largely reported across glioblastomas. Tumor purity, defined as the proportion of tumor cells in the tumor, was associated with the genomic and clinicopathologic features of the tumor and may alter the interpretation of glioblastoma biology. METHODS: We use an integrative approach to infer tumor purity based on multi-omic data and comprehensively evaluate the impact of tumor purity on glioblastoma (GBM) prognosis, genomic profiling, and the immune microenvironment in the Cancer Genome Atlas Consortium (TCGA) cohort. RESULTS: We found that low tumor purity was significantly associated with reduced survival time. Additionally, we established a purity-relevant 5-gene signature that was an independent prognostic biomarker and validated it in the TCGA, CGGA and GSE4412 cohort. Moreover, we correlated tumor purity with genomic characteristics and tumor microenvironment. We identified that gamma delta T cells in glioblastoma microenvironment were positively correlated with purity and served as a marker for favorable prognosis, which was validated in both TCGA and CGGA dataset. CONCLUSIONS: We observe the potential confounding effects of tumor purity on GBM clinical and molecular information interpretation. GBM microenvironment could be purity-dependent, which provides new insights into the clinical implications of glioblastoma.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The Kaplan–Meier curves were employed to estimate overall survival distribution.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32021566
locator
sections[7] "Survival analysis" paragraph 2
quote
The Kaplan–Meier curves were employed to estimate overall survival distribution.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32021566
locator
sections[26] "Availability of data and materials" paragraph 2
quote
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:32021566
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:GSE4412
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:GSE4412
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:32021566
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s12935-020-1116-3
sha256
sha256:89f9b7c2a13cab901b7905a8e367b432939e57b7ea24e59fd598b80490c43e0b
bytes
44628
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s12935-020-1116-3
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
PMC6995093
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE4412
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=GSE4412
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE4412
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 170 items
[0]
GSM99432
[1]
GSM99433
[2]
GSM99434
[3]
GSM99435
[4]
GSM99436
[5]
GSM99437
[6]
GSM99438
[7]
GSM99439
[8]
GSM99440
[9]
GSM99441
[10]
GSM99442
[11]
GSM99443
[12]
GSM99444
[13]
GSM99445
[14]
GSM99446
[15]
GSM99447
[16]
GSM99448
[17]
GSM99449
[18]
GSM99450
[19]
GSM99451
[20]
GSM99452
[21]
GSM99453
[22]
GSM99454
[23]
GSM99455
[24]
GSM99456
[25]
GSM99457
[26]
GSM99458
[27]
GSM99459
[28]
GSM99460
[29]
GSM99461
[30]
GSM99462
[31]
GSM99463
[32]
GSM99464
[33]
GSM99465
[34]
GSM99466
[35]
GSM99467
[36]
GSM99468
[37]
GSM99469
[38]
GSM99470
[39]
GSM99471
[40]
GSM99472
[41]
GSM99473
[42]
GSM99474
[43]
GSM99475
[44]
GSM99476
[45]
GSM99477
[46]
GSM99478
[47]
GSM99479
[48]
GSM99480
[49]
GSM99481
[50]
GSM99482
[51]
GSM99483
[52]
GSM99484
[53]
GSM99485
[54]
GSM99486
[55]
GSM99487
[56]
GSM99488
[57]
GSM99489
[58]
GSM99490
[59]
GSM99491
[60]
GSM99492
[61]
GSM99493
[62]
GSM99494
[63]
GSM99495
[64]
GSM99496
[65]
GSM99497
[66]
GSM99498
[67]
GSM99499
[68]
GSM99500
[69]
GSM99501
[70]
GSM99502
[71]
GSM99503
[72]
GSM99504
[73]
GSM99505
[74]
GSM99506
[75]
GSM99507
[76]
GSM99508
[77]
GSM99509
[78]
GSM99510
[79]
GSM99511
[80]
GSM99512
[81]
GSM99513
[82]
GSM99514
[83]
GSM99515
[84]
GSM99516
[85]
GSM99517
[86]
GSM99518
[87]
GSM99519
[88]
GSM99520
[89]
GSM99521
[90]
GSM99522
[91]
GSM99523
[92]
GSM99524
[93]
GSM99525
[94]
GSM99526
[95]
GSM99527
[96]
GSM99528
[97]
GSM99529
[98]
GSM99530
[99]
GSM99531
[100]
GSM99532
[101]
GSM99533
[102]
GSM99534
[103]
GSM99535
[104]
GSM99536
[105]
GSM99537
[106]
GSM99538
[107]
GSM99539
[108]
GSM99540
[109]
GSM99541
[110]
GSM99542
[111]
GSM99543
[112]
GSM99544
[113]
GSM99545
[114]
GSM99546
[115]
GSM99547
[116]
GSM99548
[117]
GSM99549
[118]
GSM99550
[119]
GSM99551
[120]
GSM99552
[121]
GSM99553
[122]
GSM99554
[123]
GSM99555
[124]
GSM99556
[125]
GSM99557
[126]
GSM99558
[127]
GSM99559
[128]
GSM99560
[129]
GSM99561
[130]
GSM99562
[131]
GSM99563
[132]
GSM99564
[133]
GSM99565
[134]
GSM99566
[135]
GSM99567
[136]
GSM99568
[137]
GSM99569
[138]
GSM99570
[139]
GSM99571
[140]
GSM99572
[141]
GSM99573
[142]
GSM99574
[143]
GSM99575
[144]
GSM99576
[145]
GSM99577
[146]
GSM99578
[147]
GSM99579
[148]
GSM99580
[149]
GSM99581
[150]
GSM99582
[151]
GSM99583
[152]
GSM99584
[153]
GSM99585
[154]
GSM99586
[155]
GSM99587
[156]
GSM99588
[157]
GSM99589
[158]
GSM99590
[159]
GSM99591
[160]
GSM99592
[161]
GSM99593
[162]
GSM99594
[163]
GSM99595
[164]
GSM99596
[165]
GSM99597
[166]
GSM99598
[167]
GSM99599
[168]
GSM99600
[169]
GSM99601
sample_count
170
group_sizes
null
group_sizes_basis
null
platform
96;97
taxon
Homo sapiens
title
freij-affy-human-91666
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 · 2 items
[0]
asset:data:geo:GSE4412 not downloaded
[1]
asset:data:geo:GSE4412 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
The Kaplan–Meier curves were employed to estimate overall survival distribution.
