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

pmid:37238942

Identification of New Key Genes and Their Association with Breast Cancer Occurrence and Poor Survival Using In Silico and In Vitro Methods.

Rafat Ali · Armiya Sultan · Romana Ishrat · Shafiul Haque · Nida Jamil Khan · Miguel Angel Prieto

Biomedicines · 2023 doi:10.3390/biomedicines11051271

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:37238942
kind
science-record
content_hash
sha256:1f4cf6abaca152648c4a33114f345d9056e29a69b1744c06371bfd51b4881fd2
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:57Z
updated_at
2026-11-01T22:52:00Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of New Key Genes and Their Association with Breast Cancer Occurrence and Poor Survival Using In Silico and In Vitro Methods.
doi
10.3390/biomedicines11051271
pmid
37238942
authors array · 6 items
[0]
Rafat Ali
[1]
Armiya Sultan
[2]
Romana Ishrat
[3]
Shafiul Haque
[4]
Nida Jamil Khan
[5]
Miguel Angel Prieto
journal
Biomedicines
year
2023
abstract
Breast cancer is one of the most prevalent types of cancer diagnosed globally and continues to have a significant impact on the global number of cancer deaths. Despite all efforts of epidemiological and experimental research, therapeutic concepts in cancer are still unsatisfactory. Gene expression datasets are widely used to discover the new biomarkers and molecular therapeutic targets in diseases. In the present study, we analyzed four datasets using R packages with accession number GSE29044, GSE42568, GSE89116, and GSE109169 retrieved from NCBI-GEO and differential expressed genes (DEGs) were identified. Protein-protein interaction (PPI) network was constructed to screen the key genes. Subsequently, the GO function and KEGG pathways were analyzed to determine the biological function of key genes. Expression profile of key genes was validated in MCF-7 and MDA-MB-231 human breast cancer cell lines using qRT-PCR. Overall expression level and stage wise expression pattern of key genes was determined by GEPIA. The bc-GenExMiner was used to compare expression level of genes among groups of patients with respect to age factor. OncoLnc was used to analyze the effect of expression levels of LAMA2, TIMP4, and TMTC1 on the survival of breast cancer patients. We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated. Similar expression pattern of seven among nine genes (except ADAMTS5 and RSPO3) was observed in MCF-7 and MDA-MB-231 cells. Further, we found that LAMA2, TMTC1, and TIMP4 were significantly expressed among different age groups of patients. LAMA2 and TIMP4 were found significantly associated and TMTC1 was found less correlated with breast cancer occurrence. We found that the expression level of LAMA2, TIMP4, and TMTC1 was abnormal in all TCGA tumors and significantly associated with poor survival.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37238942
locator
sections[19] "3.1. Characteristics of Datasets Used to Extract Common DEGs" paragraph 3
quote
We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All related data are available within the article.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37238942
locator
sections[37] "notes" paragraph 1
quote
All related data are available within the article.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37238942
locator
sections[0] "Abstract" paragraph 1
quote
We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated.
