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pmid:35059315

Integrated Transcriptomic Analysis Reveals a Distinctive Role of YAP1 in Extramedullary Invasion and Therapeutic Sensitivity of Multiple Myeloma.

Bo Zheng · Wei Sun · Ke Yi · Yajun Zhang · Liangzhe Wang · Hongyan Lan · Chong Zhang · Hongming Xian · Rong Li

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.787814

Paper

complete

Experiment

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Data

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Analysis

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title
Integrated Transcriptomic Analysis Reveals a Distinctive Role of YAP1 in Extramedullary Invasion and Therapeutic Sensitivity of Multiple Myeloma.
doi
10.3389/fonc.2021.787814
pmid
35059315
authors array · 9 items
[0]
Bo Zheng
[1]
Wei Sun
[2]
Ke Yi
[3]
Yajun Zhang
[4]
Liangzhe Wang
[5]
Hongyan Lan
[6]
Chong Zhang
[7]
Hongming Xian
[8]
Rong Li
journal
Frontiers in oncology
year
2021
abstract
Multiple myeloma (MM) is the second most common hematologic malignancy. There are no standard therapeutic guidelines for extramedullary invasion (EM). We performed a retrospective integrated transcriptomic analysis based on GEO, TCGA, and Oncomine datasets with a total of over 2,500 cases enrolled. GSVA analysis was performed on GSE24080. The external validation cohorts include GSE9782, GSE2658, MMRF-COMPASS, and Oncomine. The data of MGUS to relapsed MM were acquired from GSE6477, GSE5900, and Oncomine. The data of EM were acquired from GSE39683 and GSE66291. Single-cell level transcriptome data of MM and EM were acquired from GSE106218. GSVA analysis revealed that 559 cases could be divided into 2 groups based on the expression of oncogenic pathways with prognostic significances. Group 1 with a specific phenotype of YAP1-MYC+ exhibited an unpromising prognosis. The univariate analysis revealed YAP1 as a tumor suppressor in MM. The activity of DNA repair, glycolysis, and oxidative phosphorylation was significantly higher in YAP1-MYC+ MM, which is in concordance with EM myeloma cells based on single-cell analysis. Furthermore, we discovered that YAP1-MYC+ MM patients exhibited an improved response for IMiD treatment. Collectively, YAP1-MYC+MM patients might suffer a worse prognosis and stronger propensity for EM progression.
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OS and RFS were assessed with the Kaplan–Meier method, and the differences between the groups were compared by the log-rank test.
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The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
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GSVA analysis revealed that 559 cases could be divided into 2 groups based on the expression of oncogenic pathways with prognostic significances.
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GSVA analysis revealed that 559 cases could be divided into 2 groups based on the expression of oncogenic pathways with prognostic significances.
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Group 1 with a specific phenotype of YAP1-MYC+ exhibited an unpromising prognosis.
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GSVA analysis revealed that 559 cases could be divided into 2 groups based on the expression of oncogenic pathways with prognostic significances.
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GSM592498
[108]
GSM592499
[109]
GSM592500
[110]
GSM592501
[111]
GSM592502
[112]
GSM592503
[113]
GSM592504
[114]
GSM592505
[115]
GSM592506
[116]
GSM592507
[117]
GSM592508
[118]
GSM592509
[119]
GSM592510
[120]
GSM592511
[121]
GSM592512
[122]
GSM592513
[123]
GSM592514
[124]
GSM592515
[125]
GSM592516
[126]
GSM592517
[127]
GSM592518
[128]
GSM592519
[129]
GSM592520
[130]
GSM592521
[131]
GSM592522
[132]
GSM592523
[133]
GSM592524
[134]
GSM592525
[135]
GSM592526
[136]
GSM592527
[137]
GSM592528
[138]
GSM592529
[139]
GSM592530
[140]
GSM592531
[141]
GSM592532
[142]
GSM592533
[143]
GSM592534
[144]
GSM592535
[145]
GSM592536
[146]
GSM592537
[147]
GSM592538
[148]
GSM592539
[149]
GSM592540
[150]
GSM592541
[151]
GSM592542
[152]
GSM592543
[153]
GSM592544
[154]
GSM592545
[155]
GSM592546
[156]
GSM592547
[157]
GSM592548
[158]
GSM592549
[159]
GSM592550
[160]
GSM592551
[161]
GSM592552
[162]
GSM592553
[163]
GSM592554
[164]
GSM592555
[165]
GSM592556
[166]
GSM592557
[167]
GSM592558
[168]
GSM592559
[169]
GSM592560
[170]
GSM592561
[171]
GSM592562
[172]
GSM592563
[173]
GSM592564
[174]
GSM592565
[175]
GSM592566
[176]
GSM592567
[177]
GSM592568
[178]
GSM592569
[179]
GSM592570
[180]
GSM592571
[181]
GSM592572
[182]
GSM592573
[183]
GSM592574
[184]
GSM592575
[185]
GSM592576
[186]
GSM592577
[187]
GSM592578
[188]
GSM592579
[189]
GSM592580
[190]
GSM592581
[191]
GSM592582
[192]
GSM592583
[193]
GSM592584
[194]
GSM592585
[195]
GSM592586
[196]
GSM592587
[197]
GSM592588
[198]
GSM592589
[199]
GSM592590
[200]
GSM592591
[201]
GSM592592
[202]
GSM592593
[203]
GSM592594
[204]
GSM592595
[205]
GSM592596
[206]
GSM592597
[207]
GSM592598
[208]
GSM592599
[209]
GSM592600
[210]
GSM592601
[211]
GSM592602
[212]
GSM592603
[213]
GSM592604
[214]
GSM592605
[215]
GSM592606
[216]
GSM592607
[217]
GSM592608
[218]
GSM592609
[219]
GSM592610
[220]
