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pmid:31467713

Integrated Analysis of Oncogenic Networks in Colorectal Cancer Identifies GUCA2A as a Molecular Marker.

Hui Zhang · Yuanyuan Du · Zhuo Wang · Rui Lou · Jianzhong Wu · Jifeng Feng

Biochemistry research international · 2019 doi:10.1155/2019/6469420

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title
Integrated Analysis of Oncogenic Networks in Colorectal Cancer Identifies GUCA2A as a Molecular Marker.
doi
10.1155/2019/6469420
pmid
31467713
authors array · 6 items
[0]
Hui Zhang
[1]
Yuanyuan Du
[2]
Zhuo Wang
[3]
Rui Lou
[4]
Jianzhong Wu
[5]
Jifeng Feng
journal
Biochemistry research international
year
2019
abstract
Colorectal cancer (CRC) is one of the most common and deadly malignancies in the world. In China, the morbidity rate of CRC has increased during the period 2000 to 2011. Biomarker detection for early CRC diagnosis can effectively reduce the mortality of patients with CRC. To explore the underlying mechanisms of effective biomarkers and identify more of them, we performed weighted correlation network analysis (WGCNA) on a GSE68468 dataset generated from 378 CRC tissue samples. We screened the gene set (module), which was significantly associated with CRC histology, and analyzed the hub genes. The key genes were identified by obtaining six colorectal raw data (i.e., GSE25070, GSE44076, GSE44861, GSE21510, GSE9348, and GSE21815) from the GEO database (https://www.ncbi.nlm.nih.gov/geo). The robust differentially expressed genes (DEGs) in all six datasets were calculated and obtained using the library "RobustRankAggreg" package in R 3.5.1. An integrated analysis of CRC based on the top 50 downregulated DEGs and hub genes in the red module from WGCNA was conducted, and the intersecting genes were screened. The Kaplan-Meier plot was further analyzed, and the genes associated with CRC prognosis based on patients from the TCGA database were determined. Finally, we validated the candidate gene in our clinical CRC specimens. We postulated that the candidate genes screened from the database and verified by our clinical pathological data may contribute to understanding the molecular mechanisms of tumorigenesis and may serve as potential biomarkers for CRC diagnosis and treatment.
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Then, we further evaluated the diagnostic value of GUCA2A for CRC tissues and normal counterparts using ROC curve analyses.
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sections[7] "2.5. Human Tissue Samples and Quantitative Real-Time PCR" paragraph 2
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Then, we further evaluated the diagnostic value of GUCA2A for CRC tissues and normal counterparts using ROC curve analyses.
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The data used to support the findings of this study are available from the corresponding author upon request.
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[87]
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[88]
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[89]
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[90]
GSM1077688
[91]
GSM1077689
[92]
GSM1077690
[93]
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[94]
GSM1077692
[95]
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[96]
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[97]
GSM1077695
[98]
GSM1077696
[99]
GSM1077697
[100]
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[101]
GSM1077699
[102]
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[103]
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[104]
GSM1077702
[105]
GSM1077703
[106]
GSM1077704
[107]
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[108]
GSM1077706
[109]
GSM1077707
[110]
GSM1077708
[111]
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[112]
GSM1077710
[113]
GSM1077711
[114]
GSM1077712
[115]
GSM1077713
[116]
GSM1077714
[117]
GSM1077715
[118]
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[119]
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[120]
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[121]
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[122]
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[123]
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[124]
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[125]
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[126]
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[127]
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[128]
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[129]
GSM1077727
[130]
GSM1077728
[131]
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[132]
