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

pmid:33408516

Identification of Core Genes Involved in the Metastasis of Clear Cell Renal Cell Carcinoma.

Rui Peng · Yahui Wang · Likai Mao · Fang Fang · Han Guan

Cancer management and research · 2020 doi:10.2147/CMAR.S276818

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

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:33408516
kind
science-record
content_hash
sha256:6854f296b51f3a714051a9eff36135aaef1ce4ee21cd0e72dc91f5951aa27edd
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:21Z
updated_at
2026-11-01T22:45:55Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Core Genes Involved in the Metastasis of Clear Cell Renal Cell Carcinoma.
doi
10.2147/CMAR.S276818
pmid
33408516
authors array · 5 items
[0]
Rui Peng
[1]
Yahui Wang
[2]
Likai Mao
[3]
Fang Fang
[4]
Han Guan
journal
Cancer management and research
year
2020
abstract
INTRODUCTION: Renal cell carcinoma (RCC) is one of the most common malignancies globally, among which clear cell carcinoma (ccRCC) accounts for 85-90% of all pathological types. This study aims to screen out potential genes in metastatic ccRCC so as to provide novel insights for ccRCC treatment. METHODS: GSE53757 and GSE84546 datasets in the Gene Expression Omnibus (GEO) were profiled to identify differentially expressed genes (DEGs) from ccRCC samples with or without metastasis. The Kyoto Encyclopedia of Genes and Genomes (KEGG) and the gene ontology (GO) analysis were performed to analyze pathway enrichment and functional annotation of DEGs. Protein-protein interaction (PPI) network was constructed, and survival analysis was conducted to evaluate the clinical values of the identified hub genes. In vitro loss-of-function assays were performed to explore the biological roles of these genes. RESULTS: The bioinformatic analysis indicated that 312 DEGs were identified, including 148 upregulated genes and 164 downregulated ones. Using PPI and Cytoscape, 10 hub genes were selected (C3, CXCR4, CCl4, ACKR3, KIF20A, CCNB2, CDCA8, CCL28, S1PR5, and CCL20) from DEGs which might be closely related with ccRCC metastasis. In Kaplan-Meier analysis, three potential prognostic biomarkers (KIF20A, CCNB2 and CDCA8) were identified. Finally, cell proliferative and invasive assays further verified that KIF20A, CCNB2 and CDCA8 were associated with the proliferation and invasion of ccRCC cells. CONCLUSION: Our results demonstrated that metastatic ccRCC was partially attributed to the aberrant expression of KIF20A, CCNB2 and CDCA8, and more personalized therapeutic approaches should be explored targeting these hub genes.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33408516
locator
sections[15] "Identification of DEGs" paragraph 2
quote
Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33408516
locator
sections[22] "Data Sharing Statement" paragraph 2
quote
The data that support the findings of this study are available from the corresponding author upon reasonable request.
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:33408516
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:GSE53757
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:GSE53757
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 · 6 items
[0] object · 15 fields
id
source:pmid:33408516
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.2147/CMAR.S276818
sha256
sha256:e83e56c8dca568405b9b0a4662be583389071195987241c2498e8dff9b8a48c3
bytes
25538
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.2147/CMAR.S276818
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
PMC7779301
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE53757
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=GSE53757
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE53757