GSM592611
[221]
GSM592612
[222]
GSM592613
[223]
GSM592614
[224]
GSM592615
[225]
GSM592616
[226]
GSM592617
[227]
GSM592618
[228]
GSM592619
[229]
GSM592620
[230]
GSM592621
[231]
GSM592622
[232]
GSM592623
[233]
GSM592624
[234]
GSM592625
[235]
GSM592626
[236]
GSM592627
[237]
GSM592628
[238]
GSM592629
[239]
GSM592630
[240]
GSM592631
[241]
GSM592632
[242]
GSM592633
[243]
GSM592634
[244]
GSM592635
[245]
GSM592636
[246]
GSM592637
[247]
GSM592638
[248]
GSM592639
[249]
GSM592640
[250]
GSM592641
[251]
GSM592642
[252]
GSM592643
[253]
GSM592644
[254]
GSM592645
[255]
GSM592646
[256]
GSM592647
[257]
GSM592648
[258]
GSM592649
[259]
GSM592650
[260]
GSM592651
[261]
GSM592652
[262]
GSM592653
[263]
GSM592654
[264]
GSM592655
[265]
GSM592656
[266]
GSM592657
[267]
GSM592658
[268]
GSM592659
[269]
GSM592660
[270]
GSM592661
[271]
GSM592662
[272]
GSM592663
[273]
GSM592664
[274]
GSM592665
[275]
GSM592666
[276]
GSM592667
[277]
GSM592668
[278]
GSM592669
[279]
GSM592670
[280]
GSM592671
[281]
GSM592672
[282]
GSM592673
[283]
GSM592674
[284]
GSM592675
[285]
GSM592676
[286]
GSM592677
[287]
GSM592678
[288]
GSM592679
[289]
GSM592680
[290]
GSM592681
[291]
GSM592682
[292]
GSM592683
[293]
GSM592684
[294]
GSM592685
[295]
GSM592686
[296]
GSM592687
[297]
GSM592688
[298]
GSM592689
[299]
GSM592690
[300]
GSM592691
[301]
GSM592692
[302]
GSM592693
[303]
GSM592694
[304]
GSM592695
[305]
GSM592696
[306]
GSM592697
[307]
GSM592698
[308]
GSM592699
[309]
GSM592700
[310]
GSM592701
[311]
GSM592702
[312]
GSM592703
[313]
GSM592704
[314]
GSM592705
[315]
GSM592706
[316]
GSM592707
[317]
GSM592708
[318]
GSM592709
[319]
GSM592710
[320]
GSM592711
[321]
GSM592712
[322]
GSM592713
[323]
GSM592714
[324]
GSM592715
[325]
GSM592716
[326]
GSM592717
[327]
GSM592718
[328]
GSM592719
[329]
GSM592720
[330]
GSM592721
[331]
GSM592722
[332]
GSM592723
[333]
GSM592724
[334]
GSM592725
[335]
GSM592726
[336]
GSM592727
[337]
GSM592728
[338]
GSM592729
[339]
GSM592730
[340]
GSM592731
[341]
GSM592732
[342]
GSM592733
[343]
GSM592734
[344]
GSM592735
[345]
GSM592736
[346]
GSM592737
[347]
GSM592738
[348]
GSM592739
[349]
GSM592740
[350]
GSM592741
[351]
GSM592742
[352]
GSM592743
[353]
GSM592744
[354]
GSM592745
[355]
GSM592746
[356]
GSM592747
[357]
GSM592748
[358]
GSM592749
[359]
GSM592750
[360]
GSM592751
[361]
GSM592752
[362]
GSM592753
[363]
GSM592754
[364]
GSM592755
[365]
GSM592756
[366]
GSM592757
[367]
GSM592758
[368]
GSM592759
[369]
GSM592760
[370]
GSM592761
[371]
GSM592762
[372]
GSM592763
[373]
GSM592764
[374]
GSM592765
[375]
GSM592766
[376]
GSM592767
[377]
GSM592768
[378]
GSM592769
[379]
GSM592770
[380]
GSM592771
[381]
GSM592772
[382]
GSM592773
[383]
GSM592774
[384]
GSM592775
[385]
GSM592776
[386]
GSM592777
[387]
GSM592778
[388]
GSM592779
[389]
GSM592780
[390]
GSM592781
[391]
GSM592782
[392]
GSM592783
[393]
GSM592784
[394]
GSM592785
[395]
GSM592786
[396]
GSM592787
[397]
GSM592788
[398]
GSM592789
[399]
GSM592790
[400]
GSM592791
[401]
GSM592792
[402]
GSM592793
[403]
GSM592794
[404]
GSM592795
[405]
GSM592796
[406]
GSM592797
[407]
GSM592798
[408]
GSM592799
[409]
GSM592800
[410]
GSM592801
[411]
GSM592802
[412]
GSM592803
[413]
GSM592804
[414]
GSM592805
[415]
GSM592806
[416]
GSM592807
[417]
GSM592808
[418]
GSM592809
[419]
GSM592810
[420]
GSM592811
[421]
GSM592812
[422]
GSM592813
[423]
GSM592814
[424]
GSM592815
[425]
GSM592816
[426]
GSM592817
[427]
GSM592818
[428]
GSM592819
[429]
GSM592820
[430]
GSM592821
[431]
GSM592822
[432]
GSM592823
[433]
GSM592824
[434]
GSM592825
[435]
GSM592826
[436]
GSM592827
[437]
GSM592828
[438]
GSM592829
[439]
GSM592830
[440]
GSM592831
[441]
GSM592832
[442]
GSM592833
[443]
GSM592834
[444]
GSM592835
[445]
GSM592836
[446]
GSM592837
[447]
GSM592838
[448]
GSM592839
[449]
GSM592840
[450]
GSM592841
[451]
GSM592842
[452]
GSM592843
[453]
GSM592844
[454]
GSM592845
[455]
GSM592846
[456]
GSM592847
[457]
GSM592848
[458]
GSM592849
[459]
GSM592850
[460]
GSM592851
[461]
GSM592852
[462]
GSM592853
[463]
GSM592854
[464]
GSM592855
[465]
GSM592856
[466]
GSM592857
[467]
GSM592858
[468]
GSM592859
[469]
GSM592860
[470]
GSM592861
[471]
GSM592862
[472]
GSM592863
[473]
GSM592864
[474]
GSM592865
[475]
GSM592866
[476]
GSM592867
[477]
GSM592868
[478]
GSM592869
[479]
GSM592870
[480]
GSM592871
[481]
GSM592872
[482]
GSM592873
[483]
GSM592874
[484]
GSM592875
[485]
GSM592876
[486]
GSM592877
[487]
GSM592878
[488]
GSM592879
[489]
GSM592880
[490]
GSM592881
[491]
GSM592882
[492]
GSM592883
[493]
GSM592884
[494]
GSM592885
[495]
GSM592886
[496]
GSM592887
[497]
GSM592888
[498]
GSM592889
[499]
GSM592890
[500]
GSM592891
[501]
GSM592892
[502]
GSM592893
[503]
GSM592894
[504]
GSM592895
[505]
GSM592896
[506]
GSM592897
[507]
GSM592898
[508]
GSM592899
[509]
GSM592900
[510]
GSM592901
[511]
GSM592902
[512]
GSM592903
[513]
GSM592904
[514]
GSM592905
[515]
GSM592906
[516]
GSM592907
[517]
GSM592908
[518]
GSM592909
[519]
GSM592910
[520]
GSM592911
[521]
GSM592912
[522]
GSM592913
[523]
GSM592914
[524]
GSM592915
[525]
GSM592916
[526]
GSM592917
[527]
GSM592918
[528]
GSM592919
[529]
GSM592920
[530]
GSM592921
[531]
GSM592922
[532]
GSM592923
[533]
GSM592924
[534]
GSM592925
[535]
GSM592926
[536]
GSM592927
[537]
GSM592928
[538]
GSM592929
[539]
GSM592930
[540]
GSM592931
[541]
GSM592932
[542]
GSM592933
[543]
GSM592934
[544]
GSM592935
[545]
GSM592936
[546]
GSM592937
[547]