[1] object · 10 fields
id
method-2
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
0.8
band
high
quote
Cox proportional hazards
[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
GO enrichment
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE4412
resolved_accessions array · 1 item
[0]
GSE4412
statements array · 1 item
[0]
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
basis
The paper names GSE4412 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]
logrank_test
assets array · 2 items
[0]
source:pmid:32021566
[1]
data:geo:GSE4412
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:GSE4412
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
2026-10-31T18:18:06Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
33611
completion_tokens
1877
cached_tokens
792
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32021566
type
paper
label
pmid:32021566
[1] object · 3 fields
id
source:pmid:32021566
type
manuscript
label
PMID 32021566 full text
[2] object · 3 fields
id
data:geo:GSE4412
type
dataset
label
GEO GSE4412
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:32021566
type
paper
label
pmid:32021566
[1] object · 3 fields
id
source:pmid:32021566
type
manuscript
label
PMID 32021566 full text
[2] object · 3 fields
id
data:geo:GSE4412
type
dataset
label
GEO GSE4412
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32021566
type
extraction
used array · 1 item
[0]
source:pmid:32021566
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE4412
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE4412
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:32021566
parent_hash
sha256:3d68b1e3405798b3fea433bd666724bd10731da7d2014dd051c5a1790ef21ecb
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE4412 licence not read
[1]
asset:data:geo:GSE4412 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
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]
e Glioma Genome Atlas) cohort, IlluminaHiSeq RNA-seq data and clinical and molecular information
order_basis
paper_text_order:1849
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The Kaplan–Meier curves were employed to estimate overall survival distribution.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32021566", "kind": "science-record", "revision": 6, "content_hash": "sha256:d2077fbd00173e219cc77fc4327e8089397baf06c5cf728352f7d30fc38789c8", "created_at": "2026-11-01T15:40:56Z", "updated_at": "2026-11-01T21:22:53Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Multi-dimensional omics characterization in glioblastoma identifies the purity-associated pattern and prognostic gene signatures.", "doi": "10.1186/s12935-020-1116-3", "pmid": "32021566", "authors": ["Yi Xiong", "Zujian Xiong", "Hang Cao", "Chang Li", "Siyi Wanggou", "Xuejun Li"], "journal": "Cancer cell international", "year": 2020, "abstract": "BACKGROUND: The presence of tumor-associated stroma and tumor-infiltrated immune cells have been largely reported across glioblastomas. Tumor purity, defined as the proportion of tumor cells in the tumor, was associated with the genomic and clinicopathologic features of the tumor and may alter the interpretation of glioblastoma biology.\nMETHODS: We use an integrative approach to infer tumor purity based on multi-omic data and comprehensively evaluate the impact of tumor purity on glioblastoma (GBM) prognosis, genomic profiling, and the immune microenvironment in the Cancer Genome Atlas Consortium (TCGA) cohort.\nRESULTS: We found that low tumor purity was significantly associated with reduced survival time. Additionally, we established a purity-relevant 5-gene signature that was an independent prognostic biomarker and validated it in the TCGA, CGGA and GSE4412 cohort. Moreover, we correlated tumor purity with genomic characteristics and tumor microenvironment. We identified that gamma delta T cells in glioblastoma microenvironment were positively correlated with purity and served as a marker for favorable prognosis, which was validated in both TCGA and CGGA dataset.\nCONCLUSIONS: We observe the potential confounding effects of tumor purity on GBM clinical and molecular information interpretation. GBM microenvironment could be purity-dependent, which provides new insights into the clinical implications of glioblastoma.", "claims": [{"id": "claim-method", "statement": "The Kaplan–Meier curves were employed to estimate overall survival distribution.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32021566", "locator": "sections[7] \"Survival analysis\" paragraph 2", "quote": "The Kaplan–Meier curves were employed to estimate overall survival distribution."