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pmid:32058995

Identification of Hub Genes and Pathways in Gastric Adenocarcinoma Based on Bioinformatics Analysis.

Jieping Qiu · Mengyu Sun · Yaoqun Wang · Bo Chen

Medical science monitor : international medical journal of experimental and clinical research · 2020 doi:10.12659/MSM.920261

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:32058995
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science-record
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sha256:8accf4b722c2ecd030e91991b509988f7ce89fa344fe362f6b3e4e17af22270d
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:56Z
updated_at
2026-11-01T22:01:17Z
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paper object · 10 fields
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title
Identification of Hub Genes and Pathways in Gastric Adenocarcinoma Based on Bioinformatics Analysis.
doi
10.12659/MSM.920261
pmid
32058995
authors array · 4 items
[0]
Jieping Qiu
[1]
Mengyu Sun
[2]
Yaoqun Wang
[3]
Bo Chen
journal
Medical science monitor : international medical journal of experimental and clinical research
year
2020
abstract
BACKGROUND Gastric adenocarcinoma accounts for 95% of all gastric malignant tumors. The purpose of this research was to identify differentially expressed genes (DEGs) of gastric adenocarcinoma by use of bioinformatics methods. MATERIAL AND METHODS The gene microarray datasets of GSE103236, GSE79973, and GSE29998 were imported from the GEO database, containing 70 gastric adenocarcinoma samples and 68 matched normal samples. Gene ontology (GO) and KEGG analysis were applied to screened DEGs; Cytoscape software was used for constructing protein-protein interaction (PPI) networks and to perform module analysis of the DEGs. UALCAN was used for prognostic analysis. RESULTS We identified 2909 upregulated DEGs (uDEGs) and 7106 downregulated DEGs (dDEGs) of gastric adenocarcinoma. The GO analysis showed uDEGs were enriched in skeletal system development, cell adhesion, and biological adhesion. KEGG pathway analysis showed uDEGs were enriched in ECM-receptor interaction, focal adhesion, and Cytokine-cytokine receptor interaction. The top 10 hub genes - COL1A1, COL3A1, COL1A2, BGN, COL5A2, THBS2, TIMP1, SPP1, PDGFRB, and COL4A1 - were distinguished from the PPI network. These 10 hub genes were shown to be significantly upregulated in gastric adenocarcinoma tissues in GEPIA. Prognostic analysis of the 10 hub genes via UALCAN showed that the upregulated expression of COL3A1, COL1A2, BGN, and THBS2 significantly reduced the survival time of gastric adenocarcinoma patients. Module analysis revealed that gastric adenocarcinoma was related to 2 pathways: including focal adhesion signaling and ECM-receptor interaction. CONCLUSIONS This research distinguished hub genes and relevant signal pathways, which contributes to our understanding of the molecular mechanisms, and could be used as diagnostic indicators and therapeutic biomarkers for gastric adenocarcinoma.
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The data were divided into a gastric adenocarcinoma group and a normal group for further analysis by GEO2R.
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sections[4] "Data processing" paragraph 2
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The data were divided into a gastric adenocarcinoma group and a normal group for further analysis by GEO2R.
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GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.
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Microarray gene expresion analysis for early and advanced gastric adenocarcinoma vs normal adjacent tissue.
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Deep sequencing of gastric carcinoma reveals somatic mutations relevant to personalized medicine [Illumina mRNA expression array data]
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GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.
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GSM2109551
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570
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Homo sapiens
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Expression data from gastric cancer and paried normal tissues
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DEGs in gastric adenocarcinoma shared in 3 microarrays.
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PMC7034404
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Screening of DEGs
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Table 1
caption
DEGs in gastric adenocarcinoma shared in 3 microarrays.
