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

pmid:31737202

High expression of polo-like kinase 1 is associated with TP53 inactivation, DNA repair deficiency, and worse prognosis in ER positive Her2 negative breast cancer.

Takashi Takeshita · Mariko Asaoka · Eriko Katsuta · Sara J Photiadis · Sumana Narayanan · Li Yan · Kazuaki Takabe

American journal of translational research · 2019

Paper

partial

Experiment

complete

Data

partial

Analysis

absent

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:31737202
kind
science-record
content_hash
sha256:74510b1bcac6dfeeaaed668a1ea4205fd9bfb301105aab6e013165105d2a3538
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:33:10Z
updated_at
2026-11-01T18:51:29Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
partial
title
High expression of polo-like kinase 1 is associated with TP53 inactivation, DNA repair deficiency, and worse prognosis in ER positive Her2 negative breast cancer.
doi
null
pmid
31737202
authors array · 7 items
[0]
Takashi Takeshita
[1]
Mariko Asaoka
[2]
Eriko Katsuta
[3]
Sara J Photiadis
[4]
Sumana Narayanan
[5]
Li Yan
[6]
Kazuaki Takabe
journal
American journal of translational research
year
2019
abstract
Polo-like kinase 1 (PLK1), the most investigated member of the PLK family, plays a pivotal role both in the p53-mediated regulation of DNA damage repair and in mitosis, especially in the G2/M phase. However, the evidence on the clinical and prognostic relevance of PLK1 is limited to triple negative subtype among breast cancer (BC). We hypothesized that high expression of PLK1 is associated with TP53 inactivation, DNA repair deficiency, and worse prognosis in ER positive in BC in a large-scale cohort should clarify its clinical relevance for each BC subtype. Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed. PLK1 expressions were significantly higher in high Nottingham Grade and triple negative BC. High expression of PLK1 was significantly associated with TP53 mutation, high expression of TP53 mRNA as well as protein, and it significantly correlated with the homologous recombination deficiency score. High PLK1 expression significantly enriched cell cycle related gene sets (G2/M check point, E2F targets), MTORC1 signaling, and MYC target gene sets in the Gene Set Enrichment Analysis. High expression of PLK1 was significantly associated with tumor infiltrating lymphocytes and tumor associated macrophages (high levels of CD8+ T cells, M0 and M1 macrophage, and low levels of M2 macrophage), and high immune cytolytic activity. While high expression of PLK1 did not associate with pathological complete response after NAC, it was associated with poor prognosis in the whole cohort and in the ER-positive/HER2-negative subtype of TCGA. High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype. Using bioinformatics methods with large cohorts.
claims array · 2 items
[0] object · 6 fields
id
claim-data-access
statement
Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31737202
locator
sections[0] "Abstract" paragraph 1
quote
Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.
state
complete
[1] object · 6 fields
id
claim-target-result
statement
High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31737202
locator
sections[0] "Abstract" paragraph 1
quote
High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype.
state
complete
gaps array · 1 item
[0]
doi
experiment object · 8 fields
state
complete
objective
High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype.
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:31737202
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:GSE32603
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:GSE32603
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:31737202
role
manuscript
format
xml
media_type
application/xml
uri
null
sha256
sha256:bfe1dfc8124f8b9514aee4197f2d35411c903ed9a57120fc080a1662b7cfcf4a
bytes
1896
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
31737202
