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pmid:31277149

Identification of crucial miRNAs and genes in esophageal squamous cell carcinoma by miRNA-mRNA integrated analysis.

Xiaowu Zhong · Guangcheng Huang · Qiang Ma · Hebin Liao · Chang Liu · Wenjie Pu · Lei Xu · Yan Cai · Xiaolan Guo

Medicine · 2019 doi:10.1097/MD.0000000000016269

Paper

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Experiment

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Data

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Analysis

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title
Identification of crucial miRNAs and genes in esophageal squamous cell carcinoma by miRNA-mRNA integrated analysis.
doi
10.1097/MD.0000000000016269
pmid
31277149
authors array · 9 items
[0]
Xiaowu Zhong
[1]
Guangcheng Huang
[2]
Qiang Ma
[3]
Hebin Liao
[4]
Chang Liu
[5]
Wenjie Pu
[6]
Lei Xu
[7]
Yan Cai
[8]
Xiaolan Guo
journal
Medicine
year
2019
abstract
Esophageal squamous cell carcinoma (ESCC) is a malignancy that severely threatens human health and carries a high incidence rate and a low 5-year survival rate. MicroRNAs (miRNAs) are commonly accepted as a key regulatory function in human cancer, but the potential regulatory mechanisms of miRNA-mRNA related to ESCC remain poorly understood.The GSE55857, GSE43732, and GSE6188 miRNA microarray datasets and the gene expression microarray datasets GSE70409, GSE29001, and GSE20347 were downloaded from Gene Expression Omnibus databases. The differentially expressed miRNAs (DEMs) and differentially expressed genes (DEGs) were obtained using GEO2R. Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for DEGs were performed by Database for Annotation, Visualization and Integrated Discovery (DAVID). A protein-protein interaction (PPI) network and functional modules were established using the STRING database and were visualized by Cytoscape. Kaplan-Meier analysis was constructed based on The Cancer Genome Atlas (TCGA) database.In total, 26 DEMs and 280 DEGs that consisted of 96 upregulated and 184 downregulated genes were screened out. A functional enrichment analysis showed that the DEGs were mainly enriched in the ECM-receptor interaction and cytochrome P450 metabolic pathways. In addition, MMP9, PCNA, TOP2A, MMP1, AURKA, MCM2, IVL, CYP2E1, SPRR3, FOS, FLG, TGM1, and CYP2C9 were considered to be hub genes owing to high degrees in the PPI network. MiR-183-5p was with the highest connectivity target genes in hub genes. FOS was predicted to be a common target gene of the significant DEMs. Hsa-miR-9-3p, hsa-miR-34c-3p and FOS were related to patient prognosis and higher expression of the transcripts were associated with a poor OS in patients with ESCC.Our study revealed the miRNA-mediated hub genes regulatory network as a model for predicting the molecular mechanism of ESCC. This may provide novel insights for unraveling the pathogenesis of ESCC.
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Based on the TCGA survival data, survival analysis using the Kaplan–Meier method and the log-rank test was conducted.
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Based on the TCGA survival data, survival analysis using the Kaplan–Meier method and the log-rank test was conducted.