GSM1077730
[133]
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[134]
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[135]
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[136]
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[137]
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[138]
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[139]
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[140]
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[141]
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[142]
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[143]
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[144]
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[145]
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[146]
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[147]
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[148]
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[149]
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[150]
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[151]
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[152]
GSM1077750
[153]
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[154]
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[155]
GSM1077753
[156]
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[157]
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[158]
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[159]
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[160]
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[161]
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[162]
GSM1077760
[163]
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[164]
GSM1077762
[165]
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[166]
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[167]
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[168]
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[169]
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[170]
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[171]
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[172]
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[173]
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[174]
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[175]
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[176]
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[177]
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[178]
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[179]
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[180]
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[181]
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[182]
GSM1077780
[183]
GSM1077781
[184]
GSM1077782
[185]
GSM1077783
[186]
GSM1077784
[187]
GSM1077785
[188]
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[189]
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[190]
GSM1077788
[191]
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[192]
GSM1077790
[193]
GSM1077791
[194]
GSM1077792
[195]
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[196]
GSM1077794
[197]
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[198]
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[199]
GSM1077797
[200]
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[201]
GSM1077799
[202]
GSM1077800
[203]
GSM1077801
[204]
GSM1077802
[205]
GSM1077803
[206]
GSM1077804
[207]
GSM1077805
[208]
GSM1077806
[209]
GSM1077807
[210]
GSM1077808
[211]
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[212]
GSM1077810
[213]
GSM1077811
[214]
GSM1077812
[215]
GSM1077813
[216]
GSM1077814
[217]
GSM1077815
[218]
GSM1077816
[219]
GSM1077817
[220]
GSM1077818
[221]
GSM1077819
[222]
GSM1077820
[223]
GSM1077821
[224]
GSM1077822
[225]
GSM1077823
[226]
GSM1077824
[227]
GSM1077825
[228]
GSM1077826
[229]
GSM1077827
[230]
GSM1077828
[231]
GSM1077829
[232]
GSM1077830
[233]
GSM1077831
[234]
GSM1077832
[235]
GSM1077833
[236]
GSM1077834
[237]
GSM1077835
[238]
GSM1077836
[239]
GSM1077837
[240]
GSM1077838
[241]
GSM1077839
[242]
GSM1077840
[243]
GSM1077841
[244]
GSM1077842
[245]
GSM1077843
sample_count
246
group_sizes
null
group_sizes_basis
null
platform
13667
taxon
Homo sapiens
title
Gene expression data from healthy, adjacent normal and tumor colon cells
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:GSE44861
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=GSE44861
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE44861
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 111 items
[0]
GSM1092909
[1]
GSM1092910
[2]
GSM1092911
[3]
GSM1092912
[4]
GSM1092913
[5]
GSM1092914
[6]
GSM1092915
[7]
