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

pmid:38971778

DNA methylation profile of inflammatory breast cancer and its impact on prognosis and outcome.

Flavia Lima Costa Faldoni · Daniela Bizinelli · Cristiano Pádua Souza · Iara Viana Vidigal Santana · Márcia Maria Chiquitelli Marques · Claudia Aparecida Rainho · Fabio Albuquerque Marchi · Silvia Regina Rogatto

Clinical epigenetics · 2024 doi:10.1186/s13148-024-01695-x

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:38971778
kind
science-record
content_hash
sha256:d14da41809440d6cb2b046b92a188384b23d4fed05b1e37422d1b9878aa4c2ed
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:02Z
updated_at
2026-11-01T22:54:39Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
DNA methylation profile of inflammatory breast cancer and its impact on prognosis and outcome.
doi
10.1186/s13148-024-01695-x
pmid
38971778
authors array · 8 items
[0]
Flavia Lima Costa Faldoni
[1]
Daniela Bizinelli
[2]
Cristiano Pádua Souza
[3]
Iara Viana Vidigal Santana
[4]
Márcia Maria Chiquitelli Marques
[5]
Claudia Aparecida Rainho
[6]
Fabio Albuquerque Marchi
[7]
Silvia Regina Rogatto
journal
Clinical epigenetics
year
2024
abstract
BACKGROUND: Inflammatory breast cancer (IBC) is a rare disease characterized by rapid progression, early metastasis, and a high mortality rate. METHODS: Genome-wide DNA methylation analysis (EPIC BeadChip platform, Illumina) and somatic gene variants (105 cancer-related genes) were performed in 24 IBCs selected from a cohort of 140 cases. RESULTS: We identified 46,908 DMPs (differentially methylated positions) (66% hypomethylated); CpG islands were predominantly hypermethylated (39.9%). Unsupervised clustering analysis revealed three clusters of DMPs characterized by an enrichment of specific gene mutations and hormone receptor status. The comparison among DNA methylation findings and external datasets (TCGA-BRCA stages III-IV) resulted in 385 shared DMPs mapped in 333 genes (264 hypermethylated). 151 DMPs were associated with 110 genes previously detected as differentially expressed in IBC (GSE45581), and 68 DMPs were negatively correlated with gene expression. We also identified 4369 DMRs (differentially methylated regions) mapped on known genes (2392 hypomethylated). BCAT1, CXCL12, and TBX15 loci were selected and evaluated by bisulfite pyrosequencing in 31 IBC samples. BCAT1 and TBX15 had higher methylation levels in triple-negative compared to non-triple-negative, while CXCL12 had lower methylation levels in triple-negative than non-triple-negative IBC cases. TBX15 methylation level was associated with obesity. CONCLUSIONS: Our findings revealed a heterogeneous DNA methylation profile with potentially functional DMPs and DMRs. The DNA methylation data provided valuable insights for prognostic stratification and therapy selection to improve patient outcomes.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38971778
locator
sections[7] "Screening of differentially methylated sites (DMPs) and regions (DMRs)" paragraph 2
quote
Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data are reported in detail. Further data are available upon academical request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38971778
locator
sections[28] "notes" paragraph 1
quote
Data are reported in detail. Further data are available upon academical request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Genome-wide analysis of 24 IBC and six adjacent normal breast samples identified 46,908 DMPs, comprising 30,919 hypomethylated and 15,989 hypermethylated sites.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38971778
locator
sections[16] "Identification of DMPs and DMRs in IBC" paragraph 2
quote
The DNA methylation performed in 24 IBC and six adjacent normal breast samples (NT) revealed 46,908 DMPs (FDR < 0.05 and |∆β|≥ 0.2), in which 30,919 (66%) were hypomethylated and 15,989 (34%) hypermethylated (Fig. 1A).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Genome-wide analysis of 24 IBC and six adjacent normal breast samples identified 46,908 DMPs, comprising 30,919 hypomethylated and 15,989 hypermethylated sites.