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:37238942
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:GSE109169
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:GSE109169
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 · 5 items
[0] object · 15 fields
id
source:pmid:37238942
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/biomedicines11051271
sha256
sha256:c3996a5e2929ad7ec0c61153f2cf5607c6df7d92bb6ad220fba53fec335fe81c
bytes
41401
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/biomedicines11051271
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
PMC10216146
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE109169
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=GSE109169
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE109169
version
null
note
All related data are available within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All related data are available within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 50 items
[0]
GSM2934481
[1]
GSM2934482
[2]
GSM2934483
[3]
GSM2934484
[4]
GSM2934485
[5]
GSM2934486
[6]
GSM2934487
[7]
GSM2934488
[8]
GSM2934489
[9]
GSM2934490
[10]
GSM2934491
[11]
GSM2934492
[12]
GSM2934493
[13]
GSM2934494
[14]
GSM2934495
[15]
GSM2934496
[16]
GSM2934497
[17]
GSM2934498
[18]
GSM2934499
[19]
GSM2934500
[20]
GSM2934501
[21]
GSM2934502
[22]
GSM2934503
[23]
GSM2934504
[24]
GSM2934505
[25]
GSM2934506
[26]
GSM2934507
[27]
GSM2934508
[28]
GSM2934509
[29]
GSM2934510
[30]
GSM2934511
[31]
GSM2934512
[32]
GSM2934513
[33]
GSM2934514
[34]
GSM2934515
[35]
GSM2934516
[36]
GSM2934517
[37]
GSM2934518
[38]
GSM2934519
[39]
GSM2934520
[40]
GSM2934521
[41]
GSM2934522
[42]
GSM2934523
[43]
GSM2934524
[44]
GSM2934525
[45]
GSM2934526
[46]
GSM2934527
[47]
GSM2934528
[48]
GSM2934529
[49]
GSM2934530
sample_count
50
group_sizes
null
group_sizes_basis
null
platform
5175
taxon
Homo sapiens
title
Expression data from breast cancer tissues and adjacent normal tissues
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:GSE29044
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=GSE29044
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29044
version
null
note
All related data are available within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All related data are available within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 138 items
[0]
GSM719634
[1]
GSM719635
[2]
GSM719636
[3]
GSM719637
[4]
GSM719638
[5]
GSM719639
[6]
GSM719640
[7]
GSM719641
[8]
GSM719642
[9]
GSM719643
[10]
GSM719644
[11]
GSM719645
[12]
GSM719646
[13]
GSM719647
[14]
GSM719648
[15]
GSM719649
[16]
GSM719650
[17]
GSM719651
[18]
GSM719652
[19]
GSM719653
[20]
GSM719654
[21]
GSM719655
[22]
GSM719656
[23]
GSM719657
[24]
GSM719658
[25]
GSM719659
[26]
GSM719660
[27]
GSM719661
[28]
GSM719662
[29]
GSM719663
[30]
GSM719664
[31]
GSM719665
[32]
GSM719666
[33]
GSM719667
[34]
GSM719668
[35]
GSM719669
[36]
GSM719670
[37]
GSM719671
[38]
GSM719672
[39]
GSM719673
[40]
GSM719674
[41]
GSM719675
[42]
GSM719676
[43]
GSM719677
[44]
GSM719678
[45]
GSM719679
[46]
GSM719680
[47]
GSM719681
[48]
GSM719682
[49]
GSM719683
[50]
GSM719684
[51]
GSM719685
[52]
GSM719686
[53]
GSM719687
[54]
GSM719688
[55]
GSM719689
[56]
GSM719690
[57]
GSM719691
[58]
GSM719692
[59]
GSM719693
[60]
GSM719694
[61]
GSM719695
[62]
GSM719696
[63]
GSM719697
[64]
GSM719698
[65]
GSM719699
[66]
GSM719700
[67]
GSM719701
[68]
GSM719702
[69]
GSM719703
[70]
GSM719704
[71]
GSM719705
[72]
GSM719706
[73]
GSM719707
[74]
GSM719708
[75]
GSM719709
[76]
GSM719710
[77]
GSM719711
[78]
GSM719712
[79]
GSM719713
[80]
GSM719714
[81]
GSM719715
[82]
GSM719716
[83]
GSM719717
[84]
GSM719718
[85]
GSM719719
[86]
GSM719720
[87]
GSM719721
[88]
GSM719722
[89]
GSM719723
[90]
GSM719724
[91]
GSM719725
[92]