GSM1092916
[8]
GSM1092917
[9]
GSM1092918
[10]
GSM1092919
[11]
GSM1092920
[12]
GSM1092921
[13]
GSM1092922
[14]
GSM1092923
[15]
GSM1092924
[16]
GSM1092925
[17]
GSM1092926
[18]
GSM1092927
[19]
GSM1092928
[20]
GSM1092929
[21]
GSM1092930
[22]
GSM1092931
[23]
GSM1092932
[24]
GSM1092933
[25]
GSM1092934
[26]
GSM1092935
[27]
GSM1092936
[28]
GSM1092937
[29]
GSM1092938
[30]
GSM1092939
[31]
GSM1092940
[32]
GSM1092941
[33]
GSM1092942
[34]
GSM1092943
[35]
GSM1092944
[36]
GSM1092945
[37]
GSM1092946
[38]
GSM1092947
[39]
GSM1092948
[40]
GSM1092949
[41]
GSM1092950
[42]
GSM1092951
[43]
GSM1092952
[44]
GSM1092953
[45]
GSM1092954
[46]
GSM1092955
[47]
GSM1092956
[48]
GSM1092957
[49]
GSM1092958
[50]
GSM1092959
[51]
GSM1092960
[52]
GSM1092961
[53]
GSM1092962
[54]
GSM1092963
[55]
GSM1092964
[56]
GSM1092965
[57]
GSM1092966
[58]
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[59]
GSM1092968
[60]
GSM1092969
[61]
GSM1092970
[62]
GSM1092971
[63]
GSM1092972
[64]
GSM1092973
[65]
GSM1092974
[66]
GSM1092975
[67]
GSM1092976
[68]
GSM1092977
[69]
GSM1092978
[70]
GSM1092979
[71]
GSM1092980
[72]
GSM1092981
[73]
GSM1092982
[74]
GSM1092983
[75]
GSM1092984
[76]
GSM1092985
[77]
GSM1092986
[78]
GSM1092987
[79]
GSM1092988
[80]
GSM1092989
[81]
GSM1092990
[82]
GSM1092991
[83]
GSM1092992
[84]
GSM1092993
[85]
GSM1092994
[86]
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[87]
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[88]
GSM1092997
[89]
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[90]
GSM1092999
[91]
GSM1093000
[92]
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[93]
GSM1093002
[94]
GSM1093003
[95]
GSM1093004
[96]
GSM1093005
[97]
GSM1093006
[98]
GSM1093007
[99]
GSM1093008
[100]
GSM1093009
[101]
GSM1093010
[102]
GSM1093011
[103]
GSM1093012
[104]
GSM1093013
[105]
GSM1093014
[106]
GSM1093015
[107]
GSM1093016
[108]
GSM1093017
[109]
GSM1093018
[110]
GSM1093019
sample_count
111
group_sizes
null
group_sizes_basis
null
platform
3921
taxon
Homo sapiens
title
Affymetrix expression data from colon cancer patient tissues
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE68468
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=GSE68468
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE68468
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 390 items
[0]
GSM1672961
[1]
GSM1672962
[2]
GSM1672963
[3]
GSM1672964
[4]
GSM1672965
[5]
GSM1672966
[6]
GSM1672967
[7]
GSM1672968
[8]
GSM1672969
[9]
GSM1672970
[10]
GSM1672971
[11]
GSM1672972
[12]
GSM1672973
[13]
GSM1672974
[14]
GSM1672975
[15]
GSM1672976
[16]
GSM1672977
[17]
GSM1672978
[18]
GSM1672979
[19]
GSM1672980
[20]
GSM1672981
[21]
GSM1672982
[22]
GSM1672983
[23]
GSM1672984
[24]
GSM1672985
[25]
GSM1672986
[26]
GSM1672987
[27]
GSM1672988
[28]
GSM1672989
[29]
GSM1672990
[30]
GSM1672991
[31]
GSM1672992
[32]
GSM1672993
[33]
GSM1672994
[34]
GSM1672995
[35]
GSM1672996
[36]
GSM1672997
[37]
GSM1672998
[38]
GSM1672999
[39]
GSM1673000
[40]
GSM1673001
[41]
GSM1673002
[42]
GSM1673003
[43]
GSM1673004
[44]
GSM1673005
[45]
GSM1673006
[46]
GSM1673007
[47]
GSM1673008
[48]
GSM1673009
[49]
GSM1673010
[50]
GSM1673011
[51]
GSM1673012
[52]
GSM1673013
[53]
GSM1673014
[54]
GSM1673015
[55]
GSM1673016
[56]
GSM1673017
[57]
GSM1673018
[58]
GSM1673019
[59]
GSM1673020
[60]
GSM1673021
[61]
GSM1673022
[62]
GSM1673023
[63]
GSM1673024
[64]
GSM1673025
[65]
GSM1673026
[66]
GSM1673027
[67]
GSM1673028
[68]
GSM1673029
[69]
GSM1673030
[70]
GSM1673031
[71]
GSM1673032
[72]
GSM1673033
[73]
GSM1673034
[74]
GSM1673035
[75]
GSM1673036
[76]
GSM1673037
[77]
GSM1673038
[78]
GSM1673039
[79]
GSM1673040
[80]
GSM1673041
[81]
GSM1673042
[82]
GSM1673043
[83]
GSM1673044
[84]
GSM1673045
[85]
GSM1673046
[86]
GSM1673047
[87]
GSM1673048
[88]
GSM1673049
[89]
GSM1673050
[90]
GSM1673051
[91]
GSM1673052
[92]
GSM1673053
[93]
GSM1673054
[94]
GSM1673055
[95]
GSM1673056
[96]
GSM1673057
[97]
GSM1673058
[98]
GSM1673059
[99]
GSM1673060
[100]
GSM1673061
[101]
GSM1673062
[102]
GSM1673063
[103]
GSM1673064
[104]
GSM1673065
[105]
GSM1673066
[106]
GSM1673067
[107]
GSM1673068
[108]
GSM1673069
[109]
GSM1673070
[110]
GSM1673071
[111]
GSM1673072
[112]
GSM1673073
[113]
GSM1673074
[114]
GSM1673075
[115]
GSM1673076
[116]
GSM1673077
[117]
GSM1673078
[118]
GSM1673079
[119]
GSM1673080
[120]
GSM1673081
[121]
GSM1673082
[122]
GSM1673083
[123]
GSM1673084
[124]
GSM1673085
[125]
GSM1673086
[126]
GSM1673087
[127]
GSM1673088
[128]
GSM1673089
[129]
GSM1673090
[130]
GSM1673091
[131]
GSM1673092
[132]
GSM1673093
[133]
GSM1673094
[134]
GSM1673095
[135]
GSM1673096
[136]
GSM1673097
[137]
GSM1673098
[138]
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[139]
GSM1673100
[140]
GSM1673101
[141]
GSM1673102
[142]
GSM1673103
[143]
GSM1673104
[144]
GSM1673105
[145]
GSM1673106
[146]
