Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:32667033

Bioinformatics analysis of potential core genes for glioblastoma.

Yu Zhang · Xin Yang · Xiao-Lin Zhu · Jia-Qi Hao · Hao Bai · You-Chao Xiao · Zhuang-Zhuang Wang · Chun-Yan Hao · Hu-Bin Duan

Bioscience reports · 2020 doi:10.1042/BSR20201625

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:32667033
kind
science-record
content_hash
sha256:0a0dd53849b9c13f6b68294998e10c050b0b3f0658f2f0ce21a1d179962ad7c4
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:06Z
updated_at
2026-11-01T22:01:55Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Bioinformatics analysis of potential core genes for glioblastoma.
doi
10.1042/BSR20201625
pmid
32667033
authors array · 9 items
[0]
Yu Zhang
[1]
Xin Yang
[2]
Xiao-Lin Zhu
[3]
Jia-Qi Hao
[4]
Hao Bai
[5]
You-Chao Xiao
[6]
Zhuang-Zhuang Wang
[7]
Chun-Yan Hao
[8]
Hu-Bin Duan
journal
Bioscience reports
year
2020
abstract
BACKGROUND: Glioblastoma (GBM) has a high degree of malignancy, aggressiveness and recurrence rate. However, there are limited options available for the treatment of GBM, and they often result in poor prognosis and unsatisfactory outcomes. MATERIALS AND METHODS: In order to identify potential core genes in GBM that may provide new therapeutic insights, we analyzed three gene chips (GSE2223, GSE4290 and GSE50161) screened from the GEO database. Differentially expressed genes (DEG) from the tissues of GBM and normal brain were screened using GEO2R. To determine the functional annotation and pathway of DEG, Gene Ontology (GO) and KEGG pathway enrichment analysis were conducted using DAVID database. Protein interactions of DEG were visualized using PPI network on Cytoscape software. Next, 10 Hub nodes were screened from the differentially expressed network using MCC algorithm on CytoHubba software and subsequently identified as Hub genes. Finally, the relationship between Hub genes and the prognosis of GBM patients was described using GEPIA2 survival analysis web tool. RESULTS: A total of 37 up-regulated and 187 down-regulated genes were identified through microarray analysis. Amongst the 10 Hub genes selected, SV2B appeared to be the only gene associated with poor prognosis in glioblastoma based on the survival analysis. CONCLUSION: Our study suggests that high expression of SV2B is associated with poor prognosis in GBM patients. Whether SV2B can be used as a new therapeutic target for GBM requires further validation.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32667033
locator
sections[7] "Survival analysis of hub genes" paragraph 2
quote
The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32667033
locator
sections[3] "Data filtering" paragraph 2
quote
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:32667033
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE2223
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE2223
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 9 items
[0] object · 15 fields
id
source:pmid:32667033
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1042/BSR20201625
sha256
sha256:1111956ce3f49726556ba376cae0deb5f9d65748230dda0e96da5d382639fd61
bytes
18386
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1042/BSR20201625
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC7385582
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE2223
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=GSE2223
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE2223
version
null
note
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
access_statement_kind
repository_route_statement
sample_accessions array · 54 items
[0]
GSM40660
[1]
GSM40661
[2]
GSM40662
[3]
GSM40663
[4]
GSM40664
[5]
GSM40665
[6]
GSM40666
[7]
GSM40667
[8]
GSM40668
[9]
GSM40669
[10]
GSM40670
[11]
GSM40671
[12]
GSM40672
[13]
GSM40673
[14]
GSM40674
[15]
GSM40675
[16]
GSM40676
[17]
GSM40677
[18]
GSM40678
[19]
GSM40679
[20]
GSM40680
[21]
GSM40681
[22]
GSM40682
[23]
GSM40683
[24]
GSM40684
[25]
GSM40685
[26]
GSM40686
[27]
GSM40687
[28]
GSM40688
[29]
GSM40689
[30]
GSM40690
[31]
GSM40691
[32]
GSM40692
[33]
GSM40693
[34]
GSM40694
[35]
GSM40695
[36]
GSM40696
[37]
GSM40697
[38]
GSM40698
[39]
GSM40699
[40]
GSM40700
[41]
GSM40701
[42]
GSM40702
[43]
GSM40703
[44]
GSM40704
[45]
GSM40705
[46]
GSM40706
[47]
GSM40707
[48]
GSM40708
[49]
GSM40709
[50]
GSM40710
[51]
GSM40711
[52]
GSM40712
[53]
GSM40713
sample_count
54
group_sizes
null
group_sizes_basis
null
platform
1833
taxon
Homo sapiens
title
Gene expression profiling in human glial brain tumors
