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

pmid:34332577

Aurora kinase A (AURKA) promotes the progression and imatinib resistance of advanced gastrointestinal stromal tumors.

Xiaobin Cheng · Jinhai Wang · Sen Lu · Weina Fan · Weilin Wang

Cancer cell international · 2021 doi:10.1186/s12935-021-02111-7

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:34332577
kind
science-record
content_hash
sha256:8ce4d3c28a7cde063d79a8a25c30054fed6b3aca08f9fdc81ba5dc96bc543797
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:46Z
updated_at
2026-11-01T22:04:21Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Aurora kinase A (AURKA) promotes the progression and imatinib resistance of advanced gastrointestinal stromal tumors.
doi
10.1186/s12935-021-02111-7
pmid
34332577
authors array · 5 items
[0]
Xiaobin Cheng
[1]
Jinhai Wang
[2]
Sen Lu
[3]
Weina Fan
[4]
Weilin Wang
journal
Cancer cell international
year
2021
abstract
BACKGROUND: Gastrointestinal stromal tumor (GIST) is a common tumor that originates from the alimentary system mesenchyme. Compared to typical gastrointestinal carcinomas, GISTs exhibit unique malignant behaviors. Bioinformatic tools and subsequent experiments were applied to investigate novel targets involved in GIST progression and imatinib resistance. METHODS: Differences in gene expression profiles between advanced and nonadvanced GISTs were comprehensively analyzed based on the Gene Expression Omnibus (GEO) dataset GSE136755. A protein-protein interaction (PPI) network was constructed to identify the potential target gene. Gene set enrichment analysis (GSEA) was used to elucidate relevant biological events related to the target gene based on the GSE47911 dataset. Subsequently, immunohistochemistry and Kaplan-Meier analysis were performed to validate the prognostic value of the target gene in GISTs. Overexpression of the target gene was conducted to analyze its function in the proliferation, apoptosis, and imatinib resistance of GIST/T1 cells. RESULTS: In the current study, a total of 606 differentially expressed genes (DEGs) were screened based on the GSE136755 dataset, and the upregulated DEGs in advanced GISTs were mainly involved in cell division through functional annotations. The intersecting hub gene, Aurora kinase A (AURKA), was identified by degree and bottleneck algorithms. GSEA revealed that AURKA was involved in cell cycle-related biological processes. Analysis of the Oncomine and GEPIA databases revealed a pattern of elevated AURKA expression in most human malignances. Clinical assays demonstrated that AURKA could be an independent prognostic factor for GISTs. Additionally, overexpression of AURKA was experimentally demonstrated to promote cell proliferation, inhibit cell apoptosis, and enhance imatinib resistance in GIST/T1 cells. CONCLUSIONS: These findings indicated that overexpression of AURKA promoted GIST progression and enhanced imatinib resistance, implying that AURKA is a potential therapeutic target for GISTs.
claims array · 1 item
[0] object · 6 fields
id
claim-data-access
statement
All data and materials generated and analyzed during this study are included in the main paper.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34332577
locator
sections[32] "Availability of data and materials" paragraph 2
quote
All data and materials generated and analyzed during this study are included in the main paper.
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:34332577
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:GSE136755
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:GSE136755
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 · 7 items
[0] object · 15 fields
id
source:pmid:34332577
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s12935-021-02111-7
sha256
sha256:6b0786283636e0a6ec40b57e505da96e0169f723b09c74d36a19a9f6bdbad0d9
bytes
48793
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s12935-021-02111-7
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
PMC8325869
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE136755
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=GSE136755
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE136755
version
null
note
All data and materials generated and analyzed during this study are included in the main paper.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data and materials generated and analyzed during this study are included in the main paper.
