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

pmid:31913336

Architecture of The Human Ape1 Interactome Defines Novel Cancers Signatures.

Dilara Ayyildiz · Giulia Antoniali · Chiara D'Ambrosio · Giovanna Mangiapane · Emiliano Dalla · Andrea Scaloni · Gianluca Tell · Silvano Piazza

Scientific reports · 2020 doi:10.1038/s41598-019-56981-z

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:31913336
kind
science-record
content_hash
sha256:84e16a6d6c4da05b78217ce3c38dcd0c5698cad2f7dbc509ebb4cbffb1cd9591
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:54Z
updated_at
2026-11-01T22:01:10Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Architecture of The Human Ape1 Interactome Defines Novel Cancers Signatures.
doi
10.1038/s41598-019-56981-z
pmid
31913336
authors array · 8 items
[0]
Dilara Ayyildiz
[1]
Giulia Antoniali
[2]
Chiara D'Ambrosio
[3]
Giovanna Mangiapane
[4]
Emiliano Dalla
[5]
Andrea Scaloni
[6]
Gianluca Tell
[7]
Silvano Piazza
journal
Scientific reports
year
2020
abstract
APE1 is essential in cancer cells due to its central role in the Base Excision Repair pathway of DNA lesions and in the transcriptional regulation of genes involved in tumor progression/chemoresistance. Indeed, APE1 overexpression correlates with chemoresistance in more aggressive cancers, and APE1 protein-protein interactions (PPIs) specifically modulate different protein functions in cancer cells. Although important, a detailed investigation on the nature and function of protein interactors regulating APE1 role in tumor progression and chemoresistance is still lacking. The present work was aimed at analyzing the APE1-PPI network with the goal of defining bad prognosis signatures through systematic bioinformatics analysis. By using a well-characterized HeLa cell model stably expressing a flagged APE1 form, which was subjected to extensive proteomics analyses for immunocaptured complexes from different subcellular compartments, we here demonstrate that APE1 is a central hub connecting different subnetworks largely composed of proteins belonging to cancer-associated communities and/or involved in RNA- and DNA-metabolism. When we performed survival analysis in real cancer datasets, we observed that more than 80% of these APE1-PPI network elements is associated with bad prognosis. Our findings, which are hypothesis generating, strongly support the possibility to infer APE1-interactomic signatures associated with bad prognosis of different cancers; they will be of general interest for the future definition of novel predictive disease biomarkers. Future studies will be needed to assess the function of APE1 in the protein complexes we discovered. Data are available via ProteomeXchange with identifier PXD013368.
claims array · 1 item
[0] object · 6 fields
id
claim-data-access
statement
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31913336
locator
sections[27] "Data availability" paragraph 2
quote
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.
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:31913336
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:PXD013368
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:PXD013368
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 · 4 items
[0] object · 15 fields
id
source:pmid:31913336
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-019-56981-z
sha256
sha256:b3b6783c0fed65ca8820b684072d413291ccdfda2112708b3d83d4a2d9d11ef7
bytes
83372
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-019-56981-z
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
PMC6949240
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD013368
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=PXD013368
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD013368
version
null
note
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
APE1 INTERACTOME - Architecture of The Human Ape1 Interactome Defines Novel Cancers Signatures
resolution_checked_at
2026-10-31T18:35:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:31913336:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:707585973e88248a942ec5057600baa823fc722420eafda84fcf75aa8e58ef09
bytes
2341
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[1]#Tab1
version
null
note
APE1-PPI bad prognostic signatures top regulators analysis.
structure object · 5 fields
pmcid
PMC6949240
section_index
7
section_title
Upstream regulators analysis
row_count
12
column_count
10
table object · 8 fields
label
Table 1
caption
APE1-PPI bad prognostic signatures top regulators analysis.