version
null
note
The data that support the findings of this study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data that support the findings of this study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 144 items
[0]
GSM1300062
[1]
GSM1300063
[2]
GSM1300064
[3]
GSM1300065
[4]
GSM1300066
[5]
GSM1300067
[6]
GSM1300068
[7]
GSM1300069
[8]
GSM1300070
[9]
GSM1300071
[10]
GSM1300072
[11]
GSM1300073
[12]
GSM1300074
[13]
GSM1300075
[14]
GSM1300076
[15]
GSM1300077
[16]
GSM1300078
[17]
GSM1300079
[18]
GSM1300080
[19]
GSM1300081
[20]
GSM1300082
[21]
GSM1300083
[22]
GSM1300084
[23]
GSM1300085
[24]
GSM1300086
[25]
GSM1300087
[26]
GSM1300088
[27]
GSM1300089
[28]
GSM1300090
[29]
GSM1300091
[30]
GSM1300092
[31]
GSM1300093
[32]
GSM1300094
[33]
GSM1300095
[34]
GSM1300096
[35]
GSM1300097
[36]
GSM1300098
[37]
GSM1300099
[38]
GSM1300100
[39]
GSM1300101
[40]
GSM1300102
[41]
GSM1300103
[42]
GSM1300104
[43]
GSM1300105
[44]
GSM1300106
[45]
GSM1300107
[46]
GSM1300108
[47]
GSM1300109
[48]
GSM1300110
[49]
GSM1300111
[50]
GSM1300112
[51]
GSM1300113
[52]
GSM1300114
[53]
GSM1300115
[54]
GSM1300116
[55]
GSM1300117
[56]
GSM1300118
[57]
GSM1300119
[58]
GSM1300120
[59]
GSM1300121
[60]
GSM1300122
[61]
GSM1300123
[62]
GSM1300124
[63]
GSM1300125
[64]
GSM1300126
[65]
GSM1300127
[66]
GSM1300128
[67]
GSM1300129
[68]
GSM1300130
[69]
GSM1300131
[70]
GSM1300132
[71]
GSM1300133
[72]
GSM1300134
[73]
GSM1300135
[74]
GSM1300136
[75]
GSM1300137
[76]
GSM1300138
[77]
GSM1300139
[78]
GSM1300140
[79]
GSM1300141
[80]
GSM1300142
[81]
GSM1300143
[82]
GSM1300144
[83]
GSM1300145
[84]
GSM1300146
[85]
GSM1300147
[86]
GSM1300148
[87]
GSM1300149
[88]
GSM1300150
[89]
GSM1300151
[90]
GSM1300152
[91]
GSM1300153
[92]
GSM1300154
[93]
GSM1300155
[94]
GSM1300156
[95]
GSM1300157
[96]
GSM1300158
[97]
GSM1300159
[98]
GSM1300160
[99]
GSM1300161
[100]
GSM1300162
[101]
GSM1300163
[102]
GSM1300164
[103]
GSM1300165
[104]
GSM1300166
[105]
GSM1300167
[106]
GSM1300168
[107]
GSM1300169
[108]
GSM1300170
[109]
GSM1300171
[110]
GSM1300172
[111]
GSM1300173
[112]
GSM1300174
[113]
GSM1300175
[114]
GSM1300176
[115]
GSM1300177
[116]
GSM1300178
[117]
GSM1300179
[118]
GSM1300180
[119]
GSM1300181
[120]
GSM1300182
[121]
GSM1300183
[122]
GSM1300184
[123]
GSM1300185
[124]
GSM1300186
[125]
GSM1300187
[126]
GSM1300188
[127]
GSM1300189
[128]
GSM1300190
[129]
GSM1300191
[130]
GSM1300192
[131]
GSM1300193
[132]
GSM1300194
[133]
GSM1300195
[134]
GSM1300196
[135]
GSM1300197
[136]
GSM1300198
[137]
GSM1300199
[138]
GSM1300200
[139]
GSM1300201
[140]
GSM1300202
[141]
GSM1300203
[142]
GSM1300204
[143]
GSM1300205
sample_count
144
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene array analysis of clear cell renal cell carcinoma tissue versus matched normal kidney tissue
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:GSE84546
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=GSE84546
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE84546
version
null
note
The data that support the findings of this study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data that support the findings of this study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 9 items
[0]
GSM2241720
[1]
GSM2241721
[2]
GSM2241722
[3]
GSM2241723
[4]
GSM2241724
[5]
GSM2241725
[6]
GSM2241726
[7]
GSM2241727
[8]
GSM2241728
sample_count
9
group_sizes
null
group_sizes_basis
null
platform
13497
taxon
Homo sapiens
title
Comparative gene expression profiling of primary and metastatic renal cell carcinoma stem cell-like cancer cells
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 16 fields
id
asset:table:pmid:33408516:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:e5469f2c4ffe1c78b8d8865caf04631d12569d2a2f2de5acb6b10826d5bd6ff9
bytes
315
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#t0001
