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pmid:39170352

Construction and validation of a ubiquitination-related prognostic risk score signature in breast cancer.

Kexin Feng · Xin He · Ling Qin · Zihuan Ma · Siyao Liu · Ziqi Jia · Fei Ren · Heng Cao · Jiang Wu · Dongxu Ma · Xiang Wang · Zeyu Xing

Heliyon · 2024 doi:10.1016/j.heliyon.2024.e35553

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complete

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Data

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title
Construction and validation of a ubiquitination-related prognostic risk score signature in breast cancer.
doi
10.1016/j.heliyon.2024.e35553
pmid
39170352
authors array · 12 items
[0]
Kexin Feng
[1]
Xin He
[2]
Ling Qin
[3]
Zihuan Ma
[4]
Siyao Liu
[5]
Ziqi Jia
[6]
Fei Ren
[7]
Heng Cao
[8]
Jiang Wu
[9]
Dongxu Ma
[10]
Xiang Wang
[11]
Zeyu Xing
journal
Heliyon
year
2024
abstract
Background: Breast cancer (BC) is a highly common form of cancer that occurs in many parts of the world. However, early -stage BC is curable. Many patients with BC have poor prognostic outcomes owing to ineffective diagnostic and therapeutic tools. The ubiquitination system and associated proteins were found influencing the outcome of individuals with cancer. Therefore, developing a biomarker associated with ubiquitination genes to forecast BC patient outcomes is a feasible strategy. Objective: The primary goal of this work was to develop a novel risk score signature capable of accurately estimate the future outcome of patients with BC by targeting ubiquitinated genes. Methods: Univariate Cox regression analysis was conducted utilizing the E1, E2, and E3 ubiquitination-related genes in the GSE20685 dataset. Genes with p < 0.01 were screened again using the Non-negative Matrix Factorization (NMF) algorithm, and the resulting hub genes were composed of a risk score signature. Patients were categorized into two risk groups, and the predictive effect was tested using Kaplan-Meier (KM) and Receiver Operating Characteristic (ROC) curves. This risk score signature was later validated using multiple external datasets, namely TCGA-BRAC, GSE1456, GSE16446, GSE20711, GSE58812 and GSE96058. Immuno-microenvironmental, single-cell, and microbial analyses were also performed. Results: The selected gene signature comprising six ubiquitination-related genes (ATG5, FBXL20, DTX4, BIRC3, TRIM45, and WDR78) showed good prognostic power in patients with BC. It was validated using multiple externally validated datasets, with KM curves showing significant differences in survival (p < 0.05). The KM curves also demonstrated superior predictive ability compared to traditional clinical indicators. Single-cell analysis revealed that Vd2 gd T cells were less abundantin the low-risk group, whereas patients in the high-risk group lacked myeloid dendritic cells. Tumor microbiological analysis revealed a notable variation in microorganism diversity between the high- and low-risk groups. Conclusion: This study established an risk score signature consisting of six ubiquitination genes, that can accurately forecast the outcome of patients with BC using multiple datasets. It can provide personalized and targeted assistance to provide the evaluation and therapy of individuals having BC.
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The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21].
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The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21].
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The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
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The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
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This study established an risk score signature consisting of six ubiquitination genes, that can accurately forecast the outcome of patients with BC using multiple datasets.
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This study established an risk score signature consisting of six ubiquitination genes, that can accurately forecast the outcome of patients with BC using multiple datasets.
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This study established an risk score signature consisting of six ubiquitination genes, that can accurately forecast the outcome of patients with BC using multiple datasets.
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null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 120 items
[0]
GSM411290
[1]
GSM411291
[2]
GSM411292
[3]
GSM411293
[4]
GSM411294
[5]
GSM411295
[6]
GSM411296
[7]
GSM411297
[8]
GSM411298
[9]
GSM411299
[10]
GSM411300
[11]
GSM411301
[12]
GSM411302
[13]
GSM411303
[14]
GSM411304
[15]
GSM411305
[16]
GSM411306
[17]
GSM411307
[18]
GSM411308
[19]
GSM411309
[20]
GSM411310
[21]
GSM411311
[22]
GSM411312
[23]
GSM411313
[24]
GSM411314
[25]
GSM411315
[26]
GSM411316
[27]
GSM411317
[28]
GSM411318
[29]
GSM411319
[30]
GSM411320
[31]
GSM411321
[32]
GSM411322
[33]
GSM411323
[34]
GSM411324
[35]
GSM411325
[36]
GSM411326
[37]
GSM411327
[38]
GSM411328
[39]
GSM411329
[40]
GSM411330
[41]
GSM411331
[42]
GSM411332
[43]
GSM411333
[44]
GSM411334
[45]
GSM411335
[46]
GSM411336
[47]
GSM411337
[48]
GSM411338
[49]
GSM411339
[50]
GSM411340
[51]
GSM411341
[52]
GSM411342
[53]
GSM411343
[54]
GSM411344
[55]
GSM411345
[56]
GSM411346
[57]
GSM411347
[58]
GSM411348
[59]
GSM411349
[60]
GSM411350
[61]
GSM411351
[62]
GSM411352
[63]
GSM411353
[64]
GSM411354
[65]
GSM411355
[66]
GSM411356
[67]
GSM411357
[68]
GSM411358
[69]
GSM411359
[70]
GSM411360
[71]
GSM411361
[72]
GSM411362
[73]
GSM411363
[74]
GSM411364
[75]
GSM411365
[76]
GSM411366
[77]
GSM411367
[78]
GSM411368
[79]
GSM411369
[80]
GSM411370
[81]
GSM411371
[82]
GSM411372
[83]
GSM411373
[84]
GSM411374
[85]
GSM411375
[86]
GSM411376
[87]
GSM411377
[88]
GSM411378
[89]
GSM411379
[90]
GSM411380
[91]
GSM411381
[92]
GSM411382
[93]
GSM411383
[94]
GSM411384
[95]
GSM411385
[96]
GSM411386
[97]
GSM411387
[98]
GSM411388
[99]
GSM411389
[100]
GSM411390
[101]
GSM411391
[102]
GSM411392
[103]
GSM411393
[104]
GSM411394
[105]
GSM411395
[106]
GSM411396
[107]
GSM411397
[108]
GSM411398
[109]
GSM411399
[110]
GSM411400
[111]
GSM411401
[112]
GSM411402
[113]
GSM411403
[114]
GSM411404
[115]
GSM411405
[116]
GSM411406
[117]
GSM411407
[118]
GSM411408
[119]
GSM411409
sample_count
120
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Multifactorial Approach to Predicting Resistance to Anthracyclines
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:GSE176068
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=GSE176068
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE176068
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 126 items
[0]
GSM5352366
[1]
GSM5352367
[2]
GSM5352368
[3]
GSM5352369
[4]
GSM5352370
[5]
GSM5352371
[6]
GSM5352372
[7]
GSM5352373
[8]
GSM5352374
[9]
GSM5352375
[10]
GSM5352376
[11]
GSM5352377
[12]
GSM5352378
[13]
GSM5352379
[14]
GSM5352380
[15]
GSM5352381
[16]
GSM5352382
[17]
GSM5352383
[18]
GSM5352384
[19]
GSM5352385
[20]
GSM5353045
[21]
GSM5353046
[22]
GSM5353047
[23]
GSM5353048
[24]
GSM5353049
[25]
GSM5353050
[26]
GSM5353051
[27]
GSM5353052
[28]
GSM5353053
[29]
GSM5353054
[30]
GSM5353055
[31]
GSM5353056
[32]
GSM5353057
[33]
GSM5353058
[34]
GSM5353059
[35]
GSM5353060
[36]
GSM5353061
[37]
GSM5353062
[38]
GSM5353063
[39]
GSM5353064
[40]
GSM5353065
[41]
GSM5353066
[42]
GSM5353067
[43]
GSM5353068
[44]
GSM5353069
[45]
GSM5353070
[46]
GSM5353071
[47]
GSM5353072
[48]
GSM5353073
[49]
GSM5353074
[50]
GSM5353075
[51]
GSM5353076
[52]
GSM5353077
[53]
GSM5353078
[54]
GSM5353079
[55]
GSM5353080
[56]
GSM5353081
[57]
GSM5353082
[58]
GSM5353083
[59]
GSM5353084
[60]
GSM5353085
[61]
GSM5353086
[62]
GSM5353087
[63]
GSM5353088
[64]
GSM5353089
[65]
GSM5353090
[66]
GSM5353091
[67]
GSM5353092
[68]
GSM5353093
[69]
GSM5353094
[70]
GSM5353095
[71]
GSM5353096
[72]
GSM5353097
[73]
GSM5353098
[74]
GSM5353099
[75]
GSM5353100
[76]
GSM5353101
[77]
GSM5353102
[78]
GSM5353103
[79]
GSM5353104
[80]
GSM5353105
[81]
GSM5353106
[82]
GSM5353107
[83]
GSM5353108
[84]
GSM5353109
[85]
GSM5353110
[86]
GSM5353111
[87]
GSM5353112
[88]
GSM5353113
[89]
GSM5353114
[90]
GSM5353115
[91]
GSM5353116
[92]
GSM5353117
[93]
GSM5353118
[94]
GSM5353119
[95]
GSM5353120
[96]
GSM5353121
[97]
GSM5353122
[98]
GSM5353123
[99]
GSM5353124
[100]
GSM5353125
[101]
GSM5353126
[102]
GSM5353127
[103]
GSM5353128
[104]
GSM5353129
[105]
GSM5353130
[106]
GSM5353131
[107]
GSM5353132
[108]
GSM5353133
[109]
GSM5353134
[110]
GSM5353135
[111]
GSM5353136
[112]
GSM5353137
[113]
GSM5353138
[114]
GSM5353139
[115]
GSM5353140
[116]
GSM5353141
[117]
GSM5353142
[118]
GSM5353143
[119]
GSM5353144
[120]
GSM5353145
[121]
GSM5353146
[122]
GSM5353147
[123]
GSM5353148
[124]
GSM5353149
[125]
GSM5353150
sample_count
126
group_sizes
null
group_sizes_basis
null
platform
21290;24247
taxon
Homo sapiens; Mus musculus
title
Hyperglycaemia induces trained immunity in macrophages and their precursors and promotes atherosclerosis
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE176078
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=GSE176078
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE176078
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 26 items
[0]
GSM5354513
[1]
GSM5354514
[2]
GSM5354515
[3]
GSM5354516
[4]
GSM5354517
[5]
GSM5354518
[6]
GSM5354519
[7]
GSM5354520
[8]
GSM5354521
[9]
GSM5354522
[10]
GSM5354523
[11]
GSM5354524
[12]
GSM5354525
[13]
GSM5354526
[14]
GSM5354527
[15]
GSM5354528
[16]
GSM5354529
[17]
GSM5354530
[18]
GSM5354531
[19]
GSM5354532
[20]
GSM5354533
[21]
GSM5354534
[22]
GSM5354535
[23]
GSM5354536
[24]
GSM5354537
[25]
GSM5354538
sample_count
26
group_sizes
null
group_sizes_basis
null
platform
18573
taxon
Homo sapiens
title
A single-cell and spatially resolved atlas of human 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
[5] object · 15 fields
id
data:geo:GSE20685
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=GSE20685
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE20685
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 327 items
[0]
GSM519117
[1]
GSM519118
[2]
GSM519119
[3]
GSM519120
[4]
GSM519121
[5]
GSM519122
[6]
GSM519123
[7]
GSM519124
[8]
GSM519125
[9]
GSM519126
[10]
GSM519127
[11]
GSM519128
[12]
GSM519129
[13]
GSM519130
[14]
GSM519131
[15]
GSM519132
[16]
GSM519133
[17]
GSM519134
[18]
GSM519135
[19]
GSM519136
[20]
GSM519137
[21]
GSM519138
[22]
GSM519139
[23]
GSM519140
[24]
GSM519141
[25]
GSM519142
[26]
GSM519143
[27]
GSM519144
[28]
GSM519145
[29]
GSM519146
[30]
GSM519147
[31]
GSM519148
[32]
GSM519149
[33]
GSM519150
[34]
GSM519151
[35]
GSM519152
[36]
GSM519153
[37]
GSM519154
[38]
GSM519155
[39]
GSM519156
[40]
GSM519157
[41]
GSM519158
[42]
GSM519159
[43]
GSM519160
[44]
GSM519161
[45]
GSM519162
[46]
GSM519163
[47]
GSM519164
[48]
GSM519165
[49]
GSM519166
[50]
GSM519167
[51]
GSM519168
[52]
GSM519169
[53]
GSM519170
[54]
GSM519171
[55]
GSM519172
[56]
GSM519173
[57]
GSM519174
[58]
GSM519175
[59]
GSM519176
[60]
GSM519177
[61]
GSM519178
[62]
GSM519179
[63]
GSM519180
[64]
GSM519181
[65]
GSM519182
[66]
GSM519183
[67]
GSM519184
[68]
GSM519185
[69]
GSM519186
[70]
GSM519187
[71]
GSM519188
[72]
GSM519189
[73]
GSM519190
[74]
GSM519191
[75]
GSM519192
[76]
GSM519193
[77]
GSM519194
[78]
GSM519195
[79]
GSM519196
[80]
GSM519197
[81]
GSM519198
[82]
GSM519199
[83]
GSM519200
[84]
GSM519201
[85]
GSM519202
[86]
GSM519203
[87]
GSM519204
[88]
GSM519205
[89]
GSM519206
[90]
GSM519207
[91]
GSM519208
[92]
GSM519209
[93]
GSM519210
[94]
GSM519211
[95]
GSM519212
[96]
GSM519213
[97]
GSM519214
[98]
GSM519215
[99]
GSM519216
[100]
GSM519217
[101]
GSM519218
[102]
GSM519219
[103]
GSM519220
[104]
GSM519221
[105]
GSM519222
[106]
GSM519223
[107]
GSM519224
[108]
GSM519225
[109]
GSM519226
[110]
GSM519227
[111]
GSM519228
[112]
GSM519229
[113]
GSM519230
[114]
GSM519231
[115]
GSM519232
[116]
GSM519233
[117]
GSM519234
[118]
GSM519235
[119]
GSM519236
[120]
GSM519237
[121]
GSM519238
[122]
GSM519239
[123]
GSM519240
[124]
GSM519241
[125]
GSM519242
[126]
GSM519243
[127]
GSM519244
[128]
GSM519245
[129]
GSM519246
[130]
GSM519247
[131]
GSM519248
[132]
GSM519249
[133]
GSM519250
[134]
GSM519251
[135]
GSM519252
[136]
GSM519253
[137]
GSM519254
[138]
GSM519255
[139]
GSM519256
[140]
GSM519257
[141]
GSM519258
[142]
GSM519259
[143]
GSM519260
[144]
GSM519261
[145]
GSM519262
[146]
GSM519263
[147]
GSM519264
[148]
GSM519265
[149]
GSM519266
[150]
GSM519267
[151]
GSM519268
[152]
GSM519269
[153]
GSM519270
[154]
GSM519271
[155]
GSM519272
[156]
GSM519273
[157]
GSM519274
[158]
GSM519275
[159]
GSM519276
[160]
GSM519277
[161]
GSM519278
[162]
GSM519279
[163]
GSM519280
[164]
GSM519281
[165]
GSM519282
[166]
GSM519283
[167]
GSM519284
[168]
GSM519285
[169]
GSM519286
[170]
GSM519287
[171]
GSM519288
[172]
GSM519289
[173]
GSM519290
[174]
GSM519291
[175]
GSM519292
[176]
GSM519293
[177]
GSM519294
[178]
GSM519295
[179]
GSM519296
[180]
GSM519297
[181]
GSM519298
[182]
GSM519299
[183]
GSM519300
[184]
GSM519301
[185]
GSM519302
[186]
GSM519303
[187]
GSM519304
[188]
GSM519305
[189]
GSM519306
[190]
GSM519307
[191]
GSM519308
[192]
GSM519309
[193]
GSM519310
[194]
GSM519311
[195]
GSM519312
[196]
GSM519313
[197]
GSM519314
[198]
GSM519315
[199]
GSM519316
[200]
GSM519317
[201]
GSM519318
[202]
GSM519319
[203]
GSM519320
[204]
GSM519321
[205]
GSM519322
[206]
GSM519323
[207]
GSM519324
[208]
GSM519325
[209]
GSM519326
[210]
GSM519327
[211]
GSM519328
[212]
GSM519329
[213]
GSM519330
[214]
GSM519331
[215]
GSM519332
[216]
GSM519333
[217]
GSM519334
[218]
GSM519335
[219]
GSM519336
[220]
GSM519337
[221]
GSM519338
[222]
GSM519339
[223]
GSM519340
[224]
GSM519341
[225]
GSM519342
[226]
GSM519343
[227]
GSM519344
[228]
GSM519345
[229]
GSM519346
[230]
GSM519347
[231]
GSM519348
[232]
GSM519349
[233]
GSM519350
[234]
GSM519351
[235]
GSM519352
[236]
GSM519353
[237]
GSM519354
[238]
GSM519355
[239]
GSM519356
[240]
GSM519357
[241]
GSM519358
[242]
GSM519359
[243]
GSM519360
[244]
GSM519361
[245]
GSM519362
[246]
GSM519363
[247]
GSM519364
[248]
GSM519365
[249]
GSM519366
[250]
GSM519367
[251]
GSM519368
[252]
GSM519369
[253]
GSM519370
[254]
GSM519371
[255]
GSM519372
[256]
GSM519373
[257]
GSM519374
[258]
GSM519375
[259]
GSM519376
[260]
GSM519377
[261]
GSM519378
[262]
GSM519379
[263]
GSM519380
[264]
GSM519381
[265]
GSM519382
[266]
GSM519383
[267]
GSM519384
[268]
GSM519385
[269]
GSM519386
[270]
GSM519387
[271]
GSM519388
[272]
GSM519389
[273]
GSM519390
[274]
GSM519391
[275]
GSM519392
[276]
GSM519393
[277]
GSM519394
[278]
GSM519395
[279]
GSM519396
[280]
GSM519397
[281]
GSM519398
[282]
GSM519399
[283]
GSM519400
[284]