rows array · 3 items
[0] array · 3 items
[0]
DEGS
[1]
Total
[2]
Elements
[1] array · 3 items
[0]
uDEGs
[1]
92
[2]
IGF2BP3, CDC25B, C5AR1, ZMYND15, COL1A1, GDPD5, ANLN, CHRNA5, FNDC1, COL18A1, PRRX1, PDGFRB, COL5A2, KIF4A, THY1, ASCL2, ANTXR1, SPP1, WNT5A, OLR1, MSR1, MELK, CDH11, TIMP1, BGN, COL8A1, TEAD4, ECT2, MMP11, KRT80, DDX31, FSCN1, SRPX2, WNT2, LRP8, CEMIP, BMP1, DIO2, ARPC1B, MFAP2, WISP1, VMO1, COL4A1, SLC1A3, SULF1, CLDN1, COL11A1, TREM1, COL1A2, APOC1, COL12A1, ESM1, ARHGAP11A, PLAU, RFC3, TGM2, OSMR, FOXC1, CHEK1, TNFRSF11B, VSNL1, IGFBP7, CST1, RCC2, LEF1, IL13RA2, LZTS1, SPHK1, KIF2C, AGPAT4, BUB1, TNFRSF12A, TROAP, ANGPT2, COL3A1, TMEM158, SERPINH1, FAP, INHBA, CDCA3, SLC5A6, CKAP2, THBS2, OLFML2B, S100A10, COL6A3, CSF2RA, HSD11B1, PMEPA1, CTHRC1, GAD1, NCAPG
[2] array · 3 items
[0]
dDEGs
[1]
158
[2]
EPB41L4B, COL4A5, ZNF385B, NRG4, IRX3, KLF4, NDRG2, IGFBP2, SLC9A2, SCNN1B, ESRRB, HTR4, F13A1, CNTD1, ADHFE1, CELA3B, OSBPL7, ADGRG2, MYOC, GIF, GPER1, HBB, GNG7, COL4A6, ERO1B, SOSTDC1, SBSPON, TMED6, ARHGAP24, CKMT2, KCNJ16, SLC26A7, ADAMTSL1, SYT4, PTGER3, ATP4A, DNASE1L3, CKB, MAL, AQP4, ESRRG, STOX2, CPA2, OXCT1, ABCA8, TTLL7, AXDND1, FXYD4, PER3, SHMT1, ETNPPL, DPT, PACRG, CAPN13, SLC5A5, FGA, NTN1, LGI1, ATP4B, EPM2A, SLC2A4, ADH1A, KLF15, SCUBE2, GPX3, KCNMB2, MAMDC2, SELENBP1, GPAT3, CLIC6, HAPLN1, TRIM50, B3GAT1, MS4A2, BHMT, GHRL, PNOC, GPRC5C, KCNJ13, DGKD, BMP6, GC, ALDH6A1, PDGFD, HTR1E, KIT, ADH1C, TOX, GCNT2, SST, PLCXD3, XYLT2, SLC6A16, CWH43, PDK4, GFRA2, GPR155, GREM2, NR3C2, PLA2G1B, MUC6, LINGO2, RNASE1, MYZAP, GUCA1C, AKR1C1, ACACB, PNPLA7, FXYD1, BAALC, PPP2R3A, BMP5, CKM, FBXL13, COBLL1, RGMB, FBP2, FAM150B, HIF3A, GSTA4, FGG, CHGA, RAB26, CAPN9, MT1M, SGSM1, ASPA, SCGN, SULT2A1, GAMT, CDHR3, CCKBR, ADRB2, GRIA3, SCGB2A1, SLC7A8, DUOX1, SORCS1, ARHGEF37, SCARA5, PACSIN1, LIFR, FNDC5, GLUL, CHIA, METTL7A, FAM189A2, SSTR1, PAIP2B, ACER2, ADH1B, MYRIP, KCNE2, PPP1R3C, TCEA3, PDE8B, SIGLEC11, KBTBD12
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section[9]/table-wrap[1]#t1-medscimonit-26-e920261
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Gene ontology analysis of DEGs related to gastric adenocarcinoma.
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pmcid
PMC7034404
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10
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GO term enrichment analysis
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55
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7
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Table 2
caption
Gene ontology analysis of DEGs related to gastric adenocarcinoma.
rows array · 55 items
[0] array · 7 items
[0]
Expression
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Category
[2]
Term
[3]
Count
[4]
%
[5]
P value
[6]
FDR
[1] array · 7 items
[0]
Upregulated
[1]
GOTERM_BP_FAT
[2]
GO: 0001501~skeletal system development
[3]
19
[4]
3.140495868
[5]
6.25E-17
[6]
1.67E-13
[2] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0007155~cell adhesion
[2]
20
[3]
3.305785124
[4]
4.39E-12
[5]
6.55E-09
[3] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0022610~biological adhesion
[2]
20
[3]
3.305785124
[4]
4.50E-12
[5]
6.72E-09
[4] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0030199~collagen fibril organization
[2]
8
[3]
1.32231405
[4]
1.19E-11
[5]
1.78E-08
[5] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0030198~extracellular matrix organization
[2]
8
[3]
1.32231405
[4]
1.30E-07
[5]
1.95E-04
[6] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0001503~ossification
[2]
8
[3]
1.32231405
[4]
2.60E-07
[5]
3.89E-04
[7] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0060348~bone development
[2]
8
[3]
1.32231405
[4]
4.12E-07
[5]
6.16E-04
[8] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0043062~extracellular structure organization
[2]
8
[3]
1.32231405
[4]
2.75E-06
[5]
0.0041046
[9] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0032963~collagen metabolic process
[2]
5
[3]
0.826446281
[4]
3.71E-06
[5]
0.005542186
[10] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0043588~skin development
[2]
5
[3]
0.826446281
[4]
4.29E-06
[5]
0.006410681
[11] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005578~proteinaceous extracellular matrix
[2]
25
[3]
4.132231405
[4]
1.86E-24
[5]
2.10E-21
[12] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0031012~extracellular matrix
[2]
25
[3]
4.132231405
[4]
1.14E-23
[5]
1.28E-20
[13] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005576~extracellular region
[2]
40
[3]
6.611570248
[4]
6.86E-20
[5]
7.75E-17
[14] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0044421~extracellular region part
[2]
30
[3]
4.958677686
[4]
8.27E-19
[5]
9.34E-16
[15] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0044420~extracellular matrix part
[2]
14
[3]
2.314049587
[4]
1.64E-15
[5]
1.88E-12
[16] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005581~collagen
[2]
9
[3]
1.487603306
[4]
1.49E-12
[5]
1.68E-09
[17] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005583~fibrillar collagen
[2]
5
[3]
0.826446281
[4]
1.48E-07
[5]
1.67E-04
[18] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005604~basement membrane
[2]
6
[3]
0.991735537
[4]
2.04E-05
[5]
0.023013251
[19] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0031093~platelet alpha granule lumen
[2]
5
[3]
0.826446281
[4]
2.76E-05
[5]
0.031185256