GSM719726
[93]
GSM719727
[94]
GSM719728
[95]
GSM719729
[96]
GSM719730
[97]
GSM719731
[98]
GSM719732
[99]
GSM719733
[100]
GSM719734
[101]
GSM719735
[102]
GSM719736
[103]
GSM719737
[104]
GSM719738
[105]
GSM719739
[106]
GSM719740
[107]
GSM719741
[108]
GSM719742
[109]
GSM736476
[110]
GSM736477
[111]
GSM736478
[112]
GSM736479
[113]
GSM736480
[114]
GSM736481
[115]
GSM736482
[116]
GSM736483
[117]
GSM736484
[118]
GSM736485
[119]
GSM736486
[120]
GSM736487
[121]
GSM736488
[122]
GSM736489
[123]
GSM736490
[124]
GSM740839
[125]
GSM740840
[126]
GSM740841
[127]
GSM740842
[128]
GSM740843
[129]
GSM740844
[130]
GSM740845
[131]
GSM740846
[132]
GSM740847
[133]
GSM740848
[134]
GSM740849
[135]
GSM740850
[136]
GSM740851
[137]
GSM740852
sample_count
138
group_sizes
null
group_sizes_basis
null
platform
570;5175
taxon
Homo sapiens
title
Expression data from breast tumors in different age-specific cohorts and for different sequentional disease stages
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 · 15 fields
id
data:geo:GSE42568
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=GSE42568
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42568
version
null
note
All related data are available within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All related data are available within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 121 items
[0]
GSM1045191
[1]
GSM1045192
[2]
GSM1045193
[3]
GSM1045194
[4]
GSM1045195
[5]
GSM1045196
[6]
GSM1045197
[7]
GSM1045198
[8]
GSM1045199
[9]
GSM1045200
[10]
GSM1045201
[11]
GSM1045202
[12]
GSM1045203
[13]
GSM1045204
[14]
GSM1045205
[15]
GSM1045206
[16]
GSM1045207
[17]
GSM1045208
[18]
GSM1045209
[19]
GSM1045210
[20]
GSM1045211
[21]
GSM1045212
[22]
GSM1045213
[23]
GSM1045214
[24]
GSM1045215
[25]
GSM1045216
[26]
GSM1045217
[27]
GSM1045218
[28]
GSM1045219
[29]
GSM1045220
[30]
GSM1045221
[31]
GSM1045222
[32]
GSM1045223
[33]
GSM1045224
[34]
GSM1045225
[35]
GSM1045226
[36]
GSM1045227
[37]
GSM1045228
[38]
GSM1045229
[39]
GSM1045230
[40]
GSM1045231
[41]
GSM1045232
[42]
GSM1045233
[43]
GSM1045234
[44]
GSM1045235
[45]
GSM1045236
[46]
GSM1045237
[47]
GSM1045238
[48]
GSM1045239
[49]
GSM1045240
[50]
GSM1045241
[51]
GSM1045242
[52]
GSM1045243
[53]
GSM1045244
[54]
GSM1045245
[55]
GSM1045246
[56]
GSM1045247
[57]
GSM1045248
[58]
GSM1045249
[59]
GSM1045250
[60]
GSM1045251
[61]
GSM1045252
[62]
GSM1045253
[63]
GSM1045254
[64]
GSM1045255
[65]
GSM1045256
[66]
GSM1045257
[67]
GSM1045258
[68]
GSM1045259
[69]
GSM1045260
[70]
GSM1045261
[71]
GSM1045262
[72]
GSM1045263
[73]
GSM1045264
[74]
GSM1045265
[75]
GSM1045266
[76]
GSM1045267
[77]
GSM1045268
[78]
GSM1045269
[79]
GSM1045270
[80]
GSM1045271
[81]
GSM1045272
[82]
GSM1045273
[83]
GSM1045274
[84]
GSM1045275
[85]
GSM1045276
[86]
GSM1045277
[87]
GSM1045278
[88]
GSM1045279
[89]
GSM1045280
[90]
GSM1045281
[91]
GSM1045282
[92]
GSM1045283
[93]
GSM1045284
[94]
GSM1045285
[95]
GSM1045286
[96]
GSM1045287
[97]
GSM1045288
[98]
GSM1045289
[99]
GSM1045290
[100]
GSM1045291
[101]
GSM1045292
[102]
GSM1045293
[103]
GSM1045294
[104]
GSM1045295
[105]
GSM1045296
[106]
GSM1045297
[107]
GSM1045298
[108]
GSM1045299
[109]
GSM1045300
[110]
GSM1045301
[111]
GSM1045302
[112]
GSM1045303
[113]
GSM1045304
[114]
GSM1045305
[115]
GSM1045306
[116]
GSM1045307
[117]
GSM1045308
[118]
GSM1045309
[119]
GSM1045310
[120]
GSM1045311
sample_count
121
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Breast Cancer Gene Expression Analysis
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE89116
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=GSE89116
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE89116
version
null
note
All related data are available within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All related data are available within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 38 items