GSM519401
[285]
GSM519402
[286]
GSM519403
[287]
GSM519404
[288]
GSM519405
[289]
GSM519406
[290]
GSM519407
[291]
GSM519408
[292]
GSM519409
[293]
GSM519410
[294]
GSM519411
[295]
GSM519412
[296]
GSM519413
[297]
GSM519414
[298]
GSM519415
[299]
GSM519416
[300]
GSM519417
[301]
GSM519418
[302]
GSM519419
[303]
GSM519420
[304]
GSM519421
[305]
GSM519422
[306]
GSM519423
[307]
GSM519424
[308]
GSM519425
[309]
GSM519426
[310]
GSM519427
[311]
GSM519428
[312]
GSM519429
[313]
GSM519430
[314]
GSM519431
[315]
GSM519432
[316]
GSM519433
[317]
GSM519434
[318]
GSM519435
[319]
GSM519436
[320]
GSM519437
[321]
GSM519438
[322]
GSM519439
[323]
GSM519440
[324]
GSM519441
[325]
GSM519442
[326]
GSM519443
sample_count
327
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Microarray-based molecular subtyping of breast cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE20711
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=GSE20711
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE20711
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 90 items
[0]
GSM519722
[1]
GSM519723
[2]
GSM519724
[3]
GSM519725
[4]
GSM519726
[5]
GSM519727
[6]
GSM519728
[7]
GSM519729
[8]
GSM519730
[9]
GSM519731
[10]
GSM519732
[11]
GSM519733
[12]
GSM519734
[13]
GSM519735
[14]
GSM519736
[15]
GSM519737
[16]
GSM519738
[17]
GSM519739
[18]
GSM519740
[19]
GSM519741
[20]
GSM519742
[21]
GSM519743
[22]
GSM519744
[23]
GSM519745
[24]
GSM519746
[25]
GSM519747
[26]
GSM519748
[27]
GSM519749
[28]
GSM519750
[29]
GSM519751
[30]
GSM519752
[31]
GSM519753
[32]
GSM519754
[33]
GSM519755
[34]
GSM519756
[35]
GSM519757
[36]
GSM519758
[37]
GSM519759
[38]
GSM519760
[39]
GSM519761
[40]
GSM519762
[41]
GSM519763
[42]
GSM519764
[43]
GSM519765
[44]
GSM519767
[45]
GSM519768
[46]
GSM519769
[47]
GSM519770
[48]
GSM519771
[49]
GSM519772
[50]
GSM519773
[51]
GSM519774
[52]
GSM519775
[53]
GSM519776
[54]
GSM519777
[55]
GSM519778
[56]
GSM519779
[57]
GSM519780
[58]
GSM519781
[59]
GSM519782
[60]
GSM519783
[61]
GSM519784
[62]
GSM519785
[63]
GSM519786
[64]
GSM519787
[65]
GSM519788
[66]
GSM519789
[67]
GSM519790
[68]
GSM519791
[69]
GSM519792
[70]
GSM519793
[71]
GSM519794
[72]
GSM519795
[73]
GSM519796
[74]
GSM519797
[75]
GSM519798
[76]
GSM519799
[77]
GSM519800
[78]
GSM519801
[79]
GSM519802
[80]
GSM519803
[81]
GSM519804
[82]
GSM519805
[83]
GSM519806
[84]
GSM519807
[85]
GSM519808
[86]
GSM519809
[87]
GSM519810
[88]
GSM519811
[89]
GSM519812
sample_count
90
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Epigenetic portraits of human breast cancers (expression data)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE58812
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=GSE58812
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE58812
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 107 items
[0]
GSM1419942
[1]
GSM1419943
[2]
GSM1419944
[3]
GSM1419945
[4]
GSM1419946
[5]
GSM1419947
[6]
GSM1419948
[7]
GSM1419949
[8]
GSM1419950
[9]
GSM1419951
[10]
GSM1419952
[11]
GSM1419953
[12]
GSM1419954
[13]
GSM1419955
[14]
GSM1419956
[15]
GSM1419957
[16]
GSM1419958
[17]
GSM1419968
[18]
GSM1419969
[19]
GSM1419970
[20]
GSM1419971
[21]
GSM1419972
[22]
GSM1419973
[23]
GSM1419974
[24]
GSM1419975
[25]
GSM1419976
[26]
GSM1419977
[27]
GSM1419978
[28]
GSM1419979
[29]
GSM1419980
[30]
GSM1419981
[31]
GSM1419982
[32]
GSM1419983
[33]
GSM1419984
[34]
GSM1419985
[35]
GSM1419986
[36]
GSM1419987
[37]
GSM1419988
[38]
GSM1419989
[39]
GSM1419990
[40]
GSM1419991
[41]
GSM1419992
[42]
GSM1419993
[43]
GSM1419994
[44]
GSM1419995
[45]
GSM1419996
[46]
GSM1419997
[47]
GSM1419998
[48]
GSM1419999
[49]
GSM1420000
[50]
GSM1420001
[51]
GSM1420002
[52]
GSM1420003
[53]
GSM1420004
[54]
GSM1420005
[55]
GSM1420006
[56]
GSM1420007
[57]
GSM1420008
[58]
GSM1420009
[59]
GSM1420010
[60]
GSM1420011
[61]
GSM1420012
[62]
GSM1420013
[63]
GSM1420014
[64]
GSM1420015
[65]
GSM1420016
[66]
GSM1420017
[67]
GSM1420018
[68]
GSM1420019
[69]
GSM1420020
[70]
GSM1420021
[71]
GSM1420022
[72]
GSM1420023
[73]
GSM1420024
[74]
GSM1420025
[75]
GSM1420026
[76]
GSM1420027
[77]
GSM1420028
[78]
GSM1420029
[79]
GSM1420030
[80]
GSM1420031
[81]
GSM1420032
[82]
GSM1420033
[83]
GSM1420034
[84]
GSM1420035
[85]
GSM1420036
[86]
GSM1420037
[87]
GSM1420038
[88]
GSM1420039
[89]
GSM1420040
[90]
GSM1420041
[91]
GSM1420042
[92]
GSM1420043
[93]
GSM1420044
[94]
GSM1420045
[95]
GSM1420046
[96]
GSM1420047
[97]
GSM1420048
[98]
GSM1420049
[99]
GSM1420050
[100]
GSM1420051
[101]
GSM1420052
[102]
GSM1420053
[103]
GSM1420054
[104]
GSM1420055
[105]
GSM1420056
[106]
GSM1420057
sample_count
107
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene-expression molecular subtyping of triple-negative breast cancer tumours: importance of immune response
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE96058
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=GSE96058
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE96058
version
null
note
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 3409 items
[0]
GSM2528079
[1]
GSM2528080
[2]
GSM2528081
[3]
GSM2528082
[4]
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[309]
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[310]
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[316]
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[322]
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[323]
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[324]
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[326]
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[328]
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[329]
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[330]
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[331]
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[333]
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[339]
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[340]
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GSM2528420
[342]
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[344]
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[346]
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[349]
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[350]
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[359]
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[360]
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[504]
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[510]
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[511]
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[516]
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[517]
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[518]
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[525]
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[526]
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[527]
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[528]
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[529]
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[530]
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[531]
GSM2528610
[532]
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[533]
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[534]
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[535]
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[536]
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[537]
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[538]
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[539]
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[540]
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[541]
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[542]
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[543]
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[544]
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[545]
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[546]
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[547]
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[548]
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[549]
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[550]
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[551]
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[552]
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[553]
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[554]
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[555]
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[556]
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[557]
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[558]
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[559]
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[560]
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[561]
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[562]
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[563]
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[564]
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[565]
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[566]
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[567]
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[568]
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[569]
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[570]
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[571]
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[573]
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[574]
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[575]
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[576]
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[577]
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[578]
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[579]
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[580]
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[581]
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[582]
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[583]
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[584]
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[585]
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[586]
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[587]
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[588]
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[589]
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[590]
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[591]
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[592]
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[593]
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[594]
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[595]
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[596]
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[598]
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[599]
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[600]
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[603]
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[605]
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[606]
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[607]
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[608]
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[609]
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[610]
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[611]
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[612]
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[613]
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[614]
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[615]
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[616]
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[617]
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[618]
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[619]
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[620]
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[621]
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[622]
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[623]
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[624]
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[625]
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[626]
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[627]
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[628]
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[629]
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[630]
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[631]
GSM2528710
[632]
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[633]
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[634]
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[635]
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[636]
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[637]
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[638]
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[639]
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[640]
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[641]
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[642]
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[643]
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[644]
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[645]
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[646]
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[647]
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[648]
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[649]
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[650]
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[651]
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[652]
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[653]
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[654]
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[655]
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[656]
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[657]
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[658]
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[659]
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[660]
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[661]
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[662]
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[663]
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[664]
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[665]