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sections[3] "Microarray data collection" paragraph 2
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Analysis of gene expression in esophageal squamous cell carcinoma (ESCC)
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Identification of Unique Therapeutic Targets in Esophageal Squamous Cell Carcinoma
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GSM1347419
[39]
GSM1347420
[40]
GSM1347421
[41]
GSM1347422
[42]
GSM1347423
[43]
GSM1347424
[44]
GSM1347425
[45]
GSM1347426
[46]
GSM1347427
[47]
GSM1347428
[48]
GSM1347429
[49]
GSM1347430
[50]
GSM1347431
[51]
GSM1347432
[52]
GSM1347433
[53]
GSM1347434
[54]
GSM1347435
[55]
GSM1347436
[56]
GSM1347437
[57]
GSM1347438
[58]
GSM1347439
[59]
GSM1347440
[60]
GSM1347441
[61]
GSM1347442
[62]
GSM1347443
[63]
GSM1347444
[64]
GSM1347445
[65]
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[66]
GSM1347447
[67]
GSM1347448
[68]
GSM1347449
[69]
GSM1347450
[70]
GSM1347451
[71]
GSM1347452
[72]
GSM1347453
[73]
GSM1347454
[74]
GSM1347455
[75]
GSM1347456
[76]
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[77]
GSM1347458
[78]
GSM1347459
[79]
GSM1347460
[80]
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[81]
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[82]
GSM1347463
[83]
GSM1347464
[84]
GSM1347465
[85]
GSM1347466
[86]
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[87]
GSM1347468
[88]
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[89]
GSM1347470
[90]
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[91]
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[92]
GSM1347473
[93]
GSM1347474
[94]
GSM1347475
[95]
GSM1347476
[96]
GSM1347477
[97]
GSM1347478
[98]
GSM1347479
[99]
GSM1347480
[100]
GSM1347481
[101]
GSM1347482
[102]
GSM1347483
[103]
GSM1347484
[104]
GSM1347485
[105]
GSM1347486
[106]
GSM1347487
[107]
GSM1347488
[108]
GSM1347489
[109]
GSM1347490
[110]
GSM1347491
[111]
GSM1347492
[112]
GSM1347493
[113]
GSM1347494
[114]
GSM1347495
[115]
GSM1347496
[116]
GSM1347497
[117]
GSM1347498
[118]
GSM1347499
[119]
GSM1347500
[120]
GSM1347501
[121]
GSM1347502
[122]
GSM1347503
[123]
GSM1347504
[124]
GSM1347505
[125]
GSM1347506
[126]
GSM1347507
[127]
GSM1347508
[128]
GSM1347509
[129]
GSM1347510
[130]
GSM1347511
[131]
GSM1347512
[132]
GSM1347513
[133]
GSM1347514
[134]
GSM1347515
[135]
GSM1347516
[136]
GSM1347517
[137]
GSM1347518
[138]
GSM1347519
[139]
GSM1347520
[140]
GSM1347521
[141]
GSM1347522
[142]
GSM1347523
[143]
GSM1347524
[144]
GSM1347525
[145]
GSM1347526
[146]
GSM1347527
[147]
GSM1347528
[148]
GSM1347529
[149]
GSM1347530
[150]
GSM1347531
[151]
GSM1347532
[152]
GSM1347533
[153]
GSM1347534
[154]
GSM1347535
[155]
GSM1347536
[156]
GSM1347537
[157]
GSM1347538
[158]
GSM1347539
[159]
GSM1347540
[160]
GSM1347541
[161]
GSM1347542
[162]
GSM1347543
[163]
GSM1347544
[164]
GSM1347545
[165]
GSM1347546
[166]
GSM1347547
[167]
GSM1347548
[168]
GSM1347549
[169]
GSM1347550
[170]
GSM1347551
[171]
GSM1347552
[172]
GSM1347553
[173]
GSM1347554
[174]
GSM1347555
[175]
GSM1347556
[176]
GSM1347557
[177]
GSM1347558
[178]
GSM1347559
[179]
GSM1347560
[180]
GSM1347561
[181]
GSM1347562
[182]
GSM1347563
[183]
GSM1347564
[184]
GSM1347565
[185]
GSM1347566
[186]
GSM1347567
[187]
GSM1347568
[188]
GSM1347569
[189]
GSM1347570
[190]
GSM1347571
[191]
GSM1347572
[192]
GSM1347573
[193]
GSM1347574
[194]
GSM1347575
[195]
GSM1347576
[196]
GSM1347577
[197]