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE4290
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=GSE4290
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE4290
version
null
note
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
access_statement_kind
repository_route_statement
sample_accessions array · 180 items
[0]
GSM97793
[1]
GSM97794
[2]
GSM97795
[3]
GSM97796
[4]
GSM97797
[5]
GSM97798
[6]
GSM97799
[7]
GSM97800
[8]
GSM97801
[9]
GSM97802
[10]
GSM97803
[11]
GSM97804
[12]
GSM97805
[13]
GSM97806
[14]
GSM97807
[15]
GSM97808
[16]
GSM97809
[17]
GSM97810
[18]
GSM97811
[19]
GSM97812
[20]
GSM97813
[21]
GSM97814
[22]
GSM97815
[23]
GSM97816
[24]
GSM97817
[25]
GSM97818
[26]
GSM97819
[27]
GSM97820
[28]
GSM97821
[29]
GSM97822
[30]
GSM97823
[31]
GSM97824
[32]
GSM97825
[33]
GSM97826
[34]
GSM97827
[35]
GSM97828
[36]
GSM97829
[37]
GSM97830
[38]
GSM97831
[39]
GSM97832
[40]
GSM97833
[41]
GSM97834
[42]
GSM97835
[43]
GSM97836
[44]
GSM97837
[45]
GSM97838
[46]
GSM97839
[47]
GSM97840
[48]
GSM97841
[49]
GSM97842
[50]
GSM97843
[51]
GSM97844
[52]
GSM97845
[53]
GSM97846
[54]
GSM97847
[55]
GSM97848
[56]
GSM97849
[57]
GSM97850
[58]
GSM97851
[59]
GSM97852
[60]
GSM97853
[61]
GSM97854
[62]
GSM97855
[63]
GSM97856
[64]
GSM97857
[65]
GSM97858
[66]
GSM97859
[67]
GSM97860
[68]
GSM97861
[69]
GSM97862
[70]
GSM97863
[71]
GSM97864
[72]
GSM97865
[73]
GSM97866
[74]
GSM97867
[75]
GSM97868
[76]
GSM97869
[77]
GSM97870
[78]
GSM97871
[79]
GSM97872
[80]
GSM97873
[81]
GSM97874
[82]
GSM97875
[83]
GSM97876
[84]
GSM97877
[85]
GSM97878
[86]
GSM97879
[87]
GSM97880
[88]
GSM97881
[89]
GSM97882
[90]
GSM97883
[91]
GSM97884
[92]
GSM97885
[93]
GSM97886
[94]
GSM97887
[95]
GSM97888
[96]
GSM97889
[97]
GSM97890
[98]
GSM97891
[99]
GSM97892
[100]
GSM97893
[101]
GSM97894
[102]
GSM97895
[103]
GSM97896
[104]
GSM97897
[105]
GSM97898
[106]
GSM97899
[107]
GSM97900
[108]
GSM97901
[109]
GSM97902
[110]
GSM97903
[111]
GSM97904
[112]
GSM97905
[113]
GSM97906
[114]
GSM97907
[115]
GSM97908
[116]
GSM97909
[117]
GSM97910
[118]
GSM97911
[119]
GSM97912
[120]
GSM97913
[121]
GSM97914
[122]
GSM97915
[123]
GSM97916
[124]
GSM97917
[125]
GSM97918
[126]
GSM97919
[127]
GSM97920
[128]
GSM97921
[129]
GSM97922
[130]
GSM97923
[131]
GSM97924
[132]
GSM97925
[133]
GSM97926
[134]
GSM97927
[135]
GSM97928
[136]
GSM97929
[137]
GSM97930
[138]
GSM97931
[139]
GSM97932
[140]
GSM97933
[141]
GSM97934
[142]
GSM97935
[143]
GSM97936
[144]
GSM97937
[145]
GSM97938
[146]
GSM97939
[147]
GSM97940
[148]
GSM97941
[149]
GSM97942
[150]
GSM97943
[151]
GSM97944
[152]
GSM97945
[153]
GSM97946
[154]
GSM97947
[155]
GSM97948
[156]
GSM97949
[157]
GSM97950
[158]
GSM97951
[159]
GSM97952
[160]
GSM97953
[161]
GSM97954
[162]
GSM97955
[163]
GSM97956
[164]
GSM97957
[165]
GSM97958
[166]
GSM97959
[167]
GSM97960
[168]
GSM97961
[169]
GSM97962
[170]
GSM97963
[171]
GSM97964
[172]
GSM97965
[173]
GSM97966
[174]
GSM97967
[175]
GSM97968
[176]
GSM97969
[177]
GSM97970
[178]
GSM97971
[179]
GSM97972
sample_count
180
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data of glioma samples from Henry Ford Hospital
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE50161
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=GSE50161
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50161
version
null
note
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
access_statement_kind
repository_route_statement
sample_accessions array · 130 items
[0]
GSM1214834
[1]
GSM1214835
[2]
GSM1214836
[3]
GSM1214837
[4]
GSM1214838
[5]
GSM1214839
[6]
GSM1214840
[7]
GSM1214841
[8]
GSM1214842
[9]
GSM1214843
[10]
GSM1214844
[11]
GSM1214845
[12]
GSM1214846
[13]
GSM1214847
[14]
GSM1214848
[15]
GSM1214849
[16]
GSM1214850
[17]
GSM1214851
[18]
GSM1214852
[19]
GSM1214853
[20]
GSM1214854
[21]
GSM1214855
[22]
GSM1214856
[23]
GSM1214857
[24]
GSM1214858
[25]
GSM1214859
[26]
GSM1214860
[27]
GSM1214861
[28]
GSM1214862
[29]
GSM1214863
[30]
GSM1214864
[31]
GSM1214865
[32]
GSM1214866
[33]
GSM1214867
[34]
GSM1214868
[35]
GSM1214869
[36]
GSM1214870
[37]
GSM1214871
[38]
GSM1214872
[39]
GSM1214873
[40]
GSM1214874
[41]
GSM1214875
[42]
GSM1214876
[43]
GSM1214877
[44]
GSM1214878
[45]
GSM1214879
[46]
GSM1214880
[47]
GSM1214881
[48]
GSM1214882
[49]
GSM1214883
[50]
GSM1214884
[51]
GSM1214885
[52]
GSM1214886
[53]
GSM1214887
[54]
GSM1214888
[55]
GSM1214889
[56]
GSM1214890
[57]
GSM1214891
[58]
GSM1214892
[59]
GSM1214893
[60]
GSM1214894
[61]
GSM1214895
[62]
GSM1214896
[63]
GSM1214897
[64]
GSM1214898
[65]
GSM1214899
[66]
GSM1214900
[67]
GSM1214901
[68]
GSM1214902
[69]
GSM1214903
[70]
GSM1214904
[71]
GSM1214905
[72]
GSM1214906
[73]
GSM1214907
[74]