GSM592938
[548]
GSM592939
[549]
GSM592940
[550]
GSM592941
[551]
GSM592942
[552]
GSM592943
[553]
GSM592944
[554]
GSM592945
[555]
GSM592946
[556]
GSM592947
[557]
GSM592948
[558]
GSM592949
sample_count
559
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
MAQC-II Project: Multiple myeloma (MM) data set
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:GSE2658
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=GSE2658
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE2658
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 559 items
[0]
GSM102606
[1]
GSM102607
[2]
GSM102609
[3]
GSM102610
[4]
GSM102611
[5]
GSM102612
[6]
GSM102613
[7]
GSM102614
[8]
GSM102615
[9]
GSM102616
[10]
GSM102617
[11]
GSM102618
[12]
GSM102620
[13]
GSM102621
[14]
GSM102622
[15]
GSM102623
[16]
GSM102624
[17]
GSM102625
[18]
GSM102626
[19]
GSM102627
[20]
GSM102628
[21]
GSM102629
[22]
GSM102630
[23]
GSM102631
[24]
GSM102632
[25]
GSM102633
[26]
GSM102634
[27]
GSM50986
[28]
GSM50987
[29]
GSM50988
[30]
GSM50989
[31]
GSM50990
[32]
GSM50991
[33]
GSM50992
[34]
GSM50993
[35]
GSM50994
[36]
GSM50995
[37]
GSM50996
[38]
GSM50997
[39]
GSM50998
[40]
GSM50999
[41]
GSM51000
[42]
GSM51001
[43]
GSM51002
[44]
GSM51003
[45]
GSM51004
[46]
GSM51005
[47]
GSM51006
[48]
GSM51007
[49]
GSM51008
[50]
GSM51009
[51]
GSM51010
[52]
GSM51011
[53]
GSM51012
[54]
GSM51013
[55]
GSM51014
[56]
GSM51015
[57]
GSM51016
[58]
GSM51017
[59]
GSM51018
[60]
GSM51019
[61]
GSM51020
[62]
GSM51021
[63]
GSM51022
[64]
GSM51023
[65]
GSM51024
[66]
GSM51025
[67]
GSM51026
[68]
GSM51027
[69]
GSM51028
[70]
GSM51029
[71]
GSM51030
[72]
GSM51031
[73]
GSM51032
[74]
GSM51033
[75]
GSM51034
[76]
GSM51035
[77]
GSM51036
[78]
GSM51037
[79]
GSM51038
[80]
GSM51039
[81]
GSM51040
[82]
GSM51041
[83]
GSM51042
[84]
GSM51043
[85]
GSM51044
[86]
GSM51045
[87]
GSM51046
[88]
GSM51047
[89]
GSM51048
[90]
GSM51049
[91]
GSM51050
[92]
GSM51051
[93]
GSM51052
[94]
GSM51053
[95]
GSM51054
[96]
GSM51055
[97]
GSM51056
[98]
GSM51057
[99]
GSM51058
[100]
GSM51059
[101]
GSM51060
[102]
GSM51061
[103]
GSM51062
[104]
GSM51063
[105]
GSM51064
[106]
GSM51065
[107]
GSM51066
[108]
GSM51067
[109]
GSM51068
[110]
GSM51069
[111]
GSM51070
[112]
GSM51071
[113]
GSM51072
[114]
GSM51073
[115]
GSM51074
[116]
GSM51075
[117]
GSM51076
[118]
GSM51077
[119]
GSM51078
[120]
GSM51079
[121]
GSM51080
[122]
GSM51081
[123]
GSM51082
[124]
GSM51083
[125]
GSM51084
[126]
GSM51085
[127]
GSM51086
[128]
GSM51087
[129]
GSM51088
[130]
GSM51089
[131]
GSM51090
[132]
GSM51091
[133]
GSM51092
[134]
GSM51093
[135]
GSM51094
[136]
GSM51095
[137]
GSM51096
[138]
GSM51097
[139]
GSM51098
[140]
GSM51099
[141]
GSM51100
[142]
GSM51101
[143]
GSM51102
[144]
GSM51103
[145]
GSM51104
[146]
GSM51105
[147]
GSM51106
[148]
GSM51107
[149]
GSM51108
[150]
GSM51109
[151]
GSM51110
[152]
GSM51111
[153]
GSM51112
[154]
GSM51113
[155]
GSM51114
[156]
GSM51115
[157]
GSM51116
[158]
GSM51117
[159]
GSM51118
[160]
GSM51119
[161]
GSM51120
[162]
GSM51121
[163]
GSM51122
[164]
GSM51123
[165]
GSM51124
[166]
GSM51125
[167]
GSM51126
[168]
GSM51127
[169]
GSM51128
[170]
GSM51129
[171]
GSM51130
[172]
GSM51131
[173]
GSM51132
[174]
GSM51133
[175]
GSM51134
[176]
GSM51135
[177]
GSM51136
[178]
GSM51137
[179]
GSM51138
[180]
GSM51139
[181]
GSM51140
[182]
GSM51141
[183]
GSM51142
[184]
GSM51143
[185]
GSM51144
[186]
GSM51145
[187]
GSM51146
[188]
GSM51147
[189]
GSM51148
[190]
GSM51149
[191]
GSM51150
[192]
GSM51151
[193]
GSM51152
[194]
GSM51153
[195]
GSM51154
[196]
GSM51155
[197]
GSM51156
[198]
GSM51157
[199]
GSM51158
[200]
GSM51159
[201]
GSM51160
[202]
GSM51161
[203]
GSM51162
[204]
GSM51163
[205]
GSM51164
[206]
GSM51165
[207]
GSM51166
[208]
GSM51167
[209]
GSM51168
[210]
GSM51169
[211]
GSM51170
[212]
GSM51171
[213]
GSM51172
[214]
GSM51173
[215]
GSM51174
[216]
GSM51175
[217]
GSM51176
[218]
GSM51177
[219]
GSM51178
[220]
GSM51179
[221]
GSM51180
[222]
GSM51181
[223]
GSM51182
[224]
GSM51183
[225]
GSM51184
[226]
GSM51185
[227]
GSM51186
[228]
GSM51187
[229]
GSM51188
[230]
GSM51189
[231]
GSM51190
[232]
GSM51191
[233]
GSM51192
[234]
GSM51193
[235]
GSM51194
[236]
GSM51195
[237]
GSM51196
[238]
GSM51197
[239]
GSM51198
[240]
GSM51199
[241]
GSM51200
[242]
GSM51201
[243]
GSM51202
[244]
GSM51203
[245]
GSM51204
[246]
GSM51205
[247]
GSM51206
[248]
GSM51207
[249]
GSM51208
[250]
GSM51209
[251]
GSM51210
[252]
GSM51211
[253]
GSM51212
[254]
GSM51213
[255]
GSM51214
[256]
GSM51215
[257]
GSM51216
[258]
GSM51217
[259]
GSM51218
[260]
GSM51219
[261]
GSM51220
[262]
GSM51221
[263]
GSM51222
[264]
GSM51223
[265]
GSM51224
[266]
GSM51225
[267]
GSM51226
[268]
GSM51227
[269]
GSM51228
[270]
GSM51229
[271]
GSM51230
[272]
GSM51231
[273]
GSM51232
[274]
GSM51233
[275]
GSM51234
[276]
GSM51235
[277]
GSM51236
[278]
GSM51237
[279]
GSM51238
[280]
GSM51239
[281]
GSM51240
[282]
GSM51241
[283]
GSM51242
[284]
GSM51243
[285]
GSM51244
[286]
GSM51245
[287]
GSM51246
[288]
GSM51247
[289]
GSM51248
[290]
GSM51249
[291]
GSM51250
[292]
GSM51251
[293]
GSM51252
[294]
GSM51253
[295]
GSM51254
[296]
GSM51255
[297]
GSM51256
[298]
GSM51257
[299]
GSM51258
[300]
GSM51259
[301]
GSM51260
[302]
GSM51261
[303]
GSM51262
[304]
GSM51263
[305]
GSM51264
[306]
GSM51265
[307]
GSM51266
[308]
GSM51267
[309]
GSM51268
[310]
GSM51269
[311]
GSM51270
[312]
GSM51271
[313]
GSM51272
[314]
GSM51273
[315]
GSM51274
[316]
GSM51275
[317]
GSM51276
