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

pmid:31221986

Identification of a Radiosensitivity Molecular Signature Induced by Enzalutamide in Hormone-sensitive and Hormone-resistant Prostate Cancer Cells.

Maryam Ghashghaei · Tamim M Niazi · Adriana Aguilar-Mahecha · Kathleen Oros Klein · Celia M T Greenwood · Mark Basik · Thierry M Muanza

Scientific reports · 2019 doi:10.1038/s41598-019-44991-w

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:31221986
kind
science-record
content_hash
sha256:746d29883fdcac52cddab84c640ee3a1a4239deedf84d91e1d060737efa8d9eb
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:46Z
updated_at
2026-11-01T22:00:38Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of a Radiosensitivity Molecular Signature Induced by Enzalutamide in Hormone-sensitive and Hormone-resistant Prostate Cancer Cells.
doi
10.1038/s41598-019-44991-w
pmid
31221986
authors array · 7 items
[0]
Maryam Ghashghaei
[1]
Tamim M Niazi
[2]
Adriana Aguilar-Mahecha
[3]
Kathleen Oros Klein
[4]
Celia M T Greenwood
[5]
Mark Basik
[6]
Thierry M Muanza
journal
Scientific reports
year
2019
abstract
Prostate cancer (PCa) is the most common cancer amongst men. A novel androgen receptor (AR) antagonist, enzalutamide (ENZA) has recently been demonstrated to enhance the effect of radiation (XRT) by impairing the DNA damage repair process. This study aimed to identify a radiosensitive gene signature induced by ENZA in the PCa cells and to elucidate the biological pathways which influence this radiosensitivity. We treated LNCaP (AR-positive, hormone-sensitive PCa cells) and C4-2 (AR-positive, hormone-resistant PCa cells) cells with ENZA alone and in combination with androgen deprivation therapy (ADT) and XRT. Using one-way ANOVA on the gene expression profiling, we observed significantly differentially expressed (DE) genes in inflammation-and metabolism-related genes in hormone-sensitive and hormone-resistant PCa cell lines respectively. Survival analysis in both the TCGA PRAD and GSE25136 datasets suggested an association between the expression of these genes and time to recurrence. These results indicated that ENZA alone or in combination with ADT enhanced the effect of XRT through immune and inflammation-related pathways in LNCaP cells and metabolic-related pathways in C4-2 cells. Kaplan-Meier analysis and Cox proportional hazard models showed that low expression of all the candidate genes except for PTPRN2 were associated with tumor progression and recurrence in a PCa cohort.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31221986
locator
sections[8] "Analysis of the associations between candidate genes and risk of recurrence" paragraph 2
quote
We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31221986
locator
sections[16] "Expression microarray analysis" paragraph 3
quote
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
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:31221986
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:GSE126881
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:GSE126881
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 · 8 items
[0] object · 15 fields
id
source:pmid:31221986
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-019-44991-w
sha256
sha256:66c6e8f4b57c0bfbb2709823726cd29de649da76cce509412c07070384a4c41e
bytes
46528
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-019-44991-w
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
PMC6586860
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE126881
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=GSE126881
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE126881
version
null
note
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
access_statement_kind
repository_route_statement
sample_accessions array · 48 items
[0]
GSM3616181
[1]
GSM3616182
[2]
GSM3616183
[3]
GSM3616184
[4]
GSM3616185
[5]
GSM3616186
[6]
GSM3616187
[7]
GSM3616188
[8]
GSM3616189
[9]
GSM3616190
[10]
GSM3616191
[11]
GSM3616192
[12]
GSM3616193
[13]
GSM3616194
[14]
GSM3616195
[15]
GSM3616196
[16]
GSM3616197
[17]
GSM3616198
[18]
GSM3616199
[19]
GSM3616200
[20]
GSM3616201
[21]
GSM3616202
[22]
GSM3616203
[23]
GSM3616204
[24]
GSM3616205
[25]
GSM3616206
[26]
GSM3616207
[27]
GSM3616208
[28]
GSM3616209
[29]
GSM3616210
[30]
GSM3616211
[31]
GSM3616212
[32]
GSM3616213
[33]
GSM3616214
[34]
GSM3616215
[35]
GSM3616216
[36]
GSM3616217
[37]
GSM3616218
[38]
GSM3616219
[39]
GSM3616220
[40]
GSM3616221
[41]
GSM3616222
[42]
GSM3616223
[43]
GSM3616224
[44]
GSM3616225
[45]