GSM1673107
[147]
GSM1673108
[148]
GSM1673109
[149]
GSM1673110
[150]
GSM1673111
[151]
GSM1673112
[152]
GSM1673113
[153]
GSM1673114
[154]
GSM1673115
[155]
GSM1673116
[156]
GSM1673117
[157]
GSM1673118
[158]
GSM1673119
[159]
GSM1673120
[160]
GSM1673121
[161]
GSM1673122
[162]
GSM1673123
[163]
GSM1673124
[164]
GSM1673125
[165]
GSM1673126
[166]
GSM1673127
[167]
GSM1673128
[168]
GSM1673129
[169]
GSM1673130
[170]
GSM1673131
[171]
GSM1673132
[172]
GSM1673133
[173]
GSM1673134
[174]
GSM1673135
[175]
GSM1673136
[176]
GSM1673137
[177]
GSM1673138
[178]
GSM1673139
[179]
GSM1673140
[180]
GSM1673141
[181]
GSM1673142
[182]
GSM1673143
[183]
GSM1673144
[184]
GSM1673145
[185]
GSM1673146
[186]
GSM1673147
[187]
GSM1673148
[188]
GSM1673149
[189]
GSM1673150
[190]
GSM1673151
[191]
GSM1673152
[192]
GSM1673153
[193]
GSM1673154
[194]
GSM1673155
[195]
GSM1673156
[196]
GSM1673157
[197]
GSM1673158
[198]
GSM1673159
[199]
GSM1673160
[200]
GSM1673161
[201]
GSM1673162
[202]
GSM1673163
[203]
GSM1673164
[204]
GSM1673165
[205]
GSM1673166
[206]
GSM1673167
[207]
GSM1673168
[208]
GSM1673169
[209]
GSM1673170
[210]
GSM1673171
[211]
GSM1673172
[212]
GSM1673173
[213]
GSM1673174
[214]
GSM1673175
[215]
GSM1673176
[216]
GSM1673177
[217]
GSM1673178
[218]
GSM1673179
[219]
GSM1673180
[220]
GSM1673181
[221]
GSM1673182
[222]
GSM1673183
[223]
GSM1673184
[224]
GSM1673185
[225]
GSM1673186
[226]
GSM1673187
[227]
GSM1673188
[228]
GSM1673189
[229]
GSM1673190
[230]
GSM1673191
[231]
GSM1673192
[232]
GSM1673193
[233]
GSM1673194
[234]
GSM1673195
[235]
GSM1673196
[236]
GSM1673197
[237]
GSM1673198
[238]
GSM1673199
[239]
GSM1673200
[240]
GSM1673201
[241]
GSM1673202
[242]
GSM1673203
[243]
GSM1673204
[244]
GSM1673205
[245]
GSM1673206
[246]
GSM1673207
[247]
GSM1673208
[248]
GSM1673209
[249]
GSM1673210
[250]
GSM1673211
[251]
GSM1673212
[252]
GSM1673213
[253]
GSM1673214
[254]
GSM1673215
[255]
GSM1673216
[256]
GSM1673217
[257]
GSM1673218
[258]
GSM1673219
[259]
GSM1673220
[260]
GSM1673221
[261]
GSM1673222
[262]
GSM1673223
[263]
GSM1673224
[264]
GSM1673225
[265]
GSM1673226
[266]
GSM1673227
[267]
GSM1673228
[268]
GSM1673229
[269]
GSM1673230
[270]
GSM1673231
[271]
GSM1673232
[272]
GSM1673233
[273]
GSM1673234
[274]
GSM1673235
[275]
GSM1673236
[276]
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[277]
GSM1673238
[278]
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[279]
GSM1673240
[280]
GSM1673241
[281]
GSM1673242
[282]
GSM1673243
[283]
GSM1673244
[284]
GSM1673245
[285]
GSM1673246
[286]
GSM1673247
[287]
GSM1673248
[288]
GSM1673249
[289]
GSM1673250
[290]
GSM1673251
[291]
GSM1673252
[292]
GSM1673253
[293]
GSM1673254
[294]
GSM1673255
[295]
GSM1673256
[296]
GSM1673257
[297]
GSM1673258
[298]
GSM1673259
[299]
GSM1673260
[300]
GSM1673261
[301]
GSM1673262
[302]
GSM1673263
[303]
GSM1673264
[304]
GSM1673265
[305]
GSM1673266
[306]
GSM1673267
[307]
GSM1673268
[308]
GSM1673269
[309]
GSM1673270
[310]
GSM1673271
[311]
GSM1673272
[312]
GSM1673273
[313]
GSM1673274
[314]
GSM1673275
[315]
GSM1673276
[316]
GSM1673277
[317]
GSM1673278
[318]
GSM1673279
[319]
GSM1673280
[320]
GSM1673281
[321]
GSM1673282
[322]
GSM1673283
[323]
GSM1673284
[324]
GSM1673285
[325]
GSM1673286
[326]
GSM1673287
[327]
GSM1673288
[328]
GSM1673289
[329]
GSM1673290
[330]
GSM1673291
[331]
GSM1673292
[332]
GSM1673293
[333]
GSM1673294
[334]
GSM1673295
[335]
GSM1673296
[336]
GSM1673297
[337]
GSM1673298
[338]
GSM1673299
[339]
GSM1673300
[340]
GSM1673301
[341]
GSM1673302
[342]
GSM1673303
[343]
GSM1673304
[344]
GSM1673305
[345]
GSM1673306
[346]
GSM1673307
[347]
GSM1673308
[348]
GSM1673309
[349]
GSM1673310
[350]
GSM1673311
[351]
GSM1673312
[352]
GSM1673313
[353]
GSM1673314
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GSM1673315
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GSM1673316
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GSM1673317
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GSM1673318
[358]
GSM1673319
[359]
GSM1673320
[360]
GSM1673321
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GSM1673322
[362]
GSM1673323
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GSM1673324
[364]
GSM1673325
[365]
GSM1673326
[366]
GSM1673327
[367]
GSM1673328
[368]
GSM1673329
[369]
GSM1673330
[370]
GSM1673331
[371]
GSM1673332
[372]
GSM1673333
[373]
GSM1673334
[374]
GSM1673335
[375]
GSM1673336
[376]
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[377]
GSM1673338
[378]
GSM1673339
[379]
GSM1673340
[380]
GSM1673341
[381]
GSM1673342
[382]
GSM1673343
[383]
GSM1673344
[384]
GSM1673345
[385]
GSM1673346
[386]
GSM1673347
[387]
GSM1673348
[388]
GSM1673349
[389]
GSM1673350
sample_count
390
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
caArray_notte-00422: Molecular Dissection of Colon Cancer