[318]
GSM51277
[319]
GSM51278
[320]
GSM51279
[321]
GSM51280
[322]
GSM51281
[323]
GSM51282
[324]
GSM51283
[325]
GSM51284
[326]
GSM51285
[327]
GSM51286
[328]
GSM51287
[329]
GSM51288
[330]
GSM51289
[331]
GSM51290
[332]
GSM51291
[333]
GSM51292
[334]
GSM51293
[335]
GSM51294
[336]
GSM51295
[337]
GSM51296
[338]
GSM51297
[339]
GSM51298
[340]
GSM51299
[341]
GSM51300
[342]
GSM51301
[343]
GSM51302
[344]
GSM51303
[345]
GSM51304
[346]
GSM51305
[347]
GSM51306
[348]
GSM51307
[349]
GSM51308
[350]
GSM51309
[351]
GSM51310
[352]
GSM51311
[353]
GSM51312
[354]
GSM51313
[355]
GSM51314
[356]
GSM51315
[357]
GSM51316
[358]
GSM51317
[359]
GSM51318
[360]
GSM51319
[361]
GSM51320
[362]
GSM51321
[363]
GSM51322
[364]
GSM51323
[365]
GSM51324
[366]
GSM51325
[367]
GSM51326
[368]
GSM51327
[369]
GSM51328
[370]
GSM51329
[371]
GSM51330
[372]
GSM51331
[373]
GSM51332
[374]
GSM51333
[375]
GSM51334
[376]
GSM51335
[377]
GSM51336
[378]
GSM95646
[379]
GSM95647
[380]
GSM95648
[381]
GSM95649
[382]
GSM95650
[383]
GSM95651
[384]
GSM95652
[385]
GSM95653
[386]
GSM95654
[387]
GSM95655
[388]
GSM95656
[389]
GSM95657
[390]
GSM95658
[391]
GSM95659
[392]
GSM95660
[393]
GSM95661
[394]
GSM95662
[395]
GSM95663
[396]
GSM95664
[397]
GSM95665
[398]
GSM95666
[399]
GSM95667
[400]
GSM95668
[401]
GSM95669
[402]
GSM95670
[403]
GSM95671
[404]
GSM95672
[405]
GSM95673
[406]
GSM95674
[407]
GSM95675
[408]
GSM95676
[409]
GSM95677
[410]
GSM95678
[411]
GSM95679
[412]
GSM95680
[413]
GSM95681
[414]
GSM95682
[415]
GSM95683
[416]
GSM95684
[417]
GSM95685
[418]
GSM95686
[419]
GSM95687
[420]
GSM95688
[421]
GSM95689
[422]
GSM95690
[423]
GSM95691
[424]
GSM95692
[425]
GSM95693
[426]
GSM95694
[427]
GSM95695
[428]
GSM95696
[429]
GSM95697
[430]
GSM95698
[431]
GSM95699
[432]
GSM95700
[433]
GSM95701
[434]
GSM95702
[435]
GSM95703
[436]
GSM95704
[437]
GSM95705
[438]
GSM95706
[439]
GSM95707
[440]
GSM95708
[441]
GSM95709
[442]
GSM95710
[443]
GSM95711
[444]
GSM95712
[445]
GSM95713
[446]
GSM95714
[447]
GSM95715
[448]
GSM95716
[449]
GSM95717
[450]
GSM95718
[451]
GSM95719
[452]
GSM95720
[453]
GSM95721
[454]
GSM95722
[455]
GSM95723
[456]
GSM95724
[457]
GSM95725
[458]
GSM95726
[459]
GSM95727
[460]
GSM95728
[461]
GSM95729
[462]
GSM95730
[463]
GSM95731
[464]
GSM95732
[465]
GSM95733
[466]
GSM95734
[467]
GSM95735
[468]
GSM95736
[469]
GSM95737
[470]
GSM95738
[471]
GSM95739
[472]
GSM95740
[473]
GSM95741
[474]
GSM95742
[475]
GSM95743
[476]
GSM95744
[477]
GSM95745
[478]
GSM95746
[479]
GSM95747
[480]
GSM95748
[481]
GSM95749
[482]
GSM95750
[483]
GSM95751
[484]
GSM95752
[485]
GSM95753
[486]
GSM95754
[487]
GSM95755
[488]
GSM95756
[489]
GSM95757
[490]
GSM95758
[491]
GSM95759
[492]
GSM95760
[493]
GSM95761
[494]
GSM95762
[495]
GSM95763
[496]
GSM95764
[497]
GSM95765
[498]
GSM95766
[499]
GSM95767
[500]
GSM95768
[501]
GSM95769
[502]
GSM95770
[503]
GSM95771
[504]
GSM95772
[505]
GSM95773
[506]
GSM95774
[507]
GSM95775
[508]
GSM95776
[509]
GSM95777
[510]
GSM95778
[511]
GSM95779
[512]
GSM95780
[513]
GSM95781
[514]
GSM95782
[515]
GSM95783
[516]
GSM95784
[517]
GSM95785
[518]
GSM95786
[519]
GSM95787
[520]
GSM95788
[521]
GSM95789
[522]
GSM95790
[523]
GSM95791
[524]
GSM95792
[525]
GSM95793
[526]
GSM95794
[527]
GSM95795
[528]
GSM95796
[529]
GSM95797
[530]
GSM95798
[531]
GSM95799
[532]
GSM95800
[533]
GSM95801
[534]
GSM95802
[535]
GSM95803
[536]
GSM95804
[537]
GSM95805
[538]
GSM95806
[539]
GSM95807
[540]
GSM95808
[541]
GSM95809
[542]
GSM95810
[543]
GSM95811
[544]
GSM95812
[545]
GSM95813
[546]
GSM95814
[547]
GSM95815
[548]
GSM95816
[549]
GSM95817
[550]
GSM95818
[551]
GSM95819
[552]
GSM95820
[553]
GSM95821
[554]
GSM95822
[555]
GSM95823
[556]
GSM95824
[557]
GSM95825
[558]
GSM95826
sample_count
559
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene Expression Profiles of Multiple Myeloma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE39683
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=GSE39683
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE39683
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 67 items
[0]
GSM977621
[1]
GSM977622
[2]
GSM977623
[3]
GSM977624
[4]
GSM977625
[5]
GSM977626
[6]
GSM977627
[7]
GSM977628
[8]
GSM977629
[9]
GSM977630
[10]
GSM977631
[11]
GSM977632
[12]
GSM977633
[13]
GSM977634
[14]
GSM977635
[15]
GSM977636
[16]
GSM977637
[17]
GSM977638
[18]
GSM977639
[19]
GSM977640
[20]
GSM977641
[21]
GSM977642
[22]
GSM977643
[23]
GSM977644
[24]
GSM977645
[25]
GSM977646
[26]
GSM977647
[27]
GSM977648
[28]
GSM977649
[29]
GSM977650
[30]
GSM977651
[31]
GSM977652
[32]
GSM977653
[33]
GSM977654
[34]
GSM977655
[35]
GSM977656
[36]
GSM977657
[37]
GSM977658
[38]
GSM977659
[39]
GSM977660
[40]
GSM977661
[41]
GSM977662
[42]
GSM977663
[43]
GSM977664
[44]
GSM977665
[45]
GSM977666
[46]
GSM977667
[47]
GSM977668
[48]
GSM977669
[49]
GSM977670
[50]
GSM977671
[51]
GSM977672
[52]
GSM977673
[53]
GSM977674
[54]
GSM977675
[55]
GSM977676
[56]
GSM977677
[57]
GSM977678
[58]
GSM977679
[59]
GSM977680
[60]
GSM977681
[61]
GSM977682
[62]
GSM977683
[63]
GSM977684
[64]
GSM977685
[65]
GSM977686
[66]
GSM977687
sample_count
67
group_sizes
null
group_sizes_basis
null
platform
16522
taxon
Homo sapiens
title
Small nucleolar RNAs and small Cajal body-specific RNAs show distinct transcriptional profiles in the context of the molecular heterogeneity of multiple myeloma.