GSM1214908
[75]
GSM1214909
[76]
GSM1214910
[77]
GSM1214911
[78]
GSM1214912
[79]
GSM1214913
[80]
GSM1214914
[81]
GSM1214915
[82]
GSM1214916
[83]
GSM1214917
[84]
GSM1214918
[85]
GSM1214919
[86]
GSM1214920
[87]
GSM1214921
[88]
GSM1214922
[89]
GSM1214923
[90]
GSM1214924
[91]
GSM1214925
[92]
GSM1214926
[93]
GSM1214927
[94]
GSM1214928
[95]
GSM1214929
[96]
GSM1214930
[97]
GSM1214931
[98]
GSM1214932
[99]
GSM1214933
[100]
GSM1214934
[101]
GSM1214935
[102]
GSM1214936
[103]
GSM1214937
[104]
GSM1214938
[105]
GSM1214939
[106]
GSM1214940
[107]
GSM1214941
[108]
GSM1214942
[109]
GSM1214943
[110]
GSM1214944
[111]
GSM1214945
[112]
GSM1214946
[113]
GSM1214947
[114]
GSM1214948
[115]
GSM1214949
[116]
GSM1214950
[117]
GSM1214951
[118]
GSM1214952
[119]
GSM1214953
[120]
GSM1214954
[121]
GSM1214955
[122]
GSM1214956
[123]
GSM1214957
[124]
GSM1214958
[125]
GSM1214959
[126]
GSM1214960
[127]
GSM1214961
[128]
GSM1214962
[129]
GSM1214963
sample_count
130
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from human brain tumors and human normal brain
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 16 fields
id
asset:table:pmid:32667033:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:f0c91577c92757f49790340d6fcf93a7bb5bd853534e69823a11c89fbb83703f
bytes
1031
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#T2
version
null
note
GO and KEGG pathway enrichment analysis of DEGs
structure object · 5 fields
pmcid
PMC7385582
section_index
5
section_title
Enrichment analysis of DEGs
row_count
14
column_count
5
table object · 8 fields
label
Table 2
caption
GO and KEGG pathway enrichment analysis of DEGs
rows array · 14 items
[0] array · 5 items
[0]
Category
[1]
Term
[2]
Description
[3]
Count
[4]
P-value
[1] array · 5 items
[0]
BP term
[1]
GO:0007409
[2]
Axonogenesis
[3]
11
[4]
3.75E-04
[2] array · 5 items
[0]
CC term
[1]
GO:0030054
[2]
Cell junction
[3]
38
[4]
1.72E-17
[3] array · 5 items
[0]
CC term
[1]
GO:0045202
[2]
Synapse
[3]
20
[4]
6.13E-10
[4] array · 5 items
[0]
CC term
[1]
GO:0014069
[2]
Postsynaptic density
[3]
18
[4]
8.44E-08
[5] array · 5 items
[0]
CC term
[1]
GO:0005886
[2]
Plasma membrane
[3]
92
[4]
1.01E-07
[6] array · 5 items
[0]
CC term
[1]
GO:0045211
[2]
Postsynaptic membrane
[3]
18
[4]
7.23E-07
[7] array · 5 items
[0]
CC term
[1]
GO:0030424
[2]
Axon
[3]
17
[4]
1.18E-05
[8] array · 5 items
[0]
CC term
[1]
GO:0008021
[2]
Synaptic vesicle
[3]
12
[4]
1.45E-05
[9] array · 5 items
[0]
CC term
[1]
GO:0042734
[2]
Presynaptic membrane
[3]
10
[4]
5.75E-05
[10] array · 5 items
[0]
CC term
[1]
GO:0043209
[2]
Myelin sheath
[3]
13
[4]
3.32E-04
[11] array · 5 items
[0]
MF term
[1]
GO:0005509
[2]
Calcium ion binding
[3]
25
[4]
0.002470038
[12] array · 5 items
[0]
KEGG_PATHWAY
[1]
hsa04911
[2]
Insulin secretion
[3]
11
[4]
7.42E-05
[13] array · 5 items
[0]
KEGG_PATHWAY
[1]
hsa04024
[2]
cAMP signaling pathway
[3]
13
[4]
0.004969504
locator
section[10]/table-wrap[1]#T2
[5] object · 16 fields
id
asset:table:pmid:32667033:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c27ee805f9e11be27cd13acb541aaa5b217ce4bf29374bf2d53f95bc4af0d176
bytes
663
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#T3
version
null
note
Genes in the top 10 MCC scores
structure object · 5 fields
pmcid
PMC7385582
section_index
6
section_title
Protein interaction network construction and hub gene screening
row_count
11
column_count
3
table object · 8 fields
label
Table 3
caption
Genes in the top 10 MCC scores
rows array · 11 items
[0] array · 3 items
[0]
Gene symbol
[1]
Gene description
[2]
MCC score
[1] array · 3 items
[0]
SYN1
[1]
Synapsin I
[2]
1.45E+07
[2] array · 3 items
[0]
SNAP25
[1]
Synaptosomal-associated protein 25
[2]
1.45E+07
[3] array · 3 items
[0]
SYN2
[1]
Synapsin II
[2]
1.36E+07
[4] array · 3 items
[0]
RAB3A
[1]
RAB3A, member RAS oncogene family
[2]
1.29E+07
[5] array · 3 items
[0]
SYP
[1]
Synaptophysin
[2]
1.20E+07
[6] array · 3 items
[0]
SLC17A7
[1]
Solute carrier family 17 member 7
[2]
1.18E+07
[7] array · 3 items
[0]
STX1B
[1]
Syntaxin 1B
[2]
1.02E+07
[8] array · 3 items
[0]
CPLX2
[1]
Complexin 2
[2]
8950604
[9] array · 3 items
[0]
SYT4
[1]
Synaptotagmin 4
[2]
7254352
[10] array · 3 items
[0]
SV2B
[1]
Synaptic vesicle glycoprotein 2B
[2]
6267126
locator
section[11]/table-wrap[1]#T3
[6] object · 16 fields
id
asset:table:pmid:32667033:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5adf011737990abbac2137fa147d25d7d01aff24ef65ccf793629977acb4a7c8
bytes
333
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[1]#T1
version
null
note
The number of three chip samples screened from GEO database