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:GSE9348
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE9348
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9348
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 82 items
[0]
GSM237914
[1]
GSM237915
[2]
GSM237916
[3]
GSM237917
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GSM237918
[5]
GSM237919
[6]
GSM237920
[7]
GSM237921
[8]
GSM237922
[9]
GSM237923
[10]
GSM237924
[11]
GSM237925
[12]
GSM237926
[13]
GSM237927
[14]
GSM237928
[15]
GSM237929
[16]
GSM237930
[17]
GSM237931
[18]
GSM237932
[19]
GSM237933
[20]
GSM237934
[21]
GSM237935
[22]
GSM237936
[23]
GSM237937
[24]
GSM237938
[25]
GSM237939
[26]
GSM237940
[27]
GSM237941
[28]
GSM237942
[29]
GSM237943
[30]
GSM237944
[31]
GSM237945
[32]
GSM237946
[33]
GSM237947
[34]
GSM237948
[35]
GSM237949
[36]
GSM237950
[37]
GSM237951
[38]
GSM237952
[39]
GSM237953
[40]
GSM237954
[41]
GSM237955
[42]
GSM237956
[43]
GSM237957
[44]
GSM237958
[45]
GSM237959
[46]
GSM237960
[47]
GSM237961
[48]
GSM237962
[49]
GSM237963
[50]
GSM237964
[51]
GSM237965
[52]
GSM237966
[53]
GSM237967
[54]
GSM237968
[55]
GSM237969
[56]
GSM237970
[57]
GSM237971
[58]
GSM237972
[59]
GSM237973
[60]
GSM237974
[61]
GSM237975
[62]
GSM237976
[63]
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[64]
GSM237978
[65]
GSM237979
[66]
GSM237980
[67]
GSM237981
[68]
GSM237982
[69]
GSM237983
[70]
GSM237984
[71]
GSM237985
[72]
GSM237986
[73]
GSM237987
[74]
GSM237988
[75]
GSM237989
[76]
GSM237990
[77]
GSM237991
[78]
GSM237992
[79]
GSM237993
[80]
GSM237994
[81]
GSM237995
sample_count
82
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from healthy controls and early stage CRC patient's tumor
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
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gaps array · 14 items
[0]
asset:data:geo:GSE21510 not downloaded
[1]
asset:data:geo:GSE21510 licence not read
[2]
asset:data:geo:GSE21815 not downloaded
[3]
asset:data:geo:GSE21815 licence not read
[4]
asset:data:geo:GSE25070 not downloaded
[5]
asset:data:geo:GSE25070 licence not read
[6]
asset:data:geo:GSE44076 not downloaded
[7]
asset:data:geo:GSE44076 licence not read
[8]
asset:data:geo:GSE44861 not downloaded
[9]
asset:data:geo:GSE44861 licence not read
[10]
asset:data:geo:GSE68468 not downloaded
[11]
asset:data:geo:GSE68468 licence not read
[12]
asset:data:geo:GSE9348 not downloaded
[13]
asset:data:geo:GSE9348 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
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diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
1
band
verbatim
quote
Then, we further evaluated the diagnostic value of GUCA2A for CRC tissues and normal counterparts using ROC curve analyses.
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method-2
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survival_analysis
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kaplan_meier
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Survival analysis
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[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
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[0]
time_to_event_with_censoring
evidence object · 3 fields
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medium
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Kaplan-Meier
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method-3
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clustering
specific
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hierarchical_cluster
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data_shapes array · 1 item
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feature_matrix
evidence object · 3 fields
score
0.8
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high
quote
dendrogram
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gaps array · 1 item
[0]
method.reader_differs_from_extractor
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]
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[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
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confusion_counts
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roc_curve
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sensitivity_specificity
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solve_confusion_matrix
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published_precision_envelope
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: roc.
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 · 7 items
[0]
GSE68468
[1]
GSE25070
[2]
GSE44076
[3]
GSE44861
[4]
GSE21510
[5]
GSE9348
[6]
GSE21815
resolved_accessions array · 7 items
[0]
GSE68468
[1]
GSE25070
[2]