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[666]
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[667]
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[668]
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[669]
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[670]
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[671]
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[672]
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[673]
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[674]
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[675]
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[676]
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[677]
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[678]
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[679]
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[680]
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[681]
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[682]
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[683]
GSM2528762
[684]
GSM2528763
[685]
GSM2528764
[686]
GSM2528765
[687]
GSM2528766
[688]
GSM2528767
[689]
GSM2528768
[690]
GSM2528769
[691]
GSM2528770
[692]
GSM2528771
[693]
GSM2528772
[694]
GSM2528773
[695]
GSM2528774
[696]
GSM2528775
[697]
GSM2528776
[698]
GSM2528777
[699]
GSM2528778
[700]
GSM2528779
[701]
GSM2528780
[702]
GSM2528781
[703]
GSM2528782
[704]
GSM2528783
[705]
GSM2528784
[706]
GSM2528785
[707]
GSM2528786
[708]
GSM2528787
[709]
GSM2528788
[710]
GSM2528789
[711]
GSM2528790
[712]
GSM2528791
[713]
GSM2528792
[714]
GSM2528793
[715]
GSM2528794
[716]
GSM2528795
[717]
GSM2528796
[718]
GSM2528797
[719]
GSM2528798
[720]
GSM2528799
[721]
GSM2528800
[722]
GSM2528801
[723]
GSM2528802
[724]
GSM2528803
[725]
GSM2528804
[726]
GSM2528805
[727]
GSM2528806
[728]
GSM2528807
[729]
GSM2528808
[730]
GSM2528809
[731]
GSM2528810
[732]
GSM2528811
[733]
GSM2528812
[734]
GSM2528813
[735]
GSM2528814
[736]
GSM2528815
[737]
GSM2528816
[738]
GSM2528817
[739]
GSM2528818
[740]
GSM2528819
[741]
GSM2528820
[742]
GSM2528821
[743]
GSM2528822
[744]
GSM2528823
[745]
GSM2528824
[746]
GSM2528825
[747]
GSM2528826
[748]
GSM2528827
[749]
GSM2528828
[750]
GSM2528829
[751]
GSM2528830
[752]
GSM2528831
[753]
GSM2528832
[754]
GSM2528833
[755]
GSM2528834
[756]
GSM2528835
[757]
GSM2528836
[758]
GSM2528837
[759]
GSM2528838
[760]
GSM2528839
[761]
GSM2528840
[762]
GSM2528841
[763]
GSM2528842
[764]
GSM2528843
[765]
GSM2528844
[766]
GSM2528845
[767]
GSM2528846
[768]
GSM2528847
[769]
GSM2528848
[770]
GSM2528849
[771]
GSM2528850
[772]
GSM2528851
[773]
GSM2528852
[774]
GSM2528853
[775]
GSM2528854
[776]
GSM2528855
[777]
GSM2528856
[778]
GSM2528857
[779]
GSM2528858
[780]
GSM2528859
[781]
GSM2528860
[782]
GSM2528861
[783]
GSM2528862
[784]
GSM2528863
[785]
GSM2528864
[786]
GSM2528865
[787]
GSM2528866
[788]
GSM2528867
[789]
GSM2528868
[790]
GSM2528869
[791]
GSM2528870
[792]
GSM2528871
[793]
GSM2528872
[794]
GSM2528873
[795]
GSM2528874
[796]
GSM2528875
[797]
GSM2528876
[798]
GSM2528877
[799]
GSM2528878
[800]
GSM2528879
[801]
GSM2528880
[802]
GSM2528881
[803]
GSM2528882
[804]
GSM2528883
[805]
GSM2528884
[806]
GSM2528885
[807]
GSM2528886
[808]
GSM2528887
[809]
GSM2528888
[810]
GSM2528889
[811]
GSM2528890
[812]
GSM2528891
[813]
GSM2528892
[814]
GSM2528893
[815]
GSM2528894
[816]
GSM2528895
[817]
GSM2528896
[818]
GSM2528897
[819]
GSM2528898
[820]
GSM2528899
[821]
GSM2528900
[822]
GSM2528901
[823]
GSM2528902
[824]
GSM2528903
[825]
GSM2528904
[826]
GSM2528905
[827]
GSM2528906
[828]
GSM2528907
[829]
GSM2528908
[830]
GSM2528909
[831]
GSM2528910
[832]
GSM2528911
[833]
GSM2528912
[834]
GSM2528913
[835]
GSM2528914
[836]
GSM2528915
[837]
GSM2528916
[838]
GSM2528917
[839]
GSM2528918
[840]
GSM2528919
[841]
GSM2528920
[842]
GSM2528921
[843]
GSM2528922
[844]
GSM2528923
[845]
GSM2528924
[846]
GSM2528925
[847]
GSM2528926
[848]
GSM2528927
[849]
GSM2528928
[850]
GSM2528929
[851]
GSM2528930
[852]
GSM2528931
[853]
GSM2528932
[854]
GSM2528933
[855]
GSM2528934
[856]
GSM2528935
[857]
GSM2528936
[858]
GSM2528937
[859]
GSM2528938
[860]
GSM2528939
[861]
GSM2528940
[862]
GSM2528941
[863]
GSM2528942
[864]
GSM2528943
[865]
GSM2528944
[866]
GSM2528945
[867]
GSM2528946
[868]
GSM2528947
[869]
GSM2528948
[870]
GSM2528949
[871]
GSM2528950
[872]
GSM2528951
[873]
GSM2528952
[874]
GSM2528953
[875]
GSM2528954
[876]
GSM2528955
[877]
GSM2528956
[878]
GSM2528957
[879]
GSM2528958
[880]
GSM2528959
[881]
GSM2528960
[882]
GSM2528961
[883]
GSM2528962
[884]
GSM2528963
[885]
GSM2528964
[886]
GSM2528965
[887]
GSM2528966
[888]
GSM2528967
[889]
GSM2528968
[890]
GSM2528969
[891]
GSM2528970
[892]
GSM2528971
[893]
GSM2528972
[894]
GSM2528973
[895]
GSM2528974
[896]
GSM2528975
[897]
GSM2528976
[898]
GSM2528977
[899]
GSM2528978
[900]
GSM2528979
[901]
GSM2528980
[902]
GSM2528981
[903]
GSM2528982
[904]
GSM2528983
[905]
GSM2528984
[906]
GSM2528985
[907]
GSM2528986
[908]
GSM2528987
[909]
GSM2528988
[910]
GSM2528989
[911]
GSM2528990
[912]
GSM2528991
[913]
GSM2528992
[914]
GSM2528993
[915]
GSM2528994
[916]
GSM2528995
[917]
GSM2528996
[918]
GSM2528997
[919]
GSM2528998
[920]
GSM2528999
[921]
GSM2529000
[922]
GSM2529001
[923]
GSM2529002
[924]
GSM2529003
[925]
GSM2529004
[926]
GSM2529005
[927]
GSM2529006
[928]
GSM2529007
[929]
GSM2529008
[930]
GSM2529009
[931]
GSM2529010
[932]
GSM2529011
[933]
GSM2529012
[934]
GSM2529013
[935]
GSM2529014
[936]
GSM2529015
[937]
GSM2529016
[938]
GSM2529017
[939]
GSM2529018
[940]
GSM2529019
[941]
GSM2529020
[942]
GSM2529021
[943]
GSM2529022
[944]
GSM2529023
[945]
GSM2529024
[946]
GSM2529025
[947]
GSM2529026
[948]
GSM2529027
[949]
GSM2529028
[950]
GSM2529029
[951]
GSM2529030
[952]
GSM2529031
[953]
GSM2529032
[954]
GSM2529033
[955]
GSM2529034
[956]
GSM2529035
[957]
GSM2529036
[958]
GSM2529037
[959]
GSM2529038
[960]
GSM2529039
[961]
GSM2529040
[962]
GSM2529041
[963]
GSM2529042
[964]
GSM2529043
[965]
GSM2529044
[966]
GSM2529045
[967]
GSM2529046
[968]
GSM2529047
[969]
GSM2529048
[970]
GSM2529049
[971]
GSM2529050
[972]
GSM2529051
[973]
GSM2529052
[974]
GSM2529053
[975]
GSM2529054
[976]
GSM2529055
[977]
GSM2529056
[978]
GSM2529057
[979]
GSM2529058
[980]
GSM2529059
[981]
GSM2529060
[982]
GSM2529061
[983]
GSM2529062
[984]
GSM2529063
[985]
GSM2529064
[986]
GSM2529065
[987]
GSM2529066
[988]
GSM2529067
[989]
GSM2529068
[990]
GSM2529069
[991]
GSM2529070
[992]
GSM2529071
[993]
GSM2529072
[994]
GSM2529073
[995]
GSM2529074
[996]
GSM2529075
[997]
GSM2529076
[998]
GSM2529077
[999]
GSM2529078
[1000]
GSM2529079
[1001]
GSM2529080
[1002]
GSM2529081
[1003]
GSM2529082
[1004]
GSM2529083
[1005]
GSM2529084
[1006]
GSM2529085
[1007]
GSM2529086
[1008]
GSM2529087
[1009]
GSM2529088
[1010]
GSM2529089
[1011]
GSM2529090
[1012]
GSM2529091
[1013]
GSM2529092
[1014]
GSM2529093
[1015]
GSM2529094
[1016]
GSM2529095
[1017]
GSM2529096
[1018]
GSM2529097
[1019]
GSM2529098
[1020]
GSM2529099
[1021]
GSM2529100
[1022]
GSM2529101
[1023]
GSM2529102
[1024]
GSM2529103
[1025]
GSM2529104
[1026]
GSM2529105
[1027]
GSM2529106
[1028]
GSM2529107
[1029]
GSM2529108
[1030]
GSM2529109
[1031]
GSM2529110
[1032]
GSM2529111
[1033]
GSM2529112
[1034]
GSM2529113
[1035]
GSM2529114
[1036]
GSM2529115
[1037]
GSM2529116
[1038]
GSM2529117
[1039]
GSM2529118
[1040]
GSM2529119
[1041]
GSM2529120
[1042]
GSM2529121
[1043]
GSM2529122
[1044]
GSM2529123
[1045]
GSM2529124
[1046]
GSM2529125
[1047]
GSM2529126
[1048]
GSM2529127
[1049]
GSM2529128
[1050]
GSM2529129
[1051]
GSM2529130
[1052]
GSM2529131
[1053]
GSM2529132
[1054]
GSM2529133
[1055]
GSM2529134
[1056]
GSM2529135
[1057]
GSM2529136
[1058]
GSM2529137
[1059]
GSM2529138
[1060]
GSM2529139
[1061]
GSM2529140
[1062]
GSM2529141
[1063]
GSM2529142
[1064]
GSM2529143
[1065]
GSM2529144
[1066]
GSM2529145
[1067]
GSM2529146
[1068]
GSM2529147
[1069]
GSM2529148
[1070]
GSM2529149
[1071]
GSM2529150
[1072]
GSM2529151
[1073]
GSM2529152
[1074]
GSM2529153
[1075]
GSM2529154
[1076]
GSM2529155
[1077]
GSM2529156
[1078]
GSM2529157
[1079]
GSM2529158
[1080]
GSM2529159
[1081]
GSM2529160
[1082]
GSM2529161
[1083]
GSM2529162
[1084]
GSM2529163
[1085]
GSM2529164
[1086]
GSM2529165
[1087]
GSM2529166
[1088]
GSM2529167
[1089]
GSM2529168
[1090]
GSM2529169
[1091]
GSM2529170
[1092]
GSM2529171
[1093]
GSM2529172
[1094]
GSM2529173
[1095]
GSM2529174
[1096]
GSM2529175
[1097]
GSM2529176
[1098]
GSM2529177
[1099]
GSM2529178
[1100]
GSM2529179
[1101]
GSM2529180
[1102]
GSM2529181
[1103]
GSM2529182
[1104]
GSM2529183
[1105]
GSM2529184
[1106]
GSM2529185
[1107]
GSM2529186
[1108]
GSM2529187
[1109]
GSM2529188
[1110]
GSM2529189
[1111]
GSM2529190
[1112]
GSM2529191
[1113]
GSM2529192
[1114]
GSM2529193
[1115]
GSM2529194
[1116]
GSM2529195
[1117]
GSM2529196
[1118]
GSM2529197
[1119]
GSM2529198
[1120]
GSM2529199
[1121]
GSM2529200
[1122]
GSM2529201
[1123]
GSM2529202
[1124]
GSM2529203
[1125]
GSM2529204
[1126]
GSM2529205
[1127]
GSM2529206
[1128]
GSM2529207
[1129]
GSM2529208
[1130]
GSM2529209
[1131]
GSM2529210
[1132]
GSM2529211
[1133]
GSM2529212
[1134]
GSM2529213
[1135]
GSM2529214
[1136]
GSM2529215
[1137]
GSM2529216
[1138]
GSM2529217
[1139]
GSM2529218
[1140]
GSM2529219
[1141]
GSM2529220
[1142]
GSM2529221
[1143]
GSM2529222
[1144]
GSM2529223
[1145]
GSM2529224
[1146]
GSM2529225
[1147]
GSM2529226
[1148]
GSM2529227
[1149]
GSM2529228
[1150]
GSM2529229
[1151]
GSM2529230
[1152]
GSM2529231
[1153]
GSM2529232
[1154]
GSM2529233
[1155]
GSM2529234
[1156]
GSM2529235
[1157]
GSM2529236
[1158]
GSM2529237
[1159]
GSM2529238
[1160]
GSM2529239
[1161]
GSM2529240
[1162]
GSM2529241
[1163]
GSM2529242
[1164]
GSM2529243
[1165]
GSM2529244
[1166]
GSM2529245
[1167]
GSM2529246
[1168]
GSM2529247
[1169]
GSM2529248
[1170]
GSM2529249
[1171]
GSM2529250
[1172]
GSM2529251
[1173]
GSM2529252
[1174]
GSM2529253
[1175]
GSM2529254
[1176]
GSM2529255
[1177]
GSM2529256
[1178]
GSM2529257
[1179]
GSM2529258
[1180]
GSM2529259
[1181]
GSM2529260
[1182]
GSM2529261
[1183]
GSM2529262
[1184]
GSM2529263
[1185]
GSM2529264
[1186]
GSM2529265
[1187]
GSM2529266
[1188]
GSM2529267
[1189]
GSM2529268
[1190]
GSM2529269
[1191]
GSM2529270
[1192]
GSM2529271
[1193]
GSM2529272
[1194]
GSM2529273
[1195]
GSM2529274
[1196]
GSM2529275
[1197]
GSM2529276
[1198]
GSM2529277
[1199]
GSM2529278
[1200]
GSM2529279
[1201]
GSM2529280
[1202]
GSM2529281
[1203]
GSM2529282
[1204]
GSM2529283
[1205]
GSM2529284
[1206]
GSM2529285
[1207]
GSM2529286
[1208]
GSM2529287
[1209]
GSM2529288
[1210]
GSM2529289
[1211]
GSM2529290
[1212]
GSM2529291
[1213]
GSM2529292
[1214]
GSM2529293
[1215]
GSM2529294
[1216]
GSM2529295
[1217]
GSM2529296
[1218]
GSM2529297
[1219]
GSM2529298
[1220]
GSM2529299
[1221]
GSM2529300
[1222]
GSM2529301
[1223]
GSM2529302
[1224]
GSM2529303
[1225]
GSM2529304
[1226]
GSM2529305
[1227]
GSM2529306
[1228]
GSM2529307
[1229]
GSM2529308
[1230]
GSM2529309
[1231]
GSM2529310
[1232]
GSM2529311
[1233]
GSM2529312
[1234]
GSM2529313
[1235]
GSM2529314
[1236]
GSM2529315
[1237]
GSM2529316
[1238]
GSM2529317
[1239]
GSM2529318
[1240]
GSM2529319
[1241]
GSM2529320
[1242]
GSM2529321
[1243]
GSM2529322
[1244]
GSM2529323
[1245]
GSM2529324
[1246]
GSM2529325
[1247]
GSM2529326
[1248]
GSM2529327
[1249]
GSM2529328
[1250]
GSM2529329
[1251]
GSM2529330
[1252]
GSM2529331
[1253]
GSM2529332
[1254]
GSM2529333
[1255]
GSM2529334
[1256]
GSM2529335
[1257]
GSM2529336
[1258]
GSM2529337
[1259]
GSM2529338
[1260]
GSM2529339
[1261]
GSM2529340
[1262]
GSM2529341
[1263]
GSM2529342
[1264]
GSM2529343
[1265]
GSM2529344
[1266]
GSM2529345
[1267]
GSM2529346
[1268]
GSM2529347
[1269]
GSM2529348
[1270]
GSM2529349
[1271]
GSM2529350
[1272]
GSM2529351
[1273]
GSM2529352
[1274]
GSM2529353
[1275]
GSM2529354
[1276]
GSM2529355
[1277]
GSM2529356
[1278]
GSM2529357
[1279]
GSM2529358
[1280]
GSM2529359
[1281]
GSM2529360
[1282]
GSM2529361
[1283]
GSM2529362
[1284]
GSM2529363
[1285]
GSM2529364
[1286]
GSM2529365
[1287]
GSM2529366
[1288]
GSM2529367
[1289]
GSM2529368
[1290]
GSM2529369
[1291]
GSM2529370
[1292]
GSM2529371
[1293]
GSM2529372
[1294]
GSM2529373
[1295]
GSM2529374
[1296]
GSM2529375
[1297]
GSM2529376
[1298]
GSM2529377
[1299]
GSM2529378
[1300]
GSM2529379
[1301]
GSM2529380
[1302]
GSM2529381
[1303]
GSM2529382
[1304]
GSM2529383
[1305]
GSM2529384
[1306]
GSM2529385
[1307]
GSM2529386
[1308]
GSM2529387
[1309]
GSM2529388
[1310]
GSM2529389
[1311]
GSM2529390
[1312]
GSM2529391
[1313]
GSM2529392
[1314]
GSM2529393
[1315]
GSM2529394
[1316]
GSM2529395
[1317]
GSM2529396
[1318]
GSM2529397
[1319]
GSM2529398
[1320]
GSM2529399
[1321]
GSM2529400
[1322]
GSM2529401
[1323]
GSM2529402
[1324]
GSM2529403
[1325]
GSM2529404
[1326]
GSM2529405
[1327]
GSM2529406
[1328]
GSM2529407
[1329]
GSM2529408
[1330]
GSM2529409
[1331]
GSM2529410
[1332]
GSM2529411
[1333]
GSM2529412
[1334]
GSM2529413
[1335]
GSM2529414
[1336]
GSM2529415
[1337]
GSM2529416
[1338]
GSM2529417
[1339]
GSM2529418
[1340]
GSM2529419
[1341]
GSM2529420
[1342]
GSM2529421
[1343]
GSM2529422
[1344]
GSM2529423
[1345]
GSM2529424
[1346]
GSM2529425
[1347]
GSM2529426
[1348]
GSM2529427
[1349]
GSM2529428
[1350]
GSM2529429
[1351]
GSM2529430
[1352]
GSM2529431
[1353]
GSM2529432
[1354]
GSM2529433
[1355]
GSM2529434
[1356]
GSM2529435
[1357]
GSM2529436
[1358]
GSM2529437
[1359]
GSM2529438
[1360]
GSM2529439
[1361]
GSM2529440
[1362]
GSM2529441
[1363]
GSM2529442
[1364]
GSM2529443
[1365]
GSM2529444
[1366]
GSM2529445
[1367]
GSM2529446
[1368]
GSM2529447
[1369]
GSM2529448
[1370]
GSM2529449
[1371]
GSM2529450
[1372]
GSM2529451
[1373]
GSM2529452
[1374]
GSM2529453
[1375]
GSM2529454
[1376]
GSM2529455
[1377]
GSM2529456
[1378]
GSM2529457
[1379]
GSM2529458
[1380]
GSM2529459
[1381]
GSM2529460
[1382]
GSM2529461
[1383]
GSM2529462
[1384]
GSM2529463
[1385]
GSM2529464
[1386]
GSM2529465
[1387]
GSM2529466
[1388]
GSM2529467
[1389]
GSM2529468
[1390]
GSM2529469
[1391]
GSM2529470
[1392]
GSM2529471
[1393]
GSM2529472
[1394]
GSM2529473
[1395]
GSM2529474
[1396]
GSM2529475
[1397]
GSM2529476
[1398]
GSM2529477
[1399]
GSM2529478
[1400]
GSM2529479
[1401]
GSM2529480
[1402]
GSM2529481
[1403]
GSM2529482
[1404]
GSM2529483
[1405]
GSM2529484
[1406]
GSM2529485
[1407]
GSM2529486
[1408]
GSM2529487
[1409]
GSM2529488
[1410]
GSM2529489
[1411]
GSM2529490
[1412]
GSM2529491
[1413]
GSM2529492
[1414]
GSM2529493
[1415]
GSM2529494
[1416]
GSM2529495
[1417]
GSM2529496
[1418]
GSM2529497
[1419]
GSM2529498
[1420]
GSM2529499
[1421]
GSM2529500
[1422]
GSM2529501
[1423]
GSM2529502
[1424]
GSM2529503
[1425]
GSM2529504
[1426]
GSM2529505
[1427]
GSM2529506
[1428]
GSM2529507
[1429]
GSM2529508
[1430]
GSM2529509
[1431]
GSM2529510
[1432]
GSM2529511
[1433]
GSM2529512
[1434]
GSM2529513
[1435]
GSM2529514
[1436]
GSM2529515
[1437]
GSM2529516
[1438]
GSM2529517
[1439]
GSM2529518
[1440]
GSM2529519
[1441]
GSM2529520
[1442]
GSM2529521
[1443]
GSM2529522
[1444]
GSM2529523
[1445]
GSM2529524
[1446]
GSM2529525
[1447]
GSM2529526
[1448]
GSM2529527
[1449]
GSM2529528
[1450]