access_statement_kind
data_availability_statement
sample_accessions array · 65 items
[0]
GSM4057318
[1]
GSM4057319
[2]
GSM4057320
[3]
GSM4057321
[4]
GSM4057322
[5]
GSM4057323
[6]
GSM4057324
[7]
GSM4057325
[8]
GSM4057326
[9]
GSM4057327
[10]
GSM4057328
[11]
GSM4057329
[12]
GSM4057330
[13]
GSM4057331
[14]
GSM4057332
[15]
GSM4057333
[16]
GSM4057334
[17]
GSM4057335
[18]
GSM4057336
[19]
GSM4057337
[20]
GSM4057338
[21]
GSM4057339
[22]
GSM4057340
[23]
GSM4057341
[24]
GSM4057342
[25]
GSM4057343
[26]
GSM4057344
[27]
GSM4057345
[28]
GSM4057346
[29]
GSM4057347
[30]
GSM4057348
[31]
GSM4057349
[32]
GSM4057350
[33]
GSM4057351
[34]
GSM4057352
[35]
GSM4057353
[36]
GSM4057354
[37]
GSM4057355
[38]
GSM4057356
[39]
GSM4057357
[40]
GSM4057358
[41]
GSM4057359
[42]
GSM4057360
[43]
GSM4057361
[44]
GSM4057362
[45]
GSM4057363
[46]
GSM4057364
[47]
GSM4057365
[48]
GSM4057366
[49]
GSM4057367
[50]
GSM4057368
[51]
GSM4057369
[52]
GSM4057370
[53]
GSM4057371
[54]
GSM4057372
[55]
GSM4057373
[56]
GSM4057374
[57]
GSM4057375
[58]
GSM4057376
[59]
GSM4057377
[60]
GSM4057378
[61]
GSM4057379
[62]
GSM4057380
[63]
GSM4057381
[64]
GSM4057382
sample_count
65
group_sizes
null
group_sizes_basis
null
platform
17077
taxon
Homo sapiens
title
Driver gene alterations and activated signaling pathways toward malignant progression of gastrointestinal stromal tumors
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:GSE47911
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=GSE47911
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE47911
version
null
note
All data and materials generated and analyzed during this study are included in the main paper.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data and materials generated and analyzed during this study are included in the main paper.
access_statement_kind
data_availability_statement
sample_accessions array · 16 items
[0]
GSM1162315
[1]
GSM1162316
[2]
GSM1162317
[3]
GSM1162318
[4]
GSM1162319
[5]
GSM1162320
[6]
GSM1162321
[7]
GSM1162322
[8]
GSM1162323
[9]
GSM1162324
[10]
GSM1162325
[11]
GSM1162326
[12]
GSM1162327
[13]
GSM1162328
[14]
GSM1162329
[15]
GSM1162330
sample_count
16
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
Gene expression signatures in gastric gastrointestinal stromal tumors (GISTs)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 16 fields
id
asset:table:pmid:34332577:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:46ab10586429eae2f3e0a159004c5b825f2b7bd017350ddc92cd37bd0d37d742
bytes
395
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#Tab1
version
null
note
Sequences of primers used for quantitative real-time PCR analysis
structure object · 5 fields
pmcid
PMC8325869
section_index
11
section_title
RNA extraction and real-time quantitative PCR (RT-qPCR)
row_count
3
column_count
3
table object · 8 fields
label
Table 1
caption
Sequences of primers used for quantitative real-time PCR analysis
rows array · 3 items
[0] array · 3 items
[0]
Gene
[1]
Forward (5′–3′)
[2]
Reverse (5′–3′)
[1] array · 3 items
[0]
Homo AURKA
[1]
TGGGTGGTCAGTACATGCTC
[2]
TGCATCCGACCTTCAATCATTTC
[2] array · 3 items
[0]
Homo ACTB
[1]
AGCGAGCATCCCCCAAAGTT
[2]
GGGCACGAAGGCTCATCATT
locator
section[11]/table-wrap[1]#Tab1
[4] object · 16 fields
id
asset:table:pmid:34332577:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:dc82a65560c08f82fdfbb7874e8dd40b2f9a273541461a09af813ab88051bf5f
bytes
921
