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

pmid:34055036

Identification of Hub Genes to Regulate Breast Cancer Spinal Metastases by Bioinformatics Analyses.

Yongxiong He · Yongfei Cao · Xiaolei Wang · Wu Jisiguleng · Mingkai Tao · Jianfeng Liu · Fei Wang · Lemeng Chao · Wenjun Wang · Pengfei Li · Haiping Fu · Wei Xing · Zhibo Zhu · Yanqiang Huan · Hongwei Yuan

Computational and mathematical methods in medicine · 2021 doi:10.1155/2021/5548918

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:34055036
kind
science-record
content_hash
sha256:3ae64385d37eae49d51b09a711c9d2d34e1ed3b6389e08386e8a3032ebbb1b74
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:37Z
updated_at
2026-11-01T22:03:52Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Hub Genes to Regulate Breast Cancer Spinal Metastases by Bioinformatics Analyses.
doi
10.1155/2021/5548918
pmid
34055036
authors array · 15 items
[0]
Yongxiong He
[1]
Yongfei Cao
[2]
Xiaolei Wang
[3]
Wu Jisiguleng
[4]
Mingkai Tao
[5]
Jianfeng Liu
[6]
Fei Wang
[7]
Lemeng Chao
[8]
Wenjun Wang
[9]
Pengfei Li
[10]
Haiping Fu
[11]
Wei Xing
[12]
Zhibo Zhu
[13]
Yanqiang Huan
[14]
Hongwei Yuan
journal
Computational and mathematical methods in medicine
year
2021
abstract
Breast cancer (BC) had been one of the deadliest types of cancers in women worldwide. More than 65% of advanced-stage BC patients were identified to have bone metastasis. However, the molecular mechanisms involved in the BC spinal metastases remained largely unclear. This study screened dysregulated genes in the progression of BC spinal metastases by analyzing GSE22358. Moreover, we constructed PPI networks to identify key regulators in this progression. Bioinformatics analysis showed that these key regulators were involved in regulating the metabolic process, cell proliferation, Toll-like receptor and RIG-I-like receptor signaling, and mRNA surveillance. Furthermore, our analysis revealed that key regulators, including C1QB, CEP55, HIST1H2BO, IFI6, KIAA0101, PBK, SPAG5, SPP1, DCN, FZD7, KRT5, and TGFBR3, were correlated to the OS time in BC patients. In addition, we analyzed TCGA database to further confirm the expression levels of these hub genes in breast cancer. Our results showed that these regulators were significantly differentially expressed in breast cancer, which were consistent with GSE22358 dataset analysis. Furthermore, our analysis demonstrated that CEP55 was remarkably upregulated in the advanced stage of breast cancer compared to the stage I breast cancer sample and was significantly upregulated in triple-negative breast cancers (TNBC) compared to other types of breast cancers, including luminal and HER2-positive cancers, demonstrating CEP55 may have a regulatory role in TNBC. Finally, our results showed that CEP55 was the most highly expressed in Basal-like 1 TNBC and Basal-like 2 TNBC samples but the most lowly expressed in mesenchymal stem-like TNBC samples. Although more studies are still needed to understand the functions of key regulators in BC, this study provides useful information to understand the mechanisms underlying BC spinal metastases.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The t-test was applied.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34055036
locator
sections[7] "2.5. Statistical Analysis" paragraph 2
quote
The t-test was applied.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All the data analyzed in this study were downloaded from the GSE26338 dataset.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34055036
locator
sections[19] "Data Availability" paragraph 2
quote
All the data analyzed in this study were downloaded from the GSE26338 dataset.