version
null
note
Statistics of the Two Microarray Databases Derived from the GEO Database
structure object · 5 fields
pmcid
PMC7779301
section_index
3
section_title
Download and Conversion of Microarray Data
row_count
3
column_count
4
table object · 8 fields
label
Table 1
caption
Statistics of the Two Microarray Databases Derived from the GEO Database
rows array · 3 items
[0] array · 4 items
[0]
Dataset ID
[1]
Normal
[2]
mccRCC
[3]
Total
[1] array · 4 items
[0]
GSE53757
[1]
15
[2]
15
[3]
30
[2] array · 4 items
[0]
GSE84546
[1]
3
[2]
3
[3]
6
locator
section[3]/table-wrap[1]#t0001
[4] object · 16 fields
id
asset:table:pmid:33408516:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:bc4ab202608eaa4f86212b0a7d19aea582fead6166cb692a9265871f05f5e37b
bytes
943
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[16]/table-wrap[1]#t0002
version
null
note
Significantly Enriched GO Terms and KEGG Pathways of DEGs
structure object · 5 fields
pmcid
PMC7779301
section_index
16
section_title
Enrichment Analysis
row_count
13
column_count
4
table object · 8 fields
label
Table 2
caption
Significantly Enriched GO Terms and KEGG Pathways of DEGs
rows array · 13 items
[0] array · 4 items
[0]
Term
[1]
Description
[2]
P-value
[3]
Count in Gene Set
[1] array · 4 items
[0]
GO:0001568
[1]
Blood vessel development
[2]
3.99E-11
[3]
39
[2] array · 4 items
[0]
GO:0035239
[1]
Tube morphogenesis
[2]
1.55E-12
[3]
48
[3] array · 4 items
[0]
GO:0030155
[1]
Regulation of cell adhesion
[2]
8.72E-10
[3]
43
[4] array · 4 items
[0]
GO:0019842
[1]
Vitamin binding
[2]
1.08E-05
[3]
14
[5] array · 4 items
[0]
GO:0005604
[1]
Basement membrane
[2]
3.99E-11
[3]
12
[6] array · 4 items
[0]
GO:0052547
[1]
Regulation of peptidase activity
[2]
2.05E-06
[3]
25
[7] array · 4 items
[0]
GO:0071320
[1]
Cellular response to cAMP
[2]
0.000133
[3]
8
[8] array · 4 items
[0]
GO:0001666
[1]
Response to hypoxia
[2]
3.82E-05
[3]
20
[9] array · 4 items
[0]
GO:0016324
[1]
Apical plasma membrane
[2]
4.15E-10
[3]
27
[10] array · 4 items
[0]
GO:0016323
[1]
Basolateral plasma membrane
[2]
4.19E-08
[3]
21
[11] array · 4 items
[0]
KEGG:04672
[1]
Intestinal immune network for IgA production
[2]
0.02
[3]
6
[12] array · 4 items
[0]
KEGG:04976
[1]
Bile secretion
[2]
0.03
[3]
7
locator
section[16]/table-wrap[1]#t0002
[5] object · 16 fields
id
asset:table:pmid:33408516:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c188ccc057aa1424997fbebec5161d91441a015ebedb92bfa52297708e033b36
bytes
753
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[17]/table-wrap[1]#t0003
version
null
note
The Top 10 Hub Genes in PPI Network with Highest Degree
structure object · 5 fields
pmcid
PMC7779301
section_index
17
section_title
PPI Network Analysis and Screening for Hub Genes
row_count
11
column_count
4
table object · 8 fields
label
Table 3
caption
The Top 10 Hub Genes in PPI Network with Highest Degree
rows array · 11 items
[0] array · 4 items
[0]
Rank
[1]
Gene
[2]
Description
[3]
Connection Score
[1] array · 4 items
[0]
1
[1]
C3
[2]
Complement component 3
[3]
845
[2] array · 4 items
[0]
2
[1]
CXCR4
[2]
C-X-C motif chemokine receptor 4
[3]
722
[3] array · 4 items
[0]
3
[1]
CCL4
[2]
C-C motif chemokine ligand 4
[3]
721
[4] array · 4 items
[0]
4
[1]
CCL20
[2]
C-C motif chemokine ligand 20
[3]
720
[5] array · 4 items
[0]
4
[1]
ACKR3
[2]
Atypical chemokine receptor 3
[3]
720
[6] array · 4 items
[0]
4
[1]
S1PR5
[2]
Sphingosine-1-phosphate receptor 5
[3]
720
[7] array · 4 items
[0]
4
[1]
CCL28
[2]
C-C motif chemokine ligand 28
[3]
720
[8] array · 4 items
[0]
8
[1]
KIF20A
[2]
Kinesin family member 20A
[3]
177
[9] array · 4 items
[0]
9
[1]
CCNB2
[2]
Cyclin B2
[3]
175
[10] array · 4 items
[0]
10
[1]
CDCA8
[2]
Cell division cycle associated 8
[3]
174
locator
section[17]/table-wrap[1]#t0003