GSE44076
[3]
GSE44861
[4]
GSE21510
[5]
GSE9348
[6]
GSE21815
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding author upon request.
basis
The paper names GSE68468, GSE25070, GSE44076, GSE44861, GSE21510, GSE9348, GSE21815 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 6 items
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confusion_counts
[1]
roc_curve
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sensitivity_specificity
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solve_confusion_matrix
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classification_metrics
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published_precision_envelope
assets array · 2 items
[0]
source:pmid:31467713
[1]
data:geo:GSE21510
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run_analysis
must_build object · 5 fields
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[0]
data:geo:GSE21510
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review object · 5 fields
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partial
machine_critique object · 5 fields
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extraction_review
reader object · 5 fields
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MiniMax-M3.1-Flash
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minimax
provider_family
minimax
read_at
2026-10-31T18:16:07Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
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3
usage object · 3 fields
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14844
completion_tokens
2436
cached_tokens
784
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[0] object · 4 fields
id
extraction
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complete
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MiniMax-M3.1-Flash
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minimax
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review.independent_reader
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review.machine_critique
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review.human_critique
execution object · 5 fields
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absent
status
not_run
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null
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execution.not_run
provenance object · 7 fields
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id
pmid:31467713
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paper
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pmid:31467713
[1] object · 3 fields
id
source:pmid:31467713
type
manuscript
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PMID 31467713 full text
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id
data:geo:GSE21510
type
dataset
label
GEO GSE21510
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[0] object · 4 fields
id
activity-reading-sci-2026-11-01
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classification
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pmid:31467713
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paper
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pmid:31467713
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id
source:pmid:31467713
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PMID 31467713 full text
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data:geo:GSE21510
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dataset
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GEO GSE21510
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agent:corpus-assay-engine
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extraction
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[0]
source:pmid:31467713
agent
agent:minimax-reader
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activity-resolve-GSE21510
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accession_resolution
used array · 1 item
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data:geo:GSE21510
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agent:corpus-assay-engine
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agent:corpus-assay-engine
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Corpus assay engine
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agent:minimax-reader
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MiniMax literature reader
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null
gaps array · 19 items
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[3]
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[5]
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[7]