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
PMC6834504
source
ncbi_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE32603
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=GSE32603
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE32603
version
null
note
Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.
access_statement_kind
repository_route_statement
sample_accessions array · 248 items
[0]
GSM808102
[1]
GSM808103
[2]
GSM808104
[3]
GSM808105
[4]
GSM808106
[5]
GSM808107
[6]
GSM808108
[7]
GSM808109
[8]
GSM808110
[9]
GSM808111
[10]
GSM808112
[11]
GSM808113
[12]
GSM808114
[13]
GSM808115
[14]
GSM808116
[15]
GSM808117
[16]
GSM808118
[17]
GSM808119
[18]
GSM808120
[19]
GSM808121
[20]
GSM808122
[21]
GSM808123
[22]
GSM808124
[23]
GSM808125
[24]
GSM808126
[25]
GSM808127
[26]
GSM808128
[27]
GSM808129
[28]
GSM808130
[29]
GSM808131
[30]
GSM808132
[31]
GSM808133
[32]
GSM808134
[33]
GSM808135
[34]
GSM808136
[35]
GSM808137
[36]
GSM808138
[37]
GSM808139
[38]
GSM808140
[39]
GSM808141
[40]
GSM808142
[41]
GSM808143
[42]
GSM808144
[43]
GSM808145
[44]
GSM808146
[45]
GSM808147
[46]
GSM808148
[47]
GSM808149
[48]
GSM808150
[49]
GSM808151
[50]
GSM808152
[51]
GSM808153
[52]
GSM808154
[53]
GSM808155
[54]
GSM808156
[55]
GSM808157
[56]
GSM808158
[57]
GSM808159
[58]
GSM808160
[59]
GSM808161
[60]
GSM808162
[61]
GSM808163
[62]
GSM808164
[63]
GSM808165
[64]
GSM808166
[65]
GSM808167
[66]
GSM808168
[67]
GSM808169
[68]
GSM808170
[69]
GSM808171
[70]
GSM808172
[71]
GSM808173
[72]
GSM808174
[73]
GSM808175
[74]
GSM808176
[75]
GSM808177
[76]
GSM808178
[77]
GSM808179
[78]
GSM808180
[79]
GSM808181
[80]
GSM808182
[81]
GSM808183
[82]
GSM808184
[83]
GSM808185
[84]
GSM808186
[85]
GSM808188
[86]
GSM808189
[87]
GSM808190
[88]
GSM808191
[89]
GSM808192
[90]
GSM808193
[91]
GSM808194
[92]
GSM808195
[93]
GSM808196
[94]
GSM808197
[95]
GSM808198
[96]
GSM808199
[97]
GSM808200
[98]
GSM808201
[99]
GSM808202
[100]
GSM808203
[101]
GSM808204
[102]
GSM808205
[103]
GSM808206
[104]
GSM808207
[105]
GSM808208
[106]
GSM808209
[107]
GSM808210
[108]
GSM808211
[109]
GSM808212
[110]
GSM808213
[111]
GSM808214
[112]
GSM808215
[113]
GSM808216
[114]
GSM808217
[115]
GSM808218
[116]
GSM808219
[117]
GSM808220
[118]
GSM808221
[119]
GSM808222
[120]
GSM808223
[121]
GSM808224
[122]
GSM808225
[123]
GSM808226
[124]
GSM808227
[125]
GSM808228
[126]
GSM808229
[127]
GSM808230
[128]
GSM808231
[129]
GSM808232
[130]
GSM808233
[131]
GSM808234
[132]
GSM808235
[133]
GSM808236
[134]
GSM808237
[135]
GSM808238
[136]
GSM808239
[137]
GSM808240
[138]
GSM808241
[139]
GSM808242
[140]
GSM808243
[141]
GSM808244
[142]
GSM808245
[143]
GSM808246
[144]
GSM808247
[145]
GSM808248
[146]
GSM808249
[147]
GSM808250
[148]
GSM808251
[149]
GSM808252
[150]
GSM808253
[151]
GSM808254
[152]
GSM808255
[153]
GSM808256
[154]
GSM808257
[155]
GSM808258
[156]
GSM808259
[157]
GSM808260
[158]
GSM808261
[159]
GSM808262
[160]
GSM808263
[161]
GSM808264
[162]
GSM808265
[163]
GSM808266
[164]
GSM808267
[165]
GSM808268
[166]
GSM808269
[167]
GSM808270
[168]
GSM808271
[169]
GSM808272
[170]
GSM808273
[171]
GSM808274
[172]
GSM808275
[173]
GSM808276
[174]
GSM808277
[175]
GSM808278
[176]
GSM808279
[177]
GSM808280
[178]
GSM808281
[179]
GSM808282
[180]
GSM808283
[181]
GSM808284
[182]
GSM808285
[183]
GSM808286
[184]
GSM808287
[185]
GSM808288
[186]
GSM808289
[187]
GSM808290
[188]
GSM808291
[189]
GSM808292
[190]
GSM808293
[191]
GSM808294
[192]
GSM808295
[193]
GSM808296
[194]
GSM808297
[195]
GSM808298
[196]
GSM808299
[197]
GSM808300
[198]
GSM808301
[199]
GSM808302
[200]
GSM808303
[201]
GSM808304
[202]
GSM808305
[203]
GSM808306
[204]
GSM808307
[205]
GSM808308
[206]
GSM808309
[207]
GSM808310
[208]
GSM808311
[209]
GSM808312
[210]
GSM808313
[211]
GSM808314
[212]
GSM808315
[213]
GSM808316
[214]
GSM808317
[215]
GSM808318
[216]
GSM808319
[217]
GSM808320
[218]
GSM808321
[219]
GSM808322
[220]
GSM808323
[221]
GSM808324
[222]
GSM808325
[223]
GSM808326
[224]
GSM808327
[225]
GSM808328
[226]
GSM808329
[227]
GSM808330
[228]
GSM808331
[229]
GSM808332
[230]
GSM808333
[231]
GSM808334
[232]
