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pmid:39655267

Identification of gastric cancer biomarkers through in-silico analysis of microarray based datasets.

Arbaz Akhtar · Yasir Hameed · Samina Ejaz · Iqra Abdullah

Biochemistry and biophysics reports · 2024 doi:10.1016/j.bbrep.2024.101880

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

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pmid:39655267
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2026-11-01T20:29:57Z
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2026-11-01T22:55:47Z
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title
Identification of gastric cancer biomarkers through in-silico analysis of microarray based datasets.
doi
10.1016/j.bbrep.2024.101880
pmid
39655267
authors array · 4 items
[0]
Arbaz Akhtar
[1]
Yasir Hameed
[2]
Samina Ejaz
[3]
Iqra Abdullah
journal
Biochemistry and biophysics reports
year
2024
abstract
Gastric cancer is among the most prevalent cancers worldwide including in Pakistan. Late diagnosis of gastric cancer leads to reduced survival. The present study aimed to investigate biomarkers for early diagnosis and prognosis of gastric cancer. For this purpose, the ten microarray-based gene expression datasets (GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948) were retrieved from GEO database and analyzed by GEO2R to identify differentially expressed genes. Datasets were arranged in subsets of different dataset combinations to identify common DEGs. The gene ontology and functional pathway enrichment analysis of common DEGs was performed by DAVID tool. Pan-cancer analysis was conducted by UALCAN database. Survival analysis of common DEGs was done by Kaplan-Meier plotter. A total of 71 common DEGs were identified in different combinations of datasets. Among them, only 5 DEGs namely ATP4B, ATP4A, CCKBR, KCNJ15, and KCNJ16 were detected to be common in all the datasets. The GO and pathway analysis represented that the identified DEGs are involved in gastric acid secretion and collecting duct acid secretion pathways. Further expression validation of these five genes using three additional datasets (GSE31811, GSE26899, and GSE26272) confirmed their differential expression in gastric cancer samples. The pan-cancer analysis also revealed aberrant expression of DEGs in various cancers. The survival analysis showed the association of these 5 DEGs with poor survival of gastric cancer patients. To conclude, this study revealed a panel of 5 genes, which can be employed as diagnostic and prognostic biomarkers of gastric cancer patients.
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Identification of DEGs was performed by GEO2R available at (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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sections[4] "Screening for differentially expressed genes (DEGs)" paragraph 2
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Identification of DEGs was performed by GEO2R available at (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
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sections[22] "Data availability" paragraph 2
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The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
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The study identified a five-gene panel—ATP4B, ATP4A, CCKBR, KCNJ15, and KCNJ16—as promising diagnostic and prognostic biomarkers for gastric cancer patients.
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To conclude, this study revealed a panel of 5 genes, which can be employed as diagnostic and prognostic biomarkers of gastric cancer patients.
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The study identified a five-gene panel—ATP4B, ATP4A, CCKBR, KCNJ15, and KCNJ16—as promising diagnostic and prognostic biomarkers for gastric cancer patients.
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Microarray gene expresion analysis for early and advanced gastric adenocarcinoma vs normal adjacent tissue.