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:38971778
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:GSE207248
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:GSE207248
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:38971778
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s13148-024-01695-x
sha256
sha256:6bc14ec348a44459140f602dc53169308f5d2366fecb455af845438be7cea665
bytes
51341
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s13148-024-01695-x
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
PMC11227707
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE207248
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=GSE207248
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE207248
version
null
note
Data are reported in detail. Further data are available upon academical request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are reported in detail. Further data are available upon academical request.
access_statement_kind
data_availability_statement
sample_accessions array · 44 items
[0]
GSM6282981
[1]
GSM6282982
[2]
GSM6282983
[3]
GSM6282984
[4]
GSM6282985
[5]
GSM6282986
[6]
GSM6282987
[7]
GSM6282988
[8]
GSM6282989
[9]
GSM6282990
[10]
GSM6282991
[11]
GSM6282992
[12]
GSM6282993
[13]
GSM6282994
[14]
GSM6282995
[15]
GSM6282996
[16]
GSM6282997
[17]
GSM6282998
[18]
GSM6282999
[19]
GSM6283000
[20]
GSM6283001
[21]
GSM6283002
[22]
GSM6283003
[23]
GSM6283004
[24]
GSM6283005
[25]
GSM6283006
[26]
GSM6283007
[27]
GSM6283008
[28]
GSM6283009
[29]
GSM6283010
[30]
GSM6283011
[31]
GSM6283012
[32]
GSM6283013
[33]
GSM6283014
[34]
GSM6283015
[35]
GSM6283016
[36]
GSM6283017
[37]
GSM6283018
[38]
GSM6283019
[39]
GSM6283020
[40]
GSM6283021
[41]
GSM6283022
[42]
GSM6283023
[43]
GSM6283024
sample_count
44
group_sizes
null
group_sizes_basis
null
platform
18573
taxon
Homo sapiens
title
On-treatment transcriptional profiling in HER2+ inflammatory breast cancer
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE238092
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=GSE238092
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE238092
version
null
note
Data are reported in detail. Further data are available upon academical request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are reported in detail. Further data are available upon academical request.
access_statement_kind
data_availability_statement
sample_accessions array · 30 items
[0]
GSM7658403
[1]
GSM7658404
[2]
GSM7658405
[3]
GSM7658406
[4]
GSM7658407
[5]
GSM7658408
[6]
GSM7658409
[7]
GSM7658410
[8]
GSM7658411
[9]
GSM7658412
[10]
GSM7658413
[11]
GSM7658414
[12]
GSM7658415
[13]
GSM7658416
[14]
GSM7658417
[15]
GSM7658418
[16]
GSM7658419
[17]
GSM7658420
[18]
GSM7658421
[19]
GSM7658422
[20]
GSM7658423
[21]
GSM7658424
[22]
GSM7658425
[23]
GSM7658426
[24]
GSM7658427
[25]
GSM7658428
[26]
GSM7658429
[27]
GSM7658430
[28]
GSM7658431
[29]
GSM7658432
sample_count
30
group_sizes
null
group_sizes_basis
null
platform
21145
taxon
Homo sapiens
title
Epigenome-wide DNA methylation analysis in inflammatory breast cancer
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE45581
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=GSE45581
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45581
version
null
note
Data are reported in detail. Further data are available upon academical request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are reported in detail. Further data are available upon academical request.
access_statement_kind
data_availability_statement
sample_accessions array · 45 items
[0]
GSM1110043
[1]
GSM1110044
[2]
GSM1110045
[3]
GSM1110046
[4]
GSM1110047
[5]
GSM1110048
[6]
GSM1110049
[7]
GSM1110050
[8]
GSM1110051
[9]
GSM1110052
[10]
GSM1110053
[11]
GSM1110054
[12]
GSM1110055
[13]
GSM1110056
[14]
GSM1110057
[15]
GSM1110058
[16]
GSM1110059
[17]
GSM1110060
[18]
GSM1110061
[19]
GSM1110062
[20]
GSM1110063
[21]
GSM1110064
[22]
GSM1110065
[23]
GSM1110066
[24]
GSM1110067
[25]
GSM1110068
[26]
GSM1110069
[27]
GSM1110070
[28]
GSM1110071
[29]
GSM1110072
[30]
GSM1110073
[31]
GSM1110074
[32]
GSM1110075
[33]
GSM1110076
[34]
GSM1110077
[35]
GSM1110078
[36]
GSM1110079
[37]
GSM1110080
[38]
GSM1110081
[39]
GSM1110082
[40]
GSM1110083
[41]
GSM1110084
[42]
GSM1110085
[43]
GSM1110086
[44]
GSM1110087
sample_count
45
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
Expression Analysis of Microdissected Inflammatory Breast Cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE207248 not downloaded
[1]
asset:data:geo:GSE207248 licence not read
[2]
asset:data:geo:GSE238092 not downloaded
[3]
asset:data:geo:GSE238092 licence not read
[4]
asset:data:geo:GSE45581 not downloaded
[5]
asset:data:geo:GSE45581 licence not read
analysis object · 4 fields
state
partial
methods array · 5 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
Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file.