GSM2529529
[1451]
GSM2529530
[1452]
GSM2529531
[1453]
GSM2529532
[1454]
GSM2529533
[1455]
GSM2529534
[1456]
GSM2529535
[1457]
GSM2529536
[1458]
GSM2529537
[1459]
GSM2529538
[1460]
GSM2529539
[1461]
GSM2529540
[1462]
GSM2529541
[1463]
GSM2529542
[1464]
GSM2529543
[1465]
GSM2529544
[1466]
GSM2529545
[1467]
GSM2529546
[1468]
GSM2529547
[1469]
GSM2529548
[1470]
GSM2529549
[1471]
GSM2529550
[1472]
GSM2529551
[1473]
GSM2529552
[1474]
GSM2529553
[1475]
GSM2529554
[1476]
GSM2529555
[1477]
GSM2529556
[1478]
GSM2529557
[1479]
GSM2529558
[1480]
GSM2529559
[1481]
GSM2529560
[1482]
GSM2529561
[1483]
GSM2529562
[1484]
GSM2529563
[1485]
GSM2529564
[1486]
GSM2529565
[1487]
GSM2529566
[1488]
GSM2529567
[1489]
GSM2529568
[1490]
GSM2529569
[1491]
GSM2529570
[1492]
GSM2529571
[1493]
GSM2529572
[1494]
GSM2529573
[1495]
GSM2529574
[1496]
GSM2529575
[1497]
GSM2529576
[1498]
GSM2529577
[1499]
GSM2529578
[1500]
GSM2529579
[1501]
GSM2529580
[1502]
GSM2529581
[1503]
GSM2529582
[1504]
GSM2529583
[1505]
GSM2529584
[1506]
GSM2529585
[1507]
GSM2529586
[1508]
GSM2529587
[1509]
GSM2529588
[1510]
GSM2529589
[1511]
GSM2529590
[1512]
GSM2529591
[1513]
GSM2529592
[1514]
GSM2529593
[1515]
GSM2529594
[1516]
GSM2529595
[1517]
GSM2529596
[1518]
GSM2529597
[1519]
GSM2529598
[1520]
GSM2529599
[1521]
GSM2529600
[1522]
GSM2529601
[1523]
GSM2529602
[1524]
GSM2529603
[1525]
GSM2529604
[1526]
GSM2529605
[1527]
GSM2529606
[1528]
GSM2529607
[1529]
GSM2529608
[1530]
GSM2529609
[1531]
GSM2529610
[1532]
GSM2529611
[1533]
GSM2529612
[1534]
GSM2529613
[1535]
GSM2529614
[1536]
GSM2529615
[1537]
GSM2529616
[1538]
GSM2529617
[1539]
GSM2529618
[1540]
GSM2529619
[1541]
GSM2529620
[1542]
GSM2529621
[1543]
GSM2529622
[1544]
GSM2529623
[1545]
GSM2529624
[1546]
GSM2529625
[1547]
GSM2529626
[1548]
GSM2529627
[1549]
GSM2529628
[1550]
GSM2529629
[1551]
GSM2529630
[1552]
GSM2529631
[1553]
GSM2529632
[1554]
GSM2529633
[1555]
GSM2529634
[1556]
GSM2529635
[1557]
GSM2529636
[1558]
GSM2529637
[1559]
GSM2529638
[1560]
GSM2529639
[1561]
GSM2529640
[1562]
GSM2529641
[1563]
GSM2529642
[1564]
GSM2529643
[1565]
GSM2529644
[1566]
GSM2529645
[1567]
GSM2529646
[1568]
GSM2529647
[1569]
GSM2529648
[1570]
GSM2529649
[1571]
GSM2529650
[1572]
GSM2529651
[1573]
GSM2529652
[1574]
GSM2529653
[1575]
GSM2529654
[1576]
GSM2529655
[1577]
GSM2529656
[1578]
GSM2529657
[1579]
GSM2529658
[1580]
GSM2529659
[1581]
GSM2529660
[1582]
GSM2529661
[1583]
GSM2529662
[1584]
GSM2529663
[1585]
GSM2529664
[1586]
GSM2529665
[1587]
GSM2529666
[1588]
GSM2529667
[1589]
GSM2529668
[1590]
GSM2529669
[1591]
GSM2529670
[1592]
GSM2529671
[1593]
GSM2529672
[1594]
GSM2529673
[1595]
GSM2529674
[1596]
GSM2529675
[1597]
GSM2529676
[1598]
GSM2529677
[1599]
GSM2529678
[1600]
GSM2529679
[1601]
GSM2529680
[1602]
GSM2529681
[1603]
GSM2529682
[1604]
GSM2529683
[1605]
GSM2529684
[1606]
GSM2529685
[1607]
GSM2529686
[1608]
GSM2529687
[1609]
GSM2529688
[1610]
GSM2529689
[1611]
GSM2529690
[1612]
GSM2529691
[1613]
GSM2529692
[1614]
GSM2529693
[1615]
GSM2529694
[1616]
GSM2529695
[1617]
GSM2529696
[1618]
GSM2529697
[1619]
GSM2529698
[1620]
GSM2529699
[1621]
GSM2529700
[1622]
GSM2529701
[1623]
GSM2529702
[1624]
GSM2529703
[1625]
GSM2529704
[1626]
GSM2529705
[1627]
GSM2529706
[1628]
GSM2529707
[1629]
GSM2529708
[1630]
GSM2529709
[1631]
GSM2529710
[1632]
GSM2529711
[1633]
GSM2529712
[1634]
GSM2529713
[1635]
GSM2529714
[1636]
GSM2529715
[1637]
GSM2529716
[1638]
GSM2529717
[1639]
GSM2529718
[1640]
GSM2529719
[1641]
GSM2529720
[1642]
GSM2529721
[1643]
GSM2529722
[1644]
GSM2529723
[1645]
GSM2529724
[1646]
GSM2529725
[1647]
GSM2529726
[1648]
GSM2529727
[1649]
GSM2529728
[1650]
GSM2529729
[1651]
GSM2529730
[1652]
GSM2529731
[1653]
GSM2529732
[1654]
GSM2529733
[1655]
GSM2529734
[1656]
GSM2529735
[1657]
GSM2529736
[1658]
GSM2529737
[1659]
GSM2529738
[1660]
GSM2529739
[1661]
GSM2529740
[1662]
GSM2529741
[1663]
GSM2529742
[1664]
GSM2529743
[1665]
GSM2529744
[1666]
GSM2529745
[1667]
GSM2529746
[1668]
GSM2529747
[1669]
GSM2529748
[1670]
GSM2529749
[1671]
GSM2529750
[1672]
GSM2529751
[1673]
GSM2529752
[1674]
GSM2529753
[1675]
GSM2529754
[1676]
GSM2529755
[1677]
GSM2529756
[1678]
GSM2529757
[1679]
GSM2529758
[1680]
GSM2529759
[1681]
GSM2529760
[1682]
GSM2529761
[1683]
GSM2529762
[1684]
GSM2529763
[1685]
GSM2529764
[1686]
GSM2529765
[1687]
GSM2529766
[1688]
GSM2529767
[1689]
GSM2529768
[1690]
GSM2529769
[1691]
GSM2529770
[1692]
GSM2529771
[1693]
GSM2529772
[1694]
GSM2529773
[1695]
GSM2529774
[1696]
GSM2529775
[1697]
GSM2529776
[1698]
GSM2529777
[1699]
GSM2529778
[1700]
GSM2529779
[1701]
GSM2529780
[1702]
GSM2529781
[1703]
GSM2529782
[1704]
GSM2529783
[1705]
GSM2529784
[1706]
GSM2529785
[1707]
GSM2529786
[1708]
GSM2529787
[1709]
GSM2529788
[1710]
GSM2529789
[1711]
GSM2529790
[1712]
GSM2529791
[1713]
GSM2529792
[1714]
GSM2529793
[1715]
GSM2529794
[1716]
GSM2529795
[1717]
GSM2529796
[1718]
GSM2529797
[1719]
GSM2529798
[1720]
GSM2529799
[1721]
GSM2529800
[1722]
GSM2529801
[1723]
GSM2529802
[1724]
GSM2529803
[1725]
GSM2529804
[1726]
GSM2529805
[1727]
GSM2529806
[1728]
GSM2529807
[1729]
GSM2529808
[1730]
GSM2529809
[1731]
GSM2529810
[1732]
GSM2529811
[1733]
GSM2529812
[1734]
GSM2529813
[1735]
GSM2529814
[1736]
GSM2529815
[1737]
GSM2529816
[1738]
GSM2529817
[1739]
GSM2529818
[1740]
GSM2529819
[1741]
GSM2529820
[1742]
GSM2529821
[1743]
GSM2529822
[1744]
GSM2529823
[1745]
GSM2529824
[1746]
GSM2529825
[1747]
GSM2529826
[1748]
GSM2529827
[1749]
GSM2529828
[1750]
GSM2529829
[1751]
GSM2529830
[1752]
GSM2529831
[1753]
GSM2529832
[1754]
GSM2529833
[1755]
GSM2529834
[1756]
GSM2529835
[1757]
GSM2529836
[1758]
GSM2529837
[1759]
GSM2529838
[1760]
GSM2529839
[1761]
GSM2529840
[1762]
GSM2529841
[1763]
GSM2529842
[1764]
GSM2529843
[1765]
GSM2529844
[1766]
GSM2529845
[1767]
GSM2529846
[1768]
GSM2529847
[1769]
GSM2529848
[1770]
GSM2529849
[1771]
GSM2529850
[1772]
GSM2529851
[1773]
GSM2529852
[1774]
GSM2529853
[1775]
GSM2529854
[1776]
GSM2529855
[1777]
GSM2529856
[1778]
GSM2529857
[1779]
GSM2529858
[1780]
GSM2529859
[1781]
GSM2529860
[1782]
GSM2529861
[1783]
GSM2529862
[1784]
GSM2529863
[1785]
GSM2529864
[1786]
GSM2529865
[1787]
GSM2529866
[1788]
GSM2529867
[1789]
GSM2529868
[1790]
GSM2529869
[1791]
GSM2529870
[1792]
GSM2529871
[1793]
GSM2529872
[1794]
GSM2529873
[1795]
GSM2529874
[1796]
GSM2529875
[1797]
GSM2529876
[1798]
GSM2529877
[1799]
GSM2529878
[1800]
GSM2529879
[1801]
GSM2529880
[1802]
GSM2529881
[1803]
GSM2529882
[1804]
GSM2529883
[1805]
GSM2529884
[1806]
GSM2529885
[1807]
GSM2529886
[1808]
GSM2529887
[1809]
GSM2529888
[1810]
GSM2529889
[1811]
GSM2529890
[1812]
GSM2529891
[1813]
GSM2529892
[1814]
GSM2529893
[1815]
GSM2529894
[1816]
GSM2529895
[1817]
GSM2529896
[1818]
GSM2529897
[1819]
GSM2529898
[1820]
GSM2529899
[1821]
GSM2529900
[1822]
GSM2529901
[1823]
GSM2529902
[1824]
GSM2529903
[1825]
GSM2529904
[1826]
GSM2529905
[1827]
GSM2529906
[1828]
GSM2529907
[1829]
GSM2529908
[1830]
GSM2529909
[1831]
GSM2529910
[1832]
GSM2529911
[1833]
GSM2529912
[1834]
GSM2529913
[1835]
GSM2529914
[1836]
GSM2529915
[1837]
GSM2529916
[1838]
GSM2529917
[1839]
GSM2529918
[1840]
GSM2529919
[1841]
GSM2529920
[1842]
GSM2529921
[1843]
GSM2529922
[1844]
GSM2529923
[1845]
GSM2529924
[1846]
GSM2529925
[1847]
GSM2529926
[1848]
GSM2529927
[1849]
GSM2529928
[1850]
GSM2529929
[1851]
GSM2529930
[1852]
GSM2529931
[1853]
GSM2529932
[1854]
GSM2529933
[1855]
GSM2529934
[1856]
GSM2529935
[1857]
GSM2529936
[1858]
GSM2529937
[1859]
GSM2529938
[1860]
GSM2529939
[1861]
GSM2529940
[1862]
GSM2529941
[1863]
GSM2529942
[1864]
GSM2529943
[1865]
GSM2529944
[1866]
GSM2529945
[1867]
GSM2529946
[1868]
GSM2529947
[1869]
GSM2529948
[1870]
GSM2529949
[1871]
GSM2529950
[1872]
GSM2529951
[1873]
GSM2529952
[1874]
GSM2529953
[1875]
GSM2529954
[1876]
GSM2529955
[1877]
GSM2529956
[1878]
GSM2529957
[1879]
GSM2529958
[1880]
GSM2529959
[1881]
GSM2529960
[1882]
GSM2529961
[1883]
GSM2529962
[1884]
GSM2529963
[1885]
GSM2529964
[1886]
GSM2529965
[1887]
GSM2529966
[1888]
GSM2529967
[1889]
GSM2529968
[1890]
GSM2529969
[1891]
GSM2529970
[1892]
GSM2529971
[1893]
GSM2529972
[1894]
GSM2529973
[1895]
GSM2529974
[1896]
GSM2529975
[1897]
GSM2529976
[1898]
GSM2529977
[1899]
GSM2529978
[1900]
GSM2529979
[1901]
GSM2529980
[1902]
GSM2529981
[1903]
GSM2529982
[1904]
GSM2529983
[1905]
GSM2529984
[1906]
GSM2529985
[1907]
GSM2529986
[1908]
GSM2529987
[1909]
GSM2529988
[1910]
GSM2529989
[1911]
GSM2529990
[1912]
GSM2529991
[1913]
GSM2529992
[1914]
GSM2529993
[1915]
GSM2529994
[1916]
GSM2529995
[1917]
GSM2529996
[1918]
GSM2529997
[1919]
GSM2529998
[1920]
GSM2529999
[1921]
GSM2530000
[1922]
GSM2530001
[1923]
GSM2530002
[1924]
GSM2530003
[1925]
GSM2530004
[1926]
GSM2530005
[1927]
GSM2530006
[1928]
GSM2530007
[1929]
GSM2530008
[1930]
GSM2530009
[1931]
GSM2530010
[1932]
GSM2530011
[1933]
GSM2530012
[1934]
GSM2530013
[1935]
GSM2530014
[1936]
GSM2530015
[1937]
GSM2530016
[1938]
GSM2530017
[1939]
GSM2530018
[1940]
GSM2530019
[1941]
GSM2530020
[1942]
GSM2530021
[1943]
GSM2530022
[1944]
GSM2530023
[1945]
GSM2530024
[1946]
GSM2530025
[1947]
GSM2530026
[1948]
GSM2530027
[1949]
GSM2530028
[1950]
GSM2530029
[1951]
GSM2530030
[1952]
GSM2530031
[1953]
GSM2530032
[1954]
GSM2530033
[1955]
GSM2530034
[1956]
GSM2530035
[1957]
GSM2530036
[1958]
GSM2530037
[1959]
GSM2530038
[1960]
GSM2530039
[1961]
GSM2530040
[1962]
GSM2530041
[1963]
GSM2530042
[1964]
GSM2530043
[1965]
GSM2530044
[1966]
GSM2530045
[1967]
GSM2530046
[1968]
GSM2530047
[1969]
GSM2530048
[1970]
GSM2530049
[1971]
GSM2530050
[1972]
GSM2530051
[1973]
GSM2530052
[1974]
GSM2530053
[1975]
GSM2530054
[1976]
GSM2530055
[1977]
GSM2530056
[1978]
GSM2530057
[1979]
GSM2530058
[1980]
GSM2530059
[1981]
GSM2530060
[1982]
GSM2530061
[1983]
GSM2530062
[1984]
GSM2530063
[1985]
GSM2530064
[1986]
GSM2530065
[1987]
GSM2530066
[1988]
GSM2530067
[1989]
GSM2530068
[1990]
GSM2530069
[1991]
GSM2530070
[1992]
GSM2530071
[1993]
GSM2530072
[1994]
GSM2530073
[1995]
GSM2530074
[1996]
GSM2530075
[1997]
GSM2530076
[1998]
GSM2530077
[1999]
GSM2530078
[2000]
GSM2530079
[2001]
GSM2530080
[2002]
GSM2530081
[2003]
GSM2530082
[2004]
GSM2530083
[2005]
GSM2530084
[2006]
GSM2530085
[2007]
GSM2530086
[2008]
GSM2530087
[2009]
GSM2530088
[2010]
GSM2530089
[2011]
GSM2530090
[2012]
GSM2530091
[2013]
GSM2530092
[2014]
GSM2530093
[2015]
GSM2530094
[2016]
GSM2530095
[2017]
GSM2530096
[2018]
GSM2530097
[2019]
GSM2530098
[2020]
GSM2530099
[2021]
GSM2530100
[2022]
GSM2530101
[2023]
GSM2530102
[2024]
GSM2530103
[2025]
GSM2530104
[2026]
GSM2530105
[2027]
GSM2530106
[2028]
GSM2530107
[2029]
GSM2530108
[2030]
GSM2530109
[2031]
GSM2530110
[2032]
GSM2530111
[2033]
GSM2530112
[2034]
GSM2530113
[2035]
GSM2530114
[2036]
GSM2530115
[2037]
GSM2530116
[2038]
GSM2530117
[2039]
GSM2530118
[2040]
GSM2530119
[2041]
GSM2530120
[2042]
GSM2530121
[2043]
GSM2530122
[2044]
GSM2530123
[2045]
GSM2530124
[2046]
GSM2530125
[2047]
GSM2530126
[2048]
GSM2530127
[2049]
GSM2530128
[2050]
GSM2530129
[2051]
GSM2530130
[2052]
GSM2530131
[2053]
GSM2530132
[2054]
GSM2530133
[2055]
GSM2530134
[2056]
GSM2530135
[2057]
GSM2530136
[2058]
GSM2530137
[2059]
GSM2530138
[2060]
GSM2530139
[2061]
GSM2530140
[2062]
GSM2530141
[2063]
GSM2530142
[2064]
GSM2530143
[2065]
GSM2530144
[2066]
GSM2530145
[2067]
GSM2530146
[2068]
GSM2530147
[2069]
GSM2530148
[2070]
GSM2530149
[2071]
GSM2530150
[2072]
GSM2530151
[2073]
GSM2530152
[2074]
GSM2530153
[2075]
GSM2530154
[2076]
GSM2530155
[2077]
GSM2530156
[2078]
GSM2530157
[2079]
GSM2530158
[2080]
GSM2530159
[2081]
GSM2530160
[2082]
GSM2530161
[2083]
GSM2530162
[2084]
GSM2530163
[2085]
GSM2530164
[2086]
GSM2530165
[2087]
GSM2530166
[2088]
GSM2530167
[2089]
GSM2530168
[2090]
GSM2530169
[2091]
GSM2530170
[2092]
GSM2530171
[2093]
GSM2530172
[2094]
GSM2530173
[2095]
GSM2530174
[2096]
GSM2530175
[2097]
GSM2530176
[2098]
GSM2530177
[2099]
GSM2530178
[2100]
GSM2530179
[2101]
GSM2530180
[2102]
GSM2530181
[2103]
GSM2530182
[2104]
GSM2530183
[2105]
GSM2530184
[2106]
GSM2530185
[2107]
GSM2530186
[2108]
GSM2530187
[2109]
GSM2530188
[2110]
GSM2530189
[2111]
GSM2530190
[2112]
GSM2530191
[2113]
GSM2530192
[2114]
GSM2530193
[2115]
GSM2530194
[2116]
GSM2530195
[2117]
GSM2530196
[2118]
GSM2530197
[2119]
GSM2530198
[2120]
GSM2530199
[2121]
GSM2530200
[2122]
GSM2530201
[2123]
GSM2530202
[2124]
GSM2530203
[2125]
GSM2530204
[2126]
GSM2530205
[2127]
GSM2530206
[2128]
GSM2530207
[2129]
GSM2530208
[2130]
GSM2530209
[2131]
GSM2530210
[2132]
GSM2530211
[2133]
GSM2530212
[2134]
GSM2530213
[2135]
GSM2530214
[2136]
GSM2530215
[2137]
GSM2530216
[2138]
GSM2530217
[2139]
GSM2530218
[2140]
GSM2530219
[2141]
GSM2530220
[2142]
GSM2530221
[2143]
GSM2530222
[2144]
GSM2530223
[2145]
GSM2530224
[2146]
GSM2530225
[2147]
GSM2530226
[2148]
GSM2530227
[2149]
GSM2530228
[2150]
GSM2530229
[2151]
GSM2530230
[2152]
GSM2530231
[2153]
GSM2530232
[2154]
GSM2530233
[2155]
GSM2530234
[2156]
GSM2530235
[2157]
GSM2530236
[2158]
GSM2530237
[2159]
GSM2530238
[2160]
GSM2530239
[2161]
GSM2530240
[2162]
GSM2530241
[2163]
GSM2530242
[2164]
GSM2530243
[2165]
GSM2530244
[2166]
GSM2530245
[2167]
GSM2530246
[2168]
GSM2530247
[2169]
GSM2530248
[2170]
GSM2530249
[2171]
GSM2530250
[2172]
GSM2530251
[2173]
GSM2530252
[2174]
GSM2530253
[2175]
GSM2530254
[2176]
GSM2530255
[2177]
GSM2530256
[2178]
GSM2530257
[2179]
GSM2530258
[2180]
GSM2530259
[2181]
GSM2530260
[2182]
GSM2530261
[2183]
GSM2530262
[2184]
GSM2530263
[2185]
GSM2530264
[2186]
GSM2530265
[2187]
GSM2530266
[2188]
GSM2530267
[2189]
GSM2530268
[2190]
GSM2530269
[2191]
GSM2530270
[2192]
GSM2530271
[2193]
GSM2530272
[2194]
GSM2530273
[2195]
GSM2530274
[2196]
GSM2530275
[2197]
GSM2530276
[2198]
GSM2530277
[2199]
GSM2530278
[2200]
GSM2530279
[2201]
GSM2530280
[2202]
GSM2530281
[2203]
GSM2530282
[2204]
GSM2530283
[2205]
GSM2530284
[2206]
GSM2530285
[2207]
GSM2530286
[2208]
GSM2530287
[2209]
GSM2530288
[2210]
GSM2530289
[2211]
GSM2530290
[2212]
GSM2530291
[2213]
GSM2530292
[2214]
GSM2530293
[2215]
GSM2530294
[2216]
GSM2530295
[2217]
GSM2530296
[2218]
GSM2530297
[2219]
GSM2530298
[2220]
GSM2530299
[2221]
GSM2530300
[2222]
GSM2530301
[2223]
GSM2530302
[2224]
GSM2530303
[2225]
GSM2530304
[2226]
GSM2530305
[2227]
GSM2530306
[2228]
GSM2530307
[2229]
GSM2530308
[2230]
GSM2530309
[2231]
GSM2530310
[2232]
GSM2530311
[2233]
GSM2530312
[2234]
GSM2530313
[2235]
GSM2530314
[2236]
GSM2530315
[2237]
GSM2530316
[2238]
GSM2530317
[2239]
GSM2530318
[2240]
GSM2530319
[2241]
GSM2530320
[2242]
GSM2530321
[2243]
GSM2530322
[2244]
GSM2530323
[2245]
GSM2530324
[2246]
GSM2530325
[2247]
GSM2530326
[2248]
GSM2530327
[2249]
GSM2530328
[2250]
GSM2530329
[2251]
GSM2530330
[2252]
GSM2530331
[2253]
GSM2530332
[2254]
GSM2530333
[2255]
GSM2530334
[2256]
GSM2530335
[2257]
GSM2530336