[0]
GSM2359039
[1]
GSM2359040
[2]
GSM2359041
[3]
GSM2359042
[4]
GSM2359043
[5]
GSM2359044
[6]
GSM2359045
[7]
GSM2359046
[8]
GSM2359047
[9]
GSM2359048
[10]
GSM2359049
[11]
GSM2359050
[12]
GSM2359051
[13]
GSM2359052
[14]
GSM2359053
[15]
GSM2359054
[16]
GSM2359055
[17]
GSM2359056
[18]
GSM2359057
[19]
GSM2359058
[20]
GSM2359059
[21]
GSM2359060
[22]
GSM2359061
[23]
GSM2359062
[24]
GSM2359063
[25]
GSM2359064
[26]
GSM2359065
[27]
GSM2359066
[28]
GSM2359067
[29]
GSM2359068
[30]
GSM2359069
[31]
GSM2359070
[32]
GSM2359071
[33]
GSM2359072
[34]
GSM2359073
[35]
GSM2359074
[36]
GSM2359075
[37]
GSM2359076
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
6947;6884
taxon
Homo sapiens
title
Genome wide expression profiles of early and late onset breast cancers
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE109169 not downloaded
[1]
asset:data:geo:GSE109169 licence not read
[2]
asset:data:geo:GSE29044 not downloaded
[3]
asset:data:geo:GSE29044 licence not read
[4]
asset:data:geo:GSE42568 not downloaded
[5]
asset:data:geo:GSE42568 licence not read
[6]
asset:data:geo:GSE89116 not downloaded
[7]
asset:data:geo:GSE89116 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function.
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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 · 4 items
[0]
GSE29044
[1]
GSE42568
[2]
GSE89116
[3]
GSE109169
resolved_accessions array · 4 items
[0]
GSE29044
[1]
GSE42568
[2]
GSE89116
[3]
GSE109169
statements array · 1 item
[0]
All related data are available within the article.
basis
The paper names GSE29044, GSE42568, GSE89116, GSE109169 in NCBI-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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:37238942
[1]
data:geo:GSE109169
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:GSE109169
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T18:42:18Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11919
completion_tokens
2117
cached_tokens
128
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:37238942
type
paper
label
pmid:37238942
[1] object · 3 fields
id
source:pmid:37238942
type
manuscript
label
PMID 37238942 full text
[2] object · 3 fields
id
data:geo:GSE109169
type
dataset
label
GEO GSE109169
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:37238942
type
paper
label
pmid:37238942
[1] object · 3 fields
id
source:pmid:37238942
type
manuscript
label
PMID 37238942 full text
[2] object · 3 fields
id
data:geo:GSE109169
type
dataset
label
GEO GSE109169
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37238942
type
extraction
used array · 1 item
[0]
source:pmid:37238942
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE109169
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE109169
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:37238942
parent_hash
sha256:365845e9a66ead142fa3055c24e3e50bb7118ab433a45cd4acf84e925c116083
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE109169 licence not read
[1]
asset:data:geo:GSE109169 not downloaded
[2]
asset:data:geo:GSE29044 licence not read
[3]
asset:data:geo:GSE29044 not downloaded
[4]
asset:data:geo:GSE42568 licence not read
[5]
asset:data:geo:GSE42568 not downloaded
[6]
asset:data:geo:GSE89116 licence not read
[7]
asset:data:geo:GSE89116 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
cell_culture
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]
ession profile of key genes was validated in MCF-7 and MDA-MB-231 human breast cancer cell line
[1]
s (except ADAMTS5 and RSPO3) was observed in MCF-7 and MDA-MB-231 cells. Further, we found that
order_basis
paper_text_order:954
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function.