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[22]/table-wrap[1]#Tab2
version
null
note
Correlation between AURKA expression level and clinical features in 49 GIST patients
structure object · 5 fields
pmcid
PMC8325869
section_index
22
section_title
Correlation between AURKA expression and the clinicopathological features of GISTs
row_count
12
column_count
6
table object · 8 fields
label
Table 2
caption
Correlation between AURKA expression level and clinical features in 49 GIST patients
rows array · 12 items
[0] array · 6 items
[0]
Parameter
[1]
Characteristic
[2]
No. patients (%)
[3]
AURKA score
[4]
Statistics
[5]
P value
[1] array · 6 items
[0]
Gender
[1]
Female
[2]
23 (46.9)
[3]
1.93 ± 1.35
[4]
t = − 0.430
[5]
0.669
[2] array · 5 items
[0]
Male
[1]
26 (53.1)
[2]
2.12 ± 1.52
[3]
[4]
[3] array · 6 items
[0]
Age
[1]
< 57
[2]
24 (49.0)
[3]
2.05 ± 1.52
[4]
t = − 0.121
[5]
0.904
[4] array · 5 items
[0]
≥ 57
[1]
25 (51.0)
[2]
2.00 ± 1.36
[3]
[4]
[5] array · 6 items
[0]
Location
[1]
Stomach
[2]
14 (28.6)
[3]
1.74 ± 1.30
[4]
F = 1.321
[5]
0.277
[6] array · 5 items
[0]
Small intestine
[1]
12 (24.5)
[2]
1.68 ± 1.30
[3]
[4]
[7] array · 5 items
[0]
Large intestine
[1]
23 (46.9)
[2]
2.37 ± 1.53
[3]
[4]
[8] array · 6 items
[0]
Risk*
[1]
High
[2]
18 (36.7)
[3]
2.02 ± 1.43
[4]
F = 35.449
[5]
< 0.001
[9] array · 5 items
[0]
Intermediate
[1]
4 (8.2)
[2]
2.1 ± 1.29
[3]
[4]
[10] array · 5 items
[0]
Low
[1]
20 (40.8)
[2]
1.26 ± 0.74
[3]
[4]
[11] array · 5 items
[0]
Very low
[1]
7 (14.3)
[2]
0.40 ± 0.52
[3]
[4]
locator
section[22]/table-wrap[1]#Tab2
[5] object · 16 fields
id
asset:table:pmid:34332577:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:78320415124adf5a18a6ff5bd74e43a6ed523d08b962a1559b26f6c6835fcf1e
bytes
1366
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[22]/table-wrap[2]#Tab3
version
null
note
Correlation between AURKA intensity and clinical features based on GSE136755
structure object · 5 fields
pmcid
PMC8325869
section_index
22
section_title
Correlation between AURKA expression and the clinicopathological features of GISTs
row_count
21
column_count
6
table object · 8 fields
label
Table 3
caption
Correlation between AURKA intensity and clinical features based on GSE136755
rows array · 21 items
[0] array · 6 items
[0]
Parameter
[1]
Characteristic
[2]
No. patients (%)
[3]
AURKA intensity
[4]
Statistics
[5]
P value
[1] array · 6 items
[0]
Gender
[1]
Female
[2]
26 (40.0)
[3]
6.19 ± 0.97
[4]
t = − 1.458
[5]
0.150
[2] array · 5 items
[0]
Male
[1]
39 (60.0)
[2]
6.63 ± 1.47
[3]
[4]
[3] array · 6 items
[0]
Age
[1]
< 68
[2]
31 (47.7)
[3]
6.28 ± 1.17
[4]
t = 1.022
[5]
0.311
[4] array · 5 items
[0]
≥ 68
[1]
34 (52.3)
[2]
6.62 ± 1.41
[3]
[4]
[5] array · 6 items
[0]
Location*
[1]
Stomach
[2]
43 (66.2)
[3]
6.14 ± 1.25
[4]
F = 4.306
[5]
0.018
[6] array · 5 items
[0]
Non-stomach
[1]
16 (24.6)
[2]
6.95 ± 0.99
[3]
[4]
[7] array · 5 items
[0]
Metastasis
[1]
6 (9.2)
[2]
7.39 ± 1.74
[3]
[4]
[8] array · 6 items
[0]
Risk*
[1]
High
[2]
17 (26.2)
[3]
7.54 ± 1.30
[4]
F = 11.898
[5]
< 0.001
[9] array · 5 items
[0]
Intermediate
[1]
9 (13.8)
[2]
5.75 ± 0.54
[3]
[4]
[10] array · 5 items
[0]
Low
[1]
22 (33.8)
[2]
6.06 ± 0.94
[3]
[4]
[11] array · 5 items
[0]
Very low
[1]
11 (16.9)
[2]
5.66 ± 0.74
[3]
[4]
[12] array · 6 items
[0]
Stage*
[1]
IV
[2]
9 (13.8)
[3]
7.94 ± 1.63
[4]
F = 10.686
[5]
< 0.001
[13] array · 5 items
[0]
III
[1]