[20] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0060205~cytoplasmic membrane-bounded vesicle lumen
[2]
5
[3]
0.826446281
[4]
3.67E-05
[5]
0.041403378
[21] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0005201~extracellular matrix structural constituent
[2]
11
[3]
1.818181818
[4]
5.06E-13
[5]
5.90E-10
[22] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0005198~structural molecule activity
[2]
14
[3]
2.314049587
[4]
3.15E-07
[5]
3.67E-04
[23] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0005518~collagen binding
[2]
5
[3]
0.826446281
[4]
8.88E-06
[5]
0.010355681
[24] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0005539~glycosaminoglycan binding
[2]
7
[3]
1.157024793
[4]
1.19E-05
[5]
0.013923194
[25] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0001871~pattern binding
[2]
7
[3]
1.157024793
[4]
2.05E-05
[5]
0.023961179
[26] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0030247~polysaccharide binding
[2]
7
[3]
1.157024793
[4]
2.05E-05
[5]
0.023961179
[27] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0008201~heparin binding
[2]
6
[3]
0.991735537
[4]
3.72E-05
[5]
0.043401787
[28] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0050840~extracellular matrix binding
[2]
4
[3]
0.661157025
[4]
1.30E-04
[5]
0.151895387
[29] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0005509~calcium ion binding
[2]
12
[3]
1.983471074
[4]
4.20E-04
[5]
0.488103889
[30] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0008237~metallopeptidase activity
[2]
6
[3]
0.991735537
[4]
5.52E-04
[5]
0.641829759
[31] array · 7 items
[0]
Downregulated
[1]
GOTERM_BP_FAT
[2]
GO: 0007586~digestion
[3]
12
[4]
1.038062284
[5]
7.45E-12
[6]
1.09E-08
[32] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0055114~oxidation reduction
[2]
15
[3]
1.297577855
[4]
3.07E-05
[5]
0.045029161
[33] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0006081~cellular aldehyde metabolic process
[2]
4
[3]
0.346020761
[4]
6.53E-04
[5]
0.952399247
[34] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0030001~metal ion transport
[2]
10
[3]
0.865051903
[4]
0.00213818
[5]
3.08666015
[35] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0006812~cation transport
[2]
10
[3]
0.865051903
[4]
0.006666616
[5]
9.333089916
[36] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0006811~ion transport
[2]
12
[3]
1.038062284
[4]
0.007065784
[5]
9.865306976
[37] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0046903~secretion
[2]
7
[3]
0.605536332
[4]
0.010249221
[5]
14.00683938
[38] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0015672~monovalent inorganic cation transport
[2]
7
[3]
0.605536332
[4]
0.01337189
[5]
17.89646714
[39] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0006813~potassium ion transport
[2]
5
[3]
0.432525952
[4]
0.016821807
[5]
22.00279704
[40] array · 6 items
[0]
GOTERM_BP_FAT
[1]
GO: 0022600~digestive system process
[2]
3
[3]
0.259515571
[4]
0.018374485
[5]
23.78773935
[41] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005576~extracellular region
[2]
31
[3]
2.6816609
[4]
1.26E-05
[5]
0.014253173
[42] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0045177~apical part of cell
[2]
7
[3]
0.605536332
[4]
0.001371031
[5]
1.545706714
[43] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0016324~apical plasma membrane
[2]
6
[3]
0.519031142
[4]
0.002113034
[5]
2.373127171
[44] array · 6 items
[0]
GOTERM_CC_FAT
[1]
GO: 0005624~membrane fraction
[2]
11
[3]
0.951557093
[4]
0.047644803
[5]
42.55171216
[45] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0031420~alkali metal ion binding
[2]
7
[3]
0.605536332
[4]
0.004013875
[5]
5.198242704
[46] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0004033~aldo-keto reductase activity
[2]
3
[3]
0.259515571
[4]
0.004305787
[5]
5.566366984
[47] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0004198~calcium-dependent cysteine-type endopeptidase activity
[2]
3
[3]
0.259515571
[4]
0.004899806
[5]
6.31139254
[48] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0008289~lipid binding
[2]
9
[3]
0.778546713
[4]
0.009796998
[5]
12.2496158
[49] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0016620~oxidoreductase activity, acting on the aldehyde or oxo group of donors, NAD or NADP as acceptor
[2]
3
[3]
0.259515571
[4]
0.010025001
[5]
12.51741656
[50] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0030955~potassium ion binding
[2]
5
[3]
0.432525952
[4]
0.010277041
[5]
12.81257072
[51] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0008233~peptidase activity
[2]
10
[3]
0.865051903
[4]
0.013517076
[5]
16.52574449
[52] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0015267~channel activity
[2]
8
[3]
0.692041522
[4]
0.019316845
[5]
22.80964632
[53] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0022803~passive transmembrane transporter activity
[2]
8
[3]
0.692041522
[4]
0.01954695
[5]
23.04969236
[54] array · 6 items
[0]
GOTERM_MF_FAT
[1]
GO: 0008900~hydrogen: potassium-exchanging ATPase activity
[2]
2
[3]
0.173010381
[4]
0.019742308
[5]
23.25294859
locator
section[10]/table-wrap[1]#t2-medscimonit-26-e920261
[6] object · 16 fields
id
asset:table:pmid:32058995:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:15af2e14966e65e06014d3fd8192675b3b62fad37c7579b4c39bde7e34f9b1f1
bytes
1056
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#t3-medscimonit-26-e920261
version
null
note
KEGG pathway analysis of DEGs associated with gastric adenocarcinoma.