rows array · 12 items
[0] array · 10 items
[0]
Dataset
[1]
Top1
[2]
Top1 Bibliography
[3]
Gene Symbol Description
[4]
Top2
[5]
Top2 Bibliography
[6]
Gene Symbol Description
[7]
Top3
[8]
Top3 Bibliography
[9]
Gene Symbol Description
[1] array · 10 items
[0]
HNSC
[1]
XRCC6
[2]
(1) (2) (3)
[3]
X-ray repair cross-complementing protein 6
[4]
PRKDC
[5]
(1) (2) (3)
[6]
Protein kinase, DNA-activated, catalytic subunit
[7]
TERF2
[8]
(1) (2) (3)
[9]
Telomeric repeat binding factor 2
[2] array · 10 items
[0]
KIRC
[1]
PRKCD
[2]
(1) (2) (3)
[3]
Protein kinase C delta type
[4]
PPP1CB
[5]
(2)
[6]
Protein phosphatase 1 catalytic subunit beta
[7]
YBX1
[8]
(1) (2) (3)
[9]
Y-Box binding protein 1
[3] array · 10 items
[0]
LUAD
[1]
PRKN
[2]
(2)
[3]
Parkin RBR E3 ubiquitin protein ligase
[4]
HDAC2
[5]
(1) (2) (3)
[6]
Histone deacetylase 2
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[4] array · 10 items
[0]
UVM
[1]
SMYD2
[2]
(1) (2) (3)
[3]
SET and MYND domain containing 2
[4]
KDM1A
[5]
(1) (2) (3)
[6]
Lysine demethylase 1 A
[7]
XRCC5
[8]
(1) (2)
[9]
X-ray repair cross-complementing protein 5
[5] array · 10 items
[0]
LGG
[1]
SETD7
[2]
(1) (2) (3)
[3]
SET domain containing 7, histone lysine Methyltransferase
[4]
KDM1A
[5]
(1) (2) (3)
[6]
Lysine demethylase 1A
[7]
CUL1
[8]
(1) (2)
[9]
Cullin-1
[6] array · 10 items
[0]
SKCM
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
PTP4A3
[5]
(1) (2) (3)
[6]
Protein tyrosine phosphatase 4A3
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[7] array · 10 items
[0]
LIHC
[1]
PRKN
[2]
(2)
[3]
Parkin RBR E3 ubiquitin protein ligase
[4]
HDAC2
[5]
(1) (2) (3)
[6]
Histone deacetylase 2
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[8] array · 10 items
[0]
KIRP
[1]
YBX1
[2]
(1) (2) (3)
[3]
Y-Box binding protein 1
[4]
PTP4A3
[5]
(1) (2) (3)
[6]
Protein tyrosine phosphatase 4A3
[7]
TCF21
[8]
(1) (2) (3)
[9]
Transcription factor 21
[9] array · 10 items
[0]
BRCA
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
XRCC6
[5]
(1) (2) (3)
[6]
X-ray repair cross-complementing protein 6
[7]
IDE
[8]
(1) (2)
[9]
Insulin-degrading enzyme
[10] array · 10 items
[0]
BLCA
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
XRCC5
[5]
(1) (2)
[6]
X-ray repair cross-complementing protein 5
[7]
TRIM28
[8]
(1) (2) (3)
[9]
Tripartite motif containing 28
[11] array · 10 items
[0]
PAAD
[1]
YBX1
[2]
(1) (2) (3)
[3]
Y-Box binding protein 1
[4]
ACTL6A
[5]
(1) (2)
[6]
Actin-like protein 6A
[7]
HNRNPK
[8]
(1) (2) (3)
[9]
Heterogeneous nuclear ribonucleoprotein K
locator
section[7]/table-wrap[1]#Tab1
[3] object · 16 fields
id
asset:table:pmid:31913336:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:707585973e88248a942ec5057600baa823fc722420eafda84fcf75aa8e58ef09
bytes
2341
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[1]#Tab1
version
null
note
APE1-PPI bad prognostic signatures top regulators analysis.
structure object · 5 fields
pmcid
PMC6949240
section_index
21
section_title
Upstream regulators analysis
row_count
12
column_count
10
table object · 8 fields
label
Table 1
caption
APE1-PPI bad prognostic signatures top regulators analysis.