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access_statement_kind
data_availability_statement
sample_accessions array · 27 items
[0]
GSM495051
[1]
GSM495052
[2]
GSM495053
[3]
GSM495054
[4]
GSM495055
[5]
GSM495056
[6]
GSM495057
[7]
GSM495058
[8]
GSM495059
[9]
GSM495060
[10]
GSM495061
[11]
GSM495062
[12]
GSM495063
[13]
GSM495064
[14]
GSM495065
[15]
GSM495066
[16]
GSM495067
[17]
GSM495068
[18]
GSM495069
[19]
GSM495070
[20]
GSM495071
[21]
GSM495072
[22]
GSM495073
[23]
GSM495074
[24]
GSM495075
[25]
GSM495076
[26]
GSM495077
sample_count
27
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from gastric cancer
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:GSE26272
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=GSE26272
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26272
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 8 items
[0]
GSM645185
[1]
GSM645186
[2]
GSM645187
[3]
GSM645188
[4]
GSM645189
[5]
GSM645190
[6]
GSM645191
[7]
GSM645192
sample_count
8
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from control and ZNF145-overexpressing human mesenchymal stem cells (MSCs)
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE26899
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=GSE26899
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26899
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 108 items
[0]
GSM662374
[1]
GSM662375
[2]
GSM662376
[3]
GSM662377
[4]
GSM662378
[5]
GSM662379
[6]
GSM662380
[7]
GSM662381
[8]
GSM662382
[9]
GSM662383
[10]
GSM662384
[11]
GSM662385
[12]
GSM662386
[13]
GSM662387
[14]
GSM662388
[15]
GSM662389
[16]
GSM662390
[17]
GSM662391
[18]
GSM662392
[19]
GSM662393
[20]
GSM662394
[21]
GSM662395
[22]
GSM662396
[23]
GSM662397
[24]
GSM662398
[25]
GSM662399
[26]
GSM662400
[27]
GSM662401
[28]
GSM662402
[29]
GSM662403
[30]
GSM662404
[31]
GSM662405
[32]
GSM662406
[33]
GSM662407
[34]
GSM662408
[35]
GSM662409
[36]
GSM662410
[37]
GSM662411
[38]
GSM662412
[39]
GSM662413
[40]
GSM662414
[41]
GSM662415
[42]
GSM662416
[43]
GSM662417
[44]
GSM662418
[45]
GSM662419
[46]
GSM662420
[47]
GSM662421
[48]
GSM662422
[49]
GSM662423
[50]
GSM662424
[51]
GSM662425
[52]
GSM662426
[53]
GSM662427
[54]
GSM662428
[55]
GSM662429
[56]
GSM662430
[57]
GSM662431
[58]
GSM662432
[59]
GSM662433
[60]
GSM662434
[61]
GSM662435
[62]
GSM662436
[63]
GSM662437
[64]
GSM662438
[65]
GSM662439
[66]
GSM662440
[67]
GSM662441
[68]
GSM662442
[69]
GSM662443
[70]
GSM662444
[71]
GSM662445
[72]
GSM662446
[73]
GSM662447
[74]
GSM662448
[75]
GSM662449
[76]
GSM662450
[77]
GSM662451
[78]
GSM662452
[79]
GSM662453
[80]
GSM662454
[81]
GSM662455
[82]
GSM662456
[83]
GSM662457
[84]
GSM662458
[85]
GSM662459
[86]
GSM662460
[87]
GSM662461
[88]
GSM662462
[89]
GSM662463
[90]
GSM662464
[91]
GSM662465
[92]
GSM662466
[93]
GSM662467
[94]
GSM662468
[95]
GSM662469
[96]
GSM662470
[97]
GSM662471
[98]
GSM662472
[99]
GSM662473
[100]
GSM662474
[101]
GSM662475
[102]
GSM662476
[103]
GSM662477
[104]
GSM662478
[105]
GSM662479
[106]
GSM662480
[107]
GSM662481
sample_count
108
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Characterization of gene expression profiles of gastric cancer in the Korea University cohort
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] object · 15 fields
id
data:geo:GSE31811
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=GSE31811
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE31811
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 38 items
[0]
GSM773455
[1]
GSM774574
[2]
GSM774575
[3]
GSM774576