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:34055036
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:GSE26338
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:GSE26338
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:34055036
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2021/5548918
sha256
sha256:2f5452f3282cbc7249a192850673c8e74bf51f4eacf1dd620857cc3c0b99c5b1
bytes
28801
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2021/5548918
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
PMC8133842
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE26338
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=GSE26338
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26338
version
null
note
All the data analyzed in this study were downloaded from the GSE26338 dataset.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All the data analyzed in this study were downloaded from the GSE26338 dataset.
access_statement_kind
data_availability_statement
sample_accessions array · 414 items
[0]
GSM140974
[1]
GSM140982
[2]
GSM140983
[3]
GSM140986
[4]
GSM140987
[5]
GSM140992
[6]
GSM140994
[7]
GSM140997
[8]
GSM140998
[9]
GSM140999
[10]
GSM141000
[11]
GSM141001
[12]
GSM141002
[13]
GSM141003
[14]
GSM141004
[15]
GSM141005
[16]
GSM141006
[17]
GSM141008
[18]
GSM141017
[19]
GSM141022
[20]
GSM141033
[21]
GSM141060
[22]
GSM141066
[23]
GSM141075
[24]
GSM141084
[25]
GSM141086
[26]
GSM141088
[27]
GSM141089
[28]
GSM141090
[29]
GSM141091
[30]
GSM141092
[31]
GSM141093
[32]
GSM141094
[33]
GSM141095
[34]
GSM141096
[35]
GSM141097
[36]
GSM141098
[37]
GSM141099
[38]
GSM141100
[39]
GSM141101
[40]
GSM141102
[41]
GSM141103
[42]
GSM141104
[43]
GSM141105
[44]
GSM141106
[45]
GSM141107
[46]
GSM141108
[47]
GSM141109
[48]
GSM141110
[49]
GSM141111
[50]
GSM141113
[51]
GSM141114
[52]
GSM141115
[53]
GSM141117
[54]
GSM141118
[55]
GSM141119
[56]
GSM141120
[57]
GSM141121
[58]
GSM21709
[59]
GSM21710
[60]
GSM21711
[61]
GSM275694
[62]
GSM275775
[63]
GSM275782
[64]
GSM275783
[65]
GSM275784
[66]
GSM275806
[67]
GSM275808
[68]
GSM275814
[69]
GSM275815
[70]
GSM275818
[71]
GSM275824
[72]
GSM275827
[73]
GSM275831
[74]
GSM275836
[75]
GSM275838
[76]
GSM275845
[77]
GSM275849
[78]
GSM275851
[79]
GSM275855
[80]
GSM275856
[81]
GSM275861
[82]
GSM275862
[83]
GSM275864
[84]
GSM275871
[85]
GSM275872
[86]
GSM275874
[87]
GSM275884
[88]
GSM275892
[89]
GSM275899
[90]
GSM275907
[91]
GSM275908
[92]
GSM275919
[93]
GSM275920
[94]
GSM275921
[95]
GSM275922
[96]
GSM275923
[97]
GSM275924
[98]
GSM275925
[99]
GSM275926
[100]
GSM275927
[101]
GSM275928
[102]
GSM275929
[103]
GSM275930
[104]
GSM29543
[105]
GSM34423
[106]
GSM34424
[107]
GSM34425
[108]
GSM34426
[109]
GSM34427
[110]
GSM34428
[111]
GSM34429
[112]
GSM34430
[113]
GSM34431
[114]
GSM34432
[115]
GSM34433
[116]
GSM34434
[117]
GSM34435
[118]
GSM34436
[119]
GSM34437
[120]
GSM34438
[121]
GSM34439
[122]
GSM34440
[123]
GSM34441
[124]
GSM34442
[125]
GSM34444
[126]
GSM34445
[127]
GSM34446
[128]
GSM34447
[129]
GSM34448
[130]
GSM34449
[131]
GSM34450
[132]
GSM34451
[133]
GSM34452
[134]
GSM34453
[135]
GSM34454
[136]
GSM34455
[137]
GSM34456
[138]
GSM34457
[139]
GSM34458
[140]
GSM34459
[141]
GSM34460
[142]
GSM34461
[143]
GSM34462
[144]
GSM34463
[145]
GSM34464
[146]
GSM34465
[147]
GSM34469
[148]
GSM34470
[149]
GSM34471
[150]
GSM34472
[151]
GSM34474
[152]
GSM34475
[153]
GSM34476
[154]
GSM34477
[155]
GSM34478
[156]
GSM34479
[157]
GSM34480
[158]
GSM34481
[159]
GSM34482
[160]
GSM34483
[161]
GSM34484
[162]
GSM34486
[163]
GSM34487
[164]
GSM34488
[165]
GSM34490
[166]
GSM34491
[167]
