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pmid:39715832

Integrated analysis of cell cycle and p53 signaling pathways related genes in breast, colorectal, lung, and pancreatic cancers: implications for prognosis and drug sensitivity for therapeutic potential.

Jiyauddin Khan · Priyanjana Ghosh · Urmi Bajpai · Kountay Dwivedi · Daman Saluja

Discover oncology · 2024 doi:10.1007/s12672-024-01712-8

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Experiment

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Data

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title
Integrated analysis of cell cycle and p53 signaling pathways related genes in breast, colorectal, lung, and pancreatic cancers: implications for prognosis and drug sensitivity for therapeutic potential.
doi
10.1007/s12672-024-01712-8
pmid
39715832
authors array · 5 items
[0]
Jiyauddin Khan
[1]
Priyanjana Ghosh
[2]
Urmi Bajpai
[3]
Kountay Dwivedi
[4]
Daman Saluja
journal
Discover oncology
year
2024
abstract
Cancer, a leading cause of death worldwide, is projected to increase by 76.6% in new cases and 89.7% in mortality by 2050 (WHO 2022). Among various types, lung cancer is the most prevalent with high morbidity, while breast, colorectal, and pancreatic cancers also show high mortality rates. Cancer progression often involves disruption in cell cycle regulation and signaling pathways, with mutations in genes like TP53, EGFR, and K-RAS playing significant roles. In this study, we analyzed gene expression datasets to identify common molecular signatures across breast, colorectal, lung and pancreatic cancers. Our focus was on genes related to cell cycle regulation and p53 signaling pathway, intending to discover potential biomarkers for improved diagnosis and treatment strategies. The study analyzed GEO datasets; GSE45827, GSE9348, GSE30219, and GSE62165 for breast, colorectal, lung, and pancreatic cancers respectively. Differentially expressed genes (DEGs) were identified using GEO2R, and functional annotation and pathway analysis were performed using WebGestalt. Common cell cycle and p53 signaling genes were acquired from MSigDB using GSEA. A protein-protein interaction network was constructed using STRING and Cytoscape, identifying top hub genes. Validation of hub genes at mRNA and protein levels was done via GEPIA2 and Human Protein Atlas. Survival analysis was conducted using TCGA data by GEPIA2 and LASSO, and drug sensitivity was analyzed with the GSCA drug bank database, highlighting potential therapeutic targets. The study identified 411 common DEGs among these four cancers. Pathway and functional enrichment revealed key biological processes and pathways like p53 signaling, and cell cycle. The intersection of these DEGs with genes involved in cell cycle and p53 signaling, identified 23 common genes that were used for constructing a PPI network. The top 10 hub genes were validated both for mRNA and protein expression, revealing they are significantly overexpressed in all studied cancers. Prognostic relevance showed that MCM4, MCM6, CCNA2, CDC20, and CHEK1 are associated with survival. Additionally, drug sensitivity analysis highlighted key gene-drug interactions, suggesting potential targets for therapeutic intervention.
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The DEGs were determined based on the Benjamini and Hochberg false discovery rate (FDR) statistical methods and GEOquery and limma R packages by using the adjusted P value to reduce the errors of false positives.
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The DEGs were determined based on the Benjamini and Hochberg false discovery rate (FDR) statistical methods and GEOquery and limma R packages by using the adjusted P value to reduce the errors of false positives.
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The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
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The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
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The study identified 411 common DEGs among these four cancers.