9 (13.8)
[2]
6.85 ± 0.89
[3]
[4]
[14] array · 5 items
[0]
II
[1]
8 (12.3)
[2]
7.13 ± 1.55
[3]
[4]
[15] array · 5 items
[0]
I
[1]
39 (60.0)
[2]
5.89 ± 0.84
[3]
[4]
[16] array · 6 items
[0]
Mutation
[1]
Sensitive
[2]
56 (86.2)
[3]
6.39 ± 1.21
[4]
F = 2.541
[5]
0.087
[17] array · 5 items
[0]
Resistance
[1]
7 (10.8)
[2]
7.33 ± 1.84
[3]
[4]
[18] array · 5 items
[0]
N/A
[1]
2 (3.1)
[2]
5.29 ± 0.20
[3]
[4]
[19] array · 6 items
[0]
Mutation
[1]
Sensitive
[2]
56 (88.9)
[3]
6.39 ± 1.21
[4]
t = 1.814
[5]
0.075
[20] array · 5 items
[0]
Resistance
[1]
7 (11.1)
[2]
7.33 ± 1.84
[3]
[4]
locator
section[22]/table-wrap[2]#Tab3
[6] object · 16 fields
id
asset:table:pmid:34332577:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:8f584a97ff8ae076e5a5593e2b3a9cec4de77dd016a2cb4246175d6e78e3221f
bytes
1052
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[22]/table-wrap[3]#Tab4
version
null
note
Correlation between AURKA intensity and clinical features based on the published raw data
structure object · 5 fields
pmcid
PMC8325869
section_index
22
section_title
Correlation between AURKA expression and the clinicopathological features of GISTs
row_count
14
column_count
6
table object · 8 fields
label
Table 4
caption
Correlation between AURKA intensity and clinical features based on the published raw data
rows array · 14 items
[0] array · 6 items
[0]
Parameter
[1]
Characteristic
[2]
No. patients (%)
[3]
AURKA intensity
[4]
Statistics
[5]
P value
[1] array · 6 items
[0]
Location
[1]
Stomach
[2]
40 (66.7)
[3]
8.91 ± 1.25
[4]
F = 1.923
[5]
0.156
[2] array · 5 items
[0]
Non-stomach
[1]
16 (26.7)
[2]
9.64 ± 1.55
[3]
[4]
[3] array · 5 items
[0]
Parenteral
[1]
4 (6.7)
[2]
9.47 ± 1.69
[3]
[4]
[4] array · 6 items
[0]
AFIP risk*
[1]
High
[2]
17 (28.3)
[3]
10.2 ± 1.59
[4]
F = 8.686
[5]
< 0.001
[5] array · 5 items
[0]
Intermediate
[1]
14 (23.3)
[2]
9.38 ± 1.43
[3]
[4]
[6] array · 5 items
[0]
Low
[1]
16 (26.7)
[2]
8.48 ± 0.64
[3]
[4]
[7] array · 5 items
[0]
Very low
[1]
13 (21.7)
[2]
8.34 ± 0.55
[3]
[4]
[8] array · 6 items
[0]
Local recurrence*
[1]
No
[2]
54 (90.0)
[3]
8.83 ± 1.03
[4]
t = 7.377
[5]
< 0.001
[9] array · 5 items
[0]
Yes
[1]
6 (10.0)
[2]
12.0 ± 0.63
[3]
[4]
[10] array · 6 items
[0]
Metastasis*
[1]
No
[2]
45 (75.0)
[3]
8.56 ± 0.82
[4]
t = 6.921
[5]
< 0.001
[11] array · 5 items
[0]
Yes
[1]
15 (25.0)
[2]
10.9 ± 1.22
[3]
[4]
[12] array · 6 items
[0]
Mutation*
[1]
Sensitive
[2]
45 (75.0)
[3]
8.91 ± 0.18
[4]
t = 2.442
[5]
0.018
[13] array · 5 items
[0]
Resistance
[1]
15 (25.0)
[2]
9.88 ± 0.44
[3]
[4]
locator
section[22]/table-wrap[3]#Tab4
gaps array · 4 items
[0]
asset:data:geo:GSE136755 not downloaded
[1]
asset:data:geo:GSE136755 licence not read
[2]
asset:data:geo:GSE47911 not downloaded
[3]
asset:data:geo:GSE47911 licence not read
analysis object · 4 fields
state
complete
methods array · 5 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
analysis of variance
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Cox proportional hazards
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[4] object · 10 fields
id
method-5
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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]
GSE136755
[1]
GSE47911
resolved_accessions array · 2 items
[0]
GSE136755
[1]
GSE47911
statements array · 1 item
[0]
All data and materials generated and analyzed during this study are included in the main paper.