GSM808335
[233]
GSM808336
[234]
GSM808337
[235]
GSM808338
[236]
GSM808339
[237]
GSM808340
[238]
GSM808341
[239]
GSM808342
[240]
GSM808343
[241]
GSM808344
[242]
GSM808345
[243]
GSM808346
[244]
GSM808347
[245]
GSM808348
[246]
GSM808349
[247]
GSM808350
sample_count
248
group_sizes
null
group_sizes_basis
null
platform
14668
taxon
Homo sapiens
title
Serial gene expression analysis in locally advanced breast cancer patients who failed to respond to neoadjuvant chemotherapy
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE32603 not downloaded
[1]
asset:data:geo:GSE32603 licence not read
analysis object · 4 fields
state
absent
methods array · 0 items
targets array · 0 items
gaps array · 2 items
[0]
method
[1]
operations
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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]
GSE32603
resolved_accessions array · 1 item
[0]
GSE32603
statements array · 1 item
[0]
Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.
basis
The paper names GSE32603 in Gene Expression Omnibus dataset and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:31737202
[1]
data:geo:GSE32603
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:GSE32603
gaps array · 1 item
[0]
method:not_determinable
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
2026-11-01T16:58:50Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
null
calls
5
usage object · 3 fields
prompt_tokens
2035
completion_tokens
790
cached_tokens
256
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:31737202
type
paper
label
pmid:31737202
[1] object · 3 fields
id
source:pmid:31737202
type
manuscript
label
PMID 31737202 full text
[2] object · 3 fields
id
data:geo:GSE32603
type
dataset
label
GEO GSE32603
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:31737202
type
paper
label
pmid:31737202
[1] object · 3 fields
id
source:pmid:31737202
type
manuscript
label
PMID 31737202 full text
[2] object · 3 fields
id
data:geo:GSE32603
type
dataset
label
GEO GSE32603
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31737202
type
extraction
used array · 1 item
[0]
source:pmid:31737202
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE32603
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE32603
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:31737202
parent_hash
sha256:dffee7bf01a57e5bc4346d7fb7e5d636e87ae653fbbb79afee9f14d714431dcc
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE32603 licence not read
[1]
asset:data:geo:GSE32603 not downloaded
[2]
doi
[3]
execution.not_run
[4]
method
[5]
operations
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31737202", "kind": "science-record", "revision": 2, "content_hash": "sha256:74510b1bcac6dfeeaaed668a1ea4205fd9bfb301105aab6e013165105d2a3538", "created_at": "2026-11-01T17:33:10Z", "updated_at": "2026-11-01T18:51:29Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "partial", "title": "High expression of polo-like kinase 1 is associated with TP53 inactivation, DNA repair deficiency, and worse prognosis in ER positive Her2 negative breast cancer.", "doi": null, "pmid": "31737202", "authors": ["Takashi Takeshita", "Mariko Asaoka", "Eriko Katsuta", "Sara J Photiadis", "Sumana Narayanan", "Li Yan", "Kazuaki Takabe"], "journal": "American journal of translational research", "year": 2019, "abstract": "Polo-like kinase 1 (PLK1), the most investigated member of the PLK family, plays a pivotal role both in the p53-mediated regulation of DNA damage repair and in mitosis, especially in the G2/M phase. However, the evidence on the clinical and prognostic relevance of PLK1 is limited to triple negative subtype among breast cancer (BC). We hypothesized that high expression of PLK1 is associated with TP53 inactivation, DNA repair deficiency, and worse prognosis in ER positive in BC in a large-scale cohort should clarify its clinical relevance for each BC subtype. Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed. PLK1 expressions were significantly higher in high Nottingham Grade and triple negative BC. High expression of PLK1 was significantly associated with TP53 mutation, high expression of TP53 mRNA as well as protein, and it significantly correlated with the homologous recombination deficiency score. High PLK1 expression significantly enriched cell cycle related gene sets (G2/M check point, E2F targets), MTORC1 signaling, and MYC target gene sets in the Gene Set Enrichment Analysis. High expression of PLK1 was significantly associated with tumor infiltrating lymphocytes and tumor associated macrophages (high levels of CD8+ T cells, M0 and M1 macrophage, and low levels of M2 macrophage), and high immune cytolytic activity. While high expression of PLK1 did not associate with pathological complete response after NAC, it was associated with poor prognosis in the whole cohort and in the ER-positive/HER2-negative subtype of TCGA. High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype. Using bioinformatics methods with large cohorts.", "claims": [{"id": "claim-data-access", "statement": "Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31737202", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed."}], "state": "complete"}, {"id": "claim-target-result", "statement": "High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:31737202", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype."}], "state": "complete"}], "gaps": ["doi"]}, "experiment": {"state": "complete", "objective": "High expression of PLK1 is significantly associated with TP53 mutations, DNA repair deficiency and worse prognosis in BC particularly in HR+HER2- subtype.", "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:31737202"], "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:GSE32603"], "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:GSE32603"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31737202", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": null, "sha256": "sha256:bfe1dfc8124f8b9514aee4197f2d35411c903ed9a57120fc080a1662b7cfcf4a", "bytes": 1896, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "31737202", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6834504", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32603", "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=GSE32603", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32603", "version": null, "note": "Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM808102", "GSM808103", "GSM808104", "GSM808105", "GSM808106", "GSM808107", "GSM808108", "GSM808109", "GSM808110", "GSM808111", "GSM808112", "GSM808113", "GSM808114", "GSM808115", "GSM808116", "GSM808117", "GSM808118", "GSM808119", "GSM808120", "GSM808121", "GSM808122", "GSM808123", "GSM808124", "GSM808125", "GSM808126", "GSM808127", "GSM808128", "GSM808129", "GSM808130", "GSM808131", "GSM808132", "GSM808133", "GSM808134", "GSM808135", "GSM808136", "GSM808137", "GSM808138", "GSM808139", "GSM808140", "GSM808141", "GSM808142", "GSM808143", "GSM808144", "GSM808145", "GSM808146", "GSM808147", "GSM808148", "GSM808149", "GSM808150", "GSM808151", "GSM808152", "GSM808153", "GSM808154", "GSM808155", "GSM808156", "GSM808157", "GSM808158", "GSM808159", "GSM808160", "GSM808161", "GSM808162", "GSM808163", "GSM808164", "GSM808165", "GSM808166", "GSM808167", "GSM808168", "GSM808169", "GSM808170", "GSM808171", "GSM808172", "GSM808173", "GSM808174", "GSM808175", "GSM808176", "GSM808177", "GSM808178", "GSM808179", "GSM808180", "GSM808181", "GSM808182", "GSM808183", "GSM808184", "GSM808185", "GSM808186", "GSM808188", "GSM808189", "GSM808190", "GSM808191", "GSM808192", "GSM808193", "GSM808194", "GSM808195", "GSM808196", "GSM808197", "GSM808198", "GSM808199", "GSM808200", "GSM808201", "GSM808202", "GSM808203", "GSM808204", "GSM808205", "GSM808206", "GSM808207", "GSM808208", "GSM808209", "GSM808210", "GSM808211", "GSM808212", "GSM808213", "GSM808214", "GSM808215", "GSM808216", "GSM808217", "GSM808218", "GSM808219", "GSM808220", "GSM808221", "GSM808222", "GSM808223", "GSM808224", "GSM808225", "GSM808226", "