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE5900
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=GSE5900
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE5900
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 78 items
[0]
GSM137144
[1]
GSM137145
[2]
GSM137146
[3]
GSM137147
[4]
GSM137148
[5]
GSM137149
[6]
GSM137150
[7]
GSM137151
[8]
GSM137152
[9]
GSM137153
[10]
GSM137154
[11]
GSM137155
[12]
GSM137156
[13]
GSM137157
[14]
GSM137158
[15]
GSM137159
[16]
GSM137160
[17]
GSM137161
[18]
GSM137162
[19]
GSM137163
[20]
GSM137164
[21]
GSM137165
[22]
GSM137166
[23]
GSM137167
[24]
GSM137168
[25]
GSM137169
[26]
GSM137170
[27]
GSM137171
[28]
GSM137172
[29]
GSM137173
[30]
GSM137174
[31]
GSM137175
[32]
GSM137176
[33]
GSM137177
[34]
GSM137178
[35]
GSM137179
[36]
GSM137180
[37]
GSM137181
[38]
GSM137182
[39]
GSM137183
[40]
GSM137184
[41]
GSM137185
[42]
GSM137186
[43]
GSM137187
[44]
GSM137188
[45]
GSM137189
[46]
GSM137190
[47]
GSM137191
[48]
GSM137192
[49]
GSM137193
[50]
GSM137194
[51]
GSM137195
[52]
GSM137196
[53]
GSM137197
[54]
GSM137198
[55]
GSM137199
[56]
GSM137200
[57]
GSM137201
[58]
GSM137202
[59]
GSM137203
[60]
GSM137204
[61]
GSM137205
[62]
GSM137206
[63]
GSM137207
[64]
GSM137208
[65]
GSM137209
[66]
GSM137210
[67]
GSM137211
[68]
GSM137212
[69]
GSM137213
[70]
GSM137214
[71]
GSM137215
[72]
GSM137216
[73]
GSM137217
[74]
GSM137218
[75]
GSM137219
[76]
GSM137220
[77]
GSM137221
sample_count
78
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene Expression of Bone Marrow Plasma Cells from Healthy Donors (N=22), MGUS (N=44), and Smoldering Myeloma (N=12)
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE6477
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=GSE6477
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6477
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 162 items
[0]
GSM148911
[1]
GSM148912
[2]
GSM148914
[3]
GSM148915
[4]
GSM148916
[5]
GSM148917
[6]
GSM148918
[7]
GSM148919
[8]
GSM148920
[9]
GSM148921
[10]
GSM148922
[11]
GSM148923
[12]
GSM148924
[13]
GSM148925
[14]
GSM148926
[15]
GSM148927
[16]
GSM148928
[17]
GSM148929
[18]
GSM148930
[19]
GSM148931
[20]
GSM148932
[21]
GSM148933
[22]
GSM148934
[23]
GSM148935
[24]
GSM148936
[25]
GSM148937
[26]
GSM148938
[27]
GSM148939
[28]
GSM148940
[29]
GSM148941
[30]
GSM148942
[31]
GSM148943
[32]
GSM148944
[33]
GSM148945
[34]
GSM148946
[35]
GSM148947
[36]
GSM148948
[37]
GSM148949
[38]
GSM148950
[39]
GSM148951
[40]
GSM148952
[41]
GSM148953
[42]
GSM148954
[43]
GSM148955
[44]
GSM148956
[45]
GSM148957
[46]
GSM148958
[47]
GSM148959
[48]
GSM148960
[49]
GSM148961
[50]
GSM148962
[51]
GSM148963
[52]
GSM148964
[53]
GSM148965
[54]
GSM148966
[55]
GSM148967
[56]
GSM148968
[57]
GSM148969
[58]
GSM148970
[59]
GSM148971
[60]
GSM148972
[61]
GSM148973
[62]
GSM148974
[63]
GSM148975
[64]
GSM148976
[65]
GSM148977
[66]
GSM148978
[67]
GSM148979
[68]
GSM148980
[69]
GSM148981
[70]
GSM148982
[71]
GSM148983
[72]
GSM148984
[73]
GSM148985
[74]
GSM148986
[75]
GSM148987
[76]
GSM148988
[77]
GSM148989
[78]
GSM148990
[79]
GSM148991
[80]
GSM148992
[81]
GSM148993
[82]
GSM148994
[83]
GSM148995
[84]
GSM148996
[85]
GSM148997
[86]
GSM148998
[87]
GSM148999
[88]
GSM149000
[89]
GSM149001
[90]
GSM149002
[91]
GSM149003
[92]
GSM149004
[93]
GSM149005
[94]
GSM149006
[95]
GSM149007
[96]
GSM149008
[97]
GSM149009
[98]
GSM149010
[99]
GSM149011
[100]
GSM149012
[101]
GSM149013
[102]
GSM149014
[103]
GSM149015
[104]
GSM149016
[105]
GSM149017
[106]
GSM149018
[107]
GSM149019
[108]
GSM149020
[109]
GSM149021
[110]
GSM149022
[111]
GSM149023
[112]
GSM149024
[113]
GSM149025
[114]
GSM149026
[115]
GSM149027
[116]
GSM149028
[117]
GSM149029
[118]
GSM149030
[119]
GSM149031
[120]
GSM149032
[121]
GSM149033
[122]
GSM149034
[123]
GSM149035
[124]
GSM149036
[125]
GSM149037
[126]
GSM149038
[127]
GSM149039
[128]
GSM149040
[129]
GSM149041
[130]
GSM149042
[131]
GSM149043
[132]
GSM149044
[133]
GSM149045
[134]
GSM149046
[135]
GSM149047
[136]
GSM149048
[137]
GSM149049
[138]
GSM149050
[139]
GSM149051
[140]
GSM149052
[141]
GSM149053
[142]
GSM149054
[143]
GSM149055
[144]
GSM149056
[145]
GSM149057
[146]
GSM149058
[147]
GSM149059
[148]
GSM149060
[149]
GSM149061
[150]
GSM149062
[151]
GSM149063
[152]
GSM149064
[153]
GSM149065
[154]
GSM149066
[155]
GSM149067
[156]
GSM149068
[157]
GSM149069
[158]
GSM149070
[159]
GSM149071
[160]
GSM149072
[161]
GSM149073
sample_count
162
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from different stages of plasma cell neoplasm
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE66291
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=GSE66291
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66291
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 142 items
[0]
GSM1618763
[1]
GSM1618764
[2]
GSM1618765
[3]
GSM1618766
[4]
GSM1618767
[5]
GSM1618768
[6]
GSM1618769
[7]
GSM1618770
[8]
GSM1618771
[9]
GSM1618772
[10]
GSM1618773
[11]
GSM1618774
[12]
GSM1618775
[13]
GSM1618776
[14]
GSM1618777
[15]
GSM1618778
[16]
GSM1618779
[17]
GSM1618780
[18]
GSM1618781
[19]
GSM1618782
[20]
GSM1618783
[21]
GSM1618784
[22]
GSM1618785
[23]
GSM1618786
[24]
GSM1618787
[25]
GSM1618788
[26]
GSM1618789
[27]
GSM1618790
[28]
GSM1618791
[29]
GSM1618792
[30]
GSM1618793
[31]
GSM1618794
[32]
GSM1618795
[33]
GSM1618796
[34]
GSM1618797
[35]
GSM1618798
[36]
GSM1618799
[37]
GSM1618800
[38]
GSM1618801
[39]
GSM1618802
[40]
GSM1618803
[41]
GSM1618804
[42]
GSM1618805
[43]
GSM1618806
[44]
GSM1618807
[45]
GSM1618808
[46]
GSM1618809
[47]
GSM1618810
[48]
GSM1618811
[49]
GSM1618812
[50]
GSM1618813
[51]
GSM1618814
[52]
GSM1618815
[53]
GSM1618816
[54]
GSM1618817
[55]
GSM1618818
[56]
GSM1618819
[57]
GSM1618820
[58]
GSM1618821
[59]
GSM1618822
[60]
GSM1618823
[61]
GSM1618824
[62]
GSM1618825
[63]
GSM1618826
[64]
GSM1618827
[65]
GSM1618828
[66]
GSM1618829
[67]
GSM1618830
[68]
GSM1618831
[69]
GSM1618832
