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pmid:36248794

Identification and validation of the common pathogenesis and hub biomarkers in Hirschsprung disease complicated with Crohn's disease.

Jing Wang · Zejian Li · Jun Xiao · Luyao Wu · Ke Chen · Tianqi Zhu · Chenzhao Feng · Didi Zhuansun · Xinyao Meng · Jiexiong Feng

Frontiers in immunology · 2022 doi:10.3389/fimmu.2022.961217

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complete

Experiment

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Data

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pmid:36248794
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title
Identification and validation of the common pathogenesis and hub biomarkers in Hirschsprung disease complicated with Crohn's disease.
doi
10.3389/fimmu.2022.961217
pmid
36248794
authors array · 10 items
[0]
Jing Wang
[1]
Zejian Li
[2]
Jun Xiao
[3]
Luyao Wu
[4]
Ke Chen
[5]
Tianqi Zhu
[6]
Chenzhao Feng
[7]
Didi Zhuansun
[8]
Xinyao Meng
[9]
Jiexiong Feng
journal
Frontiers in immunology
year
2022
abstract
Background: Although increasing evidence has supported that Hirschsprung disease (HSCR) is the risk factor for children developing Crohn's disease (CD), the common mechanism of its co-occurrence remains unknown. The purpose of this study is to further explore the underlying mechanism and biomarkers for the co-occurrence of HSCR and CD. Methods: The Gene Expression Omnibus (GEO) database was used to obtain gene expression profiles for CD (GSE95095) and HSCR (GSE98502). Following the identification of the shared differentially expressed genes (DEGs) of CD and HSCR, functional annotation, protein-protein interaction (PPI) network creation, and module assembly were performed to discover hub genes. RT-qPCR was performed to validate the expression of the hub genes in HSCR samples. The receiver operating characteristic (ROC) curve was utilized to assess the accuracy of the hub genes as biomarkers in predicting CD in both the training dataset and test dataset. Results: A total of 103 common DEGs (50 downregulated genes and 53 upregulated genes) were chosen for further investigation. The importance of chemokines and cytokines in these two disorders is highlighted by functional analysis. MCODE plug identified three important modules, which functionally enriched the immune system process. Finally, nine hub genes were identified using cytoHubba, including IL1B, IL10, CXCL10, ICAM1, EGR1, FCGR3A, S100A12, S100A9, and FPR1. The nine hub genes were mainly enriched in immune- and inflammation-related pathways. External data profiles and RT-qPCR confirmed the expression of the nine hub genes in HSCR and CD. ROC analysis revealed that the nine hub genes had a strong diagnostic value. Conclusion: Our study reveals the common pathogenesis of HSCR and CD. These hub genes and diagnostic models may provide novel insight for the diagnosis and treatment of HSCR complicated with CD.
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sections[9] "Diagnostic value of hub genes in Crohn’s disease" paragraph 2
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ROC was plotted using the pROC package to assess the performance of hub genes distinguishing between CD and healthy individuals.
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sections[21] "Data availability statement" paragraph 2
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The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
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The nine hub genes had a strong diagnostic value for Crohn’s disease.
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ROC analysis revealed that the nine hub genes had a strong diagnostic value.
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The nine hub genes had a strong diagnostic value for Crohn’s disease.
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[50]
GSM2496108
[51]
GSM2496109
[52]
GSM2496110
[53]
GSM2496111
[54]
GSM2496112
[55]
GSM2496113
[56]
GSM2496114
[57]
GSM2496115
[58]
GSM2496116
[59]
GSM2496117
sample_count
60
group_sizes
null
group_sizes_basis
null
platform
14951
taxon
Homo sapiens
title
Differential Gene Expression between involved and uninvolved sites of Crohn’s disease: Insights into a Distinctive Pathogenesis Profile
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE96854
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=GSE96854
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE96854
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM2545127
[1]
GSM2545128
[2]
GSM2545129
[3]
GSM2545130
[4]
GSM2545131
[5]
GSM2545132
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
18943
taxon
Homo sapiens
title
Transcriptomics analysis of Hirschsprung’s disease
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE98502
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=GSE98502
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE98502
version
null
note
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 16 items
[0]
GSM2597481
[1]
GSM2597482
[2]
GSM2597483
[3]
GSM2597484
[4]
GSM2597485
[5]
GSM2597486
[6]
GSM2597487
[7]
GSM2597488
[8]
GSM2597489
[9]
GSM2597490
[10]
GSM2597491
[11]
GSM2597492
[12]
GSM2597493
[13]
GSM2597494
[14]
GSM2597495
[15]
GSM2597496
sample_count
16
group_sizes
null
group_sizes_basis
null
platform
22361
taxon
Homo sapiens
title
Gene expression profiling coupled with the Connectivity Map database-mining reveals potential therapeutic drugs for Hirschsprung disease
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 10 items
[0]
asset:data:geo:GSE117993 not downloaded
[1]
asset:data:geo:GSE117993 licence not read
[2]
asset:data:geo:GSE126124 not downloaded
[3]
asset:data:geo:GSE126124 licence not read
[4]
asset:data:geo:GSE95095 not downloaded
[5]
asset:data:geo:GSE95095 licence not read
[6]
asset:data:geo:GSE96854 not downloaded
[7]
asset:data:geo:GSE96854 licence not read
[8]
asset:data:geo:GSE98502 not downloaded
[9]
asset:data:geo:GSE98502 licence not read
analysis object · 4 fields
state
partial
methods array · 6 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
welch_t_test
label
Group comparison
dsl_operations array · 1 item
[0]
welch_t
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
Welch
[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
Analysis of variance
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[3] object · 10 fields
id
method-4
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
[4] object · 10 fields
id
method-5
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.7
band
medium
quote
ROC analysis
[5] object · 10 fields
id
method-6
family
null
specific
null
label
receiver operating characteristic (ROC) curve analysis
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
ROC was plotted using the pROC package to assess the performance of hub genes distinguishing between CD and healthy individuals.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