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Cox regression
[3] object · 10 fields
id
method-4
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
[4] object · 10 fields
id
method-5
family
regression_modelling
specific
logistic
label
Regression modelling
dsl_operations array · 1 item
[0]
glm_logit_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictors_and_outcome
evidence object · 3 fields
score
0.8
band
high
quote
Logistic regression
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 · 3 items
[0]
GSE238092
[1]
GSE45581
[2]
GSE207248
resolved_accessions array · 3 items
[0]
GSE238092
[1]
GSE45581
[2]
GSE207248
statements array · 1 item
[0]
Data are reported in detail. Further data are available upon academical request.
basis
The paper names GSE238092, GSE45581, GSE207248 in Gene Expression Omnibus 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 · 2 items
[0]
source:pmid:38971778
[1]
data:geo:GSE207248
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:GSE207248
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
2026-11-01T19:23:39Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
14230
completion_tokens
2734
cached_tokens
128
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:38971778
type
paper
label
pmid:38971778
[1] object · 3 fields
id
source:pmid:38971778
type
manuscript
label
PMID 38971778 full text
[2] object · 3 fields
id
data:geo:GSE207248
type
dataset
label
GEO GSE207248
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:38971778
type
paper
label
pmid:38971778
[1] object · 3 fields
id
source:pmid:38971778
type
manuscript
label
PMID 38971778 full text
[2] object · 3 fields
id
data:geo:GSE207248
type
dataset
label
GEO GSE207248
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38971778
type
extraction
used array · 1 item
[0]
source:pmid:38971778
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE207248
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE207248
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:38971778
parent_hash
sha256:ba63254cb1776fecf42bab247a3f6ae4b135e7e12a032eea348883a6de398593
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE207248 licence not read
[1]
asset:data:geo:GSE207248 not downloaded
[2]
asset:data:geo:GSE238092 licence not read
[3]
asset:data:geo:GSE238092 not downloaded
[4]
asset:data:geo:GSE45581 licence not read
[5]
asset:data:geo:GSE45581 not downloaded
[6]
execution.not_run
[7]
method.reader_differs_from_extractor
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
methylation_array
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
THODS: Genome-wide DNA methylation analysis (EPIC BeadChip platform, Illumina) and somatic gen
[1]
nd TBX15 loci were selected and evaluated by bisulfite pyrosequencing in 31 IBC samples. BCAT1 and
order_basis
paper_text_order:241
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
amplicon_seq
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]
hardson grading systembDNA methylation and t-NGS were performed in 24 and 29 cases, respectiv
order_basis
paper_text_order:3919
id
assay:2
[2] 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]
Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file.
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:38971778", "kind": "science-record", "revision": 4, "content_hash": "sha256:d14da41809440d6cb2b046b92a188384b23d4fed05b1e37422d1b9878aa4c2ed", "created_at": "2026-11-01T20:29:02Z", "updated_at": "2026-11-01T22:54:39Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "DNA methylation profile of inflammatory breast cancer and its impact on prognosis and outcome.", "doi": "10.1186/s13148-024-01695-x", "pmid": "38971778", "authors": ["Flavia Lima Costa Faldoni", "Daniela Bizinelli", "Cristiano Pádua Souza", "Iara Viana Vidigal Santana", "Márcia Maria Chiquitelli Marques", "Claudia Aparecida Rainho", "Fabio Albuquerque Marchi", "Silvia Regina Rogatto"], "journal": "Clinical epigenetics", "year": 2024, "abstract": "BACKGROUND: Inflammatory breast cancer (IBC) is a rare disease characterized by rapid progression, early metastasis, and a high mortality rate.\nMETHODS: Genome-wide DNA methylation analysis (EPIC BeadChip platform, Illumina) and somatic gene variants (105 cancer-related genes) were performed in 24 IBCs selected from a cohort of 140 cases.\nRESULTS: We identified 46,908 DMPs (differentially methylated positions) (66% hypomethylated); CpG islands were predominantly hypermethylated (39.9%). Unsupervised clustering analysis revealed three clusters of DMPs characterized by an enrichment of specific gene mutations and hormone receptor status. The comparison among DNA methylation findings and external datasets (TCGA-BRCA stages III-IV) resulted in 385 shared DMPs mapped in 333 genes (264 hypermethylated). 