structure object · 5 fields
pmcid
PMC7034404
section_index
11
section_title
KEGG signal pathway analysis
row_count
10
column_count
6
table object · 8 fields
label
Table 3
caption
KEGG pathway analysis of DEGs associated with gastric adenocarcinoma.
rows array · 10 items
[0] array · 6 items
[0]
Expression
[1]
Term
[2]
Count
[3]
%
[4]
P value
[5]
FDR
[1] array · 6 items
[0]
Upregulated
[1]
hsa04512: ECM-receptor interaction
[2]
11
[3]
1.818181818
[4]
2.66E-13
[5]
2.14E-10
[2] array · 5 items
[0]
hsa04510: Focal adhesion
[1]
11
[2]
1.818181818
[3]
1.80E-09
[4]
1.44E-06
[3] array · 5 items
[0]
hsa04350: TGF-beta signaling pathway
[1]
4
[2]
0.661157025
[3]
0.005149174
[4]
4.056689024
[4] array · 6 items
[0]
Downregulated
[1]
hsa00982: Drug metabolism
[2]
8
[3]
0.692041522
[4]
1.46E-07
[5]
1.41E-04
[5] array · 5 items
[0]
hsa00830: Retinol metabolism
[1]
7
[2]
0.605536332
[3]
1.38E-06
[4]
0.001338048
[6] array · 5 items
[0]
hsa00980: Metabolism of xenobiotics by cytochrome P450
[1]
7
[2]
0.605536332
[3]
2.60E-06
[4]
0.002518197
[7] array · 5 items
[0]
hsa00010: Glycolysis/Gluconeogenesis
[1]
4
[2]
0.346020761
[3]
0.007818033
[4]
7.311759835
[8] array · 5 items
[0]
hsa00591: Linoleic acid metabolism
[1]
3
[2]
0.259515571
[3]
0.015552893
[4]
14.070282
[9] array · 5 items
[0]
hsa00350: Tyrosine metabolism
[1]
3
[2]
0.259515571
[3]
0.036348334
[4]
30.10544025
locator
section[11]/table-wrap[1]#t3-medscimonit-26-e920261
[7] object · 16 fields
id
asset:table:pmid:32058995:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d1a1f89c744662e5e1f505771fcad971687f4aaa0004bffd55aba2cf766459d6
bytes
788
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#t4-medscimonit-26-e920261
version
null
note
Connectivity and regulation of the top 10 hub genes.
structure object · 5 fields
pmcid
PMC7034404
section_index
12
section_title
PPI network construction, module analysis and hub genes determination
row_count
11
column_count
4
table object · 8 fields
label
Table 4
caption
Connectivity and regulation of the top 10 hub genes.
rows array · 11 items
[0] array · 4 items
[0]
Gene symbol
[1]
Gene title
[2]
Connectivity
[3]
Regulation
[1] array · 4 items
[0]
COL1A1
[1]
Collagen type I alpha 1 chain
[2]
34
[3]
Up
[2] array · 4 items
[0]
COL3A1
[1]
Collagen type III alpha 1 chain
[2]
30
[3]
Up
[3] array · 4 items
[0]
COL1A2
[1]
Collagen type I alpha 2 chain
[2]
29
[3]
Up
[4] array · 4 items
[0]
BGN
[1]
Biglycan
[2]
29
[3]
Up
[5] array · 4 items
[0]
COL5A2
[1]
Collagen type V alpha 2 chain
[2]
23
[3]
Up
[6] array · 4 items
[0]
THBS2
[1]
Thrombospondin 2
[2]
23
[3]
Up
[7] array · 4 items
[0]
TIMP1
[1]
TIMP metallopeptidase inhibitor 1
[2]
21
[3]
Up
[8] array · 4 items
[0]
SPP1
[1]
Secreted phosphoprotein 1
[2]
20
[3]
Up
[9] array · 4 items
[0]
PDGFRB
[1]
Platelet-derived growth factor receptor beta
[2]
20
[3]
Up
[10] array · 4 items
[0]
COL4A1
[1]
Collagen type IV alpha 1 chain
[2]
19
[3]
Up
locator
section[12]/table-wrap[1]#t4-medscimonit-26-e920261
gaps array · 6 items
[0]
asset:data:geo:GSE103236 not downloaded
[1]
asset:data:geo:GSE103236 licence not read
[2]
asset:data:geo:GSE29998 not downloaded
[3]
asset:data:geo:GSE29998 licence not read
[4]
asset:data:geo:GSE79973 not downloaded
[5]
asset:data:geo:GSE79973 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[1] object · 10 fields
id
method-2
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
GO enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
GEO2R
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The data were divided into a gastric adenocarcinoma group and a normal group for further analysis by GEO2R.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 3 items
[0]
GSE103236
[1]
GSE79973
[2]
GSE29998
resolved_accessions array · 3 items
[0]
GSE103236
[1]
GSE79973
[2]
GSE29998
statements array · 1 item
[0]
GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.