basis
The paper names GSE136755, GSE47911 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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 6 items
[0]
source:pmid:34332577
[1]
data:geo:GSE136755
[2]
asset:table:pmid:34332577:1
[3]
asset:table:pmid:34332577:2
[4]
asset:table:pmid:34332577:3
[5]
asset:table:pmid:34332577:4
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:GSE136755
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
2026-10-31T19:43:41Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
38453
completion_tokens
2045
cached_tokens
793
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:34332577
type
paper
label
pmid:34332577
[1] object · 3 fields
id
source:pmid:34332577
type
manuscript
label
PMID 34332577 full text
[2] object · 3 fields
id
data:geo:GSE136755
type
dataset
label
GEO GSE136755
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:34332577
type
paper
label
pmid:34332577
[1] object · 3 fields
id
source:pmid:34332577
type
manuscript
label
PMID 34332577 full text
[2] object · 3 fields
id
data:geo:GSE136755
type
dataset
label
GEO GSE136755
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34332577
type
extraction
used array · 1 item
[0]
source:pmid:34332577
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE136755
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE136755
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:34332577
parent_hash
sha256:27fe3d0ecf7bf53db1e153d091bc837afda76497f041eb7901de111fa3e1fd70
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE136755 licence not read
[1]
asset:data:geo:GSE136755 not downloaded
[2]
asset:data:geo:GSE47911 licence not read
[3]
asset:data:geo:GSE47911 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
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]
based on the GSE47911 dataset. Subsequently, immunohistochemistry and Kaplan-Meier analysis were performed to
order_basis
paper_text_order:866
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 · 2 items
[0]
o analyze its function in the proliferation, apoptosis, and imatinib resistance of GIST/T1 cells. R
[1]
to promote cell proliferation, inhibit cell apoptosis, and enhance imatinib resistance in GIST/T1
order_basis
paper_text_order:1084
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
analysis of variance
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34332577", "kind": "science-record", "revision": 7, "content_hash": "sha256:8ce4d3c28a7cde063d79a8a25c30054fed6b3aca08f9fdc81ba5dc96bc543797", "created_at": "2026-11-01T15:41:46Z", "updated_at": "2026-11-01T22:04:21Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Aurora kinase A (AURKA) promotes the progression and imatinib resistance of advanced gastrointestinal stromal tumors.", "doi": "10.1186/s12935-021-02111-7", "pmid": "34332577", "authors": ["Xiaobin Cheng", "Jinhai Wang", "Sen Lu", "Weina Fan", "Weilin Wang"], "journal": "Cancer cell international", "year": 2021, "abstract": "BACKGROUND: Gastrointestinal stromal tumor (GIST) is a common tumor that originates from the alimentary system mesenchyme. Compared to typical gastrointestinal carcinomas, GISTs exhibit unique malignant behaviors. Bioinformatic tools and subsequent experiments were applied to investigate novel targets involved in GIST progression and imatinib resistance.\nMETHODS: Differences in gene expression profiles between advanced and nonadvanced GISTs were comprehensively analyzed based on the Gene Expression Omnibus (GEO) dataset GSE136755. A protein-protein interaction (PPI) network was constructed to identify the potential target gene. Gene set enrichment analysis (GSEA) was used to elucidate relevant biological events related to the target gene based on the GSE47911 dataset. Subsequently, immunohistochemistry and Kaplan-Meier analysis were performed to validate the prognostic value of the target gene in GISTs. Overexpression of the target gene was conducted to analyze its function in the proliferation, apoptosis, and imatinib resistance of GIST/T1 cells.