rows array · 12 items
[0] array · 10 items
[0]
Dataset
[1]
Top1
[2]
Top1 Bibliography
[3]
Gene Symbol Description
[4]
Top2
[5]
Top2 Bibliography
[6]
Gene Symbol Description
[7]
Top3
[8]
Top3 Bibliography
[9]
Gene Symbol Description
[1] array · 10 items
[0]
HNSC
[1]
XRCC6
[2]
(1) (2) (3)
[3]
X-ray repair cross-complementing protein 6
[4]
PRKDC
[5]
(1) (2) (3)
[6]
Protein kinase, DNA-activated, catalytic subunit
[7]
TERF2
[8]
(1) (2) (3)
[9]
Telomeric repeat binding factor 2
[2] array · 10 items
[0]
KIRC
[1]
PRKCD
[2]
(1) (2) (3)
[3]
Protein kinase C delta type
[4]
PPP1CB
[5]
(2)
[6]
Protein phosphatase 1 catalytic subunit beta
[7]
YBX1
[8]
(1) (2) (3)
[9]
Y-Box binding protein 1
[3] array · 10 items
[0]
LUAD
[1]
PRKN
[2]
(2)
[3]
Parkin RBR E3 ubiquitin protein ligase
[4]
HDAC2
[5]
(1) (2) (3)
[6]
Histone deacetylase 2
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[4] array · 10 items
[0]
UVM
[1]
SMYD2
[2]
(1) (2) (3)
[3]
SET and MYND domain containing 2
[4]
KDM1A
[5]
(1) (2) (3)
[6]
Lysine demethylase 1 A
[7]
XRCC5
[8]
(1) (2)
[9]
X-ray repair cross-complementing protein 5
[5] array · 10 items
[0]
LGG
[1]
SETD7
[2]
(1) (2) (3)
[3]
SET domain containing 7, histone lysine Methyltransferase
[4]
KDM1A
[5]
(1) (2) (3)
[6]
Lysine demethylase 1A
[7]
CUL1
[8]
(1) (2)
[9]
Cullin-1
[6] array · 10 items
[0]
SKCM
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
PTP4A3
[5]
(1) (2) (3)
[6]
Protein tyrosine phosphatase 4A3
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[7] array · 10 items
[0]
LIHC
[1]
PRKN
[2]
(2)
[3]
Parkin RBR E3 ubiquitin protein ligase
[4]
HDAC2
[5]
(1) (2) (3)
[6]
Histone deacetylase 2
[7]
XRCC6
[8]
(1) (2) (3)
[9]
X-ray repair cross-complementing protein 6
[8] array · 10 items
[0]
KIRP
[1]
YBX1
[2]
(1) (2) (3)
[3]
Y-Box binding protein 1
[4]
PTP4A3
[5]
(1) (2) (3)
[6]
Protein tyrosine phosphatase 4A3
[7]
TCF21
[8]
(1) (2) (3)
[9]
Transcription factor 21
[9] array · 10 items
[0]
BRCA
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
XRCC6
[5]
(1) (2) (3)
[6]
X-ray repair cross-complementing protein 6
[7]
IDE
[8]
(1) (2)
[9]
Insulin-degrading enzyme
[10] array · 10 items
[0]
BLCA
[1]
DDB1
[2]
(1) (2) (3)
[3]
Damage specific DNA binding protein 1
[4]
XRCC5
[5]
(1) (2)
[6]
X-ray repair cross-complementing protein 5
[7]
TRIM28
[8]
(1) (2) (3)
[9]
Tripartite motif containing 28
[11] array · 10 items
[0]
PAAD
[1]
YBX1
[2]
(1) (2) (3)
[3]
Y-Box binding protein 1
[4]
ACTL6A
[5]
(1) (2)
[6]
Actin-like protein 6A
[7]
HNRNPK
[8]
(1) (2) (3)
[9]
Heterogeneous nuclear ribonucleoprotein K
locator
section[7]/table-wrap[1]#Tab1
gaps array · 2 items
[0]
asset:data:geo:PXD013368 not downloaded
[1]
asset:data:geo:PXD013368 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
PPI
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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
PXD013368
resolved_accessions array · 1 item
[0]
PXD013368
statements array · 1 item
[0]
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.