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:37238942", "kind": "science-record", "revision": 4, "content_hash": "sha256:1f4cf6abaca152648c4a33114f345d9056e29a69b1744c06371bfd51b4881fd2", "created_at": "2026-11-01T19:01:57Z", "updated_at": "2026-11-01T22:52:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of New Key Genes and Their Association with Breast Cancer Occurrence and Poor Survival Using In Silico and In Vitro Methods.", "doi": "10.3390/biomedicines11051271", "pmid": "37238942", "authors": ["Rafat Ali", "Armiya Sultan", "Romana Ishrat", "Shafiul Haque", "Nida Jamil Khan", "Miguel Angel Prieto"], "journal": "Biomedicines", "year": 2023, "abstract": "Breast cancer is one of the most prevalent types of cancer diagnosed globally and continues to have a significant impact on the global number of cancer deaths. Despite all efforts of epidemiological and experimental research, therapeutic concepts in cancer are still unsatisfactory. Gene expression datasets are widely used to discover the new biomarkers and molecular therapeutic targets in diseases. In the present study, we analyzed four datasets using R packages with accession number GSE29044, GSE42568, GSE89116, and GSE109169 retrieved from NCBI-GEO and differential expressed genes (DEGs) were identified. Protein-protein interaction (PPI) network was constructed to screen the key genes. Subsequently, the GO function and KEGG pathways were analyzed to determine the biological function of key genes. Expression profile of key genes was validated in MCF-7 and MDA-MB-231 human breast cancer cell lines using qRT-PCR. Overall expression level and stage wise expression pattern of key genes was determined by GEPIA. The bc-GenExMiner was used to compare expression level of genes among groups of patients with respect to age factor. OncoLnc was used to analyze the effect of expression levels of LAMA2, TIMP4, and TMTC1 on the survival of breast cancer patients. We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated. Similar expression pattern of seven among nine genes (except ADAMTS5 and RSPO3) was observed in MCF-7 and MDA-MB-231 cells. Further, we found that LAMA2, TMTC1, and TIMP4 were significantly expressed among different age groups of patients. LAMA2 and TIMP4 were found significantly associated and TMTC1 was found less correlated with breast cancer occurrence. We found that the expression level of LAMA2, TIMP4, and TMTC1 was abnormal in all TCGA tumors and significantly associated with poor survival.", "claims": [{"id": "claim-method", "statement": "We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37238942", "locator": "sections[19] \"3.1. Characteristics of Datasets Used to Extract Common DEGs\" paragraph 3", "quote": "We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All related data are available within the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37238942", "locator": "sections[37] \"notes\" paragraph 1", "quote": "All related data are available within the article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37238942", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "We identified nine key genes, of which COL11A1, MMP11, and COL10A1 were found up-regulated and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were found down-regulated.", "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:37238942"], "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:GSE109169"], "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:GSE109169"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37238942", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/biomedicines11051271", "sha256": "sha256:c3996a5e2929ad7ec0c61153f2cf5607c6df7d92bb6ad220fba53fec335fe81c", "bytes": 41401, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/biomedicines11051271", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10216146", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE109169", "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=GSE109169", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE109169", "version": null, "note": "All related data are available within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All related data are available