151 DMPs were associated with 110 genes previously detected as differentially expressed in IBC (GSE45581), and 68 DMPs were negatively correlated with gene expression. We also identified 4369 DMRs (differentially methylated regions) mapped on known genes (2392 hypomethylated). BCAT1, CXCL12, and TBX15 loci were selected and evaluated by bisulfite pyrosequencing in 31 IBC samples. BCAT1 and TBX15 had higher methylation levels in triple-negative compared to non-triple-negative, while CXCL12 had lower methylation levels in triple-negative than non-triple-negative IBC cases. TBX15 methylation level was associated with obesity.\nCONCLUSIONS: Our findings revealed a heterogeneous DNA methylation profile with potentially functional DMPs and DMRs. The DNA methylation data provided valuable insights for prognostic stratification and therapy selection to improve patient outcomes.", "claims": [{"id": "claim-method", "statement": "Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38971778", "locator": "sections[7] \"Screening of differentially methylated sites (DMPs) and regions (DMRs)\" paragraph 2", "quote": "Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data are reported in detail. Further data are available upon academical request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38971778", "locator": "sections[28] \"notes\" paragraph 1", "quote": "Data are reported in detail. Further data are available upon academical request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Genome-wide analysis of 24 IBC and six adjacent normal breast samples identified 46,908 DMPs, comprising 30,919 hypomethylated and 15,989 hypermethylated sites.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38971778", "locator": "sections[16] \"Identification of DMPs and DMRs in IBC\" paragraph 2", "quote": "The DNA methylation performed in 24 IBC and six adjacent normal breast samples (NT) revealed 46,908 DMPs (FDR < 0.05 and |∆β|≥ 0.2), in which 30,919 (66%) were hypomethylated and 15,989 (34%) hypermethylated (Fig. 1A)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Genome-wide analysis of 24 IBC and six adjacent normal breast samples identified 46,908 DMPs, comprising 30,919 hypomethylated and 15,989 hypermethylated sites.", "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:38971778"], "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:GSE207248"], "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:GSE207248"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38971778", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13148-024-01695-x", "sha256": "sha256:6bc14ec348a44459140f602dc53169308f5d2366fecb455af845438be7cea665", "bytes": 51341, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s13148-024-01695-x", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11227707", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE207248", "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=GSE207248", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE207248", "version": null, "note": "Data are reported in detail. Further data are available upon academical request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are reported in detail. Further data are available upon academical request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM6282981", "GSM6282982", "GSM6282983", "GSM6282984", "GSM6282985", "GSM6282986", "GSM6282987", "GSM6282988", "GSM6282989", "GSM6282990", "GSM6282991", "GSM6282992", "GSM6282993", "GSM6282994", "GSM6282995", "GSM6282996", "GSM6282997", "GSM6282998", "GSM6282999", "GSM6283000", "GSM6283001", "GSM6283002", "GSM6283003", "GSM6283004", "GSM6283005", "GSM6283006", "GSM6283007", "GSM6283008", "GSM6283009", "GSM6283010", "GSM6283011", "GSM6283012", "GSM6283013", "GSM6283014", "GSM6283015", "GSM6283016", "GSM6283017", "GSM6283018", "GSM6283019", "GSM6283020", "GSM6283021", "GSM6283022", "GSM6283023", "GSM6283024"], "sample_count": 44, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "On-treatment transcriptional profiling in HER2+ inflammatory breast cancer", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE238092", "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=GSE238092", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE238092", "version": null, "note": "Data are reported in detail. Further data are available upon academical request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are reported in detail. Further data are available upon academical request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM7658403", "GSM7658404", "GSM7658405", "GSM7658406", "GSM7658407", "GSM7658408", "GSM7658409", "GSM7658410", "GSM7658411", "GSM7658412", "GSM7658413", "GSM7658414", "GSM7658415", "GSM7658416", "GSM7658417", "GSM7658418", "GSM7658419", "GSM7658420", "GSM7658421", "GSM7658422", "GSM7658423", "GSM7658424", "GSM7658425", "GSM7658426", "GSM7658427", "GSM7658428", "GSM7658429", "GSM7658430", "GSM7658431", "GSM7658432"], "sample_count": 30, "group_sizes": null, "group_sizes_basis": null, "platform": "21145", "taxon": "Homo sapiens", "title": "Epigenome-wide DNA methylation analysis in