GSM1347578
[198]
GSM1347579
[199]
GSM1347580
[200]
GSM1347581
[201]
GSM1347582
[202]
GSM1347583
[203]
GSM1347584
[204]
GSM1347585
[205]
GSM1347586
[206]
GSM1347587
[207]
GSM1347588
[208]
GSM1347589
[209]
GSM1347590
[210]
GSM1347591
[211]
GSM1347592
[212]
GSM1347593
[213]
GSM1347594
[214]
GSM1347595
[215]
GSM1347596
[216]
GSM1347597
[217]
GSM1347598
[218]
GSM1347599
[219]
GSM1347600
[220]
GSM1347601
[221]
GSM1347602
[222]
GSM1347603
[223]
GSM1347604
[224]
GSM1347605
[225]
GSM1347606
[226]
GSM1347607
[227]
GSM1347608
[228]
GSM1347609
[229]
GSM1347610
[230]
GSM1347611
[231]
GSM1347612
[232]
GSM1347613
[233]
GSM1347614
[234]
GSM1618105
[235]
GSM1618106
[236]
GSM1618107
[237]
GSM1618108
[238]
GSM1618109
[239]
GSM1618110
[240]
GSM1618111
[241]
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[242]
GSM1618113
[243]
GSM1618114
[244]
GSM1618115
[245]
GSM1618116
[246]
GSM1618117
[247]
GSM1618118
[248]
GSM1618119
[249]
GSM1618120
[250]
GSM1618121
[251]
GSM1618122
[252]
GSM1618123
[253]
GSM1618124
[254]
GSM1618125
[255]
GSM1618126
[256]
GSM1618127
[257]
GSM1618128
[258]
GSM1618129
[259]
GSM1618130
[260]
GSM1618131
[261]
GSM1618132
[262]
GSM1618133
[263]
GSM1618134
[264]
GSM1618135
[265]
GSM1618136
[266]
GSM1618137
[267]
GSM1618138
[268]
GSM1618139
[269]
GSM1618140
[270]
GSM1618141
[271]
GSM1618142
[272]
GSM1618143
[273]
GSM1618144
[274]
GSM1618145
[275]
GSM1618146
[276]
GSM1618147
[277]
GSM1618148
[278]
GSM1618149
[279]
GSM1618150
[280]
GSM1618151
[281]
GSM1618152
[282]
GSM1618153
[283]
GSM1618154
[284]
GSM1618155
[285]
GSM1618156
[286]
GSM1618157
[287]
GSM1618158
[288]
GSM1618159
[289]
GSM1618160
[290]
GSM1618161
[291]
GSM1618162
[292]
GSM1618163
[293]
GSM1618164
[294]
GSM1618165
[295]
GSM1618166
[296]
GSM1618167
[297]
GSM1618168
[298]
GSM1618169
[299]
GSM1618170
[300]
GSM1618171
[301]
GSM1618172
[302]
GSM1618173
[303]
GSM1618174
[304]
GSM1618175
[305]
GSM1618176
[306]
GSM1618177
[307]
GSM1618178
[308]
GSM1618179
[309]
GSM1618180
[310]
GSM1618181
[311]
GSM1618182
[312]
GSM1618183
[313]
GSM1618184
[314]
GSM1618185
[315]
GSM1618186
[316]
GSM1618187
[317]
GSM1618188
[318]
GSM1618189
[319]
GSM1618190
[320]
GSM1618191
[321]
GSM1618192
[322]
GSM1618193
[323]
GSM1618194
[324]
GSM1618195
[325]
GSM1618196
[326]
GSM1618197
[327]
GSM1618198
[328]
GSM1618199
[329]
GSM1618200
[330]
GSM1618201
[331]
GSM1618202
[332]
GSM1618203
[333]
GSM1618204
[334]
GSM1618205
[335]
GSM1618206
[336]
GSM1618207
[337]
GSM1618208
[338]
GSM1618209
[339]
GSM1618210
[340]
GSM1618211
[341]
GSM1618212
sample_count
342
group_sizes
null
group_sizes_basis
null
platform
10558;14613
taxon
Homo sapiens; synthetic construct
title
Comprehensive Analysis of Recurrence-Associated Small Non-Coding RNAs in Esophageal Cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE6188
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=GSE6188
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6188
version
null
note
The GSE55857, GSE43732, and GSE6188 miRNA expression profile data and three gene expression profiles (GSE70409, GSE29001, and GSE20347) were acquired from Gene Expression Omnibus (GEO: http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE55857, GSE43732, and GSE6188 miRNA expression profile data and three gene expression profiles (GSE70409, GSE29001, and GSE20347) were acquired from Gene Expression Omnibus (GEO: http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
repository_route_statement
