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pmid:35999641

DNA methylation analysis of normal colon organoids from familial adenomatous polyposis patients reveals novel insight into colon cancer development.

Matthew A Devall · Stephen Eaton · Mourad Wagdy Ali · Christopher H Dampier · Daniel Weisenberger · Steven M Powell · Li Li · Graham Casey

Clinical epigenetics · 2022 doi:10.1186/s13148-022-01324-5

Paper

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Data

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title
DNA methylation analysis of normal colon organoids from familial adenomatous polyposis patients reveals novel insight into colon cancer development.
doi
10.1186/s13148-022-01324-5
pmid
35999641
authors array · 8 items
[0]
Matthew A Devall
[1]
Stephen Eaton
[2]
Mourad Wagdy Ali
[3]
Christopher H Dampier
[4]
Daniel Weisenberger
[5]
Steven M Powell
[6]
Li Li
[7]
Graham Casey
journal
Clinical epigenetics
year
2022
abstract
BACKGROUND: Familial adenomatous polyposis (FAP) is an inherited colorectal cancer (CRC) syndrome resulting from germ line mutations in the adenomatous polyposis coli (APC) gene. While FAP accounts for less than 1% of all CRC cases, loss of APC expression is seen in > 80% of non-hereditary CRCs. To better understand molecular mechanisms underlying APC-driven CRC, we performed an epigenome-wide analysis of colon organoids derived from normal-appearing colons of FAP patients versus healthy subjects to identify differentially methylated regions (DMRs) that may precede the onset of CRC. RESULTS: We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%). Of these, nearly 50% of DMRs were also differentially methylated in at least one of three CRC tumor and normal adjacent tissue (NAT) cohorts (TCGA-COAD, GSE193535 and ColoCare). Moreover, 27 of the DMRs mapped to CRC genome-wide association study (GWAS) loci. We provide evidence suggesting that some of these DMRs led to significant differences in gene expression of adjacent genes using quantitative PCR. For example, we identified significantly greater expression of five genes: Kazal-type serine peptidase inhibitor domain 1 (KAZALD1, P = 0.032), F-Box and leucine-rich repeat protein 8 (FBXL8, P = 0.036), TRIM31 antisense RNA 1 (TRIM31-AS1, P = 0.036), Fas apoptotic inhibitory molecule 2 (FAIM2, P = 0.049) and (Collagen beta (1-0)galactosyltransferase 2 (COLGALT2, P = 0.049). Importantly, both FBXL8 and TRIM31-AS1 were also significantly differentially expressed in TCGA-COAD tumor versus matched NAT, supporting a role for these genes in CRC tumor development. CONCLUSIONS: We performed the first DNA methylome-wide analysis of normal colon organoids derived from FAP patients compared to those of healthy subjects. Our results reveal that normal colon organoids from FAP patients exhibit extensive epigenetic differences compared to those of healthy subjects that appear similar to those exhibited in CRC tumor. Our analyses therefore identify DMRs and candidate target genes that are potentially important in CRC tumor development in FAP, with potential implications for non-hereditary CRC.
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sections[12] "DNA methylation analysis" paragraph 2
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For all analyses, DMRs were generated using DMRcate [28] on beta values.
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We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%).
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We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%).
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[20]
GSM490118
[21]
GSM490119
[22]
GSM490120
[23]
GSM490121
[24]
GSM490122
[25]
GSM490123
[26]
GSM490124
[27]
GSM490125
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
10126
taxon
Sparus aurata; Enteromyxum leei
title
SEA BREAM PATH_INTEST
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE101764 not downloaded
[1]
asset:data:geo:GSE101764 licence not read
[2]
asset:data:geo:GSE193535 not downloaded
[3]
asset:data:geo:GSE193535 licence not read
[4]
asset:data:geo:GSE19646 not downloaded
[5]
asset:data:geo:GSE19646 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
deseq2
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
DESeq2
[1] object · 10 fields
id
method-2
family
genetic_association
specific
gwas
label
Genetic association (GWAS / linkage / MR)
dsl_operations array · 1 item
[0]
gwas_locus_scan
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
genotype_phenotype_table
evidence object · 3 fields
score
0.7
band
medium
quote
genome-wide association study
[2] object · 10 fields
id
method-3
family
null
specific
null
label
DMRcate analysis of DNA methylation beta values
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
For all analyses, DMRs were generated using DMRcate [28] on beta values.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
differential_expression_fit
unit
per cent
tolerance
null
state
complete
note
The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
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 · 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: deseq2.
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]
GSE19646
[1]
GSE101764
[2]
GSE193535
resolved_accessions array · 3 items
[0]
GSE19646
[1]
GSE101764
[2]
GSE193535
statements array · 1 item
[0]
Any novel, raw and pre-processed data used in this study have been uploaded to GEO [61], accession number: GSE19646.
basis
The paper names GSE19646, GSE101764, GSE193535 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:35999641
[1]
data:geo:GSE101764
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:GSE101764
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
2026-11-01T18:01:30Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
15634
completion_tokens
1765
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:35999641
type
paper
label
pmid:35999641
[1] object · 3 fields
id
source:pmid:35999641
type
manuscript
label
PMID 35999641 full text
[2] object · 3 fields
id
data:geo:GSE101764
type
dataset
label
GEO GSE101764
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:35999641
type
paper
label
pmid:35999641
[1] object · 3 fields
id
source:pmid:35999641
type
manuscript
label
PMID 35999641 full text
[2] object · 3 fields
id
data:geo:GSE101764
type
dataset
label
GEO GSE101764
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35999641
type
extraction
used array · 1 item
[0]
source:pmid:35999641