structure object · 5 fields
pmcid
PMC7385582
section_index
9
section_title
Screening of DEGs
row_count
4
column_count
4
table object · 8 fields
label
Table 1
caption
The number of three chip samples screened from GEO database
rows array · 4 items
[0] array · 4 items
[0]
Dataset ID
[1]
GBM
[2]
Normal
[3]
Total number
[1] array · 4 items
[0]
GSE2223
[1]
27
[2]
4
[3]
31
[2] array · 4 items
[0]
GSE4290
[1]
81
[2]
23
[3]
104
[3] array · 4 items
[0]
GSE50161
[1]
34
[2]
13
[3]
47
locator
section[9]/table-wrap[1]#T1
[7] object · 16 fields
id
asset:table:pmid:32667033:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:f0c91577c92757f49790340d6fcf93a7bb5bd853534e69823a11c89fbb83703f
bytes
1031
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#T2
version
null
note
GO and KEGG pathway enrichment analysis of DEGs
structure object · 5 fields
pmcid
PMC7385582
section_index
10
section_title
Enrichment analysis of DEGs
row_count
14
column_count
5
table object · 8 fields
label
Table 2
caption
GO and KEGG pathway enrichment analysis of DEGs
rows array · 14 items
[0] array · 5 items
[0]
Category
[1]
Term
[2]
Description
[3]
Count
[4]
P-value
[1] array · 5 items
[0]
BP term
[1]
GO:0007409
[2]
Axonogenesis
[3]
11
[4]
3.75E-04
[2] array · 5 items
[0]
CC term
[1]
GO:0030054
[2]
Cell junction
[3]
38
[4]
1.72E-17
[3] array · 5 items
[0]
CC term
[1]
GO:0045202
[2]
Synapse
[3]
20
[4]
6.13E-10
[4] array · 5 items
[0]
CC term
[1]
GO:0014069
[2]
Postsynaptic density
[3]
18
[4]
8.44E-08
[5] array · 5 items
[0]
CC term
[1]
GO:0005886
[2]
Plasma membrane
[3]
92
[4]
1.01E-07
[6] array · 5 items
[0]
CC term
[1]
GO:0045211
[2]
Postsynaptic membrane
[3]
18
[4]
7.23E-07
[7] array · 5 items
[0]
CC term
[1]
GO:0030424
[2]
Axon
[3]
17
[4]
1.18E-05
[8] array · 5 items
[0]
CC term
[1]
GO:0008021
[2]
Synaptic vesicle
[3]
12
[4]
1.45E-05
[9] array · 5 items
[0]
CC term
[1]
GO:0042734
[2]
Presynaptic membrane
[3]
10
[4]
5.75E-05
[10] array · 5 items
[0]
CC term
[1]
GO:0043209
[2]
Myelin sheath
[3]
13
[4]
3.32E-04
[11] array · 5 items
[0]
MF term
[1]
GO:0005509
[2]
Calcium ion binding
[3]
25
[4]
0.002470038
[12] array · 5 items
[0]
KEGG_PATHWAY
[1]
hsa04911
[2]
Insulin secretion
[3]
11
[4]
7.42E-05
[13] array · 5 items
[0]
KEGG_PATHWAY
[1]
hsa04024
[2]
cAMP signaling pathway
[3]
13
[4]
0.004969504
locator
section[10]/table-wrap[1]#T2
[8] object · 16 fields
id
asset:table:pmid:32667033:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c27ee805f9e11be27cd13acb541aaa5b217ce4bf29374bf2d53f95bc4af0d176
bytes
663
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#T3
version
null
note
Genes in the top 10 MCC scores
structure object · 5 fields
pmcid
PMC7385582
section_index
11
section_title
Protein interaction network construction and hub gene screening
row_count
11
column_count
3
table object · 8 fields
label
Table 3
caption
Genes in the top 10 MCC scores
rows array · 11 items
[0] array · 3 items
[0]
Gene symbol
[1]
Gene description
[2]
MCC score
[1] array · 3 items
[0]
SYN1
[1]
Synapsin I
[2]
1.45E+07
[2] array · 3 items
[0]
SNAP25
[1]
Synaptosomal-associated protein 25
[2]
1.45E+07
[3] array · 3 items
[0]
SYN2
[1]
Synapsin II
[2]
1.36E+07
[4] array · 3 items
[0]
RAB3A
[1]
RAB3A, member RAS oncogene family
[2]
1.29E+07
[5] array · 3 items
[0]
SYP
[1]
Synaptophysin
[2]
1.20E+07
[6] array · 3 items
[0]
SLC17A7
[1]
Solute carrier family 17 member 7
[2]
1.18E+07
[7] array · 3 items
[0]
STX1B
[1]
Syntaxin 1B
[2]
1.02E+07
[8] array · 3 items
[0]
CPLX2
[1]
Complexin 2
[2]
8950604
[9] array · 3 items
[0]
SYT4
[1]
Synaptotagmin 4
[2]
7254352
[10] array · 3 items
[0]
SV2B
[1]
Synaptic vesicle glycoprotein 2B
[2]
6267126
locator
section[11]/table-wrap[1]#T3
gaps array · 6 items
[0]
asset:data:geo:GSE2223 not downloaded
[1]
asset:data:geo:GSE2223 licence not read
[2]
asset:data:geo:GSE4290 not downloaded
[3]
asset:data:geo:GSE4290 licence not read
[4]
asset:data:geo:GSE50161 not downloaded
[5]
asset:data:geo:GSE50161 licence not read
analysis object · 4 fields
state
complete
methods array · 4 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Logrank
[2] object · 10 fields
id
method-3
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
PPI
[3] object · 10 fields
id
method-4
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
0.7
band
medium
quote
pathway enrichment
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 3 items
[0]
GSE2223
[1]
GSE4290
[2]
GSE50161
resolved_accessions array · 3 items
[0]
GSE2223
[1]
GSE4290
[2]
GSE50161
statements array · 1 item
[0]
Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.