basis
The paper names GSE103236, GSE79973, GSE29998 in Gene Expression Omnibus (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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 6 items
[0]
source:pmid:32058995
[1]
data:geo:GSE103236
[2]
asset:table:pmid:32058995:1
[3]
asset:table:pmid:32058995:2
[4]
asset:table:pmid:32058995:3
[5]
asset:table:pmid:32058995:4
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:GSE103236
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:18:25Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
27165
completion_tokens
1494
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32058995
type
paper
label
pmid:32058995
[1] object · 3 fields
id
source:pmid:32058995
type
manuscript
label
PMID 32058995 full text
[2] object · 3 fields
id
data:geo:GSE103236
type
dataset
label
GEO GSE103236
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:32058995
type
paper
label
pmid:32058995
[1] object · 3 fields
id
source:pmid:32058995
type
manuscript
label
PMID 32058995 full text
[2] object · 3 fields
id
data:geo:GSE103236
type
dataset
label
GEO GSE103236
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32058995
type
extraction
used array · 1 item
[0]
source:pmid:32058995
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE103236
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE103236
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:32058995
parent_hash
sha256:553a8385bc3dcb8be8acbdd53425ec4ac7e8fa22af2c0094de8644374a338459
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE103236 licence not read
[1]
asset:data:geo:GSE103236 not downloaded
[2]
asset:data:geo:GSE29998 licence not read
[3]
asset:data:geo:GSE29998 not downloaded
[4]
asset:data:geo:GSE79973 licence not read
[5]
asset:data:geo:GSE79973 not downloaded
[6]
execution.not_run
[7]
method.reader_named_unmapped
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
atics methods. MATERIAL AND METHODS The gene microarray datasets of GSE103236, GSE79973, and GSE2999
order_basis
paper_text_order:313
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
protein-protein interaction
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:32058995", "kind": "science-record", "revision": 8, "content_hash": "sha256:8accf4b722c2ecd030e91991b509988f7ce89fa344fe362f6b3e4e17af22270d", "created_at": "2026-11-01T15:40:56Z", "updated_at": "2026-11-01T22:01:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Hub Genes and Pathways in Gastric Adenocarcinoma Based on Bioinformatics Analysis.", "doi": "10.12659/MSM.920261", "pmid": "32058995", "authors": ["Jieping Qiu", "Mengyu Sun", "Yaoqun Wang", "Bo Chen"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2020, "abstract": "BACKGROUND Gastric adenocarcinoma accounts for 95% of all gastric malignant tumors. The purpose of this research was to identify differentially expressed genes (DEGs) of gastric adenocarcinoma by use of bioinformatics methods. MATERIAL AND METHODS The gene microarray datasets of GSE103236, GSE79973, and GSE29998 were imported from the GEO database, containing 70 gastric adenocarcinoma samples and 68 matched normal samples. Gene ontology (GO) and KEGG analysis were applied to screened DEGs; Cytoscape software was used for constructing protein-protein interaction (PPI) networks and to perform module analysis of the DEGs. UALCAN was used for prognostic analysis. RESULTS We identified 2909 upregulated DEGs (uDEGs) and 7106 downregulated DEGs (dDEGs) of gastric adenocarcinoma. The GO analysis showed uDEGs were enriched in skeletal system development, cell adhesion, and biological adhesion. KEGG pathway analysis showed uDEGs were enriched in ECM-receptor interaction, focal adhesion, and Cytokine-cytokine receptor interaction. The top 10 hub genes - COL1A1, COL3A1, COL1A2, BGN, COL5A2, THBS2, TIMP1, SPP1, PDGFRB, and COL4A1 - were distinguished from the PPI network. These 10 hub genes were shown to be significantly upregulated in gastric adenocarcinoma tissues in GEPIA. Prognostic analysis of the 10 hub genes via UALCAN showed that the upregulated expression of COL3A1, COL1A2, BGN, and THBS2 significantly reduced the survival time of gastric adenocarcinoma patients. Module analysis revealed that gastric adenocarcinoma was related to 2 pathways: including focal adhesion signaling and ECM-receptor interaction. CONCLUSIONS This research distinguished hub genes and