GSM3616226
[46]
GSM3616227
[47]
GSM3616228
sample_count
48
group_sizes
null
group_sizes_basis
null
platform
24324
taxon
Homo sapiens
title
Identification of Radiosensitivity Gene Signatures Induced by Enzalutamide in Prostate cancer cells
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:GSE25136
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=GSE25136
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE25136
version
null
note
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
access_statement_kind
repository_route_statement
sample_accessions array · 79 items
[0]
GSM617581
[1]
GSM617582
[2]
GSM617583
[3]
GSM617584
[4]
GSM617585
[5]
GSM617586
[6]
GSM617587
[7]
GSM617588
[8]
GSM617589
[9]
GSM617590
[10]
GSM617591
[11]
GSM617592
[12]
GSM617593
[13]
GSM617594
[14]
GSM617595
[15]
GSM617596
[16]
GSM617597
[17]
GSM617598
[18]
GSM617599
[19]
GSM617600
[20]
GSM617601
[21]
GSM617602
[22]
GSM617603
[23]
GSM617604
[24]
GSM617605
[25]
GSM617606
[26]
GSM617607
[27]
GSM617608
[28]
GSM617609
[29]
GSM617610
[30]
GSM617611
[31]
GSM617612
[32]
GSM617613
[33]
GSM617614
[34]
GSM617615
[35]
GSM617616
[36]
GSM617617
[37]
GSM617618
[38]
GSM617619
[39]
GSM617620
[40]
GSM617621
[41]
GSM617622
[42]
GSM617623
[43]
GSM617624
[44]
GSM617625
[45]
GSM617626
[46]
GSM617627
[47]
GSM617628
[48]
GSM617629
[49]
GSM617630
[50]
GSM617631
[51]
GSM617632
[52]
GSM617633
[53]
GSM617634
[54]
GSM617635
[55]
GSM617636
[56]
GSM617637
[57]
GSM617638
[58]
GSM617639
[59]
GSM617640
[60]
GSM617641
[61]
GSM617642
[62]
GSM617643
[63]
GSM617644
[64]
GSM617645
[65]
GSM617646
[66]
GSM617647
[67]
GSM617648
[68]
GSM617649
[69]
GSM617650
[70]
GSM617651
[71]
GSM617652
[72]
GSM617653
[73]
GSM617654
[74]
GSM617655
[75]
GSM617656
[76]
GSM617657
[77]
GSM617658
[78]
GSM617659
sample_count
79
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Optimizing molecular signatures for prostate cancer recurrence
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:31221986:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b1436386c4562901bcf3371263b780eac79fa6722dbd39fe90c57f936a73bcec
bytes
1484
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#Tab1
version
null
note
The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in LNCaP cell line.
structure object · 5 fields
pmcid
PMC6586860
section_index
3
section_title
Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines
row_count
16
column_count
7
table object · 8 fields
label
Table 1
caption
The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in LNCaP cell line.
rows array · 16 items
[0] array · 7 items
[0]
Gene
[1]
ENZA + XRT
[2]
ADT + XRT
[3]
ENZA + ADT + XRT
[4]
AveExpr
[5]
P-Value
[6]
Adj. P-Value
[1] array · 7 items
[0]
NKX3-1
[1]
−0.8163
[2]
−1.085
[3]
−1.277
[4]
10.75
[5]
2.062e-06
[6]
0.05607
[2] array · 7 items
[0]
LAT
[1]
1.041
[2]
1.051
[3]
0.5554
[4]
5.165
[5]
1.124e-05
[6]
0.0882
[3] array · 7 items
[0]
ZMIZ1
[1]
−0.7282
[2]
−0.1722
[3]
−0.6085
[4]
8.726
[5]
1.251e-05
[6]
0.0882
[4] array · 7 items
[0]
INSL6
[1]
−0.7812
[2]
−0.83
[3]
−0.6041
[4]
3.513
[5]
1.314e-05
[6]
0.0882
[5] array · 7 items
[0]
CDH10
[1]
0.3829
[2]
1.172
[3]
0.8857
[4]
2.843
[5]
1.692e-05
[6]
0.0882
[6] array · 7 items
[0]
SLC39A5
[1]
0.02344
[2]
−0.3479
[3]
−0.9146
[4]
4.706
[5]
2.049e-05
[6]
0.0882
[7] array · 7 items
[0]
PTPRN2
[1]
0.6226
[2]
1.143
[3]
0.9196
[4]
4.765
[5]
2.271e-05
[6]
0.0882
[8] array · 7 items
[0]
LRFN1
[1]
−0.2878
[2]
−0.6021
[3]
−0.8624
[4]
6.478
[5]
3.009e-05
[6]
0.09189
[9] array · 7 items
[0]
SPDEF
[1]
−0.2894
[2]
−0.4062
[3]
−0.5095
[4]
10.28
[5]
3.042e-05
[6]
0.09189
[10] array · 7 items
[0]
TEX44
[1]
−0.4086
[2]
0.1263
[3]
−0.5077
[4]
5.724
[5]
4.161e-05
[6]
0.1131
[11] array · 7 items
[0]
23069178
[1]
−0.7734
[2]
−0.264
[3]
−0.6781
[4]
3.846
[5]
5.748e-05
[6]
0.1249
[12] array · 7 items
[0]
PDE9A
[1]
−0.7457
[2]
−0.5213
[3]
−0.9291
[4]
8.719
[5]
6.206e-05
[6]
0.1249
[13] array · 7 items
[0]
MMEL1
[1]
−0.3271
[2]
−0.7629
[3]
−0.262
[4]
6.291
[5]
6.437e-05
[6]
0.1249
[14] array · 7 items
[0]
OSBPL10
[1]
1.073
[2]
0.7663
[3]
1.023
[4]
5.868
[5]
6.79e-05
[6]
0.1249
[15] array · 7 items
[0]
TC1800006649.hg.1
[1]
−0.4451
[2]
0.354
[3]
−0.4623
[4]
3.297
[5]
6.891e-05
[6]
0.1249
locator
section[3]/table-wrap[1]#Tab1
[4] object · 16 fields
id
asset:table:pmid:31221986:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:8d1effdc18a6de608434e3530cf908d917512f157a07ffddb3a4365ccd0630b3
bytes
1263
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[2]#Tab2
version
null
note
The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in C4-2 cell line.