[70]
GSM1618833
[71]
GSM1618834
[72]
GSM1618835
[73]
GSM1618836
[74]
GSM1618837
[75]
GSM1618838
[76]
GSM1618839
[77]
GSM1618840
[78]
GSM1618841
[79]
GSM1618842
[80]
GSM1618843
[81]
GSM1618844
[82]
GSM1618845
[83]
GSM1618846
[84]
GSM1618847
[85]
GSM1618848
[86]
GSM1618849
[87]
GSM1618850
[88]
GSM1618851
[89]
GSM1618852
[90]
GSM1618853
[91]
GSM1618854
[92]
GSM1618855
[93]
GSM1618856
[94]
GSM1618857
[95]
GSM1618858
[96]
GSM1618859
[97]
GSM1618860
[98]
GSM1618861
[99]
GSM1618862
[100]
GSM1618863
[101]
GSM1618864
[102]
GSM1618865
[103]
GSM1618866
[104]
GSM1618867
[105]
GSM1618868
[106]
GSM1618869
[107]
GSM1618870
[108]
GSM1618871
[109]
GSM1618872
[110]
GSM1618873
[111]
GSM1618874
[112]
GSM1618875
[113]
GSM1618876
[114]
GSM1618877
[115]
GSM1618878
[116]
GSM1618879
[117]
GSM1618880
[118]
GSM1618881
[119]
GSM1618882
[120]
GSM1618883
[121]
GSM1618884
[122]
GSM1618885
[123]
GSM1618886
[124]
GSM1618887
[125]
GSM1618888
[126]
GSM1618889
[127]
GSM1618890
[128]
GSM1618891
[129]
GSM1618892
[130]
GSM1618893
[131]
GSM1618894
[132]
GSM1618895
[133]
GSM1618896
[134]
GSM1618897
[135]
GSM1618898
[136]
GSM1618899
[137]
GSM1618900
[138]
GSM1618901
[139]
GSM1618902
[140]
GSM1618903
[141]
GSM1618904
sample_count
142
group_sizes
null
group_sizes_basis
null
platform
19824
taxon
Homo sapiens
title
Assessment of MEK-ERK pathway targeting by BRAF, NRAS and KRAS gene mutations in plasma cell dyscrasias [Patient samples]
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE9782
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=GSE9782
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9782
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 528 items
[0]
GSM246523
[1]
GSM246524
[2]
GSM246525
[3]
GSM246526
[4]
GSM246527
[5]
GSM246528
[6]
GSM246529
[7]
GSM246530
[8]
GSM246531
[9]
GSM246532
[10]
GSM246533
[11]
GSM246534
[12]
GSM246535
[13]
GSM246536
[14]
GSM246537
[15]
GSM246538
[16]
GSM246539
[17]
GSM246540
[18]
GSM246541
[19]
GSM246542
[20]
GSM246543
[21]
GSM246544
[22]
GSM246545
[23]
GSM246546
[24]
GSM246547
[25]
GSM246548
[26]
GSM246549
[27]
GSM246550
[28]
GSM246551
[29]
GSM246552
[30]
GSM246553
[31]
GSM246554
[32]
GSM246555
[33]
GSM246556
[34]
GSM246557
[35]
GSM246558
[36]
GSM246559
[37]
GSM246560
[38]
GSM246561
[39]
GSM246562
[40]
GSM246563
[41]
GSM246564
[42]
GSM246565
[43]
GSM246566
[44]
GSM246567
[45]
GSM246568
[46]
GSM246569
[47]
GSM246570
[48]
GSM246571
[49]
GSM246572
[50]
GSM246573
[51]
GSM246574
[52]
GSM246575
[53]
GSM246576
[54]
GSM246577
[55]
GSM246578
[56]
GSM246579
[57]
GSM246580
[58]
GSM246581
[59]
GSM246582
[60]
GSM246583
[61]
GSM246584
[62]
GSM246585
[63]
GSM246586
[64]
GSM246587
[65]
GSM246588
[66]
GSM246589
[67]
GSM246590
[68]
GSM246591
[69]
GSM246592
[70]
GSM246593
[71]
GSM246594
[72]
GSM246595
[73]
GSM246596
[74]
GSM246597
[75]
GSM246598
[76]
GSM246599
[77]
GSM246600
[78]
GSM246601
[79]
GSM246602
[80]
GSM246603
[81]
GSM246604
[82]
GSM246605
[83]
GSM246606
[84]
GSM246607
[85]
GSM246608
[86]
GSM246609
[87]
GSM246610
[88]
GSM246611
[89]
GSM246612
[90]
GSM246613
[91]
GSM246614
[92]
GSM246615
[93]
GSM246616
[94]
GSM246617
[95]
GSM246618
[96]
GSM246619
[97]
GSM246620
[98]
GSM246621
[99]
GSM246622
[100]
GSM246623
[101]
GSM246624
[102]
GSM246625
[103]
GSM246626
[104]
GSM246627
[105]
GSM246628
[106]
GSM246629
[107]
GSM246630
[108]
GSM246631
[109]
GSM246632
[110]
GSM246633
[111]
GSM246634
[112]
GSM246635
[113]
GSM246636
[114]
GSM246637
[115]
GSM246638
[116]
GSM246639
[117]
GSM246640
[118]
GSM246641
[119]
GSM246642
[120]
GSM246643
[121]
GSM246644
[122]
GSM246645
[123]
GSM246646
[124]
GSM246647
[125]
GSM246648
[126]
GSM246649
[127]
GSM246650
[128]
GSM246651
[129]
GSM246652
[130]
GSM246653
[131]
GSM246654
[132]
GSM246655
[133]
GSM246656
[134]
GSM246657
[135]
GSM246658
[136]
GSM246659
[137]
GSM246660
[138]
GSM246661
[139]
GSM246662
[140]
GSM246663
[141]
GSM246664
[142]
GSM246665
[143]
GSM246666
[144]
GSM246667
[145]
GSM246668
[146]
GSM246669
[147]
GSM246670
[148]
GSM246671
[149]
GSM246672
[150]
GSM246673
[151]
GSM246674
[152]
GSM246675
[153]
GSM246676
[154]
GSM246677
[155]
GSM246678
[156]
GSM246679
[157]
GSM246680
[158]
GSM246681
[159]
GSM246682
[160]
GSM246683
[161]
GSM246684
[162]
GSM246685
[163]
GSM246686
[164]
GSM246687
[165]
GSM246688
[166]
GSM246689
[167]
GSM246690
[168]
GSM246691
[169]
GSM246692
[170]
GSM246693
[171]
GSM246694
[172]
GSM246695
[173]
GSM246696
[174]
GSM246697
[175]
GSM246698
[176]
GSM246699
[177]
GSM246700
[178]
GSM246701
[179]
GSM246702
[180]
GSM246703
[181]
GSM246704
[182]
GSM246705
[183]
GSM246706
[184]
GSM246707
[185]
GSM246708
[186]
GSM246709
[187]
GSM246710
[188]
GSM246711
[189]
GSM246712
[190]
GSM246713
[191]
GSM246714
[192]
GSM246715
[193]
GSM246716
[194]
GSM246717
[195]
GSM246718
[196]
GSM246719
[197]
GSM246720
[198]
GSM246721
[199]
GSM246722
[200]
GSM246723
[201]
GSM246724
[202]
GSM246725
[203]
GSM246726
[204]
GSM246727
[205]
GSM246728
[206]
GSM246729
[207]
GSM246730
[208]
GSM246731
[209]
GSM246732
[210]
GSM246733
[211]
GSM246734
[212]
GSM246735
[213]
GSM246736
[214]
GSM246737
[215]
GSM246738
[216]
GSM246739
[217]
GSM246740
[218]
GSM246741
[219]
GSM246742
[220]
GSM246743
[221]
GSM246744
[222]
GSM246745
[223]
GSM246746
[224]
GSM246747
[225]
GSM246748
[226]
GSM246749
[227]
GSM246750
[228]
GSM246751
[229]
GSM246752
[230]
GSM246753
[231]
GSM246754
[232]
GSM246755
[233]
GSM246756
[234]
GSM246757
[235]
GSM246758
[236]
GSM246759
[237]
GSM246760
[238]
GSM246761
[239]
GSM246762
[240]
GSM246763
[241]
GSM246764
[242]
GSM246765
[243]
GSM246766
[244]
GSM246767
[245]
GSM246768
[246]
GSM246769
[247]
GSM246770
[248]
GSM246771
[249]
GSM246772
[250]
GSM246773
[251]
GSM246774
[252]
GSM246775
[253]
GSM246776
[254]
GSM246777
[255]
GSM246778
[256]
GSM246779
[257]
GSM246780
[258]
GSM246781
[259]
GSM246782
[260]
GSM246783
[261]
GSM246784
[262]
GSM246785
[263]
GSM246786
[264]
GSM246787