relevant signal pathways, which contributes to our understanding of the molecular mechanisms, and could be used as diagnostic indicators and therapeutic biomarkers for gastric adenocarcinoma.", "claims": [{"id": "claim-method", "statement": "The data were divided into a gastric adenocarcinoma group and a normal group for further analysis by GEO2R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32058995", "locator": "sections[4] \"Data processing\" paragraph 2", "quote": "The data were divided into a gastric adenocarcinoma group and a normal group for further analysis by GEO2R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32058995", "locator": "sections[3] \"Datasets\" paragraph 2", "quote": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32058995"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE103236"], "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:GSE103236"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32058995", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.920261", "sha256": "sha256:da496565fc6ffef87dc0b2dbc505deb340da4daf84babf658442965bb0892751", "bytes": 32823, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.920261", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7034404", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE103236", "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=GSE103236", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE103236", "version": null, "note": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2758660", "GSM2758661", "GSM2758662", "GSM2758663", "GSM2758664", "GSM2758665", "GSM2758666", "GSM2758667", "GSM2758668", "GSM2758669", "GSM2758670", "GSM2758671", "GSM2758672", "GSM2758673", "GSM2758674", "GSM2758675", "GSM2758676", "GSM2758677", "GSM2758678"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "4133", "taxon": "Homo sapiens", "title": "Microarray gene expresion analysis for early and advanced gastric adenocarcinoma vs normal adjacent tissue.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE29998", "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=GSE29998", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29998", "version": null, "note": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM742395", "GSM742396", "GSM742397", "GSM742398", "GSM742399", "GSM742400", "GSM742401", "GSM742402", "GSM742403", "GSM742404", "GSM742405", "GSM742406", "GSM742407", "GSM742408", "GSM742409", "GSM742410", "GSM742411", "GSM742412", "GSM742413", "GSM742414", "GSM742415", "GSM742416", "GSM742417", "GSM742418", "GSM742419", "GSM742420", "GSM742421", "GSM742422", "GSM742423", "GSM742424", "GSM742425", "GSM742426", "GSM742427", "GSM742428", "GSM742429", "GSM742430", "GSM742431", "GSM742432", "GSM742433", "GSM742434", "GSM742435", "GSM742436", "GSM742437", "GSM742438", "GSM742439", "GSM742440", "GSM742441", "GSM742442", "GSM742443", "GSM742444", "GSM742445", "GSM742446", "GSM742447", "GSM742448", "GSM742449", "GSM742450", "GSM742451", "GSM742452", "GSM742453", "GSM742454", "GSM742455", "GSM742456", "GSM742457", "GSM742458", "GSM742459", "GSM742460", "GSM742461", "GSM742462", "GSM742463", "GSM742464", "GSM742465", "GSM742466", "GSM742467", "GSM742468", "GSM742469", "GSM742470", "GSM742471", "GSM742472", "GSM742473", "GSM742474", "GSM742475", "GSM742476", "GSM742477", "GSM742478", "GSM742479", "GSM742480", "GSM742481", "GSM742482", "GSM742483", "GSM742484", "GSM742485", "GSM742486", "GSM742487", "GSM742488", "GSM742489", "GSM742490", "GSM742491", "GSM742492", "GSM742493"], "sample_count": 99, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Deep sequencing of gastric carcinoma reveals somatic mutations relevant to personalized medicine [Illumina mRNA expression array data]", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"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": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "GSE103236 contains 19 samples, including 10 gastric adenocarcinoma samples and 9 matched normal mucosa samples.