structure object · 5 fields
pmcid
PMC6586860
section_index
3
section_title
Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines
row_count
13
column_count
7
table object · 8 fields
label
Table 2
caption
The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in C4-2 cell line.
rows array · 13 items
[0] array · 7 items
[0]
Gene
[1]
ENZA + XRT
[2]
ADT + XRT
[3]
ENZA + ADT + XRT
[4]
Ave Expr
[5]
P-value
[6]
Adj. P-value
[1] array · 7 items
[0]
CYP1A1
[1]
0.5771
[2]
2.417
[3]
2.498
[4]
7.441
[5]
9.098e-08
[6]
0.002474
[2] array · 7 items
[0]
TRIB2
[1]
−1.052
[2]
−0.837
[3]
−1.336
[4]
5.552
[5]
6.11e-07
[6]
0.006839
[3] array · 7 items
[0]
CYP1A2
[1]
0.4795
[2]
3.093
[3]
2.894
[4]
7.047
[5]
7.546e-07
[6]
0.006839
[4] array · 7 items
[0]
FBXL5
[1]
0.01488
[2]
0.6239
[3]
0.5458
[4]
8.664
[5]
1.349e-06
[6]
0.009166
[5] array · 7 items
[0]
CYP1B1
[1]
−0.5141
[2]
0.6484
[3]
0.7994
[4]
5.068
[5]
1.762e-05
[6]
0.09561
[6] array · 7 items
[0]
HTA2-neg-47421856_st
[1]
0.1306
[2]
0.0377
[3]
2.3520
[4]
2.0598
[5]
2.11E-05
[6]
0.09561
[7] array · 7 items
[0]
SEMA6A
[1]
0.152
[2]
−0.5594
[3]
−0.6021
[4]
7.675
[5]
2.8e-05
[6]
0.1088
[8] array · 7 items
[0]
TIPARP
[1]
0.02464
[2]
0.7372
[3]
0.8546
[4]
7.523
[5]
4.115e-05
[6]
0.1354
[9] array · 7 items
[0]
NKX3-1
[1]
−0.6767
[2]
−0.497
[3]
−1.145
[4]
10.75
[5]
4.483e-05
[6]
0.1354
[10] array · 7 items
[0]
PFKFB3
[1]
−0.1228
[2]
−0.6118
[3]
−0.6407
[4]
6.928
[5]
6.377e-05
[6]
0.163
[11] array · 7 items
[0]
PMEPA1
[1]
−1.045
[2]
−0.4885
[3]
−1.259
[4]
8.374
[5]
6.594e-05
[6]
0.163
[12] array · 7 items
[0]
C1orf116
[1]
−0.8854
[2]
−0.03169
[3]
−0.6941
[4]
10.96
[5]
7.653e-05
[6]
0.1734
locator
section[3]/table-wrap[2]#Tab2
[5] object · 16 fields
id
asset:table:pmid:31221986:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:cb4b9367e1b310c43dd06380afcb9a3a9ae55f3b392b9084de94bca90ef9992d
bytes
738
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[3]#Tab3
version
null
note
The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in LNCaP cell line.
structure object · 5 fields
pmcid
PMC6586860
section_index
3
section_title
Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines
row_count
6
column_count
7
table object · 8 fields
label
Table 3
caption
The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in LNCaP cell line.