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GSM1116201
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[119]
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GSM1116204
[121]
GSM1116205
[122]
GSM1116206
[123]
GSM1116207
[124]
GSM1116208
[125]
GSM1116209
[126]
GSM1116210
[127]
GSM1116211
[128]
GSM1116212
[129]
GSM1116213
[130]
GSM1116214
[131]
GSM1116215
[132]
GSM1116216
[133]
GSM1116217
[134]
GSM1116218
[135]
GSM1116219
[136]
GSM1116220
[137]
GSM1116221
[138]
GSM1116222
[139]
GSM1116223
[140]
GSM1116224
[141]
GSM1116225
[142]
GSM1116226
[143]
GSM1116227
[144]
GSM1116228
[145]
GSM1116229
[146]
GSM1116230
[147]
GSM1116231
[148]
GSM1116232
[149]
GSM1116233
[150]
GSM1116234
[151]
GSM1116235
[152]
GSM1116236
[153]
GSM1116237
[154]
GSM1116238
sample_count
155
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from Breast cancer subtypes
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:GSE62165
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=GSE62165
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62165
version
null
note
The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
access_statement_kind
repository_route_statement
sample_accessions array · 131 items
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[2]
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[5]
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[6]
GSM1520744
[7]
GSM1520745
[8]
GSM1520746
[9]
GSM1520747
[10]
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[11]
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[12]
GSM1520750
[13]
GSM1520751
[14]
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[15]
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[16]
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[17]
GSM1520755
[18]
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[19]
GSM1520757
[20]
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[21]
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[22]
GSM1520760
[23]
GSM1520761
[24]
GSM1520762
[25]
GSM1520763
[26]
GSM1520764
[27]
GSM1520765
[28]
GSM1520766
[29]
GSM1520767
[30]
GSM1520768
[31]
GSM1520769
[32]
GSM1520770
[33]
GSM1520771
[34]
GSM1520772
[35]
GSM1520773
[36]
GSM1520774
[37]
GSM1520775
[38]
GSM1520776
[39]
GSM1520777
[40]
GSM1520778
[41]
GSM1520779
[42]
GSM1520780
[43]
GSM1520781
[44]
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[45]
GSM1520783
[46]
GSM1520784
[47]
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[48]
GSM1520786
[49]
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[50]
GSM1520788
[51]
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[52]
GSM1520790
[53]
GSM1520791
[54]
GSM1520792
[55]
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[56]
GSM1520794
[57]
GSM1520795
[58]
GSM1520796
[59]
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[60]
GSM1520798
[61]
GSM1520799
[62]
GSM1520800
[63]
GSM1520801
[64]
GSM1520802
[65]
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[66]
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[67]
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[68]
GSM1520806
[69]
GSM1520807
[70]
GSM1520808
[71]
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[72]
GSM1520810
[73]
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[74]
GSM1520812
[75]
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[76]
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[79]
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GSM1520820
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GSM1520822
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[87]
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[89]
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[90]
GSM1520828
[91]
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[92]
GSM1520830
[93]
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[94]
GSM1520832
[95]
GSM1520833
[96]
GSM1520834
[97]
GSM1520835
[98]
GSM1520836
[99]
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[100]
GSM1520838
[101]
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[102]
GSM1520840
[103]
GSM1520841
[104]
GSM1520842
[105]
GSM1520843
[106]
GSM1520844
[107]
GSM1520845
[108]
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[109]
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[110]
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[111]
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[112]
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[113]
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[114]
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[115]
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[116]
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[117]
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[118]
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[119]
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[120]
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[121]
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[122]
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[123]
GSM1520861
[124]
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[125]
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[126]
GSM1520864
[127]
GSM1520865
[128]
GSM1520866
[129]
GSM1520867
[130]
GSM1520868
sample_count
131
group_sizes
null
group_sizes_basis
null
platform
13667
taxon
Homo sapiens
title
Prognostic relevance of molecular subtypes and master regulators in pancreatic ductal adenocarcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE9348
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=GSE9348