[4]
GSM774577
[5]
GSM774578
[6]
GSM774579
[7]
GSM774580
[8]
GSM774581
[9]
GSM774582
[10]
GSM774583
[11]
GSM774584
[12]
GSM774922
[13]
GSM774923
[14]
GSM774924
[15]
GSM774925
[16]
GSM774926
[17]
GSM774927
[18]
GSM774928
[19]
GSM774929
[20]
GSM774930
[21]
GSM774931
[22]
GSM774932
[23]
GSM774933
[24]
GSM774934
[25]
GSM774935
[26]
GSM774936
[27]
GSM774937
[28]
GSM774938
[29]
GSM774939
[30]
GSM774947
[31]
GSM774948
[32]
GSM774949
[33]
GSM774950
[34]
GSM774951
[35]
GSM774952
[36]
GSM774953
[37]
GSM774954
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
The genes associated with the response to S-1,cisplatin and docetaxel combination chemotherapy (DCS therapy) for metastatic gastric cancer:
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 15 fields
id
data:geo:GSE33651
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=GSE33651
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE33651
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 52 items
[0]
GSM832257
[1]
GSM832258
[2]
GSM832259
[3]
GSM832260
[4]
GSM832261
[5]
GSM832262
[6]
GSM832263
[7]
GSM832264
[8]
GSM832265
[9]
GSM832266
[10]
GSM832267
[11]
GSM832268
[12]
GSM832269
[13]
GSM832270
[14]
GSM832271
[15]
GSM832272
[16]
GSM832273
[17]
GSM832274
[18]
GSM832275
[19]
GSM832276
[20]
GSM832277
[21]
GSM832278
[22]
GSM832279
[23]
GSM832280
[24]
GSM832281
[25]
GSM832282
[26]
GSM832283
[27]
GSM832284
[28]
GSM832285
[29]
GSM832286
[30]
GSM832287
[31]
GSM832288
[32]
GSM832289
[33]
GSM832290
[34]
GSM832291
[35]
GSM832292
[36]
GSM832293
[37]
GSM832294
[38]
GSM832295
[39]
GSM832296
[40]
GSM832297
[41]
GSM832298
[42]
GSM832299
[43]
GSM832300
[44]
GSM832301
[45]
GSM832302
[46]
GSM832303
[47]
GSM832304
[48]
GSM832305
[49]
GSM832306
[50]
GSM832307
[51]
GSM832308
sample_count
52
group_sizes
null
group_sizes_basis
null
platform
2895
taxon
Homo sapiens
title
Genome-wide gene expression profile of human gastric cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE54129
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=GSE54129
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE54129
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 132 items
[0]
GSM1308392
[1]
GSM1308393
[2]
GSM1308394
[3]
GSM1308395
[4]
GSM1308396
[5]
GSM1308397
[6]
GSM1308398
[7]
GSM1308399
[8]
GSM1308400
[9]
GSM1308401
[10]
GSM1308402
[11]
GSM1308403
[12]
GSM1308404
[13]
GSM1308405
[14]
GSM1308406
[15]
GSM1308407
[16]
GSM1308408
[17]
GSM1308409
[18]
GSM1308410
[19]
GSM1308411
[20]
GSM1308412
[21]
GSM1308413
[22]
GSM1308414
[23]
GSM1308415
[24]
GSM1308416
[25]
GSM1308417
[26]
GSM1308418
[27]
GSM1308419
[28]
GSM1308420
[29]
GSM1308421
[30]
GSM1308422
[31]
GSM1308423
[32]
GSM1308424
[33]
GSM1308425
[34]
GSM1308426
[35]
GSM1308427
[36]
GSM1308428
[37]
GSM1308429
[38]
GSM1308430
[39]
GSM1308431
[40]
GSM1308432
[41]
GSM1308433
[42]
GSM1308434
[43]
GSM1308435
[44]
GSM1308436
[45]
GSM1308437
[46]
GSM1308438
[47]
GSM1308439
[48]
GSM1308440
[49]
GSM1308441
[50]
GSM1308442
[51]
GSM1308443
[52]
GSM1308444
[53]
GSM1308445
[54]
GSM1308446
[55]
GSM1308447
[56]
GSM1308448
[57]
GSM1308449
[58]
GSM1308450
[59]
GSM1308451
[60]
GSM1308452
[61]
GSM1308453
[62]
GSM1308454
[63]
GSM1308455
[64]
GSM1308456
[65]
GSM1308457
[66]
GSM1308458
[67]
GSM1308459
[68]
GSM1308460
[69]
GSM1308461
[70]
GSM1308462
[71]
GSM1308463
[72]
GSM1308464
[73]
GSM1308465
[74]
GSM1308466
[75]
GSM1308467
[76]
GSM1308468
[77]
GSM1308469
[78]
GSM1308470
[79]
GSM1308471
[80]
GSM1308472
[81]
GSM1308473
[82]
GSM1308474
[83]
GSM1308475
[84]
GSM1308476