rows array · 6 items
[0] array · 7 items
[0]
SYMBOL
[1]
ENZA
[2]
ADT
[3]
ENZA + ADT
[4]
AveExpr
[5]
P-Value
[6]
Adj. P-Value
[1] array · 7 items
[0]
HTA2-pos 2978683_st
[1]
−1.789
[2]
−1.74
[3]
−1.725
[4]
2.104
[5]
2.359e-09
[6]
6.414e-05
[2] array · 7 items
[0]
CYP1A1
[1]
0.6475
[2]
2.191
[3]
2.089
[4]
7.441
[5]
2.675e-06
[6]
0.0314
[3] array · 7 items
[0]
HTA2-neg-47419193_st
[1]
−0.5908
[2]
−0.9197
[3]
−0.8388
[4]
2.45
[5]
3.464e-06
[6]
0.0314
[4] array · 7 items
[0]
CYP1A2
[1]
−0.1485
[2]
2.119
[3]
2.198
[4]
7.047
[5]
4.064e-05
[6]
0.2762
[5] array · 7 items
[0]
MUC7
[1]
0.3477
[2]
−0.5006
[3]
0.1016
[4]
4.032
[5]
9.765e-05
[6]
0.4557
locator
section[3]/table-wrap[3]#Tab3
[6] object · 16 fields
id
asset:table:pmid:31221986:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:243ee4fb8a6c7cf92bd0b2b4c3ddafcd9734f90676024eec4c7f9a27a3fcbe21
bytes
834
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[4]#Tab4
version
null
note
The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in C4-2 cell line.
structure object · 5 fields
pmcid
PMC6586860
section_index
3
section_title
Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines
row_count
8
column_count
7
table object · 8 fields
label
Table 4
caption
The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in C4-2 cell line.
rows array · 8 items
[0] array · 7 items
[0]
SYMBOL
[1]
ENZA
[2]
ADT
[3]
ENZA + ADT
[4]
AveExpr
[5]
P-Value
[6]
Adj. P-Value
[1] array · 7 items
[0]
FBXL5
[1]
0.1701
[2]
0.8815
[3]
0.7326
[4]
8.664
[5]
6.511e-09
[6]
0.000177
[2] array · 7 items
[0]
CYP1A1
[1]
0.6429
[2]
2.501
[3]
2.357
[4]
7.441
[5]
1.498e-07
[6]
0.001899
[3] array · 7 items
[0]
CYP1A2
[1]
0.4665
[2]
3.208
[3]
3.128
[4]
7.047
[5]
2.096e-07
[6]
0.001899
[4] array · 7 items
[0]
CYP1B1
[1]
−0.2779
[2]
0.8443
[3]
0.9887
[4]
5.068
[5]
1.133e-05
[6]
0.07704
[5] array · 7 items
[0]
CCNG2
[1]
0.0294
[2]
0.6596
[3]
0.6017
[4]
10.93
[5]
2.234e-05
[6]
0.1215
[6] array · 7 items
[0]
TIPARP
[1]
0.1094
[2]
0.7962
[3]
0.8448
[4]
7.523
[5]
5.932e-05
[6]
0.2588
[7] array · 7 items
[0]
VSTM4
[1]
0.8132
[2]
−0.06463
[3]
0.403
[4]
3.244
[5]
6.664e-05
[6]
0.2588
locator
section[3]/table-wrap[4]#Tab4
[7] object · 16 fields
id
asset:table:pmid:31221986:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:bac097e89335a8a2ac0b059c195405a474e2f53755ee4e54213cb46964d10bf5
bytes
475
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#Tab5
version
null
note
Simple linear regression models showing the association of the variables with recurrence status using GSE25136.
structure object · 5 fields
pmcid
PMC6586860
section_index
10
section_title
The effects of the expression of candidate genes on recurrence
row_count
7
column_count
3
table object · 8 fields
label
Table 5
caption
Simple linear regression models showing the association of the variables with recurrence status using GSE25136.
rows array · 7 items
[0] array · 3 items
[0]
Gene
[1]
Estimate
[2]
P-Value
[1] array · 3 items
[0]
AAK1
[1]
−0.4066
[2]
0.008166
[2] array · 3 items
[0]
CYP1B1
[1]
0.1428
[2]
0.04047
[3] array · 3 items
[0]
NKX3-1
[1]
0.9468
[2]
0.001266
[4] array · 3 items
[0]
PTPRN2
[1]
−0.345
[2]
0.01773
[5] array · 3 items
[0]
TGIF1
[1]
0.2587
[2]
0.01104
[6] array · 3 items
[0]
TRIB2
[1]
0.2482
[2]
0.005419
locator
section[10]/table-wrap[1]#Tab5
gaps array · 4 items
[0]
asset:data:geo:GSE126881 not downloaded
[1]
asset:data:geo:GSE126881 licence not read
[2]
asset:data:geo:GSE25136 not downloaded
[3]
asset:data:geo:GSE25136 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing).