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9348
version
null
note
The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
access_statement_kind
repository_route_statement
sample_accessions array · 82 items
[0]
GSM237914
[1]
GSM237915
[2]
GSM237916
[3]
GSM237917
[4]
GSM237918
[5]
GSM237919
[6]
GSM237920
[7]
GSM237921
[8]
GSM237922
[9]
GSM237923
[10]
GSM237924
[11]
GSM237925
[12]
GSM237926
[13]
GSM237927
[14]
GSM237928
[15]
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[16]
GSM237930
[17]
GSM237931
[18]
GSM237932
[19]
GSM237933
[20]
GSM237934
[21]
GSM237935
[22]
GSM237936
[23]
GSM237937
[24]
GSM237938
[25]
GSM237939
[26]
GSM237940
[27]
GSM237941
[28]
GSM237942
[29]
GSM237943
[30]
GSM237944
[31]
GSM237945
[32]
GSM237946
[33]
GSM237947
[34]
GSM237948
[35]
GSM237949
[36]
GSM237950
[37]
GSM237951
[38]
GSM237952
[39]
GSM237953
[40]
GSM237954
[41]
GSM237955
[42]
GSM237956
[43]
GSM237957
[44]
GSM237958
[45]
GSM237959
[46]
GSM237960
[47]
GSM237961
[48]
GSM237962
[49]
GSM237963
[50]
GSM237964
[51]
GSM237965
[52]
GSM237966
[53]
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[54]
GSM237968
[55]
GSM237969
[56]
GSM237970
[57]
GSM237971
[58]
GSM237972
[59]
GSM237973
[60]
GSM237974
[61]
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[62]
GSM237976
[63]
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[64]
GSM237978
[65]
GSM237979
[66]
GSM237980
[67]
GSM237981
[68]
GSM237982
[69]
GSM237983
[70]
GSM237984
[71]
GSM237985
[72]
GSM237986
[73]
GSM237987
[74]
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[75]
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[76]
GSM237990
[77]
GSM237991
[78]
GSM237992
[79]
GSM237993
[80]
GSM237994
[81]
GSM237995
sample_count
82
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from healthy controls and early stage CRC patient's tumor
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE30219 not downloaded
[1]
asset:data:geo:GSE30219 licence not read
[2]
asset:data:geo:GSE45827 not downloaded
[3]
asset:data:geo:GSE45827 licence not read
[4]
asset:data:geo:GSE62165 not downloaded
[5]
asset:data:geo:GSE62165 licence not read
[6]
asset:data:geo:GSE9348 not downloaded
[7]
asset:data:geo:GSE9348 licence not read
analysis object · 4 fields
state
partial
methods array · 7 items
[0] object · 10 fields
id
method-1
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
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 1 field
confidence_interval
h Cox-proportional, 95% confidence interval, and log-rank test were
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
KM
[2] object · 10 fields
id
method-3
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 · 1 field
confidence_interval
h Cox-proportional, 95% confidence interval, and log-rank test were
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[3] object · 10 fields
id
method-4
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
0.8
band
high
quote
limma
[4] object · 10 fields
id
method-5
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
[5] object · 10 fields
id
method-6
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
Pathway enrichment
[6] object · 10 fields
id
method-7
family
null
specific
null
label
Benjamini and Hochberg false discovery rate (FDR) statistical methods
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The DEGs were determined based on the Benjamini and Hochberg false discovery rate (FDR) statistical methods and GEOquery and limma R packages by using the adjusted P value to reduce the errors of false positives.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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 · 4 items
[0]
GSE45827
[1]
GSE9348
[2]
GSE30219
[3]
GSE62165
resolved_accessions array · 4 items
[0]
GSE45827
[1]
GSE9348
[2]
GSE30219
[3]
GSE62165
statements array · 1 item
[0]
The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.
basis
The paper names GSE45827, GSE9348, GSE30219, GSE62165 in National Center for Biotechnology Information (NCBI) 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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:39715832
[1]
data:geo:GSE30219
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:GSE30219
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
2026-11-01T19:43:13Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
18737
completion_tokens
2780
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
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[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:39715832
type
paper
label
pmid:39715832
[1] object · 3 fields
id
source:pmid:39715832
type
manuscript
label
PMID 39715832 full text
[2] object · 3 fields
id
data:geo:GSE30219
type
dataset
label
GEO GSE30219
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:39715832
type
paper
label
pmid:39715832
[1] object · 3 fields
id
source:pmid:39715832
type
manuscript
label
PMID 39715832 full text
[2] object · 3 fields
id
data:geo:GSE30219
type
dataset
label
GEO GSE30219
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39715832
type
extraction
used array · 1 item
[0]
source:pmid:39715832
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE30219
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE30219
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:39715832
parent_hash
sha256:8bb477dfebb74bd446f4c136cfb4fe3021586457d55721ae6336d325dab0ee9c
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE30219 licence not read
[1]
asset:data:geo:GSE30219 not downloaded
[2]
asset:data:geo:GSE45827 licence not read
[3]
asset:data:geo:GSE45827 not downloaded
[4]
asset:data:geo:GSE62165 licence not read
[5]