[265]
GSM246788
[266]
GSM246789
[267]
GSM246790
[268]
GSM246791
[269]
GSM246792
[270]
GSM246793
[271]
GSM246794
[272]
GSM246795
[273]
GSM246796
[274]
GSM246797
[275]
GSM246798
[276]
GSM246799
[277]
GSM246800
[278]
GSM246801
[279]
GSM246802
[280]
GSM246803
[281]
GSM246804
[282]
GSM246805
[283]
GSM246806
[284]
GSM246807
[285]
GSM246808
[286]
GSM246809
[287]
GSM246810
[288]
GSM246811
[289]
GSM246812
[290]
GSM246813
[291]
GSM246814
[292]
GSM246815
[293]
GSM246816
[294]
GSM246817
[295]
GSM246818
[296]
GSM246819
[297]
GSM246820
[298]
GSM246821
[299]
GSM246822
[300]
GSM246823
[301]
GSM246824
[302]
GSM246825
[303]
GSM246826
[304]
GSM246827
[305]
GSM246828
[306]
GSM246829
[307]
GSM246830
[308]
GSM246831
[309]
GSM246832
[310]
GSM246833
[311]
GSM246834
[312]
GSM246835
[313]
GSM246836
[314]
GSM246837
[315]
GSM246838
[316]
GSM246839
[317]
GSM246840
[318]
GSM246841
[319]
GSM246842
[320]
GSM246843
[321]
GSM246844
[322]
GSM246845
[323]
GSM246846
[324]
GSM246847
[325]
GSM246848
[326]
GSM246849
[327]
GSM246850
[328]
GSM246851
[329]
GSM246852
[330]
GSM246853
[331]
GSM246854
[332]
GSM246855
[333]
GSM246856
[334]
GSM246857
[335]
GSM246858
[336]
GSM246859
[337]
GSM246860
[338]
GSM246861
[339]
GSM246862
[340]
GSM246863
[341]
GSM246864
[342]
GSM246865
[343]
GSM246866
[344]
GSM246867
[345]
GSM246868
[346]
GSM246869
[347]
GSM246870
[348]
GSM246871
[349]
GSM246872
[350]
GSM246873
[351]
GSM246874
[352]
GSM246875
[353]
GSM246876
[354]
GSM246877
[355]
GSM246878
[356]
GSM246879
[357]
GSM246880
[358]
GSM246881
[359]
GSM246882
[360]
GSM246883
[361]
GSM246884
[362]
GSM246885
[363]
GSM246886
[364]
GSM246887
[365]
GSM246888
[366]
GSM246889
[367]
GSM246890
[368]
GSM246891
[369]
GSM246892
[370]
GSM246893
[371]
GSM246894
[372]
GSM246895
[373]
GSM246896
[374]
GSM246897
[375]
GSM246898
[376]
GSM246899
[377]
GSM246900
[378]
GSM246901
[379]
GSM246902
[380]
GSM246903
[381]
GSM246904
[382]
GSM246905
[383]
GSM246906
[384]
GSM246907
[385]
GSM246908
[386]
GSM246909
[387]
GSM246910
[388]
GSM246911
[389]
GSM246912
[390]
GSM246913
[391]
GSM246914
[392]
GSM246915
[393]
GSM246916
[394]
GSM246917
[395]
GSM246918
[396]
GSM246919
[397]
GSM246920
[398]
GSM246921
[399]
GSM246922
[400]
GSM246923
[401]
GSM246924
[402]
GSM246925
[403]
GSM246926
[404]
GSM246927
[405]
GSM246928
[406]
GSM246929
[407]
GSM246930
[408]
GSM246931
[409]
GSM246932
[410]
GSM246933
[411]
GSM246934
[412]
GSM246935
[413]
GSM246936
[414]
GSM246937
[415]
GSM246938
[416]
GSM246939
[417]
GSM246940
[418]
GSM246941
[419]
GSM246942
[420]
GSM246943
[421]
GSM246944
[422]
GSM246945
[423]
GSM246946
[424]
GSM246947
[425]
GSM246948
[426]
GSM246949
[427]
GSM246950
[428]
GSM246951
[429]
GSM246952
[430]
GSM246953
[431]
GSM246954
[432]
GSM246955
[433]
GSM246956
[434]
GSM246957
[435]
GSM246958
[436]
GSM246959
[437]
GSM246960
[438]
GSM246961
[439]
GSM246962
[440]
GSM246963
[441]
GSM246964
[442]
GSM246965
[443]
GSM246966
[444]
GSM246967
[445]
GSM246968
[446]
GSM246969
[447]
GSM246970
[448]
GSM246971
[449]
GSM246972
[450]
GSM246973
[451]
GSM246974
[452]
GSM246975
[453]
GSM246976
[454]
GSM246977
[455]
GSM246978
[456]
GSM246979
[457]
GSM246980
[458]
GSM246981
[459]
GSM246982
[460]
GSM246983
[461]
GSM246984
[462]
GSM246985
[463]
GSM246986
[464]
GSM246987
[465]
GSM246988
[466]
GSM246989
[467]
GSM246990
[468]
GSM246991
[469]
GSM246992
[470]
GSM246993
[471]
GSM246994
[472]
GSM246995
[473]
GSM246996
[474]
GSM246997
[475]
GSM246998
[476]
GSM246999
[477]
GSM247000
[478]
GSM247001
[479]
GSM247002
[480]
GSM247003
[481]
GSM247004
[482]
GSM247005
[483]
GSM247006
[484]
GSM247007
[485]
GSM247008
[486]
GSM247009
[487]
GSM247010
[488]
GSM247011
[489]
GSM247012
[490]
GSM247013
[491]
GSM247014
[492]
GSM247015
[493]
GSM247016
[494]
GSM247017
[495]
GSM247018
[496]
GSM247019
[497]
GSM247020
[498]
GSM247021
[499]
GSM247022
[500]
GSM247023
[501]
GSM247024
[502]
GSM247025
[503]
GSM247026
[504]
GSM247027
[505]
GSM247028
[506]
GSM247029
[507]
GSM247030
[508]
GSM247031
[509]
GSM247032
[510]
GSM247033
[511]
GSM247034
[512]
GSM247035
[513]
GSM247036
[514]
GSM247037
[515]
GSM247038
[516]
GSM247039
[517]
GSM247040
[518]
GSM247041
[519]
GSM247042
[520]
GSM247043
[521]
GSM247044
[522]
GSM247045
[523]
GSM247046
[524]
GSM247047
[525]
GSM247048
[526]
GSM247049
[527]
GSM247050
sample_count
528
group_sizes
null
group_sizes_basis
null
platform
96;97
taxon
Homo sapiens
title
Gene expression profiling and correlation with outcome in clinical trials of the proteasome inhibitor bortezomib
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 16 items
[0]
asset:data:geo:GSE106218 not downloaded
[1]
asset:data:geo:GSE106218 licence not read
[2]
asset:data:geo:GSE24080 not downloaded
[3]
asset:data:geo:GSE24080 licence not read
[4]
asset:data:geo:GSE2658 not downloaded
[5]
asset:data:geo:GSE2658 licence not read
[6]
asset:data:geo:GSE39683 not downloaded
[7]
asset:data:geo:GSE39683 licence not read
[8]
asset:data:geo:GSE5900 not downloaded
[9]
asset:data:geo:GSE5900 licence not read
[10]
asset:data:geo:GSE6477 not downloaded
[11]
asset:data:geo:GSE6477 licence not read
[12]
asset:data:geo:GSE66291 not downloaded
[13]
asset:data:geo:GSE66291 licence not read
[14]
asset:data:geo:GSE9782 not downloaded
[15]
asset:data:geo:GSE9782 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
OS and RFS were assessed with the Kaplan–Meier method, and the differences between the groups were compared by the log-rank test.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson correlation
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 8 items
[0]
GSE24080
[1]
GSE9782
[2]
GSE2658
[3]
GSE6477
[4]
GSE5900
[5]
GSE39683
[6]
GSE66291
[7]
GSE106218
resolved_accessions array · 8 items
[0]
GSE24080
[1]
GSE9782
[2]
GSE2658
[3]
GSE6477
[4]
GSE5900
[5]
GSE39683
[6]
GSE66291
[7]
GSE106218
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding author.