inflammatory breast cancer", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE45581", "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=GSE45581", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE45581", "version": null, "note": "Data are reported in detail. Further data are available upon academical request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are reported in detail. Further data are available upon academical request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1110043", "GSM1110044", "GSM1110045", "GSM1110046", "GSM1110047", "GSM1110048", "GSM1110049", "GSM1110050", "GSM1110051", "GSM1110052", "GSM1110053", "GSM1110054", "GSM1110055", "GSM1110056", "GSM1110057", "GSM1110058", "GSM1110059", "GSM1110060", "GSM1110061", "GSM1110062", "GSM1110063", "GSM1110064", "GSM1110065", "GSM1110066", "GSM1110067", "GSM1110068", "GSM1110069", "GSM1110070", "GSM1110071", "GSM1110072", "GSM1110073", "GSM1110074", "GSM1110075", "GSM1110076", "GSM1110077", "GSM1110078", "GSM1110079", "GSM1110080", "GSM1110081", "GSM1110082", "GSM1110083", "GSM1110084", "GSM1110085", "GSM1110086", "GSM1110087"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "Expression Analysis of Microdissected Inflammatory Breast Cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE207248 not downloaded", "asset:data:geo:GSE207248 licence not read", "asset:data:geo:GSE238092 not downloaded", "asset:data:geo:GSE238092 licence not read", "asset:data:geo:GSE45581 not downloaded", "asset:data:geo:GSE45581 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": "Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file."}}, {"id": "method-2", "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-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Cox regression"}}, {"id": "method-4", "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-5", "family": "regression_modelling", "specific": "logistic", "label": "Regression modelling", "dsl_operations": ["glm_logit_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.8, "band": "high", "quote": "Logistic regression"}}], "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": ["GSE238092", "GSE45581", "GSE207248"], "resolved_accessions": ["GSE238092", "GSE45581", "GSE207248"], "statements": ["Data are reported in detail. Further data are available upon academical request."], "basis": "The paper names GSE238092, GSE45581, GSE207248 in Gene Expression Omnibus 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:38971778", "data:geo:GSE207248"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE207248"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:23:39Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 14230, "completion_tokens": 2734, "cached_tokens": 128}}, "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:38971778", "type": "paper", "label": "pmid:38971778"}, {"id": "source:pmid:38971778", "type": "manuscript", "label": "PMID 38971778 full text"}, {"id": "data:geo:GSE207248", "type": "dataset", "label": "GEO GSE207248"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38971778", "type": "paper", "label": "pmid:38971778"}, {"id": "source:pmid:38971778", "type": "manuscript", "label": "PMID 38971778 full text"}, {"id": "data:geo:GSE207248", "type": "dataset", "label": "GEO GSE207248"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38971778", "type": "extraction", "used": ["source:pmid:38971778"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE207248", "type": "accession_resolution", "used": ["data:geo:GSE207248"], "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:38971778", "parent_hash": "sha256:ba63254cb1776fecf42bab247a3f6ae4b135e7e12a032eea348883a6de398593", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE207248 licence not read", "asset:data:geo:GSE207248 not downloaded", "asset:data:geo:GSE238092 licence not read", "asset:data:geo:GSE238092 not downloaded", "asset:data:geo:GSE45581 licence not read", "asset:data:geo:GSE45581 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": "methylation_array", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["THODS: Genome-wide DNA methylation analysis (EPIC BeadChip platform, Illumina) and somatic gen", "nd TBX15 loci were selected and evaluated by bisulfite pyrosequencing in 31 IBC samples. BCAT1 and"], "order_basis": "paper_text_order:241", "id": "assay:1"}, {"role": "data_generation", "definition_id": "amplicon_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["hardson grading systembDNA methylation and t-NGS were performed in 24 and 29 cases, respectiv"], "order_basis": "paper_text_order:3919", "id": "assay:2"}, {"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": ["Differentially methylated probes (DMP) comparing tumor and normal samples were identified using the limma package (v.3.50.3) [21] considering FDR-adjusted p < 0.05 and |∆β|≥ 0.2 annotated with the Illumina manifest file."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}