[2258]
GSM2530337
[2259]
GSM2530338
[2260]
GSM2530339
[2261]
GSM2530340
[2262]
GSM2530341
[2263]
GSM2530342
[2264]
GSM2530343
[2265]
GSM2530344
[2266]
GSM2530345
[2267]
GSM2530346
[2268]
GSM2530347
[2269]
GSM2530348
[2270]
GSM2530349
[2271]
GSM2530350
[2272]
GSM2530351
[2273]
GSM2530352
[2274]
GSM2530353
[2275]
GSM2530354
[2276]
GSM2530355
[2277]
GSM2530356
[2278]
GSM2530357
[2279]
GSM2530358
[2280]
GSM2530359
[2281]
GSM2530360
[2282]
GSM2530361
[2283]
GSM2530362
[2284]
GSM2530363
[2285]
GSM2530364
[2286]
GSM2530365
[2287]
GSM2530366
[2288]
GSM2530367
[2289]
GSM2530368
[2290]
GSM2530369
[2291]
GSM2530370
[2292]
GSM2530371
[2293]
GSM2530372
[2294]
GSM2530373
[2295]
GSM2530374
[2296]
GSM2530375
[2297]
GSM2530376
[2298]
GSM2530377
[2299]
GSM2530378
[2300]
GSM2530379
[2301]
GSM2530380
[2302]
GSM2530381
[2303]
GSM2530382
[2304]
GSM2530383
[2305]
GSM2530384
[2306]
GSM2530385
[2307]
GSM2530386
[2308]
GSM2530387
[2309]
GSM2530388
[2310]
GSM2530389
[2311]
GSM2530390
[2312]
GSM2530391
[2313]
GSM2530392
[2314]
GSM2530393
[2315]
GSM2530394
[2316]
GSM2530395
[2317]
GSM2530396
[2318]
GSM2530397
[2319]
GSM2530398
[2320]
GSM2530399
[2321]
GSM2530400
[2322]
GSM2530401
[2323]
GSM2530402
[2324]
GSM2530403
[2325]
GSM2530404
[2326]
GSM2530405
[2327]
GSM2530406
[2328]
GSM2530407
[2329]
GSM2530408
[2330]
GSM2530409
[2331]
GSM2530410
[2332]
GSM2530411
[2333]
GSM2530412
[2334]
GSM2530413
[2335]
GSM2530414
[2336]
GSM2530415
[2337]
GSM2530416
[2338]
GSM2530417
[2339]
GSM2530418
[2340]
GSM2530419
[2341]
GSM2530420
[2342]
GSM2530421
[2343]
GSM2530422
[2344]
GSM2530423
[2345]
GSM2530424
[2346]
GSM2530425
[2347]
GSM2530426
[2348]
GSM2530427
[2349]
GSM2530428
[2350]
GSM2530429
[2351]
GSM2530430
[2352]
GSM2530431
[2353]
GSM2530432
[2354]
GSM2530433
[2355]
GSM2530434
[2356]
GSM2530435
[2357]
GSM2530436
[2358]
GSM2530437
[2359]
GSM2530438
[2360]
GSM2530439
[2361]
GSM2530440
[2362]
GSM2530441
[2363]
GSM2530442
[2364]
GSM2530443
[2365]
GSM2530444
[2366]
GSM2530445
[2367]
GSM2530446
[2368]
GSM2530447
[2369]
GSM2530448
[2370]
GSM2530449
[2371]
GSM2530450
[2372]
GSM2530451
[2373]
GSM2530452
[2374]
GSM2530453
[2375]
GSM2530454
[2376]
GSM2530455
[2377]
GSM2530456
[2378]
GSM2530457
[2379]
GSM2530458
[2380]
GSM2530459
[2381]
GSM2530460
[2382]
GSM2530461
[2383]
GSM2530462
[2384]
GSM2530463
[2385]
GSM2530464
[2386]
GSM2530465
[2387]
GSM2530466
[2388]
GSM2530467
[2389]
GSM2530468
[2390]
GSM2530469
[2391]
GSM2530470
[2392]
GSM2530471
[2393]
GSM2530472
[2394]
GSM2530473
[2395]
GSM2530474
[2396]
GSM2530475
[2397]
GSM2530476
[2398]
GSM2530477
[2399]
GSM2530478
[2400]
GSM2530479
[2401]
GSM2530480
[2402]
GSM2530481
[2403]
GSM2530482
[2404]
GSM2530483
[2405]
GSM2530484
[2406]
GSM2530485
[2407]
GSM2530486
[2408]
GSM2530487
[2409]
GSM2530488
[2410]
GSM2530489
[2411]
GSM2530490
[2412]
GSM2530491
[2413]
GSM2530492
[2414]
GSM2530493
[2415]
GSM2530494
[2416]
GSM2530495
[2417]
GSM2530496
[2418]
GSM2530497
[2419]
GSM2530498
[2420]
GSM2530499
[2421]
GSM2530500
[2422]
GSM2530501
[2423]
GSM2530502
[2424]
GSM2530503
[2425]
GSM2530504
[2426]
GSM2530505
[2427]
GSM2530506
[2428]
GSM2530507
[2429]
GSM2530508
[2430]
GSM2530509
[2431]
GSM2530510
[2432]
GSM2530511
[2433]
GSM2530512
[2434]
GSM2530513
[2435]
GSM2530514
[2436]
GSM2530515
[2437]
GSM2530516
[2438]
GSM2530517
[2439]
GSM2530518
[2440]
GSM2530519
[2441]
GSM2530520
[2442]
GSM2530521
[2443]
GSM2530522
[2444]
GSM2530523
[2445]
GSM2530524
[2446]
GSM2530525
[2447]
GSM2530526
[2448]
GSM2530527
[2449]
GSM2530528
[2450]
GSM2530529
[2451]
GSM2530530
[2452]
GSM2530531
[2453]
GSM2530532
[2454]
GSM2530533
[2455]
GSM2530534
[2456]
GSM2530535
[2457]
GSM2530536
[2458]
GSM2530537
[2459]
GSM2530538
[2460]
GSM2530539
[2461]
GSM2530540
[2462]
GSM2530541
[2463]
GSM2530542
[2464]
GSM2530543
[2465]
GSM2530544
[2466]
GSM2530545
[2467]
GSM2530546
[2468]
GSM2530547
[2469]
GSM2530548
[2470]
GSM2530549
[2471]
GSM2530550
[2472]
GSM2530551
[2473]
GSM2530552
[2474]
GSM2530553
[2475]
GSM2530554
[2476]
GSM2530555
[2477]
GSM2530556
[2478]
GSM2530557
[2479]
GSM2530558
[2480]
GSM2530559
[2481]
GSM2530560
[2482]
GSM2530561
[2483]
GSM2530562
[2484]
GSM2530563
[2485]
GSM2530564
[2486]
GSM2530565
[2487]
GSM2530566
[2488]
GSM2530567
[2489]
GSM2530568
[2490]
GSM2530569
[2491]
GSM2530570
[2492]
GSM2530571
[2493]
GSM2530572
[2494]
GSM2530573
[2495]
GSM2530574
[2496]
GSM2530575
[2497]
GSM2530576
[2498]
GSM2530577
[2499]
GSM2530578
[2500]
GSM2530579
[2501]
GSM2530580
[2502]
GSM2530581
[2503]
GSM2530582
[2504]
GSM2530583
[2505]
GSM2530584
[2506]
GSM2530585
[2507]
GSM2530586
[2508]
GSM2530587
[2509]
GSM2530588
[2510]
GSM2530589
[2511]
GSM2530590
[2512]
GSM2530591
[2513]
GSM2530592
[2514]
GSM2530593
[2515]
GSM2530594
[2516]
GSM2530595
[2517]
GSM2530596
[2518]
GSM2530597
[2519]
GSM2530598
[2520]
GSM2530599
[2521]
GSM2530600
[2522]
GSM2530601
[2523]
GSM2530602
[2524]
GSM2530603
[2525]
GSM2530604
[2526]
GSM2530605
[2527]
GSM2530606
[2528]
GSM2530607
[2529]
GSM2530608
[2530]
GSM2530609
[2531]
GSM2530610
[2532]
GSM2530611
[2533]
GSM2530612
[2534]
GSM2530613
[2535]
GSM2530614
[2536]
GSM2530615
[2537]
GSM2530616
[2538]
GSM2530617
[2539]
GSM2530618
[2540]
GSM2530619
[2541]
GSM2530620
[2542]
GSM2530621
[2543]
GSM2530622
[2544]
GSM2530623
[2545]
GSM2530624
[2546]
GSM2530625
[2547]
GSM2530626
[2548]
GSM2530627
[2549]
GSM2530628
[2550]
GSM2530629
[2551]
GSM2530630
[2552]
GSM2530631
[2553]
GSM2530632
[2554]
GSM2530633
[2555]
GSM2530634
[2556]
GSM2530635
[2557]
GSM2530636
[2558]
GSM2530637
[2559]
GSM2530638
[2560]
GSM2530639
[2561]
GSM2530640
[2562]
GSM2530641
[2563]
GSM2530642
[2564]
GSM2530643
[2565]
GSM2530644
[2566]
GSM2530645
[2567]
GSM2530646
[2568]
GSM2530647
[2569]
GSM2530648
[2570]
GSM2530649
[2571]
GSM2530650
[2572]
GSM2530651
[2573]
GSM2530652
[2574]
GSM2530653
[2575]
GSM2530654
[2576]
GSM2530655
[2577]
GSM2530656
[2578]
GSM2530657
[2579]
GSM2530658
[2580]
GSM2530659
[2581]
GSM2530660
[2582]
GSM2530661
[2583]
GSM2530662
[2584]
GSM2530663
[2585]
GSM2530664
[2586]
GSM2530665
[2587]
GSM2530666
[2588]
GSM2530667
[2589]
GSM2530668
[2590]
GSM2530669
[2591]
GSM2530670
[2592]
GSM2530671
[2593]
GSM2530672
[2594]
GSM2530673
[2595]
GSM2530674
[2596]
GSM2530675
[2597]
GSM2530676
[2598]
GSM2530677
[2599]
GSM2530678
[2600]
GSM2530679
[2601]
GSM2530680
[2602]
GSM2530681
[2603]
GSM2530682
[2604]
GSM2530683
[2605]
GSM2530684
[2606]
GSM2530685
[2607]
GSM2530686
[2608]
GSM2530687
[2609]
GSM2530688
[2610]
GSM2530689
[2611]
GSM2530690
[2612]
GSM2530691
[2613]
GSM2530692
[2614]
GSM2530693
[2615]
GSM2530694
[2616]
GSM2530695
[2617]
GSM2530696
[2618]
GSM2530697
[2619]
GSM2530698
[2620]
GSM2530699
[2621]
GSM2530700
[2622]
GSM2530701
[2623]
GSM2530702
[2624]
GSM2530703
[2625]
GSM2530704
[2626]
GSM2530705
[2627]
GSM2530706
[2628]
GSM2530707
[2629]
GSM2530708
[2630]
GSM2530709
[2631]
GSM2530710
[2632]
GSM2530711
[2633]
GSM2530712
[2634]
GSM2530713
[2635]
GSM2530714
[2636]
GSM2530715
[2637]
GSM2530716
[2638]
GSM2530717
[2639]
GSM2530718
[2640]
GSM2530719
[2641]
GSM2530720
[2642]
GSM2530721
[2643]
GSM2530722
[2644]
GSM2530723
[2645]
GSM2530724
[2646]
GSM2530725
[2647]
GSM2530726
[2648]
GSM2530727
[2649]
GSM2530728
[2650]
GSM2530729
[2651]
GSM2530730
[2652]
GSM2530731
[2653]
GSM2530732
[2654]
GSM2530733
[2655]
GSM2530734
[2656]
GSM2530735
[2657]
GSM2530736
[2658]
GSM2530737
[2659]
GSM2530738
[2660]
GSM2530739
[2661]
GSM2530740
[2662]
GSM2530741
[2663]
GSM2530742
[2664]
GSM2530743
[2665]
GSM2530744
[2666]
GSM2530745
[2667]
GSM2530746
[2668]
GSM2530747
[2669]
GSM2530748
[2670]
GSM2530749
[2671]
GSM2530750
[2672]
GSM2530751
[2673]
GSM2530752
[2674]
GSM2530753
[2675]
GSM2530754
[2676]
GSM2530755
[2677]
GSM2530756
[2678]
GSM2530757
[2679]
GSM2530758
[2680]
GSM2530759
[2681]
GSM2530760
[2682]
GSM2530761
[2683]
GSM2530762
[2684]
GSM2530763
[2685]
GSM2530764
[2686]
GSM2530765
[2687]
GSM2530766
[2688]
GSM2530767
[2689]
GSM2530768
[2690]
GSM2530769
[2691]
GSM2530770
[2692]
GSM2530771
[2693]
GSM2530772
[2694]
GSM2530773
[2695]
GSM2530774
[2696]
GSM2530775
[2697]
GSM2530776
[2698]
GSM2530777
[2699]
GSM2530778
[2700]
GSM2530779
[2701]
GSM2530780
[2702]
GSM2530781
[2703]
GSM2530782
[2704]
GSM2530783
[2705]
GSM2530784
[2706]
GSM2530785
[2707]
GSM2530786
[2708]
GSM2530787
[2709]
GSM2530788
[2710]
GSM2530789
[2711]
GSM2530790
[2712]
GSM2530791
[2713]
GSM2530792
[2714]
GSM2530793
[2715]
GSM2530794
[2716]
GSM2530795
[2717]
GSM2530796
[2718]
GSM2530797
[2719]
GSM2530798
[2720]
GSM2530799
[2721]
GSM2530800
[2722]
GSM2530801
[2723]
GSM2530802
[2724]
GSM2530803
[2725]
GSM2530804
[2726]
GSM2530805
[2727]
GSM2530806
[2728]
GSM2530807
[2729]
GSM2530808
[2730]
GSM2530809
[2731]
GSM2530810
[2732]
GSM2530811
[2733]
GSM2530812
[2734]
GSM2530813
[2735]
GSM2530814
[2736]
GSM2530815
[2737]
GSM2530816
[2738]
GSM2530817
[2739]
GSM2530818
[2740]
GSM2530819
[2741]
GSM2530820
[2742]
GSM2530821
[2743]
GSM2530822
[2744]
GSM2530823
[2745]
GSM2530824
[2746]
GSM2530825
[2747]
GSM2530826
[2748]
GSM2530827
[2749]
GSM2530828
[2750]
GSM2530829
[2751]
GSM2530830
[2752]
GSM2530831
[2753]
GSM2530832
[2754]
GSM2530833
[2755]
GSM2530834
[2756]
GSM2530835
[2757]
GSM2530836
[2758]
GSM2530837
[2759]
GSM2530838
[2760]
GSM2530839
[2761]
GSM2530840
[2762]
GSM2530841
[2763]
GSM2530842
[2764]
GSM2530843
[2765]
GSM2530844
[2766]
GSM2530845
[2767]
GSM2530846
[2768]
GSM2530847
[2769]
GSM2530848
[2770]
GSM2530849
[2771]
GSM2530850
[2772]
GSM2530851
[2773]
GSM2530852
[2774]
GSM2530853
[2775]
GSM2530854
[2776]
GSM2530855
[2777]
GSM2530856
[2778]
GSM2530857
[2779]
GSM2530858
[2780]
GSM2530859
[2781]
GSM2530860
[2782]
GSM2530861
[2783]
GSM2530862
[2784]
GSM2530863
[2785]
GSM2530864
[2786]
GSM2530865
[2787]
GSM2530866
[2788]
GSM2530867
[2789]
GSM2530868
[2790]
GSM2530869
[2791]
GSM2530870
[2792]
GSM2530871
[2793]
GSM2530872
[2794]
GSM2530873
[2795]
GSM2530874
[2796]
GSM2530875
[2797]
GSM2530876
[2798]
GSM2530877
[2799]
GSM2530878
[2800]
GSM2530879
[2801]
GSM2530880
[2802]
GSM2530881
[2803]
GSM2530882
[2804]
GSM2530883
[2805]
GSM2530884
[2806]
GSM2530885
[2807]
GSM2530886
[2808]
GSM2530887
[2809]
GSM2530888
[2810]
GSM2530889
[2811]
GSM2530890
[2812]
GSM2530891
[2813]
GSM2530892
[2814]
GSM2530893
[2815]
GSM2530894
[2816]
GSM2530895
[2817]
GSM2530896
[2818]
GSM2530897
[2819]
GSM2530898
[2820]
GSM2530899
[2821]
GSM2530900
[2822]
GSM2530901
[2823]
GSM2530902
[2824]
GSM2530903
[2825]
GSM2530904
[2826]
GSM2530905
[2827]
GSM2530906
[2828]
GSM2530907
[2829]
GSM2530908
[2830]
GSM2530909
[2831]
GSM2530910
[2832]
GSM2530911
[2833]
GSM2530912
[2834]
GSM2530913
[2835]
GSM2530914
[2836]
GSM2530915
[2837]
GSM2530916
[2838]
GSM2530917
[2839]
GSM2530918
[2840]
GSM2530919
[2841]
GSM2530920
[2842]
GSM2530921
[2843]
GSM2530922
[2844]
GSM2530923
[2845]
GSM2530924
[2846]
GSM2530925
[2847]
GSM2530926
[2848]
GSM2530927
[2849]
GSM2530928
[2850]
GSM2530929
[2851]
GSM2530930
[2852]
GSM2530931
[2853]
GSM2530932
[2854]
GSM2530933
[2855]
GSM2530934
[2856]
GSM2530935
[2857]
GSM2530936
[2858]
GSM2530937
[2859]
GSM2530938
[2860]
GSM2530939
[2861]
GSM2530940
[2862]
GSM2530941
[2863]
GSM2530942
[2864]
GSM2530943
[2865]
GSM2530944
[2866]
GSM2530945
[2867]
GSM2530946
[2868]
GSM2530947
[2869]
GSM2530948
[2870]
GSM2530949
[2871]
GSM2530950
[2872]
GSM2530951
[2873]
GSM2530952
[2874]
GSM2530953
[2875]
GSM2530954
[2876]
GSM2530955
[2877]
GSM2530956
[2878]
GSM2530957
[2879]
GSM2530958
[2880]
GSM2530959
[2881]
GSM2530960
[2882]
GSM2530961
[2883]
GSM2530962
[2884]
GSM2530963
[2885]
GSM2530964
[2886]
GSM2530965
[2887]
GSM2530966
[2888]
GSM2530967
[2889]
GSM2530968
[2890]
GSM2530969
[2891]
GSM2530970
[2892]
GSM2530971
[2893]
GSM2530972
[2894]
GSM2530973
[2895]
GSM2530974
[2896]
GSM2530975
[2897]
GSM2530976
[2898]
GSM2530977
[2899]
GSM2530978
[2900]
GSM2530979
[2901]
GSM2530980
[2902]
GSM2530981
[2903]
GSM2530982
[2904]
GSM2530983
[2905]
GSM2530984
[2906]
GSM2530985
[2907]
GSM2530986
[2908]
GSM2530987
[2909]
GSM2530988
[2910]
GSM2530989
[2911]
GSM2530990
[2912]
GSM2530991
[2913]
GSM2530992
[2914]
GSM2530993
[2915]
GSM2530994
[2916]
GSM2530995
[2917]
GSM2530996
[2918]
GSM2530997
[2919]
GSM2530998
[2920]
GSM2530999
[2921]
GSM2531000
[2922]
GSM2531001
[2923]
GSM2531002
[2924]
GSM2531003
[2925]
GSM2531004
[2926]
GSM2531005
[2927]
GSM2531006
[2928]
GSM2531007
[2929]
GSM2531008
[2930]
GSM2531009
[2931]
GSM2531010
[2932]
GSM2531011
[2933]
GSM2531012
[2934]
GSM2531013
[2935]
GSM2531014
[2936]
GSM2531015
[2937]
GSM2531016
[2938]
GSM2531017
[2939]
GSM2531018
[2940]
GSM2531019
[2941]
GSM2531020
[2942]
GSM2531021
[2943]
GSM2531022
[2944]
GSM2531023
[2945]
GSM2531024
[2946]
GSM2531025
[2947]
GSM2531026
[2948]
GSM2531027
[2949]
GSM2531028
[2950]
GSM2531029
[2951]
GSM2531030
[2952]
GSM2531031
[2953]
GSM2531032
[2954]
GSM2531033
[2955]
GSM2531034
[2956]
GSM2531035
[2957]
GSM2531036
[2958]
GSM2531037
[2959]
GSM2531038
[2960]
GSM2531039
[2961]
GSM2531040
[2962]
GSM2531041
[2963]
GSM2531042
[2964]
GSM2531043
[2965]
GSM2531044
[2966]
GSM2531045
[2967]
GSM2531046
[2968]
GSM2531047
[2969]
GSM2531048
[2970]
GSM2531049
[2971]
GSM2531050
[2972]
GSM2531051
[2973]
GSM2531052
[2974]
GSM2531053
[2975]
GSM2531054
[2976]
GSM2531055
[2977]
GSM2531056
[2978]
GSM2531057
[2979]
GSM2531058
[2980]
GSM2531059
[2981]
GSM2531060
[2982]
GSM2531061
[2983]
GSM2531062
[2984]
GSM2531063
[2985]
GSM2531064
[2986]
GSM2531065
[2987]
GSM2531066
[2988]
GSM2531067
[2989]
GSM2531068
[2990]
GSM2531069
[2991]
GSM2531070
[2992]
GSM2531071
[2993]
GSM2531072
[2994]
GSM2531073
[2995]
GSM2531074
[2996]
GSM2531075
[2997]
GSM2531076
[2998]
GSM2531077
[2999]
GSM2531078
[3000]
GSM2531079
[3001]
GSM2531080
[3002]
GSM2531081
[3003]
GSM2531082
[3004]
GSM2531083
[3005]
GSM2531084
[3006]
GSM2531085
[3007]
GSM2531086
[3008]
GSM2531087
[3009]
GSM2531088
[3010]
GSM2531089
[3011]
GSM2531090
[3012]
GSM2531091
[3013]
GSM2531092
[3014]
GSM2531093
[3015]
GSM2531094
[3016]
GSM2531095
[3017]
GSM2531096
[3018]
GSM2531097
[3019]
GSM2531098
[3020]
GSM2531099
[3021]
GSM2531100
[3022]
GSM2531101
[3023]
GSM2531102
[3024]
GSM2531103
[3025]
GSM2531104
[3026]
GSM2531105
[3027]
GSM2531106
[3028]
GSM2531107
[3029]
GSM2531108
[3030]
GSM2531109
[3031]
GSM2531110
[3032]
GSM2531111
[3033]
GSM2531112
[3034]
GSM2531113
[3035]
GSM2531114
[3036]
GSM2531115
[3037]
GSM2531116
[3038]
GSM2531117
[3039]
GSM2531118
[3040]
GSM2531119
[3041]
GSM2531120
[3042]
GSM2531121
[3043]
GSM2531122
[3044]
GSM2531123
[3045]
GSM2531124
[3046]
GSM2531125
[3047]
GSM2531126
[3048]
GSM2531127
[3049]
GSM2531128
[3050]
GSM2531129
[3051]
GSM2531130
[3052]
GSM2531131
[3053]
GSM2531132
[3054]
GSM2531133
[3055]
GSM2531134
[3056]
GSM2531135
[3057]
GSM2531136
[3058]
GSM2531137
[3059]
GSM2531138
[3060]
GSM2531139
[3061]
GSM2531140
[3062]
GSM2531141
[3063]
GSM2531142
[3064]
GSM2531143
[3065]