GSM34492
[168]
GSM34494
[169]
GSM34495
[170]
GSM34496
[171]
GSM34497
[172]
GSM34498
[173]
GSM34499
[174]
GSM34501
[175]
GSM34503
[176]
GSM34504
[177]
GSM34505
[178]
GSM34506
[179]
GSM34507
[180]
GSM34508
[181]
GSM34509
[182]
GSM34510
[183]
GSM34511
[184]
GSM34512
[185]
GSM34514
[186]
GSM34515
[187]
GSM34516
[188]
GSM34517
[189]
GSM34518
[190]
GSM34519
[191]
GSM34520
[192]
GSM34521
[193]
GSM34523
[194]
GSM34524
[195]
GSM34525
[196]
GSM34526
[197]
GSM34527
[198]
GSM34528
[199]
GSM34529
[200]
GSM34530
[201]
GSM34531
[202]
GSM34532
[203]
GSM34534
[204]
GSM34535
[205]
GSM34536
[206]
GSM34538
[207]
GSM34539
[208]
GSM34540
[209]
GSM34541
[210]
GSM34542
[211]
GSM34543
[212]
GSM34544
[213]
GSM34545
[214]
GSM34546
[215]
GSM34547
[216]
GSM34548
[217]
GSM34549
[218]
GSM34550
[219]
GSM34551
[220]
GSM34552
[221]
GSM34553
[222]
GSM34554
[223]
GSM34555
[224]
GSM34556
[225]
GSM34557
[226]
GSM34558
[227]
GSM34559
[228]
GSM34560
[229]
GSM34561
[230]
GSM34562
[231]
GSM34563
[232]
GSM34564
[233]
GSM34565
[234]
GSM34566
[235]
GSM34567
[236]
GSM372539
[237]
GSM372540
[238]
GSM372541
[239]
GSM372558
[240]
GSM372559
[241]
GSM372560
[242]
GSM372561
[243]
GSM372562
[244]
GSM372563
[245]
GSM373115
[246]
GSM373116
[247]
GSM373117
[248]
GSM373118
[249]
GSM373119
[250]
GSM373120
[251]
GSM373121
[252]
GSM373122
[253]
GSM373123
[254]
GSM373124
[255]
GSM373125
[256]
GSM373126
[257]
GSM373127
[258]
GSM373128
[259]
GSM373129
[260]
GSM501245
[261]
GSM50135
[262]
GSM50146
[263]
GSM50147
[264]
GSM50148
[265]
GSM50149
[266]
GSM50150
[267]
GSM50151
[268]
GSM50152
[269]
GSM50153
[270]
GSM50154
[271]
GSM50157
[272]
GSM52882
[273]
GSM52885
[274]
GSM52886
[275]
GSM52887
[276]
GSM52888
[277]
GSM52889
[278]
GSM52890
[279]
GSM52891
[280]
GSM52892
[281]
GSM52893
[282]
GSM52894
[283]
GSM52910
[284]
GSM52911
[285]
GSM52912
[286]
GSM52913
[287]
GSM52914
[288]
GSM52915
[289]
GSM52917
[290]
GSM52919
[291]
GSM52920
[292]
GSM52921
[293]
GSM52922
[294]
GSM52923
[295]
GSM52924
[296]
GSM52925
[297]
GSM52926
[298]
GSM52927
[299]
GSM52928
[300]
GSM52929
[301]
GSM52930
[302]
GSM52931
[303]
GSM52932
[304]
GSM53474
[305]
GSM53475
[306]
GSM53476
[307]
GSM53477
[308]
GSM53478
[309]
GSM53479
[310]
GSM53480
[311]
GSM53481
[312]
GSM53482
[313]
GSM53483
[314]
GSM53484
[315]
GSM53485
[316]
GSM53486
[317]
GSM635263
[318]
GSM635368
[319]
GSM635371
[320]
GSM635372
[321]
GSM635373
[322]
GSM635374
[323]
GSM635375
[324]
GSM635376
[325]
GSM635377
[326]
GSM635378
[327]
GSM635379
[328]
GSM635380
[329]
GSM635381
[330]
GSM635382
[331]
GSM635383
[332]
GSM635384
[333]
GSM635385
[334]
GSM635386
[335]
GSM635387
[336]
GSM635388
[337]
GSM635389
[338]
GSM635390
[339]
GSM635391
[340]
GSM635392
[341]
GSM635393
[342]
GSM635394
[343]
GSM635395
[344]
GSM635396
[345]
GSM635397
[346]
GSM635398
[347]
GSM635399
[348]
GSM635400
[349]
GSM635401
[350]
GSM635402
[351]
GSM635403
[352]
GSM635404
[353]
GSM635405
[354]
GSM635406
[355]
GSM635407
[356]
GSM635408
[357]
GSM635409
[358]
GSM80213
[359]
GSM80214
[360]
GSM80215
[361]
GSM80216
[362]
GSM80217
[363]
GSM80218
[364]
GSM80219
[365]
GSM80220
[366]
GSM80221
[367]
GSM80222
[368]
GSM80225
[369]
GSM80226
[370]
GSM80227
[371]
GSM80228
[372]
GSM80229
[373]
GSM80230
[374]
GSM80231
[375]
GSM80232
[376]
GSM80233
[377]
GSM80234
[378]
GSM80235
[379]
GSM80236
[380]
GSM80237
[381]
GSM80238
[382]
GSM80239
[383]
GSM80240
[384]
GSM80241
[385]
GSM80243
[386]
GSM80244
[387]
GSM80245
[388]
GSM80246
[389]
GSM81164
[390]
GSM81165
[391]
GSM81166
[392]
GSM81167
[393]
GSM81168
[394]
GSM81169
[395]
GSM81170
[396]
GSM81171
[397]
GSM81172
[398]
GSM81173
[399]