sample_accessions array · 257 items
[0]
GSM143030
[1]
GSM143031
[2]
GSM143032
[3]
GSM143033
[4]
GSM143034
[5]
GSM143036
[6]
GSM143037
[7]
GSM143039
[8]
GSM143041
[9]
GSM143043
[10]
GSM143049
[11]
GSM143051
[12]
GSM143053
[13]
GSM143055
[14]
GSM143060
[15]
GSM143061
[16]
GSM143062
[17]
GSM143063
[18]
GSM143064
[19]
GSM143065
[20]
GSM143066
[21]
GSM143067
[22]
GSM143068
[23]
GSM143069
[24]
GSM143070
[25]
GSM143072
[26]
GSM143074
[27]
GSM143075
[28]
GSM143078
[29]
GSM143080
[30]
GSM143086
[31]
GSM143087
[32]
GSM143090
[33]
GSM143091
[34]
GSM143092
[35]
GSM143093
[36]
GSM143094
[37]
GSM143095
[38]
GSM143099
[39]
GSM143100
[40]
GSM143102
[41]
GSM143103
[42]
GSM143104
[43]
GSM143105
[44]
GSM143106
[45]
GSM143107
[46]
GSM143108
[47]
GSM143109
[48]
GSM143111
[49]
GSM143112
[50]
GSM143113
[51]
GSM143114
[52]
GSM143115
[53]
GSM143116
[54]
GSM143117
[55]
GSM143118
[56]
GSM143167
[57]
GSM143168
[58]
GSM143169
[59]
GSM143170
[60]
GSM143174
[61]
GSM143175
[62]
GSM143176
[63]
GSM143177
[64]
GSM143179
[65]
GSM143180
[66]
GSM143182
[67]
GSM143183
[68]
GSM143185
[69]
GSM143186
[70]
GSM143188
[71]
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[72]
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[73]
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[74]
GSM143193
[75]
GSM143194
[76]
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[77]
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[78]
GSM143197
[79]
GSM143199
[80]
GSM143200
[81]
GSM143201
[82]
GSM143203
[83]
GSM143204
[84]
GSM143206
[85]
GSM143207
[86]
GSM143208
[87]
GSM143209
[88]
GSM143211
[89]
GSM143212
[90]
GSM143213
[91]
GSM143214
[92]
GSM143215
[93]
GSM143216
[94]
GSM143218
[95]
GSM143219
[96]
GSM143220
[97]
GSM143221
[98]
GSM143223
[99]
GSM143224
[100]
GSM143226
[101]
GSM143227
[102]
GSM143229
[103]
GSM143230
[104]
GSM143231
[105]
GSM143232
[106]
GSM143233
[107]
GSM143234
[108]
GSM143235
[109]
GSM143236
[110]
GSM143237
[111]
GSM143238
[112]
GSM143239
[113]
GSM143240
[114]
GSM143241
[115]
GSM143242
[116]
GSM143244
[117]
GSM143245
[118]
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[119]
GSM143261
[120]
GSM143262
[121]
GSM143263
[122]
GSM143264
[123]
GSM143265
[124]
GSM143266
[125]
GSM143267
[126]
GSM143268
[127]
GSM143269
[128]
GSM143270
[129]
GSM143271
[130]
GSM143272
[131]
GSM143273
[132]
GSM143274
[133]
GSM143275
[134]
GSM143276
[135]
GSM143277
[136]
GSM143278
[137]
GSM143279
[138]
GSM143280
[139]
GSM254540
[140]
GSM254541
[141]
GSM254542
[142]
GSM254543
[143]
GSM254544
[144]
GSM254545
[145]
GSM254546
[146]
GSM254547
[147]
GSM254548
[148]
GSM254549
[149]
GSM254550
[150]
GSM254551
[151]
GSM254552
[152]
GSM254553
[153]
GSM254554
[154]
GSM254555
[155]
GSM254556
[156]
GSM254557
[157]
GSM254558
[158]
GSM254559
[159]
GSM254560
[160]
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[161]
GSM254562
[162]
GSM254563
[163]
GSM254564
[164]
GSM254565
[165]
GSM254566
[166]
GSM254567
[167]
GSM254568
[168]
GSM254569
[169]
GSM254570
[170]
GSM254571
[171]
GSM254572
[172]
GSM254573
[173]
GSM254574
[174]
GSM254575
[175]
GSM254576
[176]
GSM254577
[177]
GSM254578
[178]
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[179]
GSM254580
[180]
GSM254581
[181]
GSM254582
[182]
GSM254583
[183]
GSM254584
[184]
GSM254585
[185]
GSM254586
[186]
GSM254587
[187]
GSM254588
[188]
GSM254589
[189]
GSM254590
[190]
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[191]