[85]
GSM1308477
[86]
GSM1308478
[87]
GSM1308479
[88]
GSM1308480
[89]
GSM1308481
[90]
GSM1308482
[91]
GSM1308483
[92]
GSM1308484
[93]
GSM1308485
[94]
GSM1308486
[95]
GSM1308487
[96]
GSM1308488
[97]
GSM1308489
[98]
GSM1308490
[99]
GSM1308491
[100]
GSM1308492
[101]
GSM1308493
[102]
GSM1308494
[103]
GSM1308495
[104]
GSM1308496
[105]
GSM1308497
[106]
GSM1308498
[107]
GSM1308499
[108]
GSM1308500
[109]
GSM1308501
[110]
GSM1308502
[111]
GSM1308503
[112]
GSM1308504
[113]
GSM1308505
[114]
GSM1308506
[115]
GSM1308507
[116]
GSM1308508
[117]
GSM1308509
[118]
GSM1308510
[119]
GSM1308511
[120]
GSM1308512
[121]
GSM1308513
[122]
GSM1308514
[123]
GSM1308515
[124]
GSM1308516
[125]
GSM1308517
[126]
GSM1308518
[127]
GSM1308519
[128]
GSM1308520
[129]
GSM1308521
[130]
GSM1308522
[131]
GSM1308523
sample_count
132
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Global gene expression analysis of gastric cancer by oligonucleotide microarrays
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 15 fields
id
data:geo:GSE79973
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=GSE79973
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE79973
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 20 items
[0]
GSM2109532
[1]
GSM2109533
[2]
GSM2109534
[3]
GSM2109535
[4]
GSM2109536
[5]
GSM2109537
[6]
GSM2109538
[7]
GSM2109539
[8]
GSM2109540
[9]
GSM2109541
[10]
GSM2109542
[11]
GSM2109543
[12]
GSM2109544
[13]
GSM2109545
[14]
GSM2109546
[15]
GSM2109547
[16]
GSM2109548
[17]
GSM2109549
[18]
GSM2109550
[19]
GSM2109551
sample_count
20
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from gastric cancer and paried normal tissues
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[13] object · 15 fields
id
data:geo:GSE81948
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=GSE81948
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE81948
version
null
note
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The analyzed GEO datasets GSE54129, GSE79973, GSE161533, GSE103236, GSE33651, GSE19826, GSE118916, GSE112369, GSE13911, and GSE81948 are available at (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 20 items
[0]
GSM2178316
[1]
GSM2178317
[2]
GSM2178318
[3]
GSM2178319
[4]
GSM2178320
[5]
GSM2178321
[6]
GSM2178322
[7]
GSM2178323
[8]
GSM2178324
[9]
GSM2178325
[10]
GSM2178326
[11]
GSM2178327
[12]
GSM2178328
[13]
GSM2178329
[14]
GSM2178330
[15]
GSM2178331
[16]
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title
miR-204 down-regulation elicited perturbation of a gene target signature common to human cholangiocarcinoma and gastric cancer.
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cer biomarkers through in-silico analysis of microarray based datasets.
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of gastric cancer. For this purpose, the ten microarray-based gene expression datasets (GSE54129, GS
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The GO and pathway analysis represented that the identified DEGs are involved in gastric acid secretion and collecting duct acid secretion pathways. Further expression validation of these five genes using three additional datasets (GSE31811, GSE26899, and GSE26272) confirmed their differential expression in gastric cancer samples. The pan-cancer analysis also revealed aberrant expression of DEGs in various cancers. The survival analysis showed the association of these 5 DEGs with poor survival of gastric cancer patients. 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