GSM81174
[400]
GSM81175
[401]
GSM81176
[402]
GSM81177
[403]
GSM81178
[404]
GSM81179
[405]
GSM81180
[406]
GSM81181
[407]
GSM81182
[408]
GSM81183
[409]
GSM81184
[410]
GSM81185
[411]
GSM81186
[412]
GSM81187
[413]
GSM81188
sample_count
414
group_sizes
null
group_sizes_basis
null
platform
1390;1708;5325;885;6607;1197;887
taxon
Homo sapiens
title
Genomic analysis identifies unique signatures predictive of brain, lung, and liver relapse
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE26338 not downloaded
[1]
asset:data:geo:GSE26338 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
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
PPI
[1] object · 10 fields
id
method-2
family
null
specific
null
label
t-test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The t-test was applied.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE26338
resolved_accessions array · 1 item
[0]
GSE26338
statements array · 1 item
[0]
All the data analyzed in this study were downloaded from the GSE26338 dataset.
basis
The paper names GSE26338 in GEO database 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 2 items
[0]
source:pmid:34055036
[1]
data:geo:GSE26338
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:GSE26338
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
2026-10-31T18:30:30Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
24259
completion_tokens
1252
cached_tokens
784
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:34055036
type
paper
label
pmid:34055036
[1] object · 3 fields
id
source:pmid:34055036
type
manuscript
label
PMID 34055036 full text
[2] object · 3 fields
id
data:geo:GSE26338
type
dataset
label
GEO GSE26338
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:34055036
type
paper
label
pmid:34055036
[1] object · 3 fields
id
source:pmid:34055036
type
manuscript
label
PMID 34055036 full text
[2] object · 3 fields
id
data:geo:GSE26338
type
dataset
label
GEO GSE26338
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34055036
type
extraction
used array · 1 item
[0]
source:pmid:34055036
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE26338
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE26338
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:34055036
parent_hash
sha256:f8c01e76d68d805299e3e75cfc489ba4dbe5bacf3a6fe4d111fdeed3cade00a9
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE26338 licence not read
[1]
asset:data:geo:GSE26338 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
PPI
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34055036", "kind": "science-record", "revision": 4, "content_hash": "sha256:3ae64385d37eae49d51b09a711c9d2d34e1ed3b6389e08386e8a3032ebbb1b74", "created_at": "2026-11-01T15:41:37Z", "updated_at": "2026-11-01T22:03:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Hub Genes to Regulate Breast Cancer Spinal Metastases by Bioinformatics Analyses.", "doi": "10.1155/2021/5548918", "pmid": "34055036", "authors": ["Yongxiong He", "Yongfei Cao", "Xiaolei Wang", "Wu Jisiguleng", "Mingkai Tao", "Jianfeng Liu", "Fei Wang", "Lemeng Chao", "Wenjun Wang", "Pengfei Li", "Haiping Fu", "Wei Xing", "Zhibo Zhu", "Yanqiang Huan", "Hongwei Yuan"], "journal": "Computational and mathematical methods in medicine", "year": 2021, "abstract": "Breast cancer (BC) had been one of the deadliest types of cancers in women worldwide. More than 65% of advanced-stage BC patients were identified to have bone metastasis. However, the molecular mechanisms involved in the BC spinal metastases remained largely unclear. This study