GSM808227", "GSM808228", "GSM808229", "GSM808230", "GSM808231", "GSM808232", "GSM808233", "GSM808234", "GSM808235", "GSM808236", "GSM808237", "GSM808238", "GSM808239", "GSM808240", "GSM808241", "GSM808242", "GSM808243", "GSM808244", "GSM808245", "GSM808246", "GSM808247", "GSM808248", "GSM808249", "GSM808250", "GSM808251", "GSM808252", "GSM808253", "GSM808254", "GSM808255", "GSM808256", "GSM808257", "GSM808258", "GSM808259", "GSM808260", "GSM808261", "GSM808262", "GSM808263", "GSM808264", "GSM808265", "GSM808266", "GSM808267", "GSM808268", "GSM808269", "GSM808270", "GSM808271", "GSM808272", "GSM808273", "GSM808274", "GSM808275", "GSM808276", "GSM808277", "GSM808278", "GSM808279", "GSM808280", "GSM808281", "GSM808282", "GSM808283", "GSM808284", "GSM808285", "GSM808286", "GSM808287", "GSM808288", "GSM808289", "GSM808290", "GSM808291", "GSM808292", "GSM808293", "GSM808294", "GSM808295", "GSM808296", "GSM808297", "GSM808298", "GSM808299", "GSM808300", "GSM808301", "GSM808302", "GSM808303", "GSM808304", "GSM808305", "GSM808306", "GSM808307", "GSM808308", "GSM808309", "GSM808310", "GSM808311", "GSM808312", "GSM808313", "GSM808314", "GSM808315", "GSM808316", "GSM808317", "GSM808318", "GSM808319", "GSM808320", "GSM808321", "GSM808322", "GSM808323", "GSM808324", "GSM808325", "GSM808326", "GSM808327", "GSM808328", "GSM808329", "GSM808330", "GSM808331", "GSM808332", "GSM808333", "GSM808334", "GSM808335", "GSM808336", "GSM808337", "GSM808338", "GSM808339", "GSM808340", "GSM808341", "GSM808342", "GSM808343", "GSM808344", "GSM808345", "GSM808346", "GSM808347", "GSM808348", "GSM808349", "GSM808350"], "sample_count": 248, "group_sizes": null, "group_sizes_basis": null, "platform": "14668", "taxon": "Homo sapiens", "title": "Serial gene expression analysis in locally advanced breast cancer patients who failed to respond to neoadjuvant chemotherapy", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE32603 not downloaded", "asset:data:geo:GSE32603 licence not read"]}, "analysis": {"state": "absent", "methods": [], "targets": [], "gaps": ["method", "operations"]}, "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE32603"], "resolved_accessions": ["GSE32603"], "statements": ["Total of 3173 BC cases; 1025 from TCGA cohort, 1904 from METABRIC, and 244 from neoadjuvant chemotherapy (NAC) cohort from Gene Expression Omnibus dataset, GSE32603, were analyzed."], "basis": "The paper names GSE32603 in Gene Expression Omnibus dataset and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:31737202", "data:geo:GSE32603"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE32603"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T16:58:50Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": null}, "calls": 5, "usage": {"prompt_tokens": 2035, "completion_tokens": 790, "cached_tokens": 256}}, "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:31737202", "type": "paper", "label": "pmid:31737202"}, {"id": "source:pmid:31737202", "type": "manuscript", "label": "PMID 31737202 full text"}, {"id": "data:geo:GSE32603", "type": "dataset", "label": "GEO GSE32603"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31737202", "type": "paper", "label": "pmid:31737202"}, {"id": "source:pmid:31737202", "type": "manuscript", "label": "PMID 31737202 full text"}, {"id": "data:geo:GSE32603", "type": "dataset", "label": "GEO GSE32603"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31737202", "type": "extraction", "used": ["source:pmid:31737202"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE32603", "type": "accession_resolution", "used": ["data:geo:GSE32603"], "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:31737202", "parent_hash": "sha256:dffee7bf01a57e5bc4346d7fb7e5d636e87ae653fbbb79afee9f14d714431dcc", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE32603 licence not read", "asset:data:geo:GSE32603 not downloaded", "doi", "execution.not_run", "method", "operations", "review.human_critique", "review.independent_reader", "review.machine_critique"]}