GSM2531144
[3066]
GSM2531145
[3067]
GSM2531146
[3068]
GSM2531147
[3069]
GSM2531148
[3070]
GSM2531149
[3071]
GSM2531150
[3072]
GSM2531151
[3073]
GSM2531152
[3074]
GSM2531153
[3075]
GSM2531154
[3076]
GSM2531155
[3077]
GSM2531156
[3078]
GSM2531157
[3079]
GSM2531158
[3080]
GSM2531159
[3081]
GSM2531160
[3082]
GSM2531161
[3083]
GSM2531162
[3084]
GSM2531163
[3085]
GSM2531164
[3086]
GSM2531165
[3087]
GSM2531166
[3088]
GSM2531167
[3089]
GSM2531168
[3090]
GSM2531169
[3091]
GSM2531170
[3092]
GSM2531171
[3093]
GSM2531172
[3094]
GSM2531173
[3095]
GSM2531174
[3096]
GSM2531175
[3097]
GSM2531176
[3098]
GSM2531177
[3099]
GSM2531178
[3100]
GSM2531179
[3101]
GSM2531180
[3102]
GSM2531181
[3103]
GSM2531182
[3104]
GSM2531183
[3105]
GSM2531184
[3106]
GSM2531185
[3107]
GSM2531186
[3108]
GSM2531187
[3109]
GSM2531188
[3110]
GSM2531189
[3111]
GSM2531190
[3112]
GSM2531191
[3113]
GSM2531192
[3114]
GSM2531193
[3115]
GSM2531194
[3116]
GSM2531195
[3117]
GSM2531196
[3118]
GSM2531197
[3119]
GSM2531198
[3120]
GSM2531199
[3121]
GSM2531200
[3122]
GSM2531201
[3123]
GSM2531202
[3124]
GSM2531203
[3125]
GSM2531204
[3126]
GSM2531205
[3127]
GSM2531206
[3128]
GSM2531207
[3129]
GSM2531208
[3130]
GSM2531209
[3131]
GSM2531210
[3132]
GSM2531211
[3133]
GSM2531212
[3134]
GSM2531213
[3135]
GSM2531214
[3136]
GSM2531215
[3137]
GSM2531216
[3138]
GSM2531217
[3139]
GSM2531218
[3140]
GSM2531219
[3141]
GSM2531220
[3142]
GSM2531221
[3143]
GSM2531222
[3144]
GSM2531223
[3145]
GSM2531224
[3146]
GSM2531225
[3147]
GSM2531226
[3148]
GSM2531227
[3149]
GSM2531228
[3150]
GSM2531229
[3151]
GSM2531230
[3152]
GSM2531231
[3153]
GSM2531232
[3154]
GSM2531233
[3155]
GSM2531234
[3156]
GSM2531235
[3157]
GSM2531236
[3158]
GSM2531237
[3159]
GSM2531238
[3160]
GSM2531239
[3161]
GSM2531240
[3162]
GSM2531241
[3163]
GSM2531242
[3164]
GSM2531243
[3165]
GSM2531244
[3166]
GSM2531245
[3167]
GSM2531246
[3168]
GSM2531247
[3169]
GSM2531248
[3170]
GSM2531249
[3171]
GSM2531250
[3172]
GSM2531251
[3173]
GSM2531252
[3174]
GSM2531253
[3175]
GSM2531254
[3176]
GSM2531255
[3177]
GSM2531256
[3178]
GSM2531257
[3179]
GSM2531258
[3180]
GSM2531259
[3181]
GSM2531260
[3182]
GSM2531261
[3183]
GSM2531262
[3184]
GSM2531263
[3185]
GSM2531264
[3186]
GSM2531265
[3187]
GSM2531266
[3188]
GSM2531267
[3189]
GSM2531268
[3190]
GSM2531269
[3191]
GSM2531270
[3192]
GSM2531271
[3193]
GSM2531272
[3194]
GSM2531273
[3195]
GSM2531274
[3196]
GSM2531275
[3197]
GSM2531276
[3198]
GSM2531277
[3199]
GSM2531278
[3200]
GSM2531279
[3201]
GSM2531280
[3202]
GSM2531281
[3203]
GSM2531282
[3204]
GSM2531283
[3205]
GSM2531284
[3206]
GSM2531285
[3207]
GSM2531286
[3208]
GSM2531287
[3209]
GSM2531288
[3210]
GSM2531289
[3211]
GSM2531290
[3212]
GSM2531291
[3213]
GSM2531292
[3214]
GSM2531293
[3215]
GSM2531294
[3216]
GSM2531295
[3217]
GSM2531296
[3218]
GSM2531297
[3219]
GSM2531298
[3220]
GSM2531299
[3221]
GSM2531300
[3222]
GSM2531301
[3223]
GSM2531302
[3224]
GSM2531303
[3225]
GSM2531304
[3226]
GSM2531305
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Homo sapiens
title
Clinical Value of RNA Sequencing–Based Classifiers for Prediction of the Five Conventional Breast Cancer Biomarkers: A Report From the Population-Based Multicenter Sweden Cancerome Analysis Network—Breast Initiative [cohort 3273]
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2026-11-01T15:39:55Z
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[5]
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[7]
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The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21].
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[0]
The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/).
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The paper names GSE20685, GSE1456, GSE16446, GSE20711, GSE58812, GSE96058, GSE176068, GSE176078 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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yzed using the CIBERSORT method. Analysis of single-cell RNA-seq data The Seurat R package (version 4.3.0) wa
[1]
t R package (version 4.3.0) was used for the single-cell RNA-seq data. First, we determined the distribution
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he CIBERSORT method. Analysis of single-cell RNA-seq data The Seurat R package (version 4.3.0) wa
[1]
(version 4.3.0) was used for the single-cell RNA-seq data. First, we determined the distribution
[2]
from 24 BC patients with corresponding bulk RNA-seq data at a 0.3 resolution. The UMAP method, a
[3]
more detailed cell annotation. Matched bulk RNA-seq data were used to obtain the risk score for
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paper_text_order:3874
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The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21].
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Complete file 
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39170352", "kind": "science-record", "revision": 4, "content_hash": "sha256:2a306357d2692dbd1a61463e3f8ce3ed32901ff48e3e936b4b15b69487155aee", "created_at": "2026-11-01T20:29:17Z", "updated_at": "2026-11-01T22:55:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Construction and validation of a ubiquitination-related prognostic risk score signature in breast cancer.", "doi": "10.1016/j.heliyon.2024.e35553", "pmid": "39170352", "authors": ["Kexin Feng", "Xin He", "Ling Qin", "Zihuan Ma", "Siyao Liu", "Ziqi Jia", "Fei Ren", "Heng Cao", "Jiang Wu", "Dongxu Ma", "Xiang Wang", "Zeyu Xing"], "journal": "Heliyon", "year": 2024, "abstract": "Background: Breast cancer (BC) is a highly common form of cancer that occurs in many parts of the world. However, early -stage BC is curable. Many patients with BC have poor prognostic outcomes owing to ineffective diagnostic and therapeutic tools. The ubiquitination system and associated proteins were found influencing the outcome of individuals with cancer. Therefore, developing a biomarker associated with ubiquitination genes to forecast BC patient outcomes is a feasible strategy.\nObjective: The primary goal of this work was to develop a novel risk score signature capable of accurately estimate the future outcome of patients with BC by targeting ubiquitinated genes.\nMethods: Univariate Cox regression analysis was conducted utilizing the E1, E2, and E3 ubiquitination-related genes in the GSE20685 dataset. Genes with p < 0.01 were screened again using the Non-negative Matrix Factorization (NMF) algorithm, and the resulting hub genes were composed of a risk score signature. Patients were categorized into two risk groups, and the predictive effect was tested using Kaplan-Meier (KM) and Receiver Operating Characteristic (ROC) curves. This risk score signature was later validated using multiple external datasets, namely TCGA-BRAC, GSE1456, GSE16446, GSE20711, GSE58812 and GSE96058. Immuno-microenvironmental, single-cell, and microbial analyses were also performed.\nResults: The selected gene signature comprising six ubiquitination-related genes (ATG5, FBXL20, DTX4, BIRC3, TRIM45, and WDR78) showed good prognostic power in patients with BC. It was validated using multiple externally validated datasets, with KM curves showing significant differences in survival (p < 0.05). The KM curves also demonstrated superior predictive ability compared to traditional clinical indicators. Single-cell analysis revealed that Vd2 gd T cells were less abundantin the low-risk group, whereas patients in the high-risk group lacked myeloid dendritic cells. Tumor microbiological analysis revealed a notable variation in microorganism diversity between the high- and low-risk groups.\nConclusion: This study established an risk score signature consisting of six ubiquitination genes, that can accurately forecast the outcome of patients with BC using multiple datasets. It can provide personalized and targeted assistance to provide the evaluation and therapy of individuals having BC.", "claims": [{"id": "claim-method", "statement": "The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39170352", "locator": "sections[10] \"Statistical methods\" paragraph 2", "quote": "The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. 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"GSM2528576", "GSM2528577", "GSM2528578", "GSM2528579", "GSM2528580", "GSM2528581", "GSM2528582", "GSM2528583", "GSM2528584", "GSM2528585", "GSM2528586", "GSM2528587", "GSM2528588", "GSM2528589", "GSM2528590", "GSM2528591", "GSM2528592", "GSM2528593", "GSM2528594", "GSM2528595", "GSM2528596", "GSM2528597", "GSM2528598", "GSM2528599", "GSM2528600", "GSM2528601", "GSM2528602", "GSM2528603", "GSM2528604", "GSM2528605", "GSM2528606", "GSM2528607", "GSM2528608", "GSM2528609", "GSM2528610", "GSM2528611", "GSM2528612", "GSM2528613", "GSM2528614", "GSM2528615", "GSM2528616", "GSM2528617", "GSM2528618", "GSM2528619", "GSM2528620", "GSM2528621", "GSM2528622", "GSM2528623", "GSM2528624", "GSM2528625", "GSM2528626", "GSM2528627", "GSM2528628", "GSM2528629", "GSM2528630", "GSM2528631", "GSM2528632", "GSM2528633", "GSM2528634", "GSM2528635", "GSM2528636", "GSM2528637", "GSM2528638", "GSM2528639", "GSM2528640", "GSM2528641", "GSM2528642", "GSM2528643", "GSM2528644", "GSM2528645", "GSM2528646", "GSM2528647", "GSM2528648", "GSM2528649", "GSM2528650", "GSM2528651", "GSM2528652", "GSM2528653", "GSM2528654", "GSM2528655", "GSM2528656", "GSM2528657", "GSM2528658", "GSM2528659", "GSM2528660", "GSM2528661", "GSM2528662", "GSM2528663", "GSM2528664", "GSM2528665", "GSM2528666", "GSM2528667", "GSM2528668", "GSM2528669", "GSM2528670", "GSM2528671", "GSM2528672", "GSM2528673", "GSM2528674", "GSM2528675", "GSM2528676", "GSM2528677", "GSM2528678", "GSM2528679", "GSM2528680", "GSM2528681", "GSM2528682", "GSM2528683", "GSM2528684", "GSM2528685", "GSM2528686", "GSM2528687", "GSM2528688", "GSM2528689", "GSM2528690", "GSM2528691", "GSM2528692", "GSM2528693", "GSM2528694", "GSM2528695", "GSM2528696", "GSM2528697", "GSM2528698", "GSM2528699", "GSM2528700", "GSM2528701", "GSM2528702", "GSM2528703", "GSM2528704", "GSM2528705", "GSM2528706", "GSM2528707", "GSM2528708", "GSM2528709", "GSM2528710", "GSM2528711", "GSM2528712", "GSM2528713", "GSM2528714", "GSM2528715", "GSM2528716", "GSM2528717", "GSM2528718", "GSM2528719", "GSM2528720", "GSM2528721", "GSM2528722", "GSM2528723", "GSM2528724", "GSM2528725", "GSM2528726", "GSM2528727", "GSM2528728", "GSM2528729", "GSM2528730", "GSM2528731", "GSM2528732", "GSM2528733", "GSM2528734", "GSM2528735", "GSM2528736", "GSM2528737", "GSM2528738", "GSM2528739", "GSM2528740", "GSM2528741", "GSM2528742", "GSM2528743", "GSM2528744", "GSM2528745", "GSM2528746", "GSM2528747", "GSM2528748", "GSM2528749", "GSM2528750", "GSM2528751", "GSM2528752", "GSM2528753", "GSM2528754", "GSM2528755", "GSM2528756", "GSM2528757", "GSM2528758", "GSM2528759", "GSM2528760", "GSM2528761", "GSM2528762", "GSM2528763", "GSM2528764", "GSM2528765", "GSM2528766", "GSM2528767", "GSM2528768", "GSM2528769", "GSM2528770", "GSM2528771", "GSM2528772", "GSM2528773", "GSM2528774", "GSM2528775", "GSM2528776", "GSM2528777", "GSM2528778", "GSM2528779", "GSM2528780", "GSM2528781", "GSM2528782", "GSM2528783", "GSM2528784", "GSM2528785", "GSM2528786", "GSM2528787", "GSM2528788", "GSM2528789", "GSM2528790", "GSM2528791", "GSM2528792", "GSM2528793", "GSM2528794", "GSM2528795", "GSM2528796", "GSM2528797", "GSM2528798", "GSM2528799", "GSM2528800", "GSM2528801", "GSM2528802", "GSM2528803", "GSM2528804", "GSM2528805", "GSM2528806", "GSM2528807", "GSM2528808", "GSM2528809", "GSM2528810", "GSM2528811", "GSM2528812", "GSM2528813", "GSM2528814", "GSM2528815", "GSM2528816", "GSM2528817", "GSM2528818", "GSM2528819", "GSM2528820", "GSM2528821", "GSM2528822", "GSM2528823", "GSM2528824", "GSM2528825", "GSM2528826", "GSM2528827", "GSM2528828", "GSM2528829", "GSM2528830", "GSM2528831", "GSM2528832", "GSM2528833", "GSM2528834", "GSM2528835", "GSM2528836", "GSM2528837", "GSM2528838", "GSM2528839", "GSM2528840", "GSM2528841", "GSM2528842", "GSM2528843", "GSM2528844", "GSM2528845", "GSM2528846", "GSM2528847", "GSM2528848", "GSM2528849", "GSM2528850", "GSM2528851", "GSM2528852", "GSM2528853", "GSM2528854", "GSM2528855", "GSM2528856", "GSM2528857", "GSM2528858", "GSM2528859", "GSM2528860", "GSM2528861", "GSM2528862", "GSM2528863", "GSM2528864", "GSM2528865", "GSM2528866", "GSM2528867", "GSM2528868", "GSM2528869", "GSM2528870", "GSM2528871", "GSM2528872", "GSM2528873", "GSM2528874", "GSM2528875", "GSM2528876", "GSM2528877", "GSM2528878", "GSM2528879", "GSM2528880", "GSM2528881", "GSM2528882", "GSM2528883", "GSM2528884", "GSM2528885", "GSM2528886", "GSM2528887", "GSM2528888", "GSM2528889", "GSM2528890", "GSM2528891", "GSM2528892", "GSM2528893", "GSM2528894", "GSM2528895", "GSM2528896", "GSM2528897", "GSM2528898", "GSM2528899", "GSM2528900", "GSM2528901", "GSM2528902", "GSM2528903", "GSM2528904", "GSM2528905", "GSM2528906", "GSM2528907", "GSM2528908", "GSM2528909", "GSM2528910", "GSM2528911", "GSM2528912", "GSM2528913", "GSM2528914", "GSM2528915", "GSM2528916", "GSM2528917", "GSM2528918", "GSM2528919", "GSM2528920", "GSM2528921", "GSM2528922", "GSM2528923", "GSM2528924", "GSM2528925", "GSM2528926", "GSM2528927", "GSM2528928", "GSM2528929", "GSM2528930", "GSM2528931", "GSM2528932", "GSM2528933", "GSM2528934", "GSM2528935", "GSM2528936", "GSM2528937", "GSM2528938", "GSM2528939", "GSM2528940", "GSM2528941", "GSM2528942", "GSM2528943", "GSM2528944", "GSM2528945", "GSM2528946", "GSM2528947", "GSM2528948", "GSM2528949", "GSM2528950", "GSM2528951", "GSM2528952", "GSM2528953", "GSM2528954", "GSM2528955", "GSM2528956", "GSM2528957", "GSM2528958", "GSM2528959", "GSM2528960", "GSM2528961", "GSM2528962", "GSM2528963", "GSM2528964", "GSM2528965", "GSM2528966", "GSM2528967", "GSM2528968", "GSM2528969", "GSM2528970", "GSM2528971", "GSM2528972", "GSM2528973", "GSM2528974", "GSM2528975", "GSM2528976", "GSM2528977", "GSM2528978", "GSM2528979", "GSM2528980", "GSM2528981", "GSM2528982", "GSM2528983", "GSM2528984", "GSM2528985", "GSM2528986", "GSM2528987", "GSM2528988", "GSM2528989", "GSM2528990", "GSM2528991", "GSM2528992", "GSM2528993", "GSM2528994", "GSM2528995", "GSM2528996", "GSM2528997", "GSM2528998", "GSM2528999", "GSM2529000", "GSM2529001", "GSM2529002", "GSM2529003", "GSM2529004", "GSM2529005", "GSM2529006", "GSM2529007", "GSM2529008", "GSM2529009", "GSM2529010", "GSM2529011", "GSM2529012", "GSM2529013", "GSM2529014", "GSM2529015", "GSM2529016", "GSM2529017", "GSM2529018", "GSM2529019", "GSM2529020", "GSM2529021", "GSM2529022", "GSM2529023", "GSM2529024", "GSM2529025", "GSM2529026", "GSM2529027", "GSM2529028", "GSM2529029", "GSM2529030", "GSM2529031", "GSM2529032", "GSM2529033", "GSM2529034", "GSM2529035", "GSM2529036", "GSM2529037", "GSM2529038", "GSM2529039", "GSM2529040", "GSM2529041", "GSM2529042", "GSM2529043", "GSM2529044", "GSM2529045", "GSM2529046", "GSM2529047", "GSM2529048", "GSM2529049", "GSM2529050", "GSM2529051", "GSM2529052", "GSM2529053", "GSM2529054", "GSM2529055", "GSM2529056", "GSM2529057", "GSM2529058", "GSM2529059", "GSM2529060", "GSM2529061", "GSM2529062", "GSM2529063", "GSM2529064", "GSM2529065", "GSM2529066", "GSM2529067", "GSM2529068", "GSM2529069", "GSM2529070", "GSM2529071", "GSM2529072", "GSM2529073", "GSM2529074", "GSM2529075", "GSM2529076", "GSM2529077", "GSM2529078", "GSM2529079", "GSM2529080", "GSM2529081", "GSM2529082", "GSM2529083", "GSM2529084", "GSM2529085", "GSM2529086", "GSM2529087", "GSM2529088", "GSM2529089", "GSM2529090", "GSM2529091", "GSM2529092", "GSM2529093", "GSM2529094", "GSM2529095", "GSM2529096", "GSM2529097", "GSM2529098", "GSM2529099", "GSM2529100", "GSM2529101", "GSM2529102", "GSM2529103", "GSM2529104", "GSM2529105", "GSM2529106", "GSM2529107", "GSM2529108", "GSM2529109", "GSM2529110", "GSM2529111", "GSM2529112", "GSM2529113", "GSM2529114", "GSM2529115", "GSM2529116", "GSM2529117", "GSM2529118", "GSM2529119", "GSM2529120", "GSM2529121", "GSM2529122", "GSM2529123", "GSM2529124", "GSM2529125", "GSM2529126", "GSM2529127", "GSM2529128", "GSM2529129", "GSM2529130", "GSM2529131", "GSM2529132", "GSM2529133", "GSM2529134", "GSM2529135", "GSM2529136", "GSM2529137", "GSM2529138", "GSM2529139", "GSM2529140", "GSM2529141", "GSM2529142", "GSM2529143", "GSM2529144", "GSM2529145", "GSM2529146", "GSM2529147", "GSM2529148", "GSM2529149", "GSM2529150", "GSM2529151", "GSM2529152", "GSM2529153", "GSM2529154", "GSM2529155", "GSM2529156", "GSM2529157", "GSM2529158", "GSM2529159", "GSM2529160", "GSM2529161", "GSM2529162", "GSM2529163", "GSM2529164", "GSM2529165", "GSM2529166", "GSM2529167", "GSM2529168", "GSM2529169", "GSM2529170", "GSM2529171", "GSM2529172", "GSM2529173", "GSM2529174", "GSM2529175", "GSM2529176", "GSM2529177", "GSM2529178", "GSM2529179", "GSM2529180", "GSM2529181", "GSM2529182", "GSM2529183", "GSM2529184", "GSM2529185", "GSM2529186", "GSM2529187", "GSM2529188", "GSM2529189", "GSM2529190", "GSM2529191", "GSM2529192", "GSM2529193", "GSM2529194", "GSM2529195", "GSM2529196", "GSM2529197", "GSM2529198", "GSM2529199", "GSM2529200", "GSM2529201", "GSM2529202", "GSM2529203", "GSM2529204", "GSM2529205", "GSM2529206", "GSM2529207", "GSM2529208", "GSM2529209", "GSM2529210", "GSM2529211", "GSM2529212", "GSM2529213", "GSM2529214", "GSM2529215", "GSM2529216", "GSM2529217", "GSM2529218", "GSM2529219", "GSM2529220", "GSM2529221", "GSM2529222", "GSM2529223", "GSM2529224", "GSM2529225", "GSM2529226", "GSM2529227", "GSM2529228", "GSM2529229", "GSM2529230", "GSM2529231", "GSM2529232", "GSM2529233", "GSM2529234", "GSM2529235", "GSM2529236", "GSM2529237", "GSM2529238", "GSM2529239", "GSM2529240", "GSM2529241", "GSM2529242", "GSM2529243", "GSM2529244", "GSM2529245", "GSM2529246", "GSM2529247", "GSM2529248", "GSM2529249", "GSM2529250", "GSM2529251", "GSM2529252", "GSM2529253", "GSM2529254", "GSM2529255", "GSM2529256", "GSM2529257", "GSM2529258", "GSM2529259", "GSM2529260", "GSM2529261", "GSM2529262", "GSM2529263", "GSM2529264", "GSM2529265", "GSM2529266", "GSM2529267", "GSM2529268", "GSM2529269", "GSM2529270", "GSM2529271", "GSM2529272", "GSM2529273", "GSM2529274", "GSM2529275", "GSM2529276", "GSM2529277", "GSM2529278", "GSM2529279", "GSM2529280", "GSM2529281", "GSM2529282", "GSM2529283", "GSM2529284", "GSM2529285", "GSM2529286", "GSM2529287", "GSM2529288", "GSM2529289", "GSM2529290", "GSM2529291", "GSM2529292", "GSM2529293", "GSM2529294", "GSM2529295", "GSM2529296", "GSM2529297", "GSM2529298", "GSM2529299", "GSM2529300", "GSM2529301", "GSM2529302", "GSM2529303", "GSM2529304", "GSM2529305", "GSM2529306", "GSM2529307", "GSM2529308", "GSM2529309", "GSM2529310", "GSM2529311", "GSM2529312", "GSM2529313", "GSM2529314", "GSM2529315", "GSM2529316", "GSM2529317", "GSM2529318", "GSM2529319", "GSM2529320", "GSM2529321", "GSM2529322", "GSM2529323", "GSM2529324", "GSM2529325", "GSM2529326", "GSM2529327", "GSM2529328", "GSM2529329", "GSM2529330", "GSM2529331", "GSM2529332", "GSM2529333", "GSM2529334", "GSM2529335", "GSM2529336", "GSM2529337", "GSM2529338", "GSM2529339", "GSM2529340", "GSM2529341", "GSM2529342", "GSM2529343", "GSM2529344", "GSM2529345", "GSM2529346", "GSM2529347", "GSM2529348", "GSM2529349", "GSM2529350", "GSM2529351", "GSM2529352", "GSM2529353", "GSM2529354", "GSM2529355", "GSM2529356", "GSM2529357", "GSM2529358", "GSM2529359", "GSM2529360", "GSM2529361", "GSM2529362", "GSM2529363", "GSM2529364", "GSM2529365", "GSM2529366", "GSM2529367", "GSM2529368", "GSM2529369", "GSM2529370", "GSM2529371", "GSM2529372", "GSM2529373", "GSM2529374", "GSM2529375", "GSM2529376", "GSM2529377", "GSM2529378", "GSM2529379", "GSM2529380", "GSM2529381", "GSM2529382", "GSM2529383", "GSM2529384", "GSM2529385", "GSM2529386", "GSM2529387", "GSM2529388", "GSM2529389", "GSM2529390", "GSM2529391", "GSM2529392", "GSM2529393", "GSM2529394", "GSM2529395", "GSM2529396", "GSM2529397", "GSM2529398", "GSM2529399", "GSM2529400", "GSM2529401", "GSM2529402", "GSM2529403", "GSM2529404", "GSM2529405", "GSM2529406", "GSM2529407", "GSM2529408", "GSM2529409", "GSM2529410", "GSM2529411", "GSM2529412", "GSM2529413", "GSM2529414", "GSM2529415", "GSM2529416", "GSM2529417", "GSM2529418", "GSM2529419", "GSM2529420", "GSM2529421", "GSM2529422", "GSM2529423", "GSM2529424", "GSM2529425", "GSM2529426", "GSM2529427", "GSM2529428", "GSM2529429", "GSM2529430", "GSM2529431", "GSM2529432", "GSM2529433", "GSM2529434", "GSM2529435", "GSM2529436", "GSM2529437", "GSM2529438", "GSM2529439", "GSM2529440", "GSM2529441", "GSM2529442", "GSM2529443", "GSM2529444", "GSM2529445", "GSM2529446", "GSM2529447", "GSM2529448", "GSM2529449", "GSM2529450", "GSM2529451", "GSM2529452", "GSM2529453", "GSM2529454", "GSM2529455", "GSM2529456", "GSM2529457", "GSM2529458", "GSM2529459", "GSM2529460", "GSM2529461", "GSM2529462", "GSM2529463", "GSM2529464", "GSM2529465", "GSM2529466", "GSM2529467", "GSM2529468", "GSM2529469", "GSM2529470", "GSM2529471", "GSM2529472", "GSM2529473", "GSM2529474", "GSM2529475", "GSM2529476", "GSM2529477", "GSM2529478", "GSM2529479", "GSM2529480", "GSM2529481", "GSM2529482", "GSM2529483", "GSM2529484", "GSM2529485", "GSM2529486", "GSM2529487", "GSM2529488", "GSM2529489", "GSM2529490", "GSM2529491", "GSM2529492", "GSM2529493", "GSM2529494", "GSM2529495", "GSM2529496", "GSM2529497", "GSM2529498", "GSM2529499", "GSM2529500", "GSM2529501", "GSM2529502", "GSM2529503", "GSM2529504", "GSM2529505", "GSM2529506", "GSM2529507", "GSM2529508", "GSM2529509", "GSM2529510", "GSM2529511", "GSM2529512", "GSM2529513", "GSM2529514", "GSM2529515", "GSM2529516", "GSM2529517", "GSM2529518", "GSM2529519", "GSM2529520", "GSM2529521", "GSM2529522", "GSM2529523", "GSM2529524", "GSM2529525", "GSM2529526", "GSM2529527", "GSM2529528", "GSM2529529", "GSM2529530", "GSM2529531", "GSM2529532", "GSM2529533", "GSM2529534", "GSM2529535", "GSM2529536", "GSM2529537", "GSM2529538", "GSM2529539", "GSM2529540", "GSM2529541", "GSM2529542", "GSM2529543", "GSM2529544", "GSM2529545", "GSM2529546", "GSM2529547", "GSM2529548", "GSM2529549", "GSM2529550", "GSM2529551", "GSM2529552", "GSM2529553", "GSM2529554", "GSM2529555", "GSM2529556", "GSM2529557", "GSM2529558", "GSM2529559", "GSM2529560", "GSM2529561", "GSM2529562", "GSM2529563", "GSM2529564", "GSM2529565", "GSM2529566", "GSM2529567", "GSM2529568", "GSM2529569", "GSM2529570", "GSM2529571", "GSM2529572", "GSM2529573", "GSM2529574", "GSM2529575", "GSM2529576", "GSM2529577", "GSM2529578", "GSM2529579", "GSM2529580", "GSM2529581", "GSM2529582", "GSM2529583", "GSM2529584", "GSM2529585", "GSM2529586", "GSM2529587", "GSM2529588", "GSM2529589", "GSM2529590", "GSM2529591", "GSM2529592", "GSM2529593", "GSM2529594", "GSM2529595", "GSM2529596", "GSM2529597", "GSM2529598", "GSM2529599", "GSM2529600", "GSM2529601", "GSM2529602", "GSM2529603", "GSM2529604", "GSM2529605", "GSM2529606", "GSM2529607", "GSM2529608", "GSM2529609", "GSM2529610", "GSM2529611", "GSM2529612", "GSM2529613", "GSM2529614", "GSM2529615", "GSM2529616", "GSM2529617", "GSM2529618", "GSM2529619", "GSM2529620", "GSM2529621", "GSM2529622", "GSM2529623", "GSM2529624", "GSM2529625", "GSM2529626", "GSM2529627", "GSM2529628", "GSM2529629", "GSM2529630", "GSM2529631", "GSM2529632", "GSM2529633", "GSM2529634", "GSM2529635", "GSM2529636", "GSM2529637", "GSM2529638", "GSM2529639", "GSM2529640", "GSM2529641", "GSM2529642", "GSM2529643", "GSM2529644", "GSM2529645", "GSM2529646", "GSM2529647", "GSM2529648", "GSM2529649", "GSM2529650", "GSM2529651", "GSM2529652", "GSM2529653", "GSM2529654", "GSM2529655", "GSM2529656", "GSM2529657", "GSM2529658", "GSM2529659", "GSM2529660", "GSM2529661", "GSM2529662", "GSM2529663", "GSM2529664", "GSM2529665", "GSM2529666", "GSM2529667", "GSM2529668", "GSM2529669", "GSM2529670", "GSM2529671", "GSM2529672", "GSM2529673", "GSM2529674", "GSM2529675", "GSM2529676", "GSM2529677", "GSM2529678", "GSM2529679", "GSM2529680", "GSM2529681", "GSM2529682", "GSM2529683", "GSM2529684", "GSM2529685", "GSM2529686", "GSM2529687", "GSM2529688", "GSM2529689", "GSM2529690", "GSM2529691", "GSM2529692", "GSM2529693", "GSM2529694", "GSM2529695", "GSM2529696", "GSM2529697", "GSM2529698", "GSM2529699", "GSM2529700", "GSM2529701", "GSM2529702", "GSM2529703", "GSM2529704", "GSM2529705", "GSM2529706", "GSM2529707", "GSM2529708", "GSM2529709", "GSM2529710", "GSM2529711", "GSM2529712", "GSM2529713", "GSM2529714", "GSM2529715", "GSM2529716", "GSM2529717", "GSM2529718", "GSM2529719", "GSM2529720", "GSM2529721", "GSM2529722", "GSM2529723", "GSM2529724", "GSM2529725", "GSM2529726", "GSM2529727", "GSM2529728", "GSM2529729", "GSM2529730", "GSM2529731", "GSM2529732", "GSM2529733", "GSM2529734", "GSM2529735", "GSM2529736", "GSM2529737", "GSM2529738", "GSM2529739", "GSM2529740", "GSM2529741", "GSM2529742", "GSM2529743", "GSM2529744", "GSM2529745", "GSM2529746", "GSM2529747", "GSM2529748", "GSM2529749", "GSM2529750", "GSM2529751", "GSM2529752", "GSM2529753", "GSM2529754", "GSM2529755", "GSM2529756", "GSM2529757", "GSM2529758", "GSM2529759", "GSM2529760", "GSM2529761", "GSM2529762", "GSM2529763", "GSM2529764", "GSM2529765", "GSM2529766", "GSM2529767", "GSM2529768", "GSM2529769", "GSM2529770", "GSM2529771", "GSM2529772", "GSM2529773", "GSM2529774", "GSM2529775", "GSM2529776", "GSM2529777", "GSM2529778", "GSM2529779", "GSM2529780", "GSM2529781", "GSM2529782", "GSM2529783", "GSM2529784", "GSM2529785", "GSM2529786", "GSM2529787", "GSM2529788", "GSM2529789", "GSM2529790", "GSM2529791", "GSM2529792", "GSM2529793", "GSM2529794", "GSM2529795", "GSM2529796", "GSM2529797", "GSM2529798", "GSM2529799", "GSM2529800", "GSM2529801", "GSM2529802", "GSM2529803", "GSM2529804", "GSM2529805", "GSM2529806", "GSM2529807", "GSM2529808", "GSM2529809", "GSM2529810", "GSM2529811", "GSM2529812", "GSM2529813", "GSM2529814", "GSM2529815", "GSM2529816", "GSM2529817", "GSM2529818", "GSM2529819", "GSM2529820", "GSM2529821", "GSM2529822", "GSM2529823", "GSM2529824", "GSM2529825", "GSM2529826", "GSM2529827", "GSM2529828", "GSM2529829", "GSM2529830", "GSM2529831", "GSM2529832", "GSM2529833", "GSM2529834", "GSM2529835", "GSM2529836", "GSM2529837", "GSM2529838", "GSM2529839", "GSM2529840", "GSM2529841", "GSM2529842", "GSM2529843", "GSM2529844", "GSM2529845", "GSM2529846", "GSM2529847", "GSM2529848", "GSM2529849", "GSM2529850", "GSM2529851", "GSM2529852", "GSM2529853", "GSM2529854", "GSM2529855", "GSM2529856", "GSM2529857", "GSM2529858", "GSM2529859", "GSM2529860", "GSM2529861", "GSM2529862", "GSM2529863", "GSM2529864", "GSM2529865", "GSM2529866", "GSM2529867", "GSM2529868", "GSM2529869", "GSM2529870", "GSM2529871", "GSM2529872", "GSM2529873", "GSM2529874", "GSM2529875", "GSM2529876", "GSM2529877", "GSM2529878", "GSM2529879", "GSM2529880", "GSM2529881", "GSM2529882", "GSM2529883", "GSM2529884", "GSM2529885", "GSM2529886", "GSM2529887", "GSM2529888", "GSM2529889", "GSM2529890", "GSM2529891", "GSM2529892", "GSM2529893", "GSM2529894", "GSM2529895", "GSM2529896", "GSM2529897", "GSM2529898", "GSM2529899", "GSM2529900", "GSM2529901", "GSM2529902", "GSM2529903", "GSM2529904", "GSM2529905", "GSM2529906", "GSM2529907", "GSM2529908", "GSM2529909", "GSM2529910", "GSM2529911", "GSM2529912", "GSM2529913", "GSM2529914", "GSM2529915", "GSM2529916", "GSM2529917", "GSM2529918", "GSM2529919", "GSM2529920", "GSM2529921", "GSM2529922", "GSM2529923", "GSM2529924", "GSM2529925", "GSM2529926", "GSM2529927", "GSM2529928", "GSM2529929", "GSM2529930", "GSM2529931", "GSM2529932", "GSM2529933", "GSM2529934", "GSM2529935", "GSM2529936", "GSM2529937", "GSM2529938", "GSM2529939", "GSM2529940", "GSM2529941", "GSM2529942", "GSM2529943", "GSM2529944", "GSM2529945", "GSM2529946", "GSM2529947", "GSM2529948", "GSM2529949", "GSM2529950", "GSM2529951", "GSM2529952", "GSM2529953", "GSM2529954", "GSM2529955", "GSM2529956", "GSM2529957", "GSM2529958", "GSM2529959", "GSM2529960", "GSM2529961", "GSM2529962", "GSM2529963", "GSM2529964", "GSM2529965", "GSM2529966", "GSM2529967", "GSM2529968", "GSM2529969", "GSM2529970", "GSM2529971", "GSM2529972", "GSM2529973", "GSM2529974", "GSM2529975", "GSM2529976", "GSM2529977", "GSM2529978", "GSM2529979", "GSM2529980", "GSM2529981", "GSM2529982", "GSM2529983", "GSM2529984", "GSM2529985", "GSM2529986", "GSM2529987", "GSM2529988", "GSM2529989", "GSM2529990", "GSM2529991", "GSM2529992", "GSM2529993", "GSM2529994", "GSM2529995", "GSM2529996", "GSM2529997", "GSM2529998", "GSM2529999", "GSM2530000", "GSM2530001", "GSM2530002", "GSM2530003", "GSM2530004", "GSM2530005", "GSM2530006", "GSM2530007", "GSM2530008", "GSM2530009", "GSM2530010", "GSM2530011", "GSM2530012", "GSM2530013", "GSM2530014", "GSM2530015", "GSM2530016", "GSM2530017", "GSM2530018", "GSM2530019", "GSM2530020", "GSM2530021", "GSM2530022", "GSM2530023", "GSM2530024", "GSM2530025", "GSM2530026", "GSM2530027", "GSM2530028", "GSM2530029", "GSM2530030", "GSM2530031", "GSM2530032", "GSM2530033", "GSM2530034", "GSM2530035", "GSM2530036", "GSM2530037", "GSM2530038", "GSM2530039", "GSM2530040", "GSM2530041", "GSM2530042", "GSM2530043", "GSM2530044", "GSM2530045", "GSM2530046", "GSM2530047", "GSM2530048", "GSM2530049", "GSM2530050", "GSM2530051", "GSM2530052", "GSM2530053", "GSM2530054", "GSM2530055", "GSM2530056", "GSM2530057", "GSM2530058", "GSM2530059", "GSM2530060", "GSM2530061", "GSM2530062", "GSM2530063", "GSM2530064", "GSM2530065", "GSM2530