basis
The paper names PXD013368 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 4 items
[0]
source:pmid:31913336
[1]
data:geo:PXD013368
[2]
asset:table:pmid:31913336:1
[3]
asset:table:pmid:31913336:2
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:PXD013368
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
2026-10-31T18:55:06Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
64945
completion_tokens
1611
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:31913336
type
paper
label
pmid:31913336
[1] object · 3 fields
id
source:pmid:31913336
type
manuscript
label
PMID 31913336 full text
[2] object · 3 fields
id
data:geo:PXD013368
type
dataset
label
GEO PXD013368
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:31913336
type
paper
label
pmid:31913336
[1] object · 3 fields
id
source:pmid:31913336
type
manuscript
label
PMID 31913336 full text
[2] object · 3 fields
id
data:geo:PXD013368
type
dataset
label
GEO PXD013368
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31913336
type
extraction
used array · 1 item
[0]
source:pmid:31913336
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD013368
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD013368
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:31913336
parent_hash
sha256:5a2c5e8660c4139e5d87ae026698e8c8b505016d6a56bcec967e4a8c432389db
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:PXD013368 licence not read
[1]
asset:data:geo:PXD013368 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
cell_culture
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]
tics analysis. By using a well-characterized HeLa cell model stably expressing a flagged APE1
[1]
ocine, 400 μg/ml geneticin (Invitrogen), and cultured in a humidified incubator containing a 5% CO2 a
[2]
ferentiated hepatocellular carcinoma)31 were cultured in William’s medium E (Sigma-Aldrich), while A5
[3]
lveolar basal epithelial cells)32 cells were cultured in RPM1 (Euroclone); both cell cultures were su
order_basis
paper_text_order:796
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
CO2 atmosphere, at 37 °C. For inducible APE1-shRNA experiments, doxycycline (1 μg/ml) (Sigma-Al
order_basis
paper_text_order:2331
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
PPI
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31913336", "kind": "science-record", "revision": 7, "content_hash": "sha256:84e16a6d6c4da05b78217ce3c38dcd0c5698cad2f7dbc509ebb4cbffb1cd9591", "created_at": "2026-11-01T15:40:54Z", "updated_at": "2026-11-01T22:01:10Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Architecture of The Human Ape1 Interactome Defines Novel Cancers Signatures.", "doi": "10.1038/s41598-019-56981-z", "pmid": "31913336", "authors": ["Dilara Ayyildiz", "Giulia Antoniali", "Chiara D'Ambrosio", "Giovanna Mangiapane", "Emiliano Dalla", "Andrea Scaloni", "Gianluca Tell", "Silvano Piazza"], "journal": "Scientific reports", "year": 2020, "abstract": "APE1 is essential in cancer cells due to its central role in the Base Excision Repair pathway of DNA lesions and in the transcriptional regulation of genes involved in tumor progression/chemoresistance. Indeed, APE1 overexpression correlates with chemoresistance in more aggressive cancers, and APE1 protein-protein interactions (PPIs) specifically modulate different protein functions in cancer cells. Although important, a detailed investigation on the nature and function of protein interactors regulating APE1 role in tumor progression and chemoresistance is still lacking. The present work was aimed at analyzing the APE1-PPI network with the goal of defining bad prognosis signatures through systematic bioinformatics analysis. By using a well-characterized HeLa cell model stably expressing a flagged APE1 form, which was subjected to extensive proteomics analyses for immunocaptured complexes from different subcellular compartments, we here demonstrate that APE1 is a central hub connecting different subnetworks largely composed of proteins belonging to cancer-associated communities and/or involved in RNA- and DNA-metabolism. When we performed survival analysis in real cancer datasets, we observed that more than 80% of these APE1-PPI network elements is associated with bad prognosis. Our findings, which are hypothesis generating, strongly support the possibility to infer APE1-interactomic signatures associated with bad prognosis of different cancers; they will be of general interest for the future definition of novel predictive disease biomarkers. Future studies will be needed to assess the function of APE1 in the protein complexes we discovered. Data are available via ProteomeXchange with identifier PXD013368.", "claims": [{"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31913336", "locator": "sections[27] \"Data availability\" paragraph 2", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX."}], "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:31913336"], "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:PXD013368"], "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:PXD013368"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31913336", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-019-56981-z", "sha256": "sha256:b3b6783c0fed65ca8820b684072d413291ccdfda2112708b3d83d4a2d9d11ef7", "bytes": 83372, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-019-56981-z", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6949240", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD013368", "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=PXD013368", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD013368", "version": null, "note": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "APE1 INTERACTOME -  Architecture of The Human Ape1 Interactome Defines Novel Cancers Signatures", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31913336:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:707585973e88248a942ec5057600baa823fc722420eafda84fcf75aa8e58ef09", "bytes": 2341, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#Tab1", "version": null, "note": "APE1-PPI bad prognostic signatures top regulators analysis.", "structure": {"pmcid": "PMC6949240", "section_index": 7, "section_title": "Upstream regulators analysis", "row_count": 12, "column_count": 10}, "table": {"label": "Table 1", "caption": "APE1-PPI bad prognostic signatures top regulators analysis.", "rows": [["Dataset", "Top1", "Top1 Bibliography", "Gene Symbol Description", "Top2", "Top2 Bibliography", "Gene Symbol Description", "Top3", "Top3 Bibliography", "Gene Symbol Description"], ["HNSC", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6", "PRKDC", "(1) (2) (3)", "Protein kinase, DNA-activated, catalytic subunit", "TERF2", "(1) (2) (3)", "Telomeric repeat binding factor 2"], ["KIRC", "PRKCD", "(1) (2) (3)", "Protein kinase C delta type", "PPP1CB", "(2)", "Protein phosphatase 1 catalytic subunit beta", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1"], ["LUAD", "PRKN", "(2)", "Parkin RBR E3 ubiquitin protein ligase", "HDAC2", "(1) (2) (3)", "Histone deacetylase 2", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["UVM", "SMYD2", "(1) (2) (3)", "SET and MYND domain containing 2", "KDM1A", "(1) (2) (3)", "Lysine demethylase 1 A", "XRCC5", "(1) (2)", "X-ray repair cross-complementing protein 5"], ["LGG", "SETD7", "(1) (2) (3)", "SET domain containing 7, histone lysine Methyltransferase", "KDM1A", "(1) (2) (3)", "Lysine demethylase 1A", "CUL1", "(1) (2)", "Cullin-1"], ["SKCM", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "PTP4A3", "(1) (2) (3)", "Protein tyrosine phosphatase 4A3", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["LIHC", "PRKN", "(2)", "Parkin RBR E3 ubiquitin protein ligase", "HDAC2", "(1) (2) (3)", "Histone deacetylase 2", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["KIRP", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1", "PTP4A3", "(1) (2) (3)", "Protein tyrosine phosphatase 4A3", "TCF21", "(1) (2) (3)", "Transcription factor 21"], ["BRCA", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6", "IDE", "(1) (2)", "Insulin-degrading enzyme"], ["BLCA", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "XRCC5", "(1) (2)", "X-ray repair cross-complementing protein 5", "TRIM28", "(1) (2) (3)", "Tripartite motif containing 28"], ["PAAD", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1", "ACTL6A", "(1) (2)", "Actin-like protein 6A", "HNRNPK", "(1) (2) (3)", "Heterogeneous nuclear ribonucleoprotein K"]], "row_count": 12, "column_count": 10, "numeric_cells": 62, "header_rows": 1, "locator": "section[7]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:31913336:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:707585973e88248a942ec5057600baa823fc722420eafda84fcf75aa8e58ef09", "bytes": 2341, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#Tab1", "version": null, "note": "APE1-PPI bad prognostic signatures top regulators analysis.", "structure": {"pmcid": "PMC6949240", "section_index": 21, "section_title": "Upstream regulators analysis", "row_count": 12, "column_count": 10}, "table": {"label": "Table 1", "caption": "APE1-PPI bad prognostic signatures top regulators analysis.", "rows": [["Dataset", "Top1", "Top1 Bibliography", "Gene Symbol Description", "Top2", "Top2 Bibliography", "Gene Symbol Description", "Top3", "Top3 Bibliography", "Gene Symbol Description"], ["HNSC", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6", "PRKDC", "(1) (2) (3)", "Protein kinase, DNA-activated, catalytic