\nRESULTS: In the current study, a total of 606 differentially expressed genes (DEGs) were screened based on the GSE136755 dataset, and the upregulated DEGs in advanced GISTs were mainly involved in cell division through functional annotations. The intersecting hub gene, Aurora kinase A (AURKA), was identified by degree and bottleneck algorithms. GSEA revealed that AURKA was involved in cell cycle-related biological processes. Analysis of the Oncomine and GEPIA databases revealed a pattern of elevated AURKA expression in most human malignances. Clinical assays demonstrated that AURKA could be an independent prognostic factor for GISTs. Additionally, overexpression of AURKA was experimentally demonstrated to promote cell proliferation, inhibit cell apoptosis, and enhance imatinib resistance in GIST/T1 cells.\nCONCLUSIONS: These findings indicated that overexpression of AURKA promoted GIST progression and enhanced imatinib resistance, implying that AURKA is a potential therapeutic target for GISTs.", "claims": [{"id": "claim-data-access", "statement": "All data and materials generated and analyzed during this study are included in the main paper.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34332577", "locator": "sections[32] \"Availability of data and materials\" paragraph 2", "quote": "All data and materials generated and analyzed during this study are included in the main paper."}], "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:34332577"], "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:GSE136755"], "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:GSE136755"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34332577", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12935-021-02111-7", "sha256": "sha256:6b0786283636e0a6ec40b57e505da96e0169f723b09c74d36a19a9f6bdbad0d9", "bytes": 48793, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12935-021-02111-7", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8325869", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE136755", "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=GSE136755", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE136755", "version": null, "note": "All data and materials generated and analyzed during this study are included in the main paper.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data and materials generated and analyzed during this study are included in the main paper.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4057318", "GSM4057319", "GSM4057320", "GSM4057321", "GSM4057322", "GSM4057323", "GSM4057324", "GSM4057325", "GSM4057326", "GSM4057327", "GSM4057328", "GSM4057329", "GSM4057330", "GSM4057331", "GSM4057332", "GSM4057333", "GSM4057334", "GSM4057335", "GSM4057336", "GSM4057337", "GSM4057338", "GSM4057339", "GSM4057340", "GSM4057341", "GSM4057342", "GSM4057343", "GSM4057344", "GSM4057345", "GSM4057346", "GSM4057347", "GSM4057348", "GSM4057349", "GSM4057350", "GSM4057351", "GSM4057352", "GSM4057353", "GSM4057354", "GSM4057355", "GSM4057356", "GSM4057357", "GSM4057358", "GSM4057359", "GSM4057360", "GSM4057361", "GSM4057362", "GSM4057363", "GSM4057364", "GSM4057365", "GSM4057366", "GSM4057367", "GSM4057368", "GSM4057369", "GSM4057370", "GSM4057371", "GSM4057372", "GSM4057373", "GSM4057374", "GSM4057375", "GSM4057376", "GSM4057377", "GSM4057378", "GSM4057379", "GSM4057380", "GSM4057381", "GSM4057382"], "sample_count": 65, "group_sizes": null, "group_sizes_basis": null, "platform": "17077", "taxon": "Homo sapiens", "title": "Driver gene alterations and activated signaling pathways toward malignant progression of gastrointestinal stromal tumors", "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:GSE47911", "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=GSE47911", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE47911", "version": null, "note": "All data and materials generated and analyzed during this study are included in the main paper.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data and materials generated and analyzed during this study are included in the main paper.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1162315", "GSM1162316", "GSM1162317", "GSM1162318", "GSM1162319", "GSM1162320", "GSM1162321", "GSM1162322", "GSM1162323", "GSM1162324", "GSM1162325", "GSM1162326", "GSM1162327", "GSM1162328", "GSM1162329", "GSM1162330"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "Gene expression signatures in gastric gastrointestinal stromal tumors (GISTs)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34332577:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:46ab10586429eae2f3e0a159004c5b825f2b7bd017350ddc92cd37bd0d37d742", "bytes": 395, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#Tab1", "version": null, "note": "Sequences