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE101764
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE101764
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:35999641
parent_hash
sha256:eb0ed8f00a602e32ed2f2446a7c56261b36e4299029bbe84d1b77fc403a74766
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE101764 licence not read
[1]
asset:data:geo:GSE101764 not downloaded
[2]
asset:data:geo:GSE193535 licence not read
[3]
asset:data:geo:GSE193535 not downloaded
[4]
asset:data:geo:GSE19646 licence not read
[5]
asset:data:geo:GSE19646 not downloaded
[6]
execution.not_run
[7]
method.reader_named_unmapped
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 3 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
0.93
evidence array · 1 item
[0]
ids. Additional file 6: Table S4. Summary of qPCR and RNA-seq analysis performed on selected g
order_basis
paper_text_order:6862
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
rna_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]
tional file 6: Table S4. Summary of qPCR and RNA-seq analysis performed on selected gene targets.
order_basis
paper_text_order:6871
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
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normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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DESeq2
order_basis
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id
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35999641", "kind": "science-record", "revision": 4, "content_hash": "sha256:c77e790eedbd20119e550b01c1045af81488113b62495b51c2f44e4f365867c5", "created_at": "2026-11-01T18:15:09Z", "updated_at": "2026-11-01T22:07:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "DNA methylation analysis of normal colon organoids from familial adenomatous polyposis patients reveals novel insight into colon cancer development.", "doi": "10.1186/s13148-022-01324-5", "pmid": "35999641", "authors": ["Matthew A Devall", "Stephen Eaton", "Mourad Wagdy Ali", "Christopher H Dampier", "Daniel Weisenberger", "Steven M Powell", "Li Li", "Graham Casey"], "journal": "Clinical epigenetics", "year": 2022, "abstract": "BACKGROUND: Familial adenomatous polyposis (FAP) is an inherited colorectal cancer (CRC) syndrome resulting from germ line mutations in the adenomatous polyposis coli (APC) gene. While FAP accounts for less than 1% of all CRC cases, loss of APC expression is seen in > 80% of non-hereditary CRCs. To better understand molecular mechanisms underlying APC-driven CRC, we performed an epigenome-wide analysis of colon organoids derived from normal-appearing colons of FAP patients versus healthy subjects to identify differentially methylated regions (DMRs) that may precede the onset of CRC.\nRESULTS: We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%). Of these, nearly 50% of DMRs were also differentially methylated in at least one of three CRC tumor and normal adjacent tissue (NAT) cohorts (TCGA-COAD, GSE193535 and ColoCare). Moreover, 27 of the DMRs mapped to CRC genome-wide association study (GWAS) loci. We provide evidence suggesting that some of these DMRs led to significant differences in gene expression of adjacent genes using quantitative PCR. For example, we identified significantly greater expression of five genes: Kazal-type serine peptidase inhibitor domain 1 (KAZALD1, P = 0.032), F-Box and leucine-rich repeat protein 8 (FBXL8, P = 0.036), TRIM31 antisense RNA 1 (TRIM31-AS1, P = 0.036), Fas apoptotic inhibitory molecule 2 (FAIM2, P = 0.049) and (Collagen beta (1-0)galactosyltransferase 2 (COLGALT2, P = 0.049). Importantly, both FBXL8 and TRIM31-AS1 were also significantly differentially expressed in TCGA-COAD tumor versus matched NAT, supporting a role for these genes in CRC tumor development.\nCONCLUSIONS: We performed the first DNA methylome-wide analysis of normal colon organoids derived from FAP patients compared to those of healthy subjects. Our results reveal that normal colon organoids from FAP patients exhibit extensive epigenetic differences compared to those of healthy subjects that appear similar to those exhibited in CRC tumor. Our analyses therefore identify DMRs and candidate target genes that are potentially important in CRC tumor development in FAP, with potential implications for non-hereditary CRC.", "claims": [{"id": "claim-method", "statement": "For all analyses, DMRs were generated using DMRcate [28] on beta values.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35999641", "locator": "sections[12] \"DNA methylation analysis\" paragraph 2", "quote": "For all analyses, DMRs were generated using DMRcate [28] on beta values."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Any novel, raw and pre-processed data used in this study have been uploaded to GEO [61], accession number: GSE19646.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35999641", "locator": "sections[22] \"Availability of data and materials\" paragraph 2", "quote": "Any novel, raw and pre-processed data used in this study have been uploaded to GEO [61], accession number: GSE19646."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%).", "kind": "quantitative", "target": {"value": 5.0, "unit": "per cent", "tolerance": null, "source": "We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%)."}, "evidence": [{"asset": "source:pmid:35999641", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "We identified 358 DMRs when comparing colon organoids of FAP patients to those of healthy subjects (FDR < 0.05, |mean beta difference| = 5%).", "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:35999641"], "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:GSE101764"], "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:GSE101764"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35999641", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13148-022-01324-5", "sha256": "sha256:2b1a25faa7ab1605999f1bb2c656a8dbfa1e4be1791fc00923e188025715c33f", "bytes": 54816, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s13148-022-01324-5", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9396789", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE101764", "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=GSE101764", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE101764", "version": null, "note": "Any novel, raw and pre-processed data used in this study have been uploaded to GEO [61], accession number: GSE19646.", 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