basis
The paper names GSE2223, GSE4290, GSE50161 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 · 1 item
[0]
cox_ph
assets array · 7 items
[0]
source:pmid:32667033
[1]
data:geo:GSE2223
[2]
asset:table:pmid:32667033:1
[3]
asset:table:pmid:32667033:2
[4]
asset:table:pmid:32667033:3
[5]
asset:table:pmid:32667033:4
[6]
asset:table:pmid:32667033:5
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:GSE2223
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
2026-10-31T18:21:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
14156
completion_tokens
1890
cached_tokens
520
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:32667033
type
paper
label
pmid:32667033
[1] object · 3 fields
id
source:pmid:32667033
type
manuscript
label
PMID 32667033 full text
[2] object · 3 fields
id
data:geo:GSE2223
type
dataset
label
GEO GSE2223
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:32667033
type
paper
label
pmid:32667033
[1] object · 3 fields
id
source:pmid:32667033
type
manuscript
label
PMID 32667033 full text
[2] object · 3 fields
id
data:geo:GSE2223
type
dataset
label
GEO GSE2223
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32667033
type
extraction
used array · 1 item
[0]
source:pmid:32667033
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE2223
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE2223
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:32667033
parent_hash
sha256:b666706e5be4d8413a316d43d243103804f5c4041fa890da84f103fce26ffc5d
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE2223 licence not read
[1]
asset:data:geo:GSE2223 not downloaded
[2]
asset:data:geo:GSE4290 licence not read
[3]
asset:data:geo:GSE4290 not downloaded
[4]
asset:data:geo:GSE50161 licence not read
[5]
asset:data:geo:GSE50161 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
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]
down-regulated genes were identified through microarray analysis. Amongst the 10 Hub genes selected,
order_basis
paper_text_order:1192
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months.
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:32667033", "kind": "science-record", "revision": 8, "content_hash": "sha256:0a0dd53849b9c13f6b68294998e10c050b0b3f0658f2f0ce21a1d179962ad7c4", "created_at": "2026-11-01T15:41:06Z", "updated_at": "2026-11-01T22:01:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics analysis of potential core genes for glioblastoma.", "doi": "10.1042/BSR20201625", "pmid": "32667033", "authors": ["Yu Zhang", "Xin Yang", "Xiao-Lin Zhu", "Jia-Qi Hao", "Hao Bai", "You-Chao Xiao", "Zhuang-Zhuang Wang", "Chun-Yan Hao", "Hu-Bin Duan"], "journal": "Bioscience reports", "year": 2020, "abstract": "BACKGROUND: Glioblastoma (GBM) has a high degree of malignancy, aggressiveness and recurrence rate. However, there are limited options available for the treatment of GBM, and they often result in poor prognosis and unsatisfactory outcomes.\nMATERIALS AND METHODS: In order to identify potential core genes in GBM that may provide new therapeutic insights, we analyzed three gene chips (GSE2223, GSE4290 and GSE50161) screened from the GEO database. Differentially expressed genes (DEG) from the tissues of GBM and normal brain were screened using GEO2R. To determine the functional annotation and pathway of DEG, Gene Ontology (GO) and KEGG pathway enrichment analysis were conducted using DAVID database. Protein interactions of DEG were visualized using PPI network on Cytoscape software. Next, 10 Hub nodes were screened from the differentially expressed network using MCC algorithm on CytoHubba software and subsequently identified as Hub genes. Finally, the relationship between Hub genes and the prognosis of GBM patients was described using GEPIA2 survival analysis web tool.\nRESULTS: A total of 37 up-regulated and 187 down-regulated genes were identified through microarray analysis. Amongst the 10 Hub genes selected, SV2B appeared to be the only gene associated with poor prognosis in glioblastoma based on the survival analysis.\nCONCLUSION: Our study suggests that high expression of SV2B is associated with poor prognosis in GBM patients. Whether SV2B can be used as a new therapeutic target for GBM requires further validation.", "claims": [{"id": "claim-method", "statement": "The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32667033", "locator": "sections[7] \"Survival analysis of hub genes\" paragraph 2", "quote": "The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32667033", "locator": "sections[3] \"Data filtering\" paragraph 2", "quote": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected."}], "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:32667033"], "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:GSE2223"], "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:GSE2223"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32667033", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1042/BSR20201625", "sha256": "sha256:1111956ce3f49726556ba376cae0deb5f9d65748230dda0e96da5d382639fd61", "bytes": 18386, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1042/BSR20201625", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7385582", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE2223", "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=GSE2223", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE2223", "version": null, "note": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM40660", "GSM40661", "GSM40662", "GSM40663", "GSM40664", "GSM40665", "GSM40666", "GSM40667", "GSM40668", "GSM40669", "GSM40670", "GSM40671", "GSM40672", "GSM40673", "GSM40674", "GSM40675", "GSM40676", "GSM40677", "GSM40678", "GSM40679", "GSM40680", "GSM40681", "GSM40682", "GSM40683", "GSM40684", "GSM40685", "GSM40686", "GSM40687", "GSM40688", "GSM40689", "GSM40690", "GSM40691", "GSM40692", "GSM40693", "GSM40694", "GSM40695", "GSM40696", "GSM40697", "GSM40698", "GSM40699", "GSM40700", "GSM40701", "GSM40702", "GSM40703", "GSM40704", "GSM40705", "GSM40706", "GSM40707", "GSM40708", "GSM40709", "GSM40710", "GSM40711", "GSM40712", "GSM40713"], "sample_count": 54, "group_sizes": null, "group_sizes_basis": null, "platform": "1833", "taxon": "Homo sapiens", "title": "Gene expression profiling in human glial brain tumors", "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:GSE4290", "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=GSE4290", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE4290", "version": null, "note": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM97793", "GSM97794", "GSM97795", "GSM97796", "GSM97797", "GSM97798", "GSM97799", "GSM97800", "GSM97801", "GSM97802", "GSM97803", "GSM97804", "GSM97805", "GSM97806", "GSM97807", "GSM97808", "GSM97809", "GSM97810", "GSM97811", "GSM97812", "GSM97813", "GSM97814", "GSM97815", "GSM97816", "GSM97817", "GSM97818", "GSM97819", "GSM97820", "GSM97821", "GSM97822", "GSM97823", "GSM97824", "GSM97825", "GSM97826", "GSM97827", "GSM97828", "GSM97829", "GSM97830", "GSM97831", "GSM97832", "GSM97833", "GSM97834", "GSM97835", "GSM97836", "GSM97837", "GSM97838", "GSM97839", "GSM97840", "GSM97841", "GSM97842", "GSM97843", "GSM97844", "GSM97845", "GSM97846", "GSM97847", "GSM97848", "GSM97849", "GSM97850", "GSM97851", "GSM97852", "GSM97853", "GSM97854", "GSM97855", "GSM97856", "GSM97857", "GSM97858", "GSM97859", "GSM97860", "GSM97861", "GSM97862", "GSM97863", "GSM97864", "GSM97865", "GSM97866", "GSM97867", "GSM97868", "GSM97869", "GSM97870", "GSM97871", "GSM97872", "GSM97873", "GSM97874", "GSM97875", "GSM97876", "GSM97877", "GSM97878", "GSM97879", "GSM97880", "GSM97881", "GSM97882", "GSM97883", "GSM97884", "GSM97885", "GSM97886", "GSM97887", "GSM97888", "GSM97889", "GSM97890", "GSM97891", "GSM97892", "GSM97893", "GSM97894", "GSM97895", "GSM97896", "GSM97897", "GSM97898", "GSM97899", "GSM97900", "GSM97901", "GSM97902", "GSM97903", "GSM97904", "GSM97905", "GSM97906", "GSM97907", "GSM97908", "GSM97909", "GSM97910", "GSM97911", "GSM97912", "GSM97913", "GSM97914", "GSM97915", "GSM97916", "GSM97917", "GSM97918", "GSM97919", "GSM97920", "GSM97921", "GSM97922", "GSM97923", "GSM97924", "GSM97925", "GSM97926", "GSM97927", "GSM97928", "GSM97929", "GSM97930", "GSM97931", "GSM97932", "GSM97933", "GSM97934", "GSM97935", "GSM97936", "GSM97937", "GSM97938", "GSM97939", "GSM97940", "GSM97941", "GSM97942", "GSM97943", "GSM97944", "GSM97945", "GSM97946", "GSM97947", "GSM97948", "GSM97949", "GSM97950", "GSM97951", "GSM97952", "GSM97953", "GSM97954", "GSM97955", "GSM97956", "GSM97957", "GSM97958", "GSM97959", "GSM97960", "GSM97961", "GSM97962", "GSM97963", "GSM97964", "GSM97965", "GSM97966", "GSM97967", "GSM97968", "GSM97969", "GSM97970", "GSM97971", "GSM97972"], "sample_count": 180, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data of glioma samples from Henry Ford Hospital", "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:GSE50161", "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=GSE50161", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50161", "version": null, "note": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1214834", "GSM1214835", "GSM1214836", "GSM1214837", "GSM1214838", "GSM1214839", "GSM1214840", "GSM1214841", "GSM1214842", "GSM1214843", "GSM1214844", "GSM1214845", "GSM1214846", "GSM1214847", "GSM1214848", "GSM1214849", "GSM1214850", "GSM1214851", "GSM1214852", "GSM1214853", "GSM1214854", "GSM1214855", "GSM1214856", "GSM1214857", "GSM1214858", "GSM1214859", "GSM1214860", "GSM1214861", "GSM1214862", "GSM1214863", "GSM1214864", "GSM1214865", "GSM1214866", "GSM1214867", "GSM1214868", "GSM1214869", "GSM1214870", "GSM1214871", "GSM1214872", "GSM1214873", "GSM1214874", "GSM1214875", "GSM1214876", "GSM1214877", "GSM1214878", "GSM1214879", "GSM1214880", "GSM1214881", "GSM1214882", "GSM1214883", "GSM1214884", "GSM1214885", "GSM1214886", "GSM1214887", "GSM1214888", "GSM1214889", "GSM1214890", "GSM1214891", "GSM1214892", "GSM1214893", "GSM1214894", "GSM1214895", "GSM1214896", "GSM1214897", "GSM1214898", "GSM1214899", "GSM1214900", "GSM1214901", "GSM1214902", "GSM1214903", "GSM1214904", "GSM1214905", "GSM1214906", "GSM1214907", "GSM1214908", "GSM1214909", "GSM1214910", "GSM1214911", "GSM1214912", "GSM1214913", "GSM1214914", "GSM1214915", "GSM1214916", "GSM1214917", "GSM1214918", "GSM1214919", "GSM1214920", "GSM1214921", "GSM1214922", "GSM1214923", "GSM1214924", "GSM1214925", "GSM1214926", "GSM1214927", "GSM1214928", "GSM1214929", "GSM1214930", "GSM1214931", "GSM1214932", "GSM1214933", "GSM1214934", "GSM1214935", "GSM1214936", "GSM1214937", "GSM1214938", "GSM1214939", "GSM1214940", "GSM1214941", "GSM1214942", "GSM1214943", "GSM1214944", "GSM1214945", "GSM1214946", "GSM1214947", "GSM1214948", "GSM1214949", "GSM1214950", "GSM1214951", "GSM1214952", "GSM1214953", "GSM1214954", "GSM1214955", "GSM1214956", "GSM1214957", "GSM1214958", "GSM1214959", "GSM1214960", "GSM1214961", "GSM1214962", "GSM1214963"], "sample_count": 130, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from human brain tumors and human normal brain", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:32667033:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f0c91577c92757f49790340d6fcf93a7bb5bd853534e69823a11c89fbb83703f", "bytes": 1031, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs", "structure": {"pmcid": "PMC7385582", "section_index": 5, "section_title": "Enrichment analysis of DEGs", "row_count": 14, "column_count": 5}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of DEGs", "rows": [["Category", "Term", "Description", "Count", "P-value"], ["BP term", "GO:0007409", "Axonogenesis", "11", "3.75E-04"], ["CC term", "GO:0030054", "Cell junction", "38", "1.72E-17"], ["CC term", "GO:0045202", "Synapse", "20", "6.13E-10"], ["CC term", "GO:0014069", "Postsynaptic density", "18", "8.44E-08"], ["CC term", "GO:0005886", "Plasma membrane", "92", "1.01E-07"], ["CC term", "GO:0045211", "Postsynaptic membrane", "18", "7.23E-07"], ["CC term", "GO:0030424", "Axon", "17", "1.18E-05"], ["CC term", "GO:0008021", "Synaptic vesicle", "12", "1.45E-05"], ["CC term", "GO:0042734", "Presynaptic membrane", "10", "5.75E-05"], ["CC term", "GO:0043209", "Myelin sheath", "13", "3.32E-04"], ["MF term", "GO:0005509", "Calcium ion binding", "25", "0.002470038"], ["KEGG_PATHWAY", "hsa04911", "Insulin secretion", "11", "7.42E-05"], ["KEGG_PATHWAY", "hsa04024", "cAMP signaling pathway", "13", "0.004969504"]], "row_count": 14, "column_count": 5, "numeric_cells": 39, "header_rows": 1, "locator": "section[10]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32667033:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c27ee805f9e11be27cd13acb541aaa5b217ce4bf29374bf2d53f95bc4af0d176", "bytes": 663, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T3", "version": null, "note": "Genes in the top 10 MCC scores", "structure": {"pmcid": "PMC7385582", "section_index": 6, "section_title": "Protein interaction network construction and hub gene screening", "row_count": 11, "column_count": 3}, "table": {"label": "Table 3", "caption": "Genes in the top 10 MCC scores", "rows": [["Gene symbol", "Gene description", "MCC score"], ["SYN1", "Synapsin I", "1.45E+07"], ["SNAP25", "Synaptosomal-associated protein 25", "1.45E+07"], ["SYN2", "Synapsin II", "1.36E+07"], ["RAB3A", "RAB3A, member RAS oncogene family", "1.29E+07"], ["SYP", "Synaptophysin", "1.20E+07"], ["SLC17A7", "Solute carrier family 17 member 7", "1.18E+07"], ["STX1B", "Syntaxin 1B", "1.02E+07"], ["CPLX2", "Complexin 2", "8950604"], ["SYT4", "Synaptotagmin 4", "7254352"], ["SV2B", "Synaptic vesicle glycoprotein 2B", "6267126"]], "row_count": 11, "column_count": 3, "numeric_cells": 18, "header_rows": 1, "locator": "section[11]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:32667033:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5adf011737990abbac2137fa147d25d7d01aff24ef65ccf793629977acb4a7c8", "bytes": 333, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#T1", "version": null, "note": "The number of three chip samples screened from GEO database", "structure": {"pmcid": "PMC7385582", "section_index": 9, "section_title": "Screening of DEGs", "row_count": 4, "column_count": 4}, "table": {"label": "Table 1", "caption": "The number of three chip samples screened from GEO database", "rows": [["Dataset ID", "GBM", "Normal", "Total number"], ["GSE2223", "27", "4", "31"], ["GSE4290", "81", "23", "104"], ["GSE50161", "34", "13", "47"]], "row_count": 4, "column_count": 4, "numeric_cells": 12, "header_rows": 1, "locator": "section[9]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32667033:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f0c91577c92757f49790340d6fcf93a7bb5bd853534e69823a11c89fbb83703f", "bytes": 1031, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs", "structure": {"pmcid": "PMC7385582", "section_index": 10, "section_title": "Enrichment analysis of DEGs", "row_count": 14, "column_count": 5}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of DEGs", "rows": [["Category", "Term", "Description", "Count", "P-value"], ["BP term", "GO:0007409", "Axonogenesis", "11", "3.75E-04"], ["CC term", "GO:0030054", "Cell junction", "38", "1.72E-17"], ["CC