welch_t
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: welch_t_test.
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 · 5 items
[0]
GSE98502
[1]
GSE95095
[2]
GSE126124
[3]
GSE117993
[4]
GSE96854
resolved_accessions array · 5 items
[0]
GSE98502
[1]
GSE95095
[2]
GSE126124
[3]
GSE117993
[4]
GSE96854
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.
basis
The paper names GSE98502, GSE95095, GSE126124, GSE117993, GSE96854 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
welch_t
assets array · 2 items
[0]
source:pmid:36248794
[1]
data:geo:GSE117993
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:GSE117993
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
2026-11-01T18:11:34Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9495
completion_tokens
1279
cached_tokens
256
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:36248794
type
paper
label
pmid:36248794
[1] object · 3 fields
id
source:pmid:36248794
type
manuscript
label
PMID 36248794 full text
[2] object · 3 fields
id
data:geo:GSE117993
type
dataset
label
GEO GSE117993
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:36248794
type
paper
label
pmid:36248794
[1] object · 3 fields
id
source:pmid:36248794
type
manuscript
label
PMID 36248794 full text
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id
data:geo:GSE117993
type
dataset
label
GEO GSE117993
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36248794
type
extraction
used array · 1 item
[0]
source:pmid:36248794
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE117993
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accession_resolution
used array · 1 item
[0]
data:geo:GSE117993
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agent:corpus-assay-engine
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[0] object · 3 fields
id
agent:corpus-assay-engine
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software
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Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
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software
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MiniMax literature reader
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reading-sci-2026-11-01
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343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
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ba34b49490d9bfaf
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parent_id
pmid:36248794
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sha256:6a430a90fb5b4e5bd14a7c0655ea224786de2c914dacaf8e9df459871221703b
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null
gaps array · 15 items
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asset:data:geo:GSE117993 licence not read
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[3]
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[5]
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[6]
asset:data:geo:GSE96854 licence not read
[7]
asset:data:geo:GSE96854 not downloaded
[8]
asset:data:geo:GSE98502 licence not read
[9]
asset:data:geo:GSE98502 not downloaded
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[11]
method.reader_named_unmapped
[12]
review.human_critique
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review.independent_reader
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review.machine_critique
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[0] object · 11 fields
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data_generation
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99e1195c7d6f
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99e1195c7d6f
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0.99
evidence array · 4 items
[0]
sembly were performed to discover hub genes. RT-qPCR was performed to validate the expression of
[1]
related pathways. External data profiles and RT-qPCR confirmed the expression of the nine hub gen
[2]
bly were performed to discover hub genes. RT-qPCR was performed to validate the expression of
[3]
ated pathways. External data profiles and RT-qPCR confirmed the expression of the nine hub gen
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paper_text_order:792
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assay:1
[1] object · 11 fields
role
analysis
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group_comparison
definition_version
f2132e96ae6c7a4e
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welch_t
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supported
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dsl_catalogue
f2132e96ae6c7a4e
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36248794", "kind": "science-record", "revision": 4, "content_hash": "sha256:87120675e85181ab78d5a577669afda2dd799b627d56d8729befa711fa31fe1e", "created_at": "2026-11-01T18:15:38Z", "updated_at": "2026-11-01T22:07:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and validation of the common pathogenesis and hub biomarkers in Hirschsprung disease complicated with Crohn's disease.", "doi": "10.3389/fimmu.2022.961217", "pmid": "36248794", "authors": ["Jing Wang", "Zejian Li", "Jun Xiao", "Luyao Wu", "Ke Chen", "Tianqi Zhu", "Chenzhao Feng", "Didi Zhuansun", "Xinyao Meng", "Jiexiong Feng"], "journal": "Frontiers in immunology", "year": 2022, "abstract": "Background: Although increasing evidence has supported that Hirschsprung disease (HSCR) is the risk factor for children developing Crohn's disease (CD), the common mechanism of its co-occurrence remains unknown. The purpose of this study is to further explore the underlying mechanism and biomarkers for the co-occurrence of HSCR and CD.\nMethods: The Gene Expression Omnibus (GEO) database was used to obtain gene expression profiles for CD (GSE95095) and HSCR (GSE98502). Following the identification of the shared differentially expressed genes (DEGs) of CD and HSCR, functional annotation, protein-protein interaction (PPI) network creation, and module assembly were performed to discover hub genes. RT-qPCR was performed to validate the expression of the hub genes in HSCR samples. The receiver operating characteristic (ROC) curve was utilized to assess the accuracy of the hub genes as biomarkers in predicting CD in both the training dataset and test dataset.\nResults: A total of 103 common DEGs (50 downregulated genes and 53 upregulated genes) were chosen for further investigation. The importance of chemokines and cytokines in these two disorders is highlighted by functional analysis. MCODE plug identified three important modules, which functionally enriched the immune system process. Finally, nine hub genes were identified using cytoHubba, including IL1B, IL10, CXCL10, ICAM1, EGR1, FCGR3A, S100A12, S100A9, and FPR1. The nine