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32021566", "locator": "sections[26] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32021566"], "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:GSE4412"], "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:GSE4412"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32021566", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-020-1116-3", "sha256": "sha256:89f9b7c2a13cab901b7905a8e367b432939e57b7ea24e59fd598b80490c43e0b", "bytes": 44628, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-020-1116-3", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6995093", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE4412", "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=GSE4412", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE4412", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM99432", "GSM99433", "GSM99434", "GSM99435", "GSM99436", "GSM99437", "GSM99438", "GSM99439", "GSM99440", "GSM99441", "GSM99442", "GSM99443", "GSM99444", "GSM99445", "GSM99446", "GSM99447", "GSM99448", "GSM99449", "GSM99450", "GSM99451", "GSM99452", "GSM99453", "GSM99454", "GSM99455", "GSM99456", "GSM99457", "GSM99458", "GSM99459", "GSM99460", "GSM99461", "GSM99462", "GSM99463", "GSM99464", "GSM99465", "GSM99466", "GSM99467", "GSM99468", "GSM99469", "GSM99470", "GSM99471", "GSM99472", "GSM99473", "GSM99474", "GSM99475", "GSM99476", "GSM99477", "GSM99478", "GSM99479", "GSM99480", "GSM99481", "GSM99482", "GSM99483", "GSM99484", "GSM99485", "GSM99486", "GSM99487", "GSM99488", "GSM99489", "GSM99490", "GSM99491", "GSM99492", "GSM99493", "GSM99494", "GSM99495", "GSM99496", "GSM99497", "GSM99498", "GSM99499", "GSM99500", "GSM99501", "GSM99502", "GSM99503", "GSM99504", "GSM99505", "GSM99506", "GSM99507", "GSM99508", "GSM99509", "GSM99510", "GSM99511", "GSM99512", "GSM99513", "GSM99514", "GSM99515", "GSM99516", "GSM99517", "GSM99518", "GSM99519", "GSM99520", "GSM99521", "GSM99522", "GSM99523", "GSM99524", "GSM99525", "GSM99526", "GSM99527", "GSM99528", "GSM99529", "GSM99530", "GSM99531", "GSM99532", "GSM99533", "GSM99534", "GSM99535", "GSM99536", "GSM99537", "GSM99538", "GSM99539", "GSM99540", "GSM99541", "GSM99542", "GSM99543", "GSM99544", "GSM99545", "GSM99546", "GSM99547", "GSM99548", "GSM99549", "GSM99550", "GSM99551", "GSM99552", "GSM99553", "GSM99554", "GSM99555", "GSM99556", "GSM99557", "GSM99558", "GSM99559", "GSM99560", "GSM99561", "GSM99562", "GSM99563", "GSM99564", "GSM99565", "GSM99566", "GSM99567", "GSM99568", "GSM99569", "GSM99570", "GSM99571", "GSM99572", "GSM99573", "GSM99574", "GSM99575", "GSM99576", "GSM99577", "GSM99578", "GSM99579", "GSM99580", "GSM99581", "GSM99582", "GSM99583", "GSM99584", "GSM99585", "GSM99586", "GSM99587", "GSM99588", "GSM99589", "GSM99590", "GSM99591", "GSM99592", "GSM99593", "GSM99594", "GSM99595", "GSM99596", "GSM99597", "GSM99598", "GSM99599", "GSM99600", "GSM99601"], "sample_count": 170, "group_sizes": null, "group_sizes_basis": null, "platform": "96;97", "taxon": "Homo sapiens", "title": "freij-affy-human-91666", "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:GSE4412 not downloaded", "asset:data:geo:GSE4412 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The Kaplan–Meier curves were employed to estimate overall survival distribution."}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "Cox proportional hazards"}}, {"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": "GO enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE4412"], "resolved_accessions": ["GSE4412"], "statements": ["The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE4412 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": ["logrank_test"], "assets": ["source:pmid:32021566", "data:geo:GSE4412"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE4412"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:18:06Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 33611, "completion_tokens": 1877, "cached_tokens": 792}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:32021566", "type": "paper", "label": "pmid:32021566"}, {"id": "source:pmid:32021566", "type": "manuscript", "label": "PMID 32021566 full text"}, {"id": "data:geo:GSE4412", "type": "dataset", "label": "GEO GSE4412"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32021566", "type": "paper", "label": "pmid:32021566"}, {"id": "source:pmid:32021566", "type": "manuscript", "label": "PMID 32021566 full text"}, {"id": "data:geo:GSE4412", "type": "dataset", "label": "GEO GSE4412"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32021566", "type": "extraction", "used": ["source:pmid:32021566"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE4412", "type": "accession_resolution", "used": ["data:geo:GSE4412"], "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:32021566", "parent_hash": "sha256:3d68b1e3405798b3fea433bd666724bd10731da7d2014dd051c5a1790ef21ecb", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE4412 licence not read", "asset:data:geo:GSE4412 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["e Glioma Genome Atlas) cohort, IlluminaHiSeq RNA-seq data and clinical and molecular information"], "order_basis": "paper_text_order:1849", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The Kaplan–Meier curves were employed to estimate overall survival distribution."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}