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[192]
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[193]
GSM254594
[194]
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[195]
GSM254596
[196]
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[197]
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[198]
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[199]
GSM254600
[200]
GSM254601
[201]
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[202]
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[203]
GSM254604
[204]
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[205]
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[206]
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[207]
GSM254608
[208]
GSM254609
[209]
GSM254610
[210]
GSM254611
[211]
GSM254612
[212]
GSM254613
[213]
GSM257075
[214]
GSM257076
[215]
GSM257077
[216]
GSM257078
[217]
GSM257079
[218]
GSM257080
[219]
GSM257081
[220]
GSM257082
[221]
GSM257083
[222]
GSM257084
[223]
GSM257085
[224]
GSM257086
[225]
GSM257087
[226]
GSM257088
[227]
GSM257089
[228]
GSM257090
[229]
GSM257091
[230]
GSM257092
[231]
GSM257093
[232]
GSM257094
[233]
GSM257095
[234]
GSM257096
[235]
GSM257097
[236]
GSM257098
[237]
GSM257099
[238]
GSM257100
[239]
GSM257101
[240]
GSM257102
[241]
GSM257103
[242]
GSM257104
[243]
GSM257105
[244]
GSM257106
[245]
GSM257107
[246]
GSM257108
[247]
GSM257109
[248]
GSM257110
[249]
GSM257111
[250]
GSM257112
[251]
GSM257113
[252]
GSM257114
[253]
GSM257115
[254]
GSM257116
[255]
GSM257117
[256]
GSM257277
sample_count
257
group_sizes
null
group_sizes_basis
null
platform
4508
taxon
Mus musculus; Homo sapiens; Rattus norvegicus
title
Distinctive microRNA profiles relating to patient survival in esophageal squamous cell carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE70409
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=GSE70409
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE70409
version
null
note
The GSE55857, GSE43732, and GSE6188 miRNA expression profile data and three gene expression profiles (GSE70409, GSE29001, and GSE20347) were acquired from Gene Expression Omnibus (GEO: http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The GSE55857, GSE43732, and GSE6188 miRNA expression profile data and three gene expression profiles (GSE70409, GSE29001, and GSE20347) were acquired from Gene Expression Omnibus (GEO: http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
repository_route_statement
sample_accessions array · 34 items
[0]
GSM1727130
[1]
GSM1727131
[2]
GSM1727132
[3]
GSM1727133
[4]
GSM1727134
[5]
GSM1727135
[6]
GSM1727136
[7]
GSM1727137
[8]
GSM1727138
[9]
GSM1727139
[10]
GSM1727140
[11]
GSM1727141
[12]
GSM1727142
[13]
GSM1727143
[14]
GSM1727144
[15]
GSM1727145
[16]
GSM1727146
[17]
GSM1727147
[18]
GSM1727148
[19]
GSM1727149
[20]
GSM1727150
[21]
GSM1727151
[22]
GSM1727152
[23]
GSM1727153
[24]
GSM1727154
[25]
GSM1727155
[26]
GSM1727156
[27]
GSM1727157
[28]
GSM1727158
[29]
GSM1727159
[30]
GSM1727160
[31]
GSM1727161
[32]
GSM1727162
[33]
GSM1727163
sample_count
34
group_sizes
null
group_sizes_basis
null
platform
13287
taxon
Homo sapiens
title
Increased plasma matrix metalloproteinase 1 is associated with the presence of esophageal squamous cell carcinoma
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 · 16 fields
id
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Basic information for the miRNA and mRNA expression microarrays for ESCC.