gaps array · 4 items
[0]
asset:data:geo:GSE53757 not downloaded
[1]
asset:data:geo:GSE53757 licence not read
[2]
asset:data:geo:GSE84546 not downloaded
[3]
asset:data:geo:GSE84546 licence not read
analysis object · 4 fields
state
partial
methods array · 7 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Wilcoxon
[2] object · 10 fields
id
method-3
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
ANOVA
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
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
0.7
band
medium
quote
Kaplan-Meier
[4] object · 10 fields
id
method-5
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
log-rank
[5] object · 10 fields
id
method-6
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
Protein-protein interaction
[6] object · 10 fields
id
method-7
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 · 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]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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 · 2 items
[0]
GSE53757
[1]
GSE84546
resolved_accessions array · 2 items
[0]
GSE53757
[1]
GSE84546
statements array · 1 item
[0]
The data that support the findings of this study are available from the corresponding author upon reasonable request.
basis
The paper names GSE53757, GSE84546 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 5 items
[0]
source:pmid:33408516
[1]
data:geo:GSE53757
[2]
asset:table:pmid:33408516:1
[3]
asset:table:pmid:33408516:2
[4]
asset:table:pmid:33408516:3
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:GSE53757
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
2026-10-31T18:25:54Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
20076
completion_tokens
1864
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:33408516
type
paper
label
pmid:33408516
[1] object · 3 fields
id
source:pmid:33408516
type
manuscript
label
PMID 33408516 full text
[2] object · 3 fields
id
data:geo:GSE53757
type
dataset
label
GEO GSE53757
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:33408516
type
paper
label
pmid:33408516
[1] object · 3 fields
id
source:pmid:33408516
type
manuscript
label
PMID 33408516 full text
[2] object · 3 fields
id
data:geo:GSE53757
type
dataset
label
GEO GSE53757
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33408516
type
extraction
used array · 1 item
[0]
source:pmid:33408516
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE53757
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE53757
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:33408516
parent_hash
sha256:75df898dcbb40cf6dcdb023e56e457c198a720b2428479fdb0c608904d5eaf42
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE53757 licence not read
[1]
asset:data:geo:GSE53757 not downloaded
[2]
asset:data:geo:GSE84546 licence not read
[3]
asset:data:geo:GSE84546 not downloaded
[4]
execution.not_run
[5]
method.reader_differs_from_extractor
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 4 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.85
evidence array · 1 item
[0]
ase (http://www.proteinatlas.org/) to obtain IHC staining. The total survival analyses for hu
order_basis
paper_text_order:2532
id
assay:1
[1] object · 11 fields
role
data_generation
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]
compare the significance of two groups. The qPCR and Western blot results were analyzed via W
order_basis
paper_text_order:3179
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
western_blot
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]
the significance of two groups. The qPCR and Western blot results were analyzed via Wilcoxon signed-ra
order_basis
paper_text_order:3187
id
assay:3
[3] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated.