term", "GO:0045202", "Synapse", "20", "6.13E-10"], ["CC term", "GO:0014069", "Postsynaptic density", "18", "8.44E-08"], ["CC term", "GO:0005886", "Plasma membrane", "92", "1.01E-07"], ["CC term", "GO:0045211", "Postsynaptic membrane", "18", "7.23E-07"], ["CC term", "GO:0030424", "Axon", "17", "1.18E-05"], ["CC term", "GO:0008021", "Synaptic vesicle", "12", "1.45E-05"], ["CC term", "GO:0042734", "Presynaptic membrane", "10", "5.75E-05"], ["CC term", "GO:0043209", "Myelin sheath", "13", "3.32E-04"], ["MF term", "GO:0005509", "Calcium ion binding", "25", "0.002470038"], ["KEGG_PATHWAY", "hsa04911", "Insulin secretion", "11", "7.42E-05"], ["KEGG_PATHWAY", "hsa04024", "cAMP signaling pathway", "13", "0.004969504"]], "row_count": 14, "column_count": 5, "numeric_cells": 39, "header_rows": 1, "locator": "section[10]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32667033:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c27ee805f9e11be27cd13acb541aaa5b217ce4bf29374bf2d53f95bc4af0d176", "bytes": 663, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T3", "version": null, "note": "Genes in the top 10 MCC scores", "structure": {"pmcid": "PMC7385582", "section_index": 11, "section_title": "Protein interaction network construction and hub gene screening", "row_count": 11, "column_count": 3}, "table": {"label": "Table 3", "caption": "Genes in the top 10 MCC scores", "rows": [["Gene symbol", "Gene description", "MCC score"], ["SYN1", "Synapsin I", "1.45E+07"], ["SNAP25", "Synaptosomal-associated protein 25", "1.45E+07"], ["SYN2", "Synapsin II", "1.36E+07"], ["RAB3A", "RAB3A, member RAS oncogene family", "1.29E+07"], ["SYP", "Synaptophysin", "1.20E+07"], ["SLC17A7", "Solute carrier family 17 member 7", "1.18E+07"], ["STX1B", "Syntaxin 1B", "1.02E+07"], ["CPLX2", "Complexin 2", "8950604"], ["SYT4", "Synaptotagmin 4", "7254352"], ["SV2B", "Synaptic vesicle glycoprotein 2B", "6267126"]], "row_count": 11, "column_count": 3, "numeric_cells": 18, "header_rows": 1, "locator": "section[11]/table-wrap[1]#T3"}}], "gaps": ["asset:data:geo:GSE2223 not downloaded", "asset:data:geo:GSE2223 licence not read", "asset:data:geo:GSE4290 not downloaded", "asset:data:geo:GSE4290 licence not read", "asset:data:geo:GSE50161 not downloaded", "asset:data:geo:GSE50161 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Logrank"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "PPI"}}, {"id": "method-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "capability": {"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": {"tier": "R1", "reachable": true, "accessions": ["GSE2223", "GSE4290", "GSE50161"], "resolved_accessions": ["GSE2223", "GSE4290", "GSE50161"], "statements": ["Three gene data chips, namely GSE2223, GSE4290 and GSE50161 containing information from the tissues of both GBM and normal brain were selected."], "basis": "The paper names GSE2223, GSE4290, GSE50161 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:32667033", "data:geo:GSE2223", "asset:table:pmid:32667033:1", "asset:table:pmid:32667033:2", "asset:table:pmid:32667033:3", "asset:table:pmid:32667033:4", "asset:table:pmid:32667033:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE2223"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:21:09Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 14156, "completion_tokens": 1890, "cached_tokens": 520}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:32667033", "type": "paper", "label": "pmid:32667033"}, {"id": "source:pmid:32667033", "type": "manuscript", "label": "PMID 32667033 full text"}, {"id": "data:geo:GSE2223", "type": "dataset", "label": "GEO GSE2223"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32667033", "type": "paper", "label": "pmid:32667033"}, {"id": "source:pmid:32667033", "type": "manuscript", "label": "PMID 32667033 full text"}, {"id": "data:geo:GSE2223", "type": "dataset", "label": "GEO GSE2223"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32667033", "type": "extraction", "used": ["source:pmid:32667033"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE2223", "type": "accession_resolution", "used": ["data:geo:GSE2223"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"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": {"parent_id": "pmid:32667033", "parent_hash": "sha256:b666706e5be4d8413a316d43d243103804f5c4041fa890da84f103fce26ffc5d", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE2223 licence not read", "asset:data:geo:GSE2223 not downloaded", "asset:data:geo:GSE4290 licence not read", "asset:data:geo:GSE4290 not downloaded", "asset:data:geo:GSE50161 licence not read", "asset:data:geo:GSE50161 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["down-regulated genes were identified through microarray analysis. Amongst the 10 Hub genes selected,"], "order_basis": "paper_text_order:1192", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The calculation of hazard ratios was based on Cox PH (Proportional Hazards) Model, with 95% CI added as dashed lines and axis units as months."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}