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Significantly enriched GO biological process terms and KEGG pathways.
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Significantly enriched GO biological process terms and KEGG pathways.
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Top 5% hub genes in the PPI networks.
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Top 5% hub genes in the PPI networks.
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Results of the significant DEMs expression validation and the relationship with ESCC clinical stages in the TCGA dataset.
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Stage and survival analysis of miRNA/mRNA in ESCC
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31277149", "kind": "science-record", "revision": 8, "content_hash": "sha256:fc112cc3371571eefc0e504e54d4420623e07893de27bf36a414115d972e7c3b", "created_at": "2026-11-01T15:40:47Z", "updated_at": "2026-11-01T22:00:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of crucial miRNAs and genes in esophageal squamous cell carcinoma by miRNA-mRNA integrated analysis.", "doi": "10.1097/MD.0000000000016269", "pmid": "31277149", "authors": ["Xiaowu Zhong", "Guangcheng Huang", "Qiang Ma", "Hebin Liao", "Chang Liu", "Wenjie Pu", "Lei Xu", "Yan Cai", "Xiaolan Guo"], "journal": "Medicine", "year": 2019, "abstract": "Esophageal squamous cell carcinoma (ESCC) is a malignancy that severely threatens human health and carries a high incidence rate and a low 5-year survival rate. MicroRNAs (miRNAs) are commonly accepted as a key regulatory function in human cancer, but the potential regulatory mechanisms of miRNA-mRNA related to ESCC remain poorly understood.The GSE55857, GSE43732, and GSE6188 miRNA microarray datasets and the gene expression microarray datasets GSE70409, GSE29001, and GSE20347 were downloaded from Gene Expression Omnibus databases. The differentially expressed miRNAs (DEMs) and differentially expressed genes (DEGs) were obtained using GEO2R. Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis for DEGs were performed by Database for Annotation, Visualization and Integrated Discovery (DAVID). A protein-protein interaction (PPI) network and functional modules were established using the STRING database and were visualized by Cytoscape. Kaplan-Meier analysis was constructed based on The Cancer Genome Atlas (TCGA) database.In total, 26 DEMs and 280 DEGs that consisted of 96 upregulated and 184 downregulated genes were screened out. A functional enrichment analysis showed that the DEGs were mainly enriched in the ECM-receptor interaction and cytochrome P450 metabolic pathways. In addition, MMP9, PCNA, TOP2A, MMP1, AURKA, MCM2, IVL, CYP2E1, SPRR3, FOS, FLG, TGM1, and CYP2C9 were considered to be hub genes owing to high degrees in the PPI network. MiR-183-5p was with the highest connectivity target genes in hub genes. FOS was predicted to be a common target gene of the significant DEMs. Hsa-miR-9-3p, hsa-miR-34c-3p and FOS were related to patient prognosis and higher expression of the transcripts were associated with a poor OS in patients with ESCC.Our study revealed the miRNA-mediated hub genes regulatory network as a model for predicting the molecular mechanism of ESCC. 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