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2109532", "GSM2109533", "GSM2109534", "GSM2109535", "GSM2109536", "GSM2109537", "GSM2109538", "GSM2109539", "GSM2109540", "GSM2109541", "GSM2109542", "GSM2109543", "GSM2109544", "GSM2109545", "GSM2109546", "GSM2109547", "GSM2109548", "GSM2109549", "GSM2109550", "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}}, {"id": "asset:table:pmid:32058995:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:04e4a5b3e5433f696b555f4879637d6edf51abcbbecc4e7628882c555ae33e61", "bytes": 2098, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#t1-medscimonit-26-e920261", "version": null, "note": "DEGs in gastric adenocarcinoma shared in 3 microarrays.", "structure": {"pmcid": "PMC7034404", "section_index": 9, "section_title": "Screening of DEGs", "row_count": 3, "column_count": 3}, "table": {"label": "Table 1", "caption": "DEGs in gastric adenocarcinoma shared in 3 microarrays.", "rows": [["DEGS", "Total", "Elements"], ["uDEGs", "92", "IGF2BP3, CDC25B, C5AR1, ZMYND15, COL1A1, GDPD5, ANLN, CHRNA5, FNDC1, COL18A1, PRRX1, PDGFRB, COL5A2, KIF4A, THY1, ASCL2, ANTXR1, SPP1, WNT5A, OLR1, MSR1, MELK, CDH11, TIMP1, BGN, COL8A1, TEAD4, ECT2, MMP11, KRT80, DDX31, FSCN1, SRPX2, WNT2, LRP8, CEMIP, BMP1, DIO2, ARPC1B, MFAP2, WISP1, VMO1, COL4A1, SLC1A3, SULF1, CLDN1, COL11A1, TREM1, COL1A2, APOC1, COL12A1, ESM1, ARHGAP11A, PLAU, RFC3, TGM2, OSMR, FOXC1, CHEK1, TNFRSF11B, VSNL1, IGFBP7, CST1, RCC2, LEF1, IL13RA2, LZTS1, SPHK1, KIF2C, AGPAT4, BUB1, TNFRSF12A, TROAP, ANGPT2, COL3A1, TMEM158, SERPINH1, FAP, INHBA, CDCA3, SLC5A6, CKAP2, THBS2, OLFML2B, S100A10, COL6A3, CSF2RA, HSD11B1, PMEPA1, CTHRC1, GAD1, NCAPG"], ["dDEGs", "158", "EPB41L4B, COL4A5, ZNF385B, NRG4, IRX3, KLF4, NDRG2, IGFBP2, SLC9A2, SCNN1B, ESRRB, HTR4, F13A1, CNTD1, ADHFE1, CELA3B, OSBPL7, ADGRG2, MYOC, GIF, GPER1, HBB, GNG7, COL4A6, ERO1B, SOSTDC1, SBSPON, TMED6, ARHGAP24, CKMT2, KCNJ16, SLC26A7, ADAMTSL1, SYT4, PTGER3, ATP4A, DNASE1L3, CKB, MAL, AQP4, ESRRG, STOX2, CPA2, OXCT1, ABCA8, TTLL7, AXDND1, FXYD4, PER3, SHMT1, ETNPPL, DPT, PACRG, CAPN13, SLC5A5, FGA, NTN1, LGI1, ATP4B, EPM2A, SLC2A4, ADH1A, KLF15, SCUBE2, GPX3, KCNMB2, MAMDC2, SELENBP1, GPAT3, CLIC6, HAPLN1, TRIM50, B3GAT1, MS4A2, BHMT, GHRL, PNOC, GPRC5C, KCNJ13, DGKD, BMP6, GC, ALDH6A1, PDGFD, HTR1E, KIT, ADH1C, TOX, GCNT2, SST, PLCXD3, XYLT2, SLC6A16, CWH43, PDK4, GFRA2, GPR155, GREM2, NR3C2, PLA2G1B, MUC6, LINGO2, RNASE1, MYZAP, GUCA1C, AKR1C1, ACACB, PNPLA7, FXYD1, BAALC, PPP2R3A, BMP5, CKM, FBXL13, COBLL1, RGMB, FBP2, FAM150B, HIF3A, GSTA4, FGG, CHGA, RAB26, CAPN9, MT1M, SGSM1, ASPA, SCGN, SULT2A1, GAMT, CDHR3, CCKBR, ADRB2, GRIA3, SCGB2A1, SLC7A8, DUOX1, SORCS1, ARHGEF37, SCARA5, PACSIN1, LIFR, FNDC5, GLUL, CHIA, METTL7A, FAM189A2, SSTR1, PAIP2B, ACER2, ADH1B, MYRIP, KCNE2, PPP1R3C, TCEA3, PDE8B, SIGLEC11, KBTBD12"]], "row_count": 3, "column_count": 3, "numeric_cells": 4, "header_rows": 1, "locator": "section[9]/table-wrap[1]#t1-medscimonit-26-e920261"}}, {"id": "asset:table:pmid:32058995:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:488171f4b74c285b7339b52ca757f468dec53e14b80b59cc0b0397f53b82c865", "bytes": 5784, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#t2-medscimonit-26-e920261", "version": null, "note": "Gene ontology analysis of DEGs related to gastric adenocarcinoma.", "structure": {"pmcid": "PMC7034404", "section_index": 10, "section_title": "GO term enrichment analysis", "row_count": 55, "column_count": 7}, "table": {"label": "Table 2", "caption": "Gene ontology analysis of DEGs related to gastric adenocarcinoma.", "rows": [["Expression", "Category", "Term", "Count", "%", "P value", "FDR"], ["Upregulated", "GOTERM_BP_FAT", "GO: 0001501~skeletal system development", "19", "3.140495868", "6.25E-17", "1.67E-13"], ["GOTERM_BP_FAT", "GO: 0007155~cell adhesion", "20", "3.305785124", "4.39E-12", "6.55E-09"], ["GOTERM_BP_FAT", "GO: 0022610~biological adhesion", "20", "3.305785124", "4.50E-12", "6.72E-09"], ["GOTERM_BP_FAT", "GO: 0030199~collagen fibril organization", "8", "1.32231405", "1.19E-11", "1.78E-08"], ["GOTERM_BP_FAT", "GO: 0030198~extracellular matrix organization", "8", "1.32231405", "1.30E-07", "1.95E-04"], ["GOTERM_BP_FAT", "GO: 0001503~ossification", "8", "1.32231405", "2.60E-07", "3.89E-04"], ["GOTERM_BP_FAT", "GO: 0060348~bone development", "8", "1.32231405", "4.12E-07", "6.16E-04"], ["GOTERM_BP_FAT", "GO: 0043062~extracellular structure organization", "8", "1.32231405", "2.75E-06", "0.0041046"], ["GOTERM_BP_FAT", "GO: 0032963~collagen metabolic process", "5", "0.826446281", "3.71E-06", "0.005542186"], ["GOTERM_BP_FAT", "GO: 0043588~skin development", "5", "0.826446281", "4.29E-06", "0.006410681"], ["GOTERM_CC_FAT", "GO: 0005578~proteinaceous extracellular