subunit", "TERF2", "(1) (2) (3)", "Telomeric repeat binding factor 2"], ["KIRC", "PRKCD", "(1) (2) (3)", "Protein kinase C delta type", "PPP1CB", "(2)", "Protein phosphatase 1 catalytic subunit beta", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1"], ["LUAD", "PRKN", "(2)", "Parkin RBR E3 ubiquitin protein ligase", "HDAC2", "(1) (2) (3)", "Histone deacetylase 2", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["UVM", "SMYD2", "(1) (2) (3)", "SET and MYND domain containing 2", "KDM1A", "(1) (2) (3)", "Lysine demethylase 1 A", "XRCC5", "(1) (2)", "X-ray repair cross-complementing protein 5"], ["LGG", "SETD7", "(1) (2) (3)", "SET domain containing 7, histone lysine Methyltransferase", "KDM1A", "(1) (2) (3)", "Lysine demethylase 1A", "CUL1", "(1) (2)", "Cullin-1"], ["SKCM", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "PTP4A3", "(1) (2) (3)", "Protein tyrosine phosphatase 4A3", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["LIHC", "PRKN", "(2)", "Parkin RBR E3 ubiquitin protein ligase", "HDAC2", "(1) (2) (3)", "Histone deacetylase 2", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6"], ["KIRP", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1", "PTP4A3", "(1) (2) (3)", "Protein tyrosine phosphatase 4A3", "TCF21", "(1) (2) (3)", "Transcription factor 21"], ["BRCA", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "XRCC6", "(1) (2) (3)", "X-ray repair cross-complementing protein 6", "IDE", "(1) (2)", "Insulin-degrading enzyme"], ["BLCA", "DDB1", "(1) (2) (3)", "Damage specific DNA binding protein 1", "XRCC5", "(1) (2)", "X-ray repair cross-complementing protein 5", "TRIM28", "(1) (2) (3)", "Tripartite motif containing 28"], ["PAAD", "YBX1", "(1) (2) (3)", "Y-Box binding protein 1", "ACTL6A", "(1) (2)", "Actin-like protein 6A", "HNRNPK", "(1) (2) (3)", "Heterogeneous nuclear ribonucleoprotein K"]], "row_count": 12, "column_count": 10, "numeric_cells": 62, "header_rows": 1, "locator": "section[7]/table-wrap[1]#Tab1"}}], "gaps": ["asset:data:geo:PXD013368 not downloaded", "asset:data:geo:PXD013368 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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"}}], "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["PXD013368"], "resolved_accessions": ["PXD013368"], "statements": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE119 partner repository with the dataset identifier PXD013368. Reviewer account details: Username: reviewer03955@ebi.ac.uk Password: Rh2r9CaX."], "basis": "The paper names PXD013368 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:31913336", "data:geo:PXD013368", "asset:table:pmid:31913336:1", "asset:table:pmid:31913336:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD013368"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:55:06Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 64945, "completion_tokens": 1611, "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:31913336", "type": "paper", "label": "pmid:31913336"}, {"id": "source:pmid:31913336", "type": "manuscript", "label": "PMID 31913336 full text"}, {"id": "data:geo:PXD013368", "type": "dataset", "label": "GEO PXD013368"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31913336", "type": "paper", "label": "pmid:31913336"}, {"id": "source:pmid:31913336", "type": "manuscript", "label": "PMID 31913336 full text"}, {"id": "data:geo:PXD013368", "type": "dataset", "label": "GEO PXD013368"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31913336", "type": "extraction", "used": ["source:pmid:31913336"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD013368", "type": "accession_resolution", "used": ["data:geo:PXD013368"], "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:31913336", "parent_hash": "sha256:5a2c5e8660c4139e5d87ae026698e8c8b505016d6a56bcec967e4a8c432389db", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:PXD013368 licence not read", "asset:data:geo:PXD013368 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["tics analysis. By using a well-characterized HeLa cell model stably expressing a flagged APE1", "ocine, 400 μg/ml geneticin (Invitrogen), and cultured in a humidified incubator containing a 5% CO2 a", "ferentiated hepatocellular carcinoma)31 were cultured in William’s medium E (Sigma-Aldrich), while A5", "lveolar basal epithelial cells)32 cells were cultured in RPM1 (Euroclone); both cell cultures were su"], "order_basis": "paper_text_order:796", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["CO2 atmosphere, at 37 °C. For inducible APE1-shRNA experiments, doxycycline (1 μg/ml) (Sigma-Al"], "order_basis": "paper_text_order:2331", "id": "assay:2"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["PPI"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}