of primers used for quantitative real-time PCR analysis", "structure": {"pmcid": "PMC8325869", "section_index": 11, "section_title": "RNA extraction and real-time quantitative PCR (RT-qPCR)", "row_count": 3, "column_count": 3}, "table": {"label": "Table 1", "caption": "Sequences of primers used for quantitative real-time PCR analysis", "rows": [["Gene", "Forward (5′–3′)", "Reverse (5′–3′)"], ["Homo AURKA", "TGGGTGGTCAGTACATGCTC", "TGCATCCGACCTTCAATCATTTC"], ["Homo ACTB", "AGCGAGCATCCCCCAAAGTT", "GGGCACGAAGGCTCATCATT"]], "row_count": 3, "column_count": 3, "numeric_cells": 2, "header_rows": 1, "locator": "section[11]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:34332577:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:dc82a65560c08f82fdfbb7874e8dd40b2f9a273541461a09af813ab88051bf5f", "bytes": 921, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[22]/table-wrap[1]#Tab2", "version": null, "note": "Correlation between AURKA expression level and clinical features in 49 GIST patients", "structure": {"pmcid": "PMC8325869", "section_index": 22, "section_title": "Correlation between AURKA expression and the clinicopathological features of GISTs", "row_count": 12, "column_count": 6}, "table": {"label": "Table 2", "caption": "Correlation between AURKA expression level and clinical features in 49 GIST patients", "rows": [["Parameter", "Characteristic", "No. patients (%)", "AURKA score", "Statistics", "P value"], ["Gender", "Female", "23 (46.9)", "1.93 ± 1.35", "t = − 0.430", "0.669"], ["Male", "26 (53.1)", "2.12 ± 1.52", "", ""], ["Age", "< 57", "24 (49.0)", "2.05 ± 1.52", "t = − 0.121", "0.904"], ["≥ 57", "25 (51.0)", "2.00 ± 1.36", "", ""], ["Location", "Stomach", "14 (28.6)", "1.74 ± 1.30", "F = 1.321", "0.277"], ["Small intestine", "12 (24.5)", "1.68 ± 1.30", "", ""], ["Large intestine", "23 (46.9)", "2.37 ± 1.53", "", ""], ["Risk*", "High", "18 (36.7)", "2.02 ± 1.43", "F = 35.449", "< 0.001"], ["Intermediate", "4 (8.2)", "2.1 ± 1.29", "", ""], ["Low", "20 (40.8)", "1.26 ± 0.74", "", ""], ["Very low", "7 (14.3)", "0.40 ± 0.52", "", ""]], "row_count": 12, "column_count": 6, "numeric_cells": 32, "header_rows": 1, "locator": "section[22]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:34332577:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:78320415124adf5a18a6ff5bd74e43a6ed523d08b962a1559b26f6c6835fcf1e", "bytes": 1366, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[22]/table-wrap[2]#Tab3", "version": null, "note": "Correlation between AURKA intensity and clinical features based on GSE136755", "structure": {"pmcid": "PMC8325869", "section_index": 22, "section_title": "Correlation between AURKA expression and the clinicopathological features of GISTs", "row_count": 21, "column_count": 6}, "table": {"label": "Table 3", "caption": "Correlation between AURKA intensity and clinical features based on GSE136755", "rows": [["Parameter", "Characteristic", "No. patients (%)", "AURKA intensity", "Statistics", "P value"], ["Gender", "Female", "26 (40.0)", "6.19 ± 0.97", "t = − 1.458", "0.150"], ["Male", "39 (60.0)", "6.63 ± 1.47", "", ""], ["Age", "< 68", "31 (47.7)", "6.28 ± 1.17", "t = 1.022", "0.311"], ["≥ 68", "34 (52.3)", "6.62 ± 1.41", "", ""], ["Location*", "Stomach", "43 (66.2)", "6.14 ± 1.25", "F = 4.306", "0.018"], ["Non-stomach", "16 (24.6)", "6.95 ± 0.99", "", ""], ["Metastasis", "6 (9.2)", "7.39 ± 1.74", "", ""], ["Risk*", "High", "17 (26.2)", "7.54 ± 1.30", "F = 11.898", "< 0.001"], ["Intermediate", "9 (13.8)", "5.75 ± 0.54", "", ""], ["Low", "22 (33.8)", "6.06 ± 0.94", "", ""], ["Very low", "11 (16.9)", "5.66 ± 0.74", "", ""], ["Stage*", "IV", "9 (13.8)", "7.94 ± 1.63", "F = 10.686", "< 0.001"], ["III", "9 (13.8)", "6.85 ± 0.89", "", ""], ["II", "8 (12.3)", "7.13 ± 1.55", "", ""], ["I", "39 (60.0)", "5.89 ± 0.84", "", ""], ["Mutation", "Sensitive", "56 (86.2)", "6.39 ± 1.21", "F = 2.541", "0.087"], ["Resistance", "7 (10.8)", "7.33 ± 1.84", "", ""], ["N/A", "2 (3.1)", "5.29 ± 0.20", "", ""], ["Mutation", "Sensitive", "56 (88.9)", "6.39 ± 1.21", "t = 1.814", "0.075"], ["Resistance", "7 (11.1)", "7.33 ± 1.84", "", ""]], "row_count": 21, "column_count": 6, "numeric_cells": 56, "header_rows": 1, "locator": "section[22]/table-wrap[2]#Tab3"}}, {"id": "asset:table:pmid:34332577:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8f584a97ff8ae076e5a5593e2b3a9cec4de77dd016a2cb4246175d6e78e3221f", "bytes": 