[1] object · 10 fields
id
method-2
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
0.7
band
medium
quote
ANOVA
[2] object · 10 fields
id
method-3
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
[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
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
Hierarchical clustering
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE126881
[1]
GSE25136
resolved_accessions array · 2 items
[0]
GSE126881
[1]
GSE25136
statements array · 1 item
[0]
The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.
basis
The paper names GSE126881, GSE25136 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 7 items
[0]
source:pmid:31221986
[1]
data:geo:GSE126881
[2]
asset:table:pmid:31221986:1
[3]
asset:table:pmid:31221986:2
[4]
asset:table:pmid:31221986:3
[5]
asset:table:pmid:31221986:4
[6]
asset:table:pmid:31221986:5
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:GSE126881
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
2026-10-31T18:15:13Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
36853
completion_tokens
2167
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:31221986
type
paper
label
pmid:31221986
[1] object · 3 fields
id
source:pmid:31221986
type
manuscript
label
PMID 31221986 full text
[2] object · 3 fields
id
data:geo:GSE126881
type
dataset
label
GEO GSE126881
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:31221986
type
paper
label
pmid:31221986
[1] object · 3 fields
id
source:pmid:31221986
type
manuscript
label
PMID 31221986 full text
[2] object · 3 fields
id
data:geo:GSE126881
type
dataset
label
GEO GSE126881
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31221986
type
extraction
used array · 1 item
[0]
source:pmid:31221986
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE126881
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE126881
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:31221986
parent_hash
sha256:2b47777c1557a8cc9b7a0560f42e77aa726e58ff716d8d2472cc4ed0d3816db8
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE126881 licence not read
[1]
asset:data:geo:GSE126881 not downloaded
[2]
asset:data:geo:GSE25136 licence not read
[3]
asset:data:geo:GSE25136 not downloaded
[4]
execution.not_run
[5]
method.reader_differs_from_extractor
[6]
review.human_critique
[7]
review.independent_reader
[8]
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
0.99
evidence array · 2 items
[0]
idate genes in human PCa tumors, we analysed RNA-Seq data from the TCGA PRAD dataset and microarr
[1]
ariate Cox model results is different in the RNA sequencing data from the expression data derived from t
order_basis
paper_text_order:6299
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing).
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:31221986", "kind": "science-record", "revision": 8, "content_hash": "sha256:746d29883fdcac52cddab84c640ee3a1a4239deedf84d91e1d060737efa8d9eb", "created_at": "2026-11-01T15:40:46Z", "updated_at": "2026-11-01T22:00:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of a Radiosensitivity Molecular Signature Induced by Enzalutamide in Hormone-sensitive and Hormone-resistant Prostate Cancer Cells.", "doi": "10.1038/s41598-019-44991-w", "pmid": "31221986", "authors": ["Maryam Ghashghaei", "Tamim M Niazi", "Adriana Aguilar-Mahecha", "Kathleen Oros Klein", "Celia M T Greenwood", "Mark Basik", "Thierry M Muanza"], "journal": "Scientific reports", "year": 2019, "abstract": "Prostate cancer (PCa) is the most common cancer amongst men. A novel androgen receptor (AR) antagonist, enzalutamide (ENZA) has recently been demonstrated to enhance the effect of radiation (XRT) by impairing the DNA damage repair process. This study aimed to identify a radiosensitive gene signature induced by ENZA in the PCa cells and to elucidate the biological pathways which influence this radiosensitivity. We treated LNCaP (AR-positive, hormone-sensitive PCa cells) and C4-2 (AR-positive, hormone-resistant PCa cells) cells with ENZA alone and in combination with androgen deprivation therapy (ADT) and XRT. Using one-way ANOVA on the gene expression profiling, we observed significantly differentially expressed (DE) genes in inflammation-and metabolism-related genes in hormone-sensitive and hormone-resistant PCa cell lines respectively. Survival analysis in both the TCGA PRAD and GSE25136 datasets suggested an association between the expression of these genes and time to recurrence. These results indicated that ENZA alone or in combination with ADT enhanced the effect of XRT through immune and inflammation-related pathways in LNCaP cells and metabolic-related pathways in C4-2 cells. Kaplan-Meier analysis and Cox proportional hazard models showed that low expression of all the candidate genes except for PTPRN2 were associated with tumor progression and recurrence in a PCa cohort.", "claims": [{"id": "claim-method", "statement": "We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31221986", "locator": "sections[8] \"Analysis of the associations between candidate genes and risk of recurrence\" paragraph 2", "quote": "We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31221986", "locator": "sections[16] \"Expression microarray analysis\" paragraph 3", "quote": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881."