within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2934481", "GSM2934482", "GSM2934483", "GSM2934484", "GSM2934485", "GSM2934486", "GSM2934487", "GSM2934488", "GSM2934489", "GSM2934490", "GSM2934491", "GSM2934492", "GSM2934493", "GSM2934494", "GSM2934495", "GSM2934496", "GSM2934497", "GSM2934498", "GSM2934499", "GSM2934500", "GSM2934501", "GSM2934502", "GSM2934503", "GSM2934504", "GSM2934505", "GSM2934506", "GSM2934507", "GSM2934508", "GSM2934509", "GSM2934510", "GSM2934511", "GSM2934512", "GSM2934513", "GSM2934514", "GSM2934515", "GSM2934516", "GSM2934517", "GSM2934518", "GSM2934519", "GSM2934520", "GSM2934521", "GSM2934522", "GSM2934523", "GSM2934524", "GSM2934525", "GSM2934526", "GSM2934527", "GSM2934528", "GSM2934529", "GSM2934530"], "sample_count": 50, "group_sizes": null, "group_sizes_basis": null, "platform": "5175", "taxon": "Homo sapiens", "title": "Expression data from breast cancer tissues and adjacent normal tissues", "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:GSE29044", "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=GSE29044", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29044", "version": null, "note": "All related data are available within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All related data are available within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM719634", "GSM719635", "GSM719636", "GSM719637", "GSM719638", "GSM719639", "GSM719640", "GSM719641", "GSM719642", "GSM719643", "GSM719644", "GSM719645", "GSM719646", "GSM719647", "GSM719648", "GSM719649", "GSM719650", "GSM719651", "GSM719652", "GSM719653", "GSM719654", "GSM719655", "GSM719656", "GSM719657", "GSM719658", "GSM719659", "GSM719660", "GSM719661", "GSM719662", "GSM719663", "GSM719664", "GSM719665", "GSM719666", "GSM719667", "GSM719668", "GSM719669", "GSM719670", "GSM719671", "GSM719672", "GSM719673", "GSM719674", "GSM719675", "GSM719676", "GSM719677", "GSM719678", "GSM719679", "GSM719680", "GSM719681", "GSM719682", "GSM719683", "GSM719684", "GSM719685", "GSM719686", "GSM719687", "GSM719688", "GSM719689", "GSM719690", "GSM719691", "GSM719692", "GSM719693", "GSM719694", "GSM719695", "GSM719696", "GSM719697", "GSM719698", "GSM719699", "GSM719700", "GSM719701", "GSM719702", "GSM719703", "GSM719704", "GSM719705", "GSM719706", "GSM719707", "GSM719708", "GSM719709", "GSM719710", "GSM719711", "GSM719712", "GSM719713", "GSM719714", "GSM719715", "GSM719716", "GSM719717", "GSM719718", "GSM719719", "GSM719720", "GSM719721", "GSM719722", "GSM719723", "GSM719724", "GSM719725", "GSM719726", "GSM719727", "GSM719728", "GSM719729", "GSM719730", "GSM719731", "GSM719732", "GSM719733", "GSM719734", "GSM719735", "GSM719736", "GSM719737", "GSM719738", "GSM719739", "GSM719740", "GSM719741", "GSM719742", "GSM736476", "GSM736477", "GSM736478", "GSM736479", "GSM736480", "GSM736481", "GSM736482", "GSM736483", "GSM736484", "GSM736485", "GSM736486", "GSM736487", "GSM736488", "GSM736489", "GSM736490", "GSM740839", "GSM740840", "GSM740841", "GSM740842", "GSM740843", "GSM740844", "GSM740845", "GSM740846", "GSM740847", "GSM740848", "GSM740849", "GSM740850", "GSM740851", "GSM740852"], "sample_count": 138, "group_sizes": null, "group_sizes_basis": null, "platform": "570;5175", "taxon": "Homo sapiens", "title": "Expression data from breast tumors  in different age-specific cohorts  and for different sequentional disease stages", "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:GSE42568", "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=GSE42568", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42568", "version": null, "note": "All related data are available within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All related data are available within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1045191", "GSM1045192", "GSM1045193", "GSM1045194", "GSM1045195", "GSM1045196", "GSM1045197", "GSM1045198", "GSM1045199", "GSM1045200", "GSM1045201", "GSM1045202", "GSM1045203", "GSM1045204", "GSM1045205", "GSM1045206", "GSM1045207", "GSM1045208", "GSM1045209", "GSM1045210", "GSM1045211", "GSM1045212", "GSM1045213", "GSM1045214", "GSM1045215", "GSM1045216", "GSM1045217", "GSM1045218", "GSM1045219", "GSM1045220", "GSM1045221", "GSM1045222", "GSM1045223", "GSM1045224", "GSM1045225", "GSM1045226", "GSM1045227", "GSM1045228", "GSM1045229", "GSM1045230", "GSM1045231", "GSM1045232", "GSM1045233", "GSM1045234", "GSM1045235", "GSM1045236", "GSM1045237", "GSM1045238", "GSM1045239", "GSM1045240", "GSM1045241", "GSM1045242", "GSM1045243", "GSM1045244", "GSM1045245", "GSM1045246", "GSM1045247", "GSM1045248", "GSM1045249", "GSM1045250", "GSM1045251", "GSM1045252", "GSM1045253", "GSM1045254", "GSM1045255", "GSM1045256", "GSM1045257", "GSM1045258", "GSM1045259", "GSM1045260", "GSM1045261", "GSM1045262", "GSM1045263", "GSM1045264", "GSM1045265", "GSM1045266", "GSM1045267", "GSM1045268", "GSM1045269", "GSM1045270", "GSM1045271", "GSM1045272", "GSM1045273", "GSM1045274", "GSM1045275", "GSM1045276", "GSM1045277", "GSM1045278", "GSM1045279", "GSM1045280", "GSM1045281", "GSM1045282", "GSM1045283", "GSM1045284", "GSM1045285", "GSM1045286", "GSM1045287", "GSM1045288", "GSM1045289", "GSM1045290", "GSM1045291", "GSM1045292", "GSM1045293", "GSM1045294", "GSM1045295", "GSM1045296", "GSM1045297", "GSM1045298", "GSM1045299", "GSM1045300", "GSM1045301", "GSM1045302", "GSM1045303", "GSM1045304", "GSM1045305", "GSM1045306", "GSM1045307", "GSM1045308", "GSM1045309", "GSM1045310", "GSM1045311"], "sample_count": 121, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Breast Cancer Gene Expression Analysis", "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:GSE89116", "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=GSE89116", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE89116", "version": null, "note": "All related data are available within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All related data are available within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2359039", "GSM2359040", "GSM2359041", "GSM2359042", "GSM2359043", "GSM2359044", "GSM2359045", "GSM2359046", "GSM2359047", "GSM2359048", "GSM2359049", "GSM2359050", "GSM2359051", "GSM2359052", "GSM2359053", "GSM2359054", "GSM2359055", "GSM2359056", "GSM2359057", "GSM2359058", "GSM2359059", "GSM2359060", "GSM2359061", "GSM2359062", "GSM2359063", "GSM2359064", "GSM2359065", "GSM2359066", "GSM2359067", "GSM2359068", "GSM2359069", "GSM2359070", "GSM2359071", "GSM2359072", "GSM2359073", "GSM2359074", "GSM2359075", "GSM2359076"], "sample_count": 38, "group_sizes": null, "group_sizes_basis": null, "platform": "6947;6884", "taxon": "Homo sapiens", "title": "Genome wide expression profiles of early and late onset breast cancers", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE109169 not downloaded", "asset:data:geo:GSE109169 licence not read", "asset:data:geo:GSE29044 not downloaded", "asset:data:geo:GSE29044 licence not read", "asset:data:geo:GSE42568 not downloaded", "asset:data:geo:GSE42568 licence not read", "asset:data:geo:GSE89116 not downloaded", "asset:data:geo:GSE89116 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE29044", "GSE42568", "GSE89116", "GSE109169"], "resolved_accessions": ["GSE29044", "GSE42568", "GSE89116", "GSE109169"], "statements": ["All related data are available within the article."], "basis": "The paper names GSE29044, GSE42568, GSE89116, GSE109169 in NCBI-GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:37238942", "data:geo:GSE109169"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE109169"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:42:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11919, "completion_tokens": 2117, "cached_tokens": 128}}, "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:37238942", "type": "paper", "label": "pmid:37238942"}, {"id": "source:pmid:37238942", "type": "manuscript", "label": "PMID 37238942 full text"}, {"id": "data:geo:GSE109169", "type": "dataset", "label": "GEO GSE109169"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37238942", "type": "paper", "label": "pmid:37238942"}, {"id": "source:pmid:37238942", "type": "manuscript", "label": "PMID 37238942 full text"}, {"id": "data:geo:GSE109169", "type": "dataset", "label": "GEO GSE109169"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37238942", "type": "extraction", "used": ["source:pmid:37238942"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE109169", "type": "accession_resolution", "used": ["data:geo:GSE109169"], "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:37238942", "parent_hash": "sha256:365845e9a66ead142fa3055c24e3e50bb7118ab433a45cd4acf84e925c116083", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE109169 licence not read", "asset:data:geo:GSE109169 not downloaded", "asset:data:geo:GSE29044 licence not read", "asset:data:geo:GSE29044 not downloaded", "asset:data:geo:GSE42568 licence not read", "asset:data:geo:GSE42568 not downloaded", "asset:data:geo:GSE89116 licence not read", "asset:data:geo:GSE89116 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ession profile of key genes was validated in MCF-7 and MDA-MB-231 human breast cancer cell line", "s (except ADAMTS5 and RSPO3) was observed in MCF-7 and MDA-MB-231 cells. Further, we found that"], "order_basis": "paper_text_order:954", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We employed the Empirical Bayes method built-in function in LIMMA, in combination with the fit2 function."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}