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[8]
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[9]
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[10]
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[11]
asset:data:geo:GSE68468 not downloaded
[12]
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[13]
asset:data:geo:GSE9348 not downloaded
[14]
execution.not_run
[15]
method.reader_differs_from_extractor
[16]
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[0] object · 11 fields
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data_generation
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99e1195c7d6f
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99e1195c7d6f
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[0]
fluorescent quantitative experiment with ABI qPCR 7300 (Torrance, CA). The PCR reactant mix co
[1]
2.5. Human Tissue Samples and Quantitative Real-Time PCR We performed real-time PCR to examine the le
[2]
and Quantitative Real-Time PCR We performed real-time PCR to examine the levels of GUCA2A in 31 paired
[3]
s 4.5. Human Tissue Samples and Quantitative Real-Time PCR Overall, the 31 CRC and adjacent normal tiss
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paper_text_order:1698
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99e1195c7d6f
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[0]
etween cancerous and adjacent tissues in six microarray data.Click here for additional data file.
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analysis
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supported
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dsl_catalogue
f2132e96ae6c7a4e
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Then, we further evaluated the diagnostic value of GUCA2A for CRC tissues and normal counterparts using ROC curve analyses.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31467713", "kind": "science-record", "revision": 8, "content_hash": "sha256:7ae0e03da4b165ef769efecad2a271f79c1d9d0d89a8d32d4665635e2703fce5", "created_at": "2026-11-01T15:40:49Z", "updated_at": "2026-11-01T22:44:10Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated Analysis of Oncogenic Networks in Colorectal Cancer Identifies GUCA2A as a Molecular Marker.", "doi": "10.1155/2019/6469420", "pmid": "31467713", "authors": ["Hui Zhang", "Yuanyuan Du", "Zhuo Wang", "Rui Lou", "Jianzhong Wu", "Jifeng Feng"], "journal": "Biochemistry research international", "year": 2019, "abstract": "Colorectal cancer (CRC) is one of the most common and deadly malignancies in the world. In China, the morbidity rate of CRC has increased during the period 2000 to 2011. Biomarker detection for early CRC diagnosis can effectively reduce the mortality of patients with CRC. To explore the underlying mechanisms of effective biomarkers and identify more of them, we performed weighted correlation network analysis (WGCNA) on a GSE68468 dataset generated from 378 CRC tissue samples. We screened the gene set (module), which was significantly associated with CRC histology, and analyzed the hub genes. The key genes were identified by obtaining six colorectal raw data (i.e., GSE25070, GSE44076, GSE44861, GSE21510, GSE9348, and GSE21815) from the GEO database (https://www.ncbi.nlm.nih.gov/geo). The robust differentially expressed genes (DEGs) in all six datasets were calculated and obtained using the library \"RobustRankAggreg\" package in R 3.5.1. An integrated analysis of CRC based on the top 50 downregulated DEGs and hub genes in the red module from WGCNA was conducted, and the intersecting genes were screened. The Kaplan-Meier plot was further analyzed, and the genes associated with CRC prognosis based on patients from the TCGA database were determined. Finally, we validated the candidate gene in our clinical CRC specimens. We postulated that the candidate genes screened from the database and verified by our clinical pathological data may contribute to understanding the molecular mechanisms of tumorigenesis and may serve as potential biomarkers for CRC diagnosis and treatment.", "claims": [{"id": "claim-method", "statement": "Then, we further evaluated the diagnostic value of GUCA2A for CRC tissues and normal counterparts using ROC curve analyses.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31467713", "locator": "sections[7] \"2.5. 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The PCR reactant mix co", "2.5. Human Tissue Samples and Quantitative Real-Time PCR We performed real-time PCR to examine the le", "and Quantitative Real-Time PCR We performed real-time PCR to examine the levels of GUCA2A in 31 paired", "s 4.5. 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