asset:data:geo:GSE62165 not downloaded
[6]
asset:data:geo:GSE9348 licence not read
[7]
asset:data:geo:GSE9348 not downloaded
[8]
execution.not_run
[9]
method.reader_named_unmapped
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
assays array · 2 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
0.99
evidence array · 4 items
[0]
ssion of hub genes at the protein level. The immunohistochemistry samples from HPA showed higher protein expre
[1]
g genes expression at the protein level: The immunohistochemistry showing the expression level of the protein
[2]
issue samples of BRC, CRC, LUC, and PAC. The immunohistochemistry results are shown in order of breast, colore
[3]
l, lung and pancreatic respectively. A–H The immunohistochemistry shows the expression level of the protein of
order_basis
paper_text_order:8838
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
ANOVA
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:39715832", "kind": "science-record", "revision": 3, "content_hash": "sha256:61a20f13ad5c273aed67bd297bd4d19308e6a1902b01b5480f7b410ebcb87324", "created_at": "2026-11-01T20:30:02Z", "updated_at": "2026-11-01T22:13:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated analysis of cell cycle and p53 signaling pathways related genes in breast, colorectal, lung, and pancreatic cancers: implications for prognosis and drug sensitivity for therapeutic potential.", "doi": "10.1007/s12672-024-01712-8", "pmid": "39715832", "authors": ["Jiyauddin Khan", "Priyanjana Ghosh", "Urmi Bajpai", "Kountay Dwivedi", "Daman Saluja"], "journal": "Discover oncology", "year": 2024, "abstract": "Cancer, a leading cause of death worldwide, is projected to increase by 76.6% in new cases and 89.7% in mortality by 2050 (WHO 2022). Among various types, lung cancer is the most prevalent with high morbidity, while breast, colorectal, and pancreatic cancers also show high mortality rates. Cancer progression often involves disruption in cell cycle regulation and signaling pathways, with mutations in genes like TP53, EGFR, and K-RAS playing significant roles. In this study, we analyzed gene expression datasets to identify common molecular signatures across breast, colorectal, lung and pancreatic cancers. Our focus was on genes related to cell cycle regulation and p53 signaling pathway, intending to discover potential biomarkers for improved diagnosis and treatment strategies. The study analyzed GEO datasets; GSE45827, GSE9348, GSE30219, and GSE62165 for breast, colorectal, lung, and pancreatic cancers respectively. Differentially expressed genes (DEGs) were identified using GEO2R, and functional annotation and pathway analysis were performed using WebGestalt. Common cell cycle and p53 signaling genes were acquired from MSigDB using GSEA. A protein-protein interaction network was constructed using STRING and Cytoscape, identifying top hub genes. Validation of hub genes at mRNA and protein levels was done via GEPIA2 and Human Protein Atlas. Survival analysis was conducted using TCGA data by GEPIA2 and LASSO, and drug sensitivity was analyzed with the GSCA drug bank database, highlighting potential therapeutic targets. The study identified 411 common DEGs among these four cancers. Pathway and functional enrichment revealed key biological processes and pathways like p53 signaling, and cell cycle. The intersection of these DEGs with genes involved in cell cycle and p53 signaling, identified 23 common genes that were used for constructing a PPI network. The top 10 hub genes were validated both for mRNA and protein expression, revealing they are significantly overexpressed in all studied cancers. Prognostic relevance showed that MCM4, MCM6, CCNA2, CDC20, and CHEK1 are associated with survival. Additionally, drug sensitivity analysis highlighted key gene-drug interactions, suggesting potential targets for therapeutic intervention.", "claims": [{"id": "claim-method", "statement": "The DEGs were determined based on the Benjamini and Hochberg false discovery rate (FDR) statistical methods and GEOquery and limma R packages by using the adjusted P value to reduce the errors of false positives.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39715832", "locator": "sections[4] \"Identification of differentially expressed genes\" paragraph 2", "quote": "The DEGs were determined based on the Benjamini and Hochberg false discovery rate (FDR) statistical methods and GEOquery and limma R packages by using the adjusted P value to reduce the errors of false positives."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39715832", "locator": "sections[3] \"Data collection\" paragraph 2", "quote": "The gene expression profiles of BRC (GSE45827) [37], CRC (GSE9348) [38], LUC (GSE30219) [39], and PAC (GSE62165) [40] patients were obtained from the GEO database."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified 411 common DEGs among these four cancers.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39715832", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The study identified 411 common DEGs among these four cancers."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified 411 common DEGs among these four cancers.", "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:39715832"], "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:GSE30219"], "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:GSE30219"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39715832", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1007/s12672-024-01712-8", "sha256": 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