matrix", "25", "4.132231405", "1.86E-24", "2.10E-21"], ["GOTERM_CC_FAT", "GO: 0031012~extracellular matrix", "25", "4.132231405", "1.14E-23", "1.28E-20"], ["GOTERM_CC_FAT", "GO: 0005576~extracellular region", "40", "6.611570248", "6.86E-20", "7.75E-17"], ["GOTERM_CC_FAT", "GO: 0044421~extracellular region part", "30", "4.958677686", "8.27E-19", "9.34E-16"], ["GOTERM_CC_FAT", "GO: 0044420~extracellular matrix part", "14", "2.314049587", "1.64E-15", "1.88E-12"], ["GOTERM_CC_FAT", "GO: 0005581~collagen", "9", "1.487603306", "1.49E-12", "1.68E-09"], ["GOTERM_CC_FAT", "GO: 0005583~fibrillar collagen", "5", "0.826446281", "1.48E-07", "1.67E-04"], ["GOTERM_CC_FAT", "GO: 0005604~basement membrane", "6", "0.991735537", "2.04E-05", "0.023013251"], ["GOTERM_CC_FAT", "GO: 0031093~platelet alpha granule lumen", "5", "0.826446281", "2.76E-05", "0.031185256"], ["GOTERM_CC_FAT", "GO: 0060205~cytoplasmic membrane-bounded vesicle lumen", "5", "0.826446281", "3.67E-05", "0.041403378"], ["GOTERM_MF_FAT", "GO: 0005201~extracellular matrix structural constituent", "11", "1.818181818", "5.06E-13", "5.90E-10"], ["GOTERM_MF_FAT", "GO: 0005198~structural molecule activity", "14", "2.314049587", "3.15E-07", "3.67E-04"], ["GOTERM_MF_FAT", "GO: 0005518~collagen binding", "5", "0.826446281", "8.88E-06", "0.010355681"], ["GOTERM_MF_FAT", "GO: 0005539~glycosaminoglycan binding", "7", "1.157024793", "1.19E-05", "0.013923194"], ["GOTERM_MF_FAT", "GO: 0001871~pattern binding", "7", "1.157024793", "2.05E-05", "0.023961179"], ["GOTERM_MF_FAT", "GO: 0030247~polysaccharide binding", "7", "1.157024793", "2.05E-05", "0.023961179"], ["GOTERM_MF_FAT", "GO: 0008201~heparin binding", "6", "0.991735537", "3.72E-05", "0.043401787"], ["GOTERM_MF_FAT", "GO: 0050840~extracellular matrix binding", "4", "0.661157025", "1.30E-04", "0.151895387"], ["GOTERM_MF_FAT", "GO: 0005509~calcium ion binding", "12", "1.983471074", "4.20E-04", "0.488103889"], ["GOTERM_MF_FAT", "GO: 0008237~metallopeptidase activity", "6", "0.991735537", "5.52E-04", "0.641829759"], ["Downregulated", "GOTERM_BP_FAT", "GO: 0007586~digestion", "12", "1.038062284", "7.45E-12", "1.09E-08"], ["GOTERM_BP_FAT", "GO: 0055114~oxidation reduction", "15", "1.297577855", "3.07E-05", "0.045029161"], ["GOTERM_BP_FAT", "GO: 0006081~cellular aldehyde metabolic process", "4", "0.346020761", "6.53E-04", "0.952399247"], ["GOTERM_BP_FAT", "GO: 0030001~metal ion transport", "10", "0.865051903", "0.00213818", "3.08666015"], ["GOTERM_BP_FAT", "GO: 0006812~cation transport", "10", "0.865051903", "0.006666616", "9.333089916"], ["GOTERM_BP_FAT", "GO: 0006811~ion transport", "12", "1.038062284", "0.007065784", "9.865306976"], ["GOTERM_BP_FAT", "GO: 0046903~secretion", "7", "0.605536332", "0.010249221", "14.00683938"], ["GOTERM_BP_FAT", "GO: 0015672~monovalent inorganic cation transport", "7", "0.605536332", "0.01337189", "17.89646714"], ["GOTERM_BP_FAT", "GO: 0006813~potassium ion transport", "5", "0.432525952", "0.016821807", "22.00279704"], ["GOTERM_BP_FAT", "GO: 0022600~digestive system process", "3", "0.259515571", "0.018374485", "23.78773935"], ["GOTERM_CC_FAT", "GO: 0005576~extracellular region", "31", "2.6816609", "1.26E-05", "0.014253173"], ["GOTERM_CC_FAT", "GO: 0045177~apical part of cell", "7", "0.605536332", "0.001371031", "1.545706714"], ["GOTERM_CC_FAT", "GO: 0016324~apical plasma membrane", "6", "0.519031142", "0.002113034", "2.373127171"], ["GOTERM_CC_FAT", "GO: 0005624~membrane fraction", "11", "0.951557093", "0.047644803", "42.55171216"], ["GOTERM_MF_FAT", "GO: 0031420~alkali metal ion binding", "7", "0.605536332", "0.004013875", "5.198242704"], ["GOTERM_MF_FAT", "GO: 0004033~aldo-keto reductase activity", "3", "0.259515571", "0.004305787", "5.566366984"], ["GOTERM_MF_FAT", "GO: 0004198~calcium-dependent cysteine-type endopeptidase activity", "3", "0.259515571", "0.004899806", "6.31139254"], ["GOTERM_MF_FAT", "GO: 0008289~lipid binding", "9", "0.778546713", "0.009796998", "12.2496158"], ["GOTERM_MF_FAT", "GO: 0016620~oxidoreductase activity, acting on the aldehyde or oxo group of donors, NAD or NADP as acceptor", "3", "0.259515571", "0.010025001", "12.51741656"], ["GOTERM_MF_FAT", "GO: 0030955~potassium ion binding", "5", "0.432525952", "0.010277041", "12.81257072"], ["GOTERM_MF_FAT", "GO: 0008233~peptidase activity", "10", "0.865051903", "0.013517076", "16.52574449"], ["GOTERM_MF_FAT", "GO: 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