order_basis
consumes_earlier_output
id
assay:4
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33408516", "kind": "science-record", "revision": 8, "content_hash": "sha256:6854f296b51f3a714051a9eff36135aaef1ce4ee21cd0e72dc91f5951aa27edd", "created_at": "2026-11-01T15:41:21Z", "updated_at": "2026-11-01T22:45:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Core Genes Involved in the Metastasis of Clear Cell Renal Cell Carcinoma.", "doi": "10.2147/CMAR.S276818", "pmid": "33408516", "authors": ["Rui Peng", "Yahui Wang", "Likai Mao", "Fang Fang", "Han Guan"], "journal": "Cancer management and research", "year": 2020, "abstract": "INTRODUCTION: Renal cell carcinoma (RCC) is one of the most common malignancies globally, among which clear cell carcinoma (ccRCC) accounts for 85-90% of all pathological types. This study aims to screen out potential genes in metastatic ccRCC so as to provide novel insights for ccRCC treatment.\nMETHODS: GSE53757 and GSE84546 datasets in the Gene Expression Omnibus (GEO) were profiled to identify differentially expressed genes (DEGs) from ccRCC samples with or without metastasis. The Kyoto Encyclopedia of Genes and Genomes (KEGG) and the gene ontology (GO) analysis were performed to analyze pathway enrichment and functional annotation of DEGs. Protein-protein interaction (PPI) network was constructed, and survival analysis was conducted to evaluate the clinical values of the identified hub genes. In vitro loss-of-function assays were performed to explore the biological roles of these genes.\nRESULTS: The bioinformatic analysis indicated that 312 DEGs were identified, including 148 upregulated genes and 164 downregulated ones. Using PPI and Cytoscape, 10 hub genes were selected (C3, CXCR4, CCl4, ACKR3, KIF20A, CCNB2, CDCA8, CCL28, S1PR5, and CCL20) from DEGs which might be closely related with ccRCC metastasis. In Kaplan-Meier analysis, three potential prognostic biomarkers (KIF20A, CCNB2 and CDCA8) were identified. Finally, cell proliferative and invasive assays further verified that KIF20A, CCNB2 and CDCA8 were associated with the proliferation and invasion of ccRCC cells.\nCONCLUSION: Our results demonstrated that metastatic ccRCC was partially attributed to the aberrant expression of KIF20A, CCNB2 and CDCA8, and more personalized therapeutic approaches should be explored targeting these hub genes.", "claims": [{"id": "claim-method", "statement": "Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33408516", "locator": "sections[15] \"Identification of DEGs\" paragraph 2", "quote": "Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33408516", "locator": "sections[22] \"Data Sharing Statement\" paragraph 2", "quote": "The data that support the findings of this study are available from the corresponding author upon reasonable request."}], "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:33408516"], "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:GSE53757"], "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:GSE53757"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33408516", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/CMAR.S276818", "sha256": "sha256:e83e56c8dca568405b9b0a4662be583389071195987241c2498e8dff9b8a48c3", "bytes": 25538, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/CMAR.S276818", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7779301", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE53757", "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=GSE53757", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE53757", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1300062", "GSM1300063", "GSM1300064", "GSM1300065", "GSM1300066", "GSM1300067", "GSM1300068", "GSM1300069", "GSM1300070", "GSM1300071", "GSM1300072", "GSM1300073", "GSM1300074", "GSM1300075", "GSM1300076", "GSM1300077", "GSM1300078", "GSM1300079", "GSM1300080", "GSM1300081", "GSM1300082", "GSM1300083", "GSM1300084", "GSM1300085", "GSM1300086", "GSM1300087", "GSM1300088", "GSM1300089", "GSM1300090", "GSM1300091", "GSM1300092", "GSM1300093", "GSM1300094", "GSM1300095", "GSM1300096", "GSM1300097", "GSM1300098", "GSM1300099", "GSM1300100", "GSM1300101", "GSM1300102", "GSM1300103", "GSM1300104", "GSM1300105", "GSM1300106", "GSM1300107", "GSM1300108", "GSM1300109", "GSM1300110", "GSM1300111", "GSM1300112", "GSM1300113", "GSM1300114", "GSM1300115", "GSM1300116", "GSM1300117", "GSM1300118", "GSM1300119", "GSM1300120", "GSM1300121", "GSM1300122", "GSM1300123", "GSM1300124", "GSM1300125", "GSM1300126", "GSM1300127", "GSM1300128", "GSM1300129", "GSM1300130", "GSM1300131", "GSM1300132", "GSM1300133", "GSM1300134", "GSM1300135", "GSM1300136", "GSM1300137", "GSM1300138", "GSM1300139", "GSM1300140", "GSM1300141", "GSM1300142", "GSM1300143", "GSM1300144", "GSM1300145", "GSM1300146", "GSM1300147", "GSM1300148", "GSM1300149", "GSM1300150", "GSM1300151", "GSM1300152", "GSM1300153", "GSM1300154", "GSM1300155", "GSM1300156", "GSM1300157", "GSM1300158", "GSM1300159", "GSM1300160", "GSM1300161", "GSM1300162", "GSM1300163", "GSM1300164", "GSM1300165", "GSM1300166", "GSM1300167", "GSM1300168", "GSM1300169", "GSM1300170", "GSM1300171", "GSM1300172", "GSM1300173", "GSM1300174", "GSM1300175", "GSM1300176", "GSM1300177", "GSM1300178", "GSM1300179", "GSM1300180", "GSM1300181", "GSM1300182", "GSM1300183", "GSM1300184", "GSM1300185", "GSM1300186", "GSM1300187", "GSM1300188", "GSM1300189", "GSM1300190", "GSM1300191", "GSM1300192", "GSM1300193", "GSM1300194", "GSM1300195", "GSM1300196", "GSM1300197", "GSM1300198", "GSM1300199", "GSM1300200", "GSM1300201", "GSM1300202", "GSM1300203", "GSM1300204", "GSM1300205"], "sample_count": 144, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene array analysis of clear cell renal cell carcinoma tissue versus matched normal kidney tissue", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE84546", "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=GSE84546", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE84546", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2241720", "GSM2241721", "GSM2241722", "GSM2241723", "GSM2241724", "GSM2241725", "GSM2241726", "GSM2241727", "GSM2241728"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "13497", "taxon": "Homo sapiens", "title": "Comparative gene expression profiling of primary and metastatic renal cell carcinoma stem cell-like cancer cells", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33408516:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e5469f2c4ffe1c78b8d8865caf04631d12569d2a2f2de5acb6b10826d5bd6ff9", "bytes": 315, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#t0001", "version": null, "note": "Statistics of the Two Microarray Databases Derived from the GEO Database", "structure": {"pmcid": "PMC7779301", "section_index": 3, "section_title": "Download and Conversion of Microarray Data", "row_count": 3, "column_count": 4}, "table": {"label": "Table 1", "caption": "Statistics of the Two Microarray Databases Derived from the GEO Database", "rows": [["Dataset ID", "Normal", "mccRCC", "Total"], ["GSE53757", "15", "15", "30"], ["GSE84546", "3", "3", "6"]], "row_count": 3, "column_count": 4, "numeric_cells": 8, "header_rows": 1, "locator": "section[3]/table-wrap[1]#t0001"}}, {"id": "asset:table:pmid:33408516:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:bc4ab202608eaa4f86212b0a7d19aea582fead6166cb692a9265871f05f5e37b", "bytes": 943, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#t0002", "version": null, "note": "Significantly Enriched GO Terms and KEGG Pathways of DEGs", "structure": {"pmcid": "PMC7779301", "section_index": 16, "section_title": "Enrichment Analysis", "row_count": 13, "column_count": 4}, "table": {"label": "Table 2", "caption": "Significantly Enriched GO Terms and KEGG Pathways of DEGs", "rows": [["Term", "Description", "P-value", "Count in Gene Set"], ["GO:0001568", "Blood vessel development", "3.99E-11", "39"], ["GO:0035239", "Tube morphogenesis", "1.55E-12", "48"], ["GO:0030155", "Regulation of cell adhesion", "8.72E-10", "43"], ["GO:0019842", "Vitamin binding", "1.08E-05", "14"], ["GO:0005604", "Basement membrane", "3.99E-11", "12"], ["GO:0052547", "Regulation of peptidase activity", "2.05E-06", "25"], ["GO:0071320", "Cellular response to cAMP", "0.000133", "8"], ["GO:0001666", "Response to hypoxia", "3.82E-05", "20"], ["GO:0016324", "Apical plasma membrane", "4.15E-10", "27"], ["GO:0016323", "Basolateral plasma membrane", "4.19E-08", "21"], ["KEGG:04672", "Intestinal immune network for IgA production", "0.02", "6"], ["KEGG:04976", "Bile secretion", "0.03", "7"]], "row_count": 13, "column_count": 4, "numeric_cells": 36, "header_rows": 1, "locator": "section[16]/table-wrap[1]#t0002"}}, {"id": "asset:table:pmid:33408516:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c188ccc057aa1424997fbebec5161d91441a015ebedb92bfa52297708e033b36", "bytes": 753, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#t0003", "version": null, "note": "The Top 10 Hub Genes in PPI Network with Highest Degree", "structure": {"pmcid": "PMC7779301", "section_index": 17, "section_title": "PPI Network Analysis and Screening for Hub Genes", "row_count": 11, "column_count": 4}, "table": {"label": "Table 3", "caption": "The Top 10 Hub Genes in PPI Network with Highest Degree", "rows": [["Rank", "Gene", "Description", "Connection Score"], ["1", "C3", "Complement component 3", "845"], ["2", "CXCR4", "C-X-C motif chemokine receptor 4", "722"], ["3", "CCL4", "C-C motif chemokine ligand 4", "721"], ["4", "CCL20", "C-C motif chemokine ligand 20", "720"], ["4", "ACKR3", "Atypical chemokine receptor 3", "720"], ["4", "S1PR5", "Sphingosine-1-phosphate receptor 5", "720"], ["4", "CCL28", "C-C motif chemokine ligand 28", "720"], ["8", "KIF20A", "Kinesin family member 20A", "177"], ["9", "CCNB2", "Cyclin B2", "175"], ["10", "CDCA8", "Cell division cycle associated 8", "174"]], "row_count": 11, "column_count": 4, "numeric_cells": 32, "header_rows": 1, "locator": "section[17]/table-wrap[1]#t0003"}}], "gaps": ["asset:data:geo:GSE53757 not downloaded", "asset:data:geo:GSE53757 licence not read", "asset:data:geo:GSE84546 not downloaded", "asset:data:geo:GSE84546 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-4", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-5", "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": "log-rank"}}, {"id": "method-6", "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": "Protein-protein interaction"}}, {"id": "method-7", "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": ["method.reader_differs_from_extractor"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE53757", "GSE84546"], "resolved_accessions": ["GSE53757", "GSE84546"], "statements": ["The data that support the findings of this study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE53757, GSE84546 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33408516", "data:geo:GSE53757", "asset:table:pmid:33408516:1", "asset:table:pmid:33408516:2", "asset:table:pmid:33408516:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE53757"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:25:54Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 20076, "completion_tokens": 1864, "cached_tokens": 784}}, "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:33408516", "type": "paper", "label": "pmid:33408516"}, {"id": "source:pmid:33408516", "type": "manuscript", "label": "PMID 33408516 full text"}, {"id": "data:geo:GSE53757", "type": "dataset", "label": "GEO GSE53757"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33408516", "type": "paper", "label": "pmid:33408516"}, {"id": "source:pmid:33408516", "type": "manuscript", "label": "PMID 33408516 full text"}, {"id": "data:geo:GSE53757", "type": "dataset", "label": "GEO GSE53757"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33408516", "type": "extraction", "used": ["source:pmid:33408516"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE53757", "type": "accession_resolution", "used": ["data:geo:GSE53757"], "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:33408516", "parent_hash": "sha256:75df898dcbb40cf6dcdb023e56e457c198a720b2428479fdb0c608904d5eaf42", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE53757 licence not read", "asset:data:geo:GSE53757 not downloaded", "asset:data:geo:GSE84546 licence not read", "asset:data:geo:GSE84546 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": ["ase (http://www.proteinatlas.org/) to obtain IHC staining. The total survival analyses for hu"], "order_basis": "paper_text_order:2532", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["compare the significance of two groups. The qPCR and Western blot results were analyzed via W"], "order_basis": "paper_text_order:3179", "id": "assay:2"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["the significance of two groups. The qPCR and Western blot results were analyzed via Wilcoxon signed-ra"], "order_basis": "paper_text_order:3187", "id": "assay:3"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Limma R package was used to identify 312 DEGs, among which 148 genes were upregulated and 164 downregulated."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}