}], "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:31221986"], "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:GSE126881"], "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:GSE126881"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31221986", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-019-44991-w", "sha256": "sha256:66c6e8f4b57c0bfbb2709823726cd29de649da76cce509412c07070384a4c41e", "bytes": 46528, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-019-44991-w", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6586860", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE126881", "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=GSE126881", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE126881", "version": null, "note": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM3616181", "GSM3616182", "GSM3616183", "GSM3616184", "GSM3616185", "GSM3616186", "GSM3616187", "GSM3616188", "GSM3616189", "GSM3616190", "GSM3616191", "GSM3616192", "GSM3616193", "GSM3616194", "GSM3616195", "GSM3616196", "GSM3616197", "GSM3616198", "GSM3616199", "GSM3616200", "GSM3616201", "GSM3616202", "GSM3616203", "GSM3616204", "GSM3616205", "GSM3616206", "GSM3616207", "GSM3616208", "GSM3616209", "GSM3616210", "GSM3616211", "GSM3616212", "GSM3616213", "GSM3616214", "GSM3616215", "GSM3616216", "GSM3616217", "GSM3616218", "GSM3616219", "GSM3616220", "GSM3616221", "GSM3616222", "GSM3616223", "GSM3616224", "GSM3616225", "GSM3616226", "GSM3616227", "GSM3616228"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "24324", "taxon": "Homo sapiens", "title": "Identification of Radiosensitivity Gene Signatures Induced by Enzalutamide in Prostate cancer cells", "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:GSE25136", "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=GSE25136", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE25136", "version": null, "note": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM617581", "GSM617582", "GSM617583", "GSM617584", "GSM617585", "GSM617586", "GSM617587", "GSM617588", "GSM617589", "GSM617590", "GSM617591", "GSM617592", "GSM617593", "GSM617594", "GSM617595", "GSM617596", "GSM617597", "GSM617598", "GSM617599", "GSM617600", "GSM617601", "GSM617602", "GSM617603", "GSM617604", "GSM617605", "GSM617606", "GSM617607", "GSM617608", "GSM617609", "GSM617610", "GSM617611", "GSM617612", "GSM617613", "GSM617614", "GSM617615", "GSM617616", "GSM617617", "GSM617618", "GSM617619", "GSM617620", "GSM617621", "GSM617622", "GSM617623", "GSM617624", "GSM617625", "GSM617626", "GSM617627", "GSM617628", "GSM617629", "GSM617630", "GSM617631", "GSM617632", "GSM617633", "GSM617634", "GSM617635", "GSM617636", "GSM617637", "GSM617638", "GSM617639", "GSM617640", "GSM617641", "GSM617642", "GSM617643", "GSM617644", "GSM617645", "GSM617646", "GSM617647", "GSM617648", "GSM617649", "GSM617650", "GSM617651", "GSM617652", "GSM617653", "GSM617654", "GSM617655", "GSM617656", "GSM617657", "GSM617658", "GSM617659"], "sample_count": 79, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Optimizing molecular signatures for prostate cancer recurrence", "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:31221986:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b1436386c4562901bcf3371263b780eac79fa6722dbd39fe90c57f936a73bcec", "bytes": 1484, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#Tab1", "version": null, "note": "The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in LNCaP cell line.", "structure": {"pmcid": "PMC6586860", "section_index": 3, "section_title": "Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines", "row_count": 16, "column_count": 7}, "table": {"label": "Table 1", "caption": "The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in LNCaP cell line.", "rows": [["Gene", "ENZA + XRT", "ADT + XRT", "ENZA + ADT + XRT", "AveExpr", "P-Value", "Adj. P-Value"], ["NKX3-1", "−0.8163", "−1.085", "−1.277", "10.75", "2.062e-06", "0.05607"], ["LAT", "1.041", "1.051", "0.5554", "5.165", "1.124e-05", "0.0882"], ["ZMIZ1", "−0.7282", "−0.1722", "−0.6085", "8.726", "1.251e-05", "0.0882"], ["INSL6", "−0.7812", "−0.83", "−0.6041", "3.513", "1.314e-05", "0.0882"], ["CDH10", "0.3829", "1.172", "0.8857", "2.843", "1.692e-05", "0.0882"], ["SLC39A5", "0.02344", "−0.3479", "−0.9146", "4.706", "2.049e-05", "0.0882"], ["PTPRN2", "0.6226", "1.143", "0.9196", "4.765", "2.271e-05", "0.0882"], ["LRFN1", "−0.2878", "−0.6021", "−0.8624", "6.478", "3.009e-05", "0.09189"], ["SPDEF", "−0.2894", "−0.4062", "−0.5095", "10.28", "3.042e-05", "0.09189"], ["TEX44", "−0.4086", "0.1263", "−0.5077", "5.724", "4.161e-05", "0.1131"], ["23069178", "−0.7734", "−0.264", "−0.6781", "3.846", "5.748e-05", "0.1249"], ["PDE9A", "−0.7457", "−0.5213", "−0.9291", "8.719", "6.206e-05", "0.1249"], ["MMEL1", "−0.3271", "−0.7629", "−0.262", "6.291", "6.437e-05", "0.1249"], ["OSBPL10", "1.073", "0.7663", "1.023", "5.868", "6.79e-05", "0.1249"], ["TC1800006649.hg.1", "−0.4451", "0.354", "−0.4623", "3.297", "6.891e-05", "0.1249"]], "row_count": 16, "column_count": 7, "numeric_cells": 97, "header_rows": 1, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:31221986:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8d1effdc18a6de608434e3530cf908d917512f157a07ffddb3a4365ccd0630b3", "bytes": 1263, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[2]#Tab2", "version": null, "note": "The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in C4-2 cell line.", "structure": {"pmcid": "PMC6586860", "section_index": 3, "section_title": "Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines", "row_count": 13, "column_count": 7}, "table": {"label": "Table 2", "caption": "The most significant DE from one-way ANOVA for each treatment condition (ENZA + XRT vs. XRT, ADT + XRT vs. XRT, ENZA + ADT + XRT vs. XRT) in C4-2 cell line.", "rows": [["Gene", "ENZA + XRT", "ADT + XRT", "ENZA + ADT + XRT", "Ave Expr", "P-value", "Adj. P-value"], ["CYP1A1", "0.5771", "2.417", "2.498", "7.441", "9.098e-08", "0.002474"], ["TRIB2", "−1.052", "−0.837", "−1.336", "5.552", "6.11e-07", "0.006839"], ["CYP1A2", "0.4795", "3.093", "2.894", "7.047", "7.546e-07", "0.006839"], ["FBXL5", "0.01488", "0.6239", "0.5458", "8.664", "1.349e-06", "0.009166"], ["CYP1B1", "−0.5141", "0.6484", "0.7994", "5.068", "1.762e-05", "0.09561"], ["HTA2-neg-47421856_st", "0.1306", "0.0377", "2.3520", "2.0598", "2.11E-05", "0.09561"], ["SEMA6A", "0.152", "−0.5594", "−0.6021", "7.675", "2.8e-05", "0.1088"], ["TIPARP", "0.02464", "0.7372", "0.8546", "7.523", "4.115e-05", "0.1354"], ["NKX3-1", "−0.6767", "−0.497", "−1.145", "10.75", "4.483e-05", "0.1354"], ["PFKFB3", "−0.1228", "−0.6118", "−0.6407", "6.928", "6.377e-05", "0.163"], ["PMEPA1", "−1.045", "−0.4885", "−1.259", "8.374", "6.594e-05", "0.163"], ["C1orf116", "−0.8854", "−0.03169", "−0.6941", "10.96", "7.653e-05", "0.1734"]], "row_count": 13, "column_count": 7, "numeric_cells": 75, "header_rows": 1, "locator": "section[3]/table-wrap[2]#Tab2"}}, {"id": "asset:table:pmid:31221986:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:cb4b9367e1b310c43dd06380afcb9a3a9ae55f3b392b9084de94bca90ef9992d", "bytes": 738, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[3]#Tab3", "version": null, "note": "The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in LNCaP cell line.", "structure": {"pmcid": "PMC6586860", "section_index": 3, "section_title": "Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines", "row_count": 6, "column_count": 7}, "table": {"label": "Table 3", "caption": "The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in LNCaP cell line.", "rows": [["SYMBOL", "ENZA", "ADT", "ENZA + ADT", "AveExpr", "P-Value", "Adj. P-Value"], ["HTA2-pos 2978683_st", "−1.789", "−1.74", "−1.725", "2.104", "2.359e-09", "6.414e-05"], ["CYP1A1", "0.6475", "2.191", "2.089", "7.441", "2.675e-06", "0.0314"], ["HTA2-neg-47419193_st", "−0.5908", "−0.9197", "−0.8388", "2.45", "3.464e-06", "0.0314"], ["CYP1A2", "−0.1485", "2.119", "2.198", "7.047", "4.064e-05", "0.2762"], ["MUC7", "0.3477", "−0.5006", "0.1016", "4.032", "9.765e-05", "0.4557"]], "row_count": 6, "column_count": 7, "numeric_cells": 32, "header_rows": 1, "locator": "section[3]/table-wrap[3]#Tab3"}}, {"id": "asset:table:pmid:31221986:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:243ee4fb8a6c7cf92bd0b2b4c3ddafcd9734f90676024eec4c7f9a27a3fcbe21", "bytes": 834, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[4]#Tab4", "version": null, "note": "The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in C4-2 cell line.", "structure": {"pmcid": "PMC6586860", "section_index": 3, "section_title": "Differentially expressed genes by one-way ANOVA in hormone-sensitive and hormone-resistant PCa cell lines", "row_count": 8, "column_count": 7}, "table": {"label": "Table 4", "caption": "The most significant DE from one-way ANOVA for each treatment condition (ENZA vs. CTR, ADT vs. CTR, ENZA + ADT vs. CTR) in C4-2 cell line.", "rows": [["SYMBOL", "ENZA", "ADT", "ENZA + ADT", "AveExpr", "P-Value", "Adj. P-Value"], ["FBXL5", "0.1701", "0.8815", "0.7326", "8.664", "6.511e-09", "0.000177"], ["CYP1A1", "0.6429", "2.501", "2.357", "7.441", "1.498e-07", "0.001899"], ["CYP1A2", "0.4665", "3.208", "3.128", "7.047", "2.096e-07", "0.001899"], ["CYP1B1", "−0.2779", "0.8443", "0.9887", "5.068", "1.133e-05", "0.07704"], ["CCNG2", "0.0294", "0.6596", "0.6017", "10.93", "2.234e-05", "0.1215"], ["TIPARP", "0.1094", "0.7962", "0.8448", "7.523", "5.932e-05", "0.2588"], ["VSTM4", "0.8132", "−0.06463", "0.403", "3.244", "6.664e-05", "0.2588"]], "row_count": 8, "column_count": 7, "numeric_cells": 42, "header_rows": 1, "locator": "section[3]/table-wrap[4]#Tab4"}}, {"id": "asset:table:pmid:31221986:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:bac097e89335a8a2ac0b059c195405a474e2f53755ee4e54213cb46964d10bf5", "bytes": 475, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#Tab5", "version": null, "note": "Simple linear regression models showing the association of the variables with recurrence status using GSE25136.", "structure": {"pmcid": "PMC6586860", "section_index": 10, "section_title": "The effects of the expression of candidate genes on recurrence", "row_count": 7, "column_count": 3}, "table": {"label": "Table 5", "caption": "Simple linear regression models showing the association of the variables with recurrence status using GSE25136.", "rows": [["Gene", "Estimate", "P-Value"], ["AAK1", "−0.4066", "0.008166"], ["CYP1B1", "0.1428", "0.04047"], ["NKX3-1", "0.9468", "0.001266"], ["PTPRN2", "−0.345", "0.01773"], ["TGIF1", "0.2587", "0.01104"], ["TRIB2", "0.2482", "0.005419"]], "row_count": 7, "column_count": 3, "numeric_cells": 13, "header_rows": 1, "locator": "section[10]/table-wrap[1]#Tab5"}}], "gaps": ["asset:data:geo:GSE126881 not downloaded", "asset:data:geo:GSE126881 licence not read", "asset:data:geo:GSE25136 not downloaded", "asset:data:geo:GSE25136 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing)."}}, {"id": "method-2", "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": 0.7, "band": "medium", "quote": "ANOVA"}}, {"id": "method-3", "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-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": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "Hierarchical clustering"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE126881", "GSE25136"], "resolved_accessions": ["GSE126881", "GSE25136"], "statements": ["The microarray data have been submitted to the public functional genomics data repository Gene Expression Omnibus (GEO) under the accession number GSE126881."], "basis": "The paper names GSE126881, GSE25136 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:31221986", "data:geo:GSE126881", "asset:table:pmid:31221986:1", "asset:table:pmid:31221986:2", "asset:table:pmid:31221986:3", "asset:table:pmid:31221986:4", "asset:table:pmid:31221986:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE126881"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:15:13Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 36853, "completion_tokens": 2167, "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:31221986", "type": "paper", "label": "pmid:31221986"}, {"id": "source:pmid:31221986", "type": "manuscript", "label": "PMID 31221986 full text"}, {"id": "data:geo:GSE126881", "type": "dataset", "label": "GEO GSE126881"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31221986", "type": "paper", "label": "pmid:31221986"}, {"id": "source:pmid:31221986", "type": "manuscript", "label": "PMID 31221986 full text"}, {"id": "data:geo:GSE126881", "type": "dataset", "label": "GEO GSE126881"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31221986", "type": "extraction", "used": ["source:pmid:31221986"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE126881", "type": "accession_resolution", "used": ["data:geo:GSE126881"], "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:31221986", "parent_hash": "sha256:2b47777c1557a8cc9b7a0560f42e77aa726e58ff716d8d2472cc4ed0d3816db8", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE126881 licence not read", "asset:data:geo:GSE126881 not downloaded", "asset:data:geo:GSE25136 licence not read", "asset:data:geo:GSE25136 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["idate genes in human PCa tumors, we analysed RNA-Seq data from the TCGA PRAD dataset and microarr", "ariate Cox model results is different in the RNA sequencing data from the expression data derived from t"], "order_basis": "paper_text_order:6299", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We performed a univariate Cox proportional hazards survival model and found that the expression of a set of 10 genes was associated with time to recurrence (p < 0.05 without any correction for multiple testing)."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}