basis
The paper names GSE24080, GSE9782, GSE2658, GSE6477, GSE5900, GSE39683, GSE66291, GSE106218 in NCBI-GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:35059315
[1]
data:geo:GSE106218
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE106218
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T17:16:27Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9849
completion_tokens
2777
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:35059315
type
paper
label
pmid:35059315
[1] object · 3 fields
id
source:pmid:35059315
type
manuscript
label
PMID 35059315 full text
[2] object · 3 fields
id
data:geo:GSE106218
type
dataset
label
GEO GSE106218
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:35059315
type
paper
label
pmid:35059315
[1] object · 3 fields
id
source:pmid:35059315
type
manuscript
label
PMID 35059315 full text
[2] object · 3 fields
id
data:geo:GSE106218
type
dataset
label
GEO GSE106218
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35059315
type
extraction
used array · 1 item
[0]
source:pmid:35059315
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE106218
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE106218
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:35059315
parent_hash
sha256:042d5c9bdce188a05ef26098f5266d53ffccdc87a8d7ae13e26040561e6db098
fork_of
null
gaps array · 20 items
[0]
asset:data:geo:GSE106218 licence not read
[1]
asset:data:geo:GSE106218 not downloaded
[2]
asset:data:geo:GSE24080 licence not read
[3]
asset:data:geo:GSE24080 not downloaded
[4]
asset:data:geo:GSE2658 licence not read
[5]
asset:data:geo:GSE2658 not downloaded
[6]
asset:data:geo:GSE39683 licence not read
[7]
asset:data:geo:GSE39683 not downloaded
[8]
asset:data:geo:GSE5900 licence not read
[9]
asset:data:geo:GSE5900 not downloaded
[10]
asset:data:geo:GSE6477 licence not read
[11]
asset:data:geo:GSE6477 not downloaded
[12]
asset:data:geo:GSE66291 licence not read
[13]
asset:data:geo:GSE66291 not downloaded
[14]
asset:data:geo:GSE9782 licence not read
[15]
asset:data:geo:GSE9782 not downloaded
[16]
execution.not_run
[17]
review.human_critique
[18]
review.independent_reader
[19]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
responsible for cell proliferation and anti-apoptosis (7). In solid tumors, the YAP1/TAZ complex i
order_basis
paper_text_order:4925
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
OS and RFS were assessed with the Kaplan–Meier method, and the differences between the groups were compared by the log-rank test.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35059315", "kind": "science-record", "revision": 4, "content_hash": "sha256:3dafba6adaad525ff9d1a8bd35fc2335ac77cfb8c5c87c00797495fe5c0b2509", "created_at": "2026-11-01T17:36:47Z", "updated_at": "2026-11-01T22:48:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated Transcriptomic Analysis Reveals a Distinctive Role of YAP1 in Extramedullary Invasion and Therapeutic Sensitivity of Multiple Myeloma.", "doi": "10.3389/fonc.2021.787814", "pmid": "35059315", "authors": ["Bo Zheng", "Wei Sun", "Ke Yi", "Yajun Zhang", "Liangzhe Wang", "Hongyan Lan", "Chong Zhang", "Hongming Xian", "Rong Li"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "Multiple myeloma (MM) is the second most common hematologic malignancy. There are no standard therapeutic guidelines for extramedullary invasion (EM). We performed a retrospective integrated transcriptomic analysis based on GEO, TCGA, and Oncomine datasets with a total of over 2,500 cases enrolled. GSVA analysis was performed on GSE24080. The external validation cohorts include GSE9782, GSE2658, MMRF-COMPASS, and Oncomine. The data of MGUS to relapsed MM were acquired from GSE6477, GSE5900, and Oncomine. The data of EM were acquired from GSE39683 and GSE66291. Single-cell level transcriptome data of MM and EM were acquired from GSE106218. GSVA analysis revealed that 559 cases could be divided into 2 groups based on the expression of oncogenic pathways with prognostic significances. Group 1 with a specific phenotype of YAP1-MYC+ exhibited an unpromising prognosis. The univariate analysis revealed YAP1 as a tumor suppressor in MM. The activity of DNA repair, glycolysis, and oxidative phosphorylation was significantly higher in YAP1-MYC+ MM, which is in concordance with EM myeloma cells based on single-cell analysis. Furthermore, we discovered that YAP1-MYC+ MM patients exhibited an improved response for IMiD treatment. Collectively, YAP1-MYC+MM patients might suffer a worse prognosis and stronger propensity for EM progression.", "claims": [{"id": "claim-method", "statement": "OS and RFS were assessed with the Kaplan–Meier method, and the differences between the groups were compared by the log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35059315", "locator": "sections[9] \"Statistical Analysis\" paragraph 2", "quote": "OS and RFS were assessed with the Kaplan–Meier method, and the differences between the groups were compared by the log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/ Supplementary Material . 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This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE106218"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE106218"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35059315", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.787814", "sha256": "sha256:6d569b0fc925935d1a2c9866ff669834483bbaaf63d2686e8fc969b388ecd517", "bytes": 34382, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.787814", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8763979", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE106218", "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=GSE106218", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE106218", "version": null, "note": "The original contributions presented in the study are included in the article/ Supplementary Material . 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Further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2831723", "GSM2831724", "GSM2831725", "GSM2831726", "GSM2831727", "GSM2831728", "GSM2831729", "GSM2831730", "GSM2831731", "GSM2831732", "GSM2831733", "GSM2831734", "GSM2831735", "GSM2831736", "GSM2831737", "GSM2831738", "GSM2831739", "GSM2831740", "GSM2831741", "GSM2831742", "GSM2831743", "GSM2831744", "GSM2831745", "GSM2831746", "GSM2831747", "GSM2831748", "GSM2831749", "GSM2831750", "GSM2831751", "GSM2831752", "GSM2831753", "GSM2831754", "GSM2831755", "GSM2831756", "GSM2831757", "GSM2831758", "GSM2831759", "GSM2831760", "GSM2831761", "GSM2831762", "GSM2831763", "GSM2831764", "GSM2831765", "GSM2831766", "GSM2831767", "GSM2831768", "GSM2831769", "GSM2831770", "GSM2831771", "GSM2831772", "GSM2831773", "GSM2831774", "GSM2831775", "GSM2831776", "GSM2831777", "GSM2831778", "GSM2831779", "GSM2831780", "GSM2831781", "GSM2831782", "GSM2831783", 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