066", "GSM2530067", "GSM2530068", "GSM2530069", "GSM2530070", "GSM2530071", "GSM2530072", "GSM2530073", "GSM2530074", "GSM2530075", "GSM2530076", "GSM2530077", "GSM2530078", "GSM2530079", "GSM2530080", "GSM2530081", "GSM2530082", "GSM2530083", "GSM2530084", "GSM2530085", "GSM2530086", "GSM2530087", "GSM2530088", "GSM2530089", "GSM2530090", "GSM2530091", "GSM2530092", "GSM2530093", "GSM2530094", "GSM2530095", "GSM2530096", "GSM2530097", "GSM2530098", "GSM2530099", "GSM2530100", "GSM2530101", "GSM2530102", "GSM2530103", "GSM2530104", "GSM2530105", "GSM2530106", "GSM2530107", "GSM2530108", "GSM2530109", "GSM2530110", "GSM2530111", "GSM2530112", "GSM2530113", "GSM2530114", "GSM2530115", "GSM2530116", "GSM2530117", "GSM2530118", "GSM2530119", "GSM2530120", "GSM2530121", "GSM2530122", "GSM2530123", "GSM2530124", "GSM2530125", "GSM2530126", "GSM2530127", "GSM2530128", "GSM2530129", "GSM2530130", "GSM2530131", "GSM2530132", "GSM2530133", "GSM2530134", "GSM2530135", "GSM2530136", "GSM2530137", "GSM2530138", "GSM2530139", "GSM2530140", "GSM2530141", "GSM2530142", "GSM2530143", "GSM2530144", "GSM2530145", "GSM2530146", "GSM2530147", "GSM2530148", "GSM2530149", "GSM2530150", "GSM2530151", "GSM2530152", "GSM2530153", "GSM2530154", "GSM2530155", "GSM2530156", "GSM2530157", "GSM2530158", "GSM2530159", "GSM2530160", "GSM2530161", "GSM2530162", "GSM2530163", "GSM2530164", "GSM2530165", "GSM2530166", "GSM2530167", "GSM2530168", "GSM2530169", "GSM2530170", "GSM2530171", "GSM2530172", "GSM2530173", "GSM2530174", "GSM2530175", "GSM2530176", "GSM2530177", "GSM2530178", "GSM2530179", "GSM2530180", "GSM2530181", "GSM2530182", "GSM2530183", "GSM2530184", "GSM2530185", "GSM2530186", "GSM2530187", "GSM2530188", "GSM2530189", "GSM2530190", "GSM2530191", "GSM2530192", "GSM2530193", "GSM2530194", "GSM2530195", "GSM2530196", "GSM2530197", "GSM2530198", "GSM2530199", "GSM2530200", "GSM2530201", "GSM2530202", "GSM2530203", "GSM2530204", "GSM2530205", "GSM2530206", "GSM2530207", "GSM2530208", "GSM2530209", "GSM2530210", "GSM2530211", "GSM2530212", "GSM2530213", "GSM2530214", "GSM2530215", "GSM2530216", "GSM2530217", "GSM2530218", "GSM2530219", "GSM2530220", "GSM2530221", "GSM2530222", "GSM2530223", "GSM2530224", "GSM2530225", "GSM2530226", "GSM2530227", "GSM2530228", "GSM2530229", "GSM2530230", "GSM2530231", "GSM2530232", "GSM2530233", "GSM2530234", "GSM2530235", "GSM2530236", "GSM2530237", "GSM2530238", "GSM2530239", "GSM2530240", "GSM2530241", "GSM2530242", "GSM2530243", "GSM2530244", "GSM2530245", "GSM2530246", "GSM2530247", "GSM2530248", "GSM2530249", "GSM2530250", "GSM2530251", "GSM2530252", "GSM2530253", "GSM2530254", "GSM2530255", "GSM2530256", "GSM2530257", "GSM2530258", "GSM2530259", "GSM2530260", "GSM2530261", "GSM2530262", "GSM2530263", "GSM2530264", "GSM2530265", "GSM2530266", "GSM2530267", "GSM2530268", "GSM2530269", "GSM2530270", "GSM2530271", "GSM2530272", "GSM2530273", "GSM2530274", "GSM2530275", "GSM2530276", "GSM2530277", "GSM2530278", "GSM2530279", "GSM2530280", "GSM2530281", "GSM2530282", "GSM2530283", "GSM2530284", "GSM2530285", "GSM2530286", "GSM2530287", "GSM2530288", "GSM2530289", "GSM2530290", "GSM2530291", "GSM2530292", "GSM2530293", "GSM2530294", "GSM2530295", "GSM2530296", "GSM2530297", "GSM2530298", "GSM2530299", "GSM2530300", "GSM2530301", "GSM2530302", "GSM2530303", "GSM2530304", "GSM2530305", "GSM2530306", "GSM2530307", "GSM2530308", "GSM2530309", "GSM2530310", "GSM2530311", "GSM2530312", "GSM2530313", "GSM2530314", "GSM2530315", "GSM2530316", "GSM2530317", "GSM2530318", "GSM2530319", "GSM2530320", "GSM2530321", "GSM2530322", "GSM2530323", "GSM2530324", "GSM2530325", "GSM2530326", "GSM2530327", "GSM2530328", "GSM2530329", "GSM2530330", "GSM2530331", "GSM2530332", "GSM2530333", "GSM2530334", "GSM2530335", "GSM2530336", "GSM2530337", "GSM2530338", "GSM2530339", "GSM2530340", "GSM2530341", "GSM2530342", "GSM2530343", "GSM2530344", "GSM2530345", "GSM2530346", "GSM2530347", "GSM2530348", "GSM2530349", "GSM2530350", "GSM2530351", "GSM2530352", "GSM2530353", "GSM2530354", "GSM2530355", "GSM2530356", "GSM2530357", "GSM2530358", "GSM2530359", "GSM2530360", "GSM2530361", "GSM2530362", "GSM2530363", "GSM2530364", "GSM2530365", "GSM2530366", "GSM2530367", "GSM2530368", "GSM2530369", "GSM2530370", "GSM2530371", "GSM2530372", "GSM2530373", "GSM2530374", "GSM2530375", "GSM2530376", "GSM2530377", "GSM2530378", "GSM2530379", "GSM2530380", "GSM2530381", "GSM2530382", "GSM2530383", "GSM2530384", "GSM2530385", "GSM2530386", "GSM2530387", "GSM2530388", "GSM2530389", "GSM2530390", "GSM2530391", "GSM2530392", "GSM2530393", "GSM2530394", "GSM2530395", "GSM2530396", "GSM2530397", "GSM2530398", "GSM2530399", "GSM2530400", "GSM2530401", "GSM2530402", "GSM2530403", "GSM2530404", "GSM2530405", "GSM2530406", "GSM2530407", "GSM2530408", "GSM2530409", "GSM2530410", "GSM2530411", "GSM2530412", "GSM2530413", "GSM2530414", "GSM2530415", "GSM2530416", "GSM2530417", "GSM2530418", "GSM2530419", "GSM2530420", "GSM2530421", "GSM2530422", "GSM2530423", "GSM2530424", "GSM2530425", "GSM2530426", "GSM2530427", "GSM2530428", "GSM2530429", "GSM2530430", "GSM2530431", "GSM2530432", "GSM2530433", "GSM2530434", "GSM2530435", "GSM2530436", "GSM2530437", "GSM2530438", "GSM2530439", "GSM2530440", "GSM2530441", "GSM2530442", "GSM2530443", "GSM2530444", "GSM2530445", "GSM2530446", "GSM2530447", "GSM2530448", "GSM2530449", "GSM2530450", "GSM2530451", "GSM2530452", "GSM2530453", "GSM2530454", "GSM2530455", "GSM2530456", "GSM2530457", "GSM2530458", "GSM2530459", "GSM2530460", "GSM2530461", "GSM2530462", "GSM2530463", "GSM2530464", "GSM2530465", "GSM2530466", "GSM2530467", "GSM2530468", "GSM2530469", "GSM2530470", "GSM2530471", "GSM2530472", "GSM2530473", "GSM2530474", "GSM2530475", "GSM2530476", "GSM2530477", "GSM2530478", "GSM2530479", "GSM2530480", "GSM2530481", "GSM2530482", "GSM2530483", "GSM2530484", "GSM2530485", "GSM2530486", "GSM2530487", "GSM2530488", "GSM2530489", "GSM2530490", "GSM2530491", "GSM2530492", "GSM2530493", "GSM2530494", "GSM2530495", "GSM2530496", "GSM2530497", "GSM2530498", "GSM2530499", "GSM2530500", "GSM2530501", "GSM2530502", "GSM2530503", "GSM2530504", "GSM2530505", "GSM2530506", "GSM2530507", "GSM2530508", "GSM2530509", "GSM2530510", "GSM2530511", "GSM2530512", "GSM2530513", "GSM2530514", "GSM2530515", "GSM2530516", "GSM2530517", "GSM2530518", "GSM2530519", "GSM2530520", "GSM2530521", "GSM2530522", "GSM2530523", "GSM2530524", "GSM2530525", "GSM2530526", "GSM2530527", "GSM2530528", "GSM2530529", "GSM2530530", "GSM2530531", "GSM2530532", "GSM2530533", "GSM2530534", "GSM2530535", "GSM2530536", "GSM2530537", "GSM2530538", "GSM2530539", "GSM2530540", "GSM2530541", "GSM2530542", "GSM2530543", "GSM2530544", "GSM2530545", "GSM2530546", "GSM2530547", "GSM2530548", "GSM2530549", "GSM2530550", "GSM2530551", "GSM2530552", "GSM2530553", "GSM2530554", "GSM2530555", "GSM2530556", "GSM2530557", "GSM2530558", "GSM2530559", "GSM2530560", "GSM2530561", "GSM2530562", "GSM2530563", "GSM2530564", "GSM2530565", "GSM2530566", "GSM2530567", "GSM2530568", "GSM2530569", "GSM2530570", "GSM2530571", "GSM2530572", "GSM2530573", "GSM2530574", "GSM2530575", "GSM2530576", "GSM2530577", "GSM2530578", "GSM2530579", "GSM2530580", "GSM2530581", "GSM2530582", "GSM2530583", "GSM2530584", "GSM2530585", "GSM2530586", "GSM2530587", "GSM2530588", "GSM2530589", "GSM2530590", "GSM2530591", "GSM2530592", "GSM2530593", "GSM2530594", "GSM2530595", "GSM2530596", "GSM2530597", "GSM2530598", "GSM2530599", "GSM2530600", "GSM2530601", "GSM2530602", "GSM2530603", "GSM2530604", "GSM2530605", "GSM2530606", "GSM2530607", "GSM2530608", "GSM2530609", "GSM2530610", "GSM2530611", "GSM2530612", "GSM2530613", "GSM2530614", "GSM2530615", "GSM2530616", "GSM2530617", "GSM2530618", "GSM2530619", "GSM2530620", "GSM2530621", "GSM2530622", "GSM2530623", "GSM2530624", "GSM2530625", "GSM2530626", "GSM2530627", "GSM2530628", "GSM2530629", "GSM2530630", "GSM2530631", "GSM2530632", "GSM2530633", "GSM2530634", "GSM2530635", "GSM2530636", "GSM2530637", "GSM2530638", "GSM2530639", "GSM2530640", "GSM2530641", "GSM2530642", "GSM2530643", "GSM2530644", "GSM2530645", "GSM2530646", "GSM2530647", "GSM2530648", "GSM2530649", "GSM2530650", "GSM2530651", "GSM2530652", "GSM2530653", "GSM2530654", "GSM2530655", "GSM2530656", "GSM2530657", "GSM2530658", "GSM2530659", "GSM2530660", "GSM2530661", "GSM2530662", "GSM2530663", "GSM2530664", "GSM2530665", "GSM2530666", "GSM2530667", "GSM2530668", "GSM2530669", "GSM2530670", "GSM2530671", "GSM2530672", "GSM2530673", "GSM2530674", "GSM2530675", "GSM2530676", "GSM2530677", "GSM2530678", "GSM2530679", "GSM2530680", "GSM2530681", "GSM2530682", "GSM2530683", "GSM2530684", "GSM2530685", "GSM2530686", "GSM2530687", "GSM2530688", "GSM2530689", "GSM2530690", "GSM2530691", "GSM2530692", "GSM2530693", "GSM2530694", "GSM2530695", "GSM2530696", "GSM2530697", "GSM2530698", "GSM2530699", "GSM2530700", "GSM2530701", "GSM2530702", "GSM2530703", "GSM2530704", "GSM2530705", 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"GSM2531487"], "sample_count": 3409, "group_sizes": null, "group_sizes_basis": null, "platform": "11154;18573", "taxon": "Homo sapiens", "title": "Clinical Value of RNA Sequencing–Based Classifiers for Prediction of the Five Conventional Breast Cancer Biomarkers: A Report From the Population-Based Multicenter Sweden Cancerome Analysis Network—Breast Initiative [cohort 3273]", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE1456 not downloaded", "asset:data:geo:GSE1456 licence not read", "asset:data:geo:GSE16446 not downloaded", "asset:data:geo:GSE16446 licence not read", "asset:data:geo:GSE176068 not downloaded", "asset:data:geo:GSE176068 licence not read", "asset:data:geo:GSE176078 not downloaded", "asset:data:geo:GSE176078 licence not read", "asset:data:geo:GSE20685 not downloaded", "asset:data:geo:GSE20685 licence not read", "asset:data:geo:GSE20711 not downloaded", "asset:data:geo:GSE20711 licence not read", "asset:data:geo:GSE58812 not downloaded", "asset:data:geo:GSE58812 licence not read", "asset:data:geo:GSE96058 not downloaded", "asset:data:geo:GSE96058 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE20685", "GSE1456", "GSE16446", "GSE20711", "GSE58812", "GSE96058", "GSE176068", "GSE176078"], "resolved_accessions": ["GSE20685", "GSE1456", "GSE16446", "GSE20711", "GSE58812", "GSE96058", "GSE176068", "GSE176078"], "statements": ["The data used to support the findings of this study are available at UCSC (https://xenabrowser.net/datapages/) and GEO (http://www.ncbi.nlm.nih.gov/geo/) databases. The name of the repository and the accession number: GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE176068 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE1456 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE16446 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20685 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE20711 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE58812Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); GSE96058 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/); TCGA-BRCA University of California Santa Cruz (UCSC) database (https://xenabrowser.net/datapages/); GSE176078 Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE20685, GSE1456, GSE16446, GSE20711, GSE58812, GSE96058, GSE176068, GSE176078 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:39170352", "data:geo:GSE1456"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE1456"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:29:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11009, "completion_tokens": 3912, "cached_tokens": 264}}, "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:39170352", "type": "paper", "label": "pmid:39170352"}, {"id": "source:pmid:39170352", "type": "manuscript", "label": "PMID 39170352 full text"}, {"id": "data:geo:GSE1456", "type": "dataset", "label": "GEO GSE1456"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39170352", "type": "paper", "label": "pmid:39170352"}, {"id": "source:pmid:39170352", "type": "manuscript", "label": "PMID 39170352 full text"}, {"id": "data:geo:GSE1456", "type": "dataset", "label": "GEO GSE1456"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39170352", "type": "extraction", "used": ["source:pmid:39170352"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE1456", "type": "accession_resolution", "used": ["data:geo:GSE1456"], "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:39170352", "parent_hash": "sha256:64abcc8d3a5b6f9eae934d6f1c342e9485375c85e69ebd88ab3f81aa8c4b5112", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE1456 licence not read", "asset:data:geo:GSE1456 not downloaded", "asset:data:geo:GSE16446 licence not read", "asset:data:geo:GSE16446 not downloaded", "asset:data:geo:GSE176068 licence not read", "asset:data:geo:GSE176068 not downloaded", "asset:data:geo:GSE176078 licence not read", "asset:data:geo:GSE176078 not downloaded", "asset:data:geo:GSE20685 licence not read", "asset:data:geo:GSE20685 not downloaded", "asset:data:geo:GSE20711 licence not read", "asset:data:geo:GSE20711 not downloaded", "asset:data:geo:GSE58812 licence not read", "asset:data:geo:GSE58812 not downloaded", "asset:data:geo:GSE96058 licence not read", "asset:data:geo:GSE96058 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["yzed using the CIBERSORT method. Analysis of single-cell RNA-seq data The Seurat R package (version 4.3.0) wa", "t R package (version 4.3.0) was used for the single-cell RNA-seq data. First, we determined the distribution"], "order_basis": "paper_text_order:3862", "id": "assay:1"}, {"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": ["he CIBERSORT method. Analysis of single-cell RNA-seq data The Seurat R package (version 4.3.0) wa", "(version 4.3.0) was used for the single-cell RNA-seq data. First, we determined the distribution", "from 24 BC patients with corresponding bulk RNA-seq data at a 0.3 resolution. The UMAP method, a", "more detailed cell annotation. Matched bulk RNA-seq data were used to obtain the risk score for"], "order_basis": "paper_text_order:3874", "id": "assay:2"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The major analysis was performed using the R software (version 4.1.2). KM estimates of survival probabilities were utilized to compare survival rates between groups, while ROC curves assessed model accuracy. NMF, DCA, single-cell data, and microbial composition analysis methods have been described previously [21]."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}