screened dysregulated genes in the progression of BC spinal metastases by analyzing GSE22358. Moreover, we constructed PPI networks to identify key regulators in this progression. Bioinformatics analysis showed that these key regulators were involved in regulating the metabolic process, cell proliferation, Toll-like receptor and RIG-I-like receptor signaling, and mRNA surveillance. Furthermore, our analysis revealed that key regulators, including C1QB, CEP55, HIST1H2BO, IFI6, KIAA0101, PBK, SPAG5, SPP1, DCN, FZD7, KRT5, and TGFBR3, were correlated to the OS time in BC patients. In addition, we analyzed TCGA database to further confirm the expression levels of these hub genes in breast cancer. Our results showed that these regulators were significantly differentially expressed in breast cancer, which were consistent with GSE22358 dataset analysis. Furthermore, our analysis demonstrated that CEP55 was remarkably upregulated in the advanced stage of breast cancer compared to the stage I breast cancer sample and was significantly upregulated in triple-negative breast cancers (TNBC) compared to other types of breast cancers, including luminal and HER2-positive cancers, demonstrating CEP55 may have a regulatory role in TNBC. Finally, our results showed that CEP55 was the most highly expressed in Basal-like 1 TNBC and Basal-like 2 TNBC samples but the most lowly expressed in mesenchymal stem-like TNBC samples. Although more studies are still needed to understand the functions of key regulators in BC, this study provides useful information to understand the mechanisms underlying BC spinal metastases.", "claims": [{"id": "claim-method", "statement": "The t-test was applied.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34055036", "locator": "sections[7] \"2.5. Statistical Analysis\" paragraph 2", "quote": "The t-test was applied."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All the data analyzed in this study were downloaded from the GSE26338 dataset.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34055036", "locator": "sections[19] \"Data Availability\" paragraph 2", "quote": "All the data analyzed in this study were downloaded from the GSE26338 dataset."}], "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:34055036"], "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:GSE26338"], "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:GSE26338"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34055036", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2021/5548918", "sha256": "sha256:2f5452f3282cbc7249a192850673c8e74bf51f4eacf1dd620857cc3c0b99c5b1", "bytes": 28801, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2021/5548918", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8133842", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE26338", "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=GSE26338", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26338", "version": null, "note": "All the data analyzed in this study were downloaded from the GSE26338 dataset.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All the data analyzed in this study were downloaded from the GSE26338 dataset.