1052, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[22]/table-wrap[3]#Tab4", "version": null, "note": "Correlation between AURKA intensity and clinical features based on the published raw data", "structure": {"pmcid": "PMC8325869", "section_index": 22, "section_title": "Correlation between AURKA expression and the clinicopathological features of GISTs", "row_count": 14, "column_count": 6}, "table": {"label": "Table 4", "caption": "Correlation between AURKA intensity and clinical features based on the published raw data", "rows": [["Parameter", "Characteristic", "No. patients (%)", "AURKA intensity", "Statistics", "P value"], ["Location", "Stomach", "40 (66.7)", "8.91 ± 1.25", "F = 1.923", "0.156"], ["Non-stomach", "16 (26.7)", "9.64 ± 1.55", "", ""], ["Parenteral", "4 (6.7)", "9.47 ± 1.69", "", ""], ["AFIP risk*", "High", "17 (28.3)", "10.2 ± 1.59", "F = 8.686", "< 0.001"], ["Intermediate", "14 (23.3)", "9.38 ± 1.43", "", ""], ["Low", "16 (26.7)", "8.48 ± 0.64", "", ""], ["Very low", "13 (21.7)", "8.34 ± 0.55", "", ""], ["Local recurrence*", "No", "54 (90.0)", "8.83 ± 1.03", "t = 7.377", "< 0.001"], ["Yes", "6 (10.0)", "12.0 ± 0.63", "", ""], ["Metastasis*", "No", "45 (75.0)", "8.56 ± 0.82", "t = 6.921", "< 0.001"], ["Yes", "15 (25.0)", "10.9 ± 1.22", "", ""], ["Mutation*", "Sensitive", "45 (75.0)", "8.91 ± 0.18", "t = 2.442", "0.018"], ["Resistance", "15 (25.0)", "9.88 ± 0.44", "", ""]], "row_count": 14, "column_count": 6, "numeric_cells": 36, "header_rows": 1, "locator": "section[22]/table-wrap[3]#Tab4"}}], "gaps": ["asset:data:geo:GSE136755 not downloaded", "asset:data:geo:GSE136755 licence not read", "asset:data:geo:GSE47911 not downloaded", "asset:data:geo:GSE47911 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Cox proportional hazards"}}, {"id": "method-4", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-5", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE136755", "GSE47911"], "resolved_accessions": ["GSE136755", "GSE47911"], "statements": ["All data and materials generated and analyzed during this study are included in the main paper."], "basis": "The paper names GSE136755, GSE47911 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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:34332577", "data:geo:GSE136755", "asset:table:pmid:34332577:1", "asset:table:pmid:34332577:2", "asset:table:pmid:34332577:3", "asset:table:pmid:34332577:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE136755"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T19:43:41Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 38453, "completion_tokens": 2045, "cached_tokens": 793}}, "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:34332577", "type": "paper", "label": "pmid:34332577"}, {"id": "source:pmid:34332577", "type": "manuscript", "label": "PMID 34332577 full text"}, {"id": "data:geo:GSE136755", "type": "dataset", "label": "GEO GSE136755"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34332577", "type": "paper", "label": "pmid:34332577"}, {"id": "source:pmid:34332577", "type": "manuscript", "label": "PMID 34332577 full text"}, {"id": "data:geo:GSE136755", "type": "dataset", "label": "GEO GSE136755"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34332577", "type": "extraction", "used": ["source:pmid:34332577"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE136755", "type": "accession_resolution", "used": ["data:geo:GSE136755"], "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:34332577", "parent_hash": "sha256:27fe3d0ecf7bf53db1e153d091bc837afda76497f041eb7901de111fa3e1fd70", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE136755 licence not read", "asset:data:geo:GSE136755 not downloaded", "asset:data:geo:GSE47911 licence not read", "asset:data:geo:GSE47911 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["based on the GSE47911 dataset. Subsequently, immunohistochemistry and Kaplan-Meier analysis were performed to"], "order_basis": "paper_text_order:866", "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": ["o analyze its function in the proliferation, apoptosis, and imatinib resistance of GIST/T1 cells. R", "to promote cell proliferation, inhibit cell apoptosis, and enhance imatinib resistance in GIST/T1"], "order_basis": "paper_text_order:1084", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["analysis of variance"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}