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM140974", "GSM140982", "GSM140983", "GSM140986", "GSM140987", "GSM140992", "GSM140994", "GSM140997", "GSM140998", "GSM140999", "GSM141000", "GSM141001", "GSM141002", "GSM141003", "GSM141004", "GSM141005", "GSM141006", "GSM141008", "GSM141017", "GSM141022", "GSM141033", "GSM141060", "GSM141066", "GSM141075", "GSM141084", "GSM141086", "GSM141088", "GSM141089", "GSM141090", "GSM141091", "GSM141092", "GSM141093", "GSM141094", "GSM141095", "GSM141096", "GSM141097", "GSM141098", "GSM141099", "GSM141100", "GSM141101", "GSM141102", "GSM141103", "GSM141104", "GSM141105", "GSM141106", "GSM141107", "GSM141108", "GSM141109", "GSM141110", "GSM141111", "GSM141113", "GSM141114", "GSM141115", "GSM141117", "GSM141118", "GSM141119", "GSM141120", "GSM141121", "GSM21709", "GSM21710", "GSM21711", "GSM275694", "GSM275775", "GSM275782", "GSM275783", "GSM275784", "GSM275806", "GSM275808", "GSM275814", "GSM275815", "GSM275818", "GSM275824", "GSM275827", "GSM275831", "GSM275836", "GSM275838", "GSM275845", "GSM275849", "GSM275851", "GSM275855", "GSM275856", "GSM275861", "GSM275862", "GSM275864", "GSM275871", "GSM275872", "GSM275874", "GSM275884", "GSM275892", "GSM275899", "GSM275907", "GSM275908", "GSM275919", "GSM275920", "GSM275921", "GSM275922", "GSM275923", "GSM275924", "GSM275925", "GSM275926", "GSM275927", "GSM275928", "GSM275929", "GSM275930", "GSM29543", "GSM34423", "GSM34424", "GSM34425", "GSM34426", "GSM34427", "GSM34428", "GSM34429", "GSM34430", "GSM34431", "GSM34432", "GSM34433", "GSM34434", "GSM34435", "GSM34436", "GSM34437", "GSM34438", "GSM34439", "GSM34440", "GSM34441", "GSM34442", "GSM34444", "GSM34445", "GSM34446", "GSM34447", "GSM34448", "GSM34449", "GSM34450", "GSM34451", "GSM34452", "GSM34453", "GSM34454", "GSM34455", "GSM34456", "GSM34457", "GSM34458", "GSM34459", "GSM34460", "GSM34461", "GSM34462", "GSM34463", "GSM34464", "GSM34465", "GSM34469", "GSM34470", "GSM34471", "GSM34472", "GSM34474", "GSM34475", "GSM34476", "GSM34477", "GSM34478", "GSM34479", "GSM34480", "GSM34481", "GSM34482", "GSM34483", "GSM34484", "GSM34486", "GSM34487", "GSM34488", "GSM34490", "GSM34491", "GSM34492", "GSM34494", "GSM34495", "GSM34496", "GSM34497", "GSM34498", "GSM34499", "GSM34501", "GSM34503", "GSM34504", "GSM34505", "GSM34506", "GSM34507", "GSM34508", "GSM34509", "GSM34510", "GSM34511", "GSM34512", "GSM34514", "GSM34515", "GSM34516", "GSM34517", "GSM34518", "GSM34519", "GSM34520", "GSM34521", "GSM34523", "GSM34524", "GSM34525", "GSM34526", "GSM34527", "GSM34528", "GSM34529", "GSM34530", "GSM34531", "GSM34532", "GSM34534", "GSM34535", "GSM34536", "GSM34538", "GSM34539", "GSM34540", "GSM34541", "GSM34542", "GSM34543", "GSM34544", "GSM34545", "GSM34546", "GSM34547", "GSM34548", "GSM34549", "GSM34550", "GSM34551", "GSM34552", "GSM34553", "GSM34554", "GSM34555", "GSM34556", "GSM34557", "GSM34558", "GSM34559", "GSM34560", "GSM34561", "GSM34562", "GSM34563", "GSM34564", "GSM34565", "GSM34566", "GSM34567", "GSM372539", "GSM372540", "GSM372541", "GSM372558", "GSM372559", "GSM372560", "GSM372561", "GSM372562", "GSM372563", "GSM373115", "GSM373116", "GSM373117", "GSM373118", "GSM373119", "GSM373120", "GSM373121", "GSM373122", "GSM373123", "GSM373124", "GSM373125", "GSM373126", "GSM373127", "GSM373128", "GSM373129", "GSM501245", "GSM50135", "GSM50146", "GSM50147", "GSM50148", "GSM50149", "GSM50150", "GSM50151", "GSM50152", "GSM50153", "GSM50154", "GSM50157", "GSM52882", "GSM52885", "GSM52886", "GSM52887", "GSM52888", "GSM52889", "GSM52890", "GSM52891", "GSM52892", "GSM52893", "GSM52894", "GSM52910", "GSM52911", "GSM52912", "GSM52913", "GSM52914", "GSM52915", "GSM52917", "GSM52919", "GSM52920", "GSM52921", "GSM52922", "GSM52923", "GSM52924", "GSM52925", "GSM52926", "GSM52927", "GSM52928", "GSM52929", "GSM52930", "GSM52931", "GSM52932", "GSM53474", "GSM53475", "GSM53476", "GSM53477", "GSM53478", "GSM53479", "GSM53480", "GSM53481", "GSM53482", "GSM53483", "GSM53484", "GSM53485", "GSM53486", "GSM635263", "GSM635368", "GSM635371", "GSM635372", "GSM635373", "GSM635374", "GSM635375", "GSM635376", "GSM635377", "GSM635378", "GSM635379", "GSM635380", "GSM635381", "GSM635382", "GSM635383", "GSM635384", "GSM635385", "GSM635386", "GSM635387", "GSM635388", "GSM635389", "GSM635390", "GSM635391", "GSM635392", "GSM635393", "GSM635394", "GSM635395", "GSM635396", "GSM635397", "GSM635398", "GSM635399", "GSM635400", "GSM635401", "GSM635402", "GSM635403", "GSM635404", "GSM635405", "GSM635406", "GSM635407", "GSM635408", "GSM635409", "GSM80213", "GSM80214", "GSM80215", "GSM80216", "GSM80217", "GSM80218", "GSM80219", "GSM80220", "GSM80221", "GSM80222", "GSM80225", "GSM80226", "GSM80227", "GSM80228", "GSM80229", "GSM80230", "GSM80231", "GSM80232", "GSM80233", "GSM80234", "GSM80235", "GSM80236", "GSM80237", "GSM80238", "GSM80239", "GSM80240", "GSM80241", "GSM80243", "GSM80244", "GSM80245", "GSM80246", "GSM81164", "GSM81165", "GSM81166", "GSM81167", "GSM81168", "GSM81169", "GSM81170", "GSM81171", "GSM81172", "GSM81173", "GSM81174", "GSM81175", "GSM81176", "GSM81177", "GSM81178", "GSM81179", "GSM81180", "GSM81181", "GSM81182", "GSM81183", "GSM81184", "GSM81185", "GSM81186", "GSM81187", "GSM81188"], "sample_count": 414, "group_sizes": null, "group_sizes_basis": null, "platform": "1390;1708;5325;885;6607;1197;887", "taxon": "Homo sapiens", "title": "Genomic analysis identifies unique signatures predictive of brain, lung, and liver relapse", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE26338 not downloaded", "asset:data:geo:GSE26338 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": "PPI"}}, {"id": "method-2", "family": null, "specific": null, "label": "t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The t-test was applied."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE26338"], "resolved_accessions": ["GSE26338"], "statements": ["All the data analyzed in this study were downloaded from the GSE26338 dataset."], "basis": "The paper names GSE26338 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:34055036", "data:geo:GSE26338"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE26338"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:30:30Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 24259, "completion_tokens": 1252, "cached_tokens": 784}}, "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:34055036", "type": "paper", "label": "pmid:34055036"}, {"id": "source:pmid:34055036", "type": "manuscript", "label": "PMID 34055036 full text"}, {"id": "data:geo:GSE26338", "type": "dataset", "label": "GEO GSE26338"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34055036", "type": "paper", "label": "pmid:34055036"}, {"id": "source:pmid:34055036", "type": "manuscript", "label": "PMID 34055036 full text"}, {"id": "data:geo:GSE26338", "type": "dataset", "label": "GEO GSE26338"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34055036", "type": "extraction", "used": ["source:pmid:34055036"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE26338", "type": "accession_resolution", "used": ["data:geo:GSE26338"], "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:34055036", "parent_hash": "sha256:f8c01e76d68d805299e3e75cfc489ba4dbe5bacf3a6fe4d111fdeed3cade00a9", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE26338 licence not read", "asset:data:geo:GSE26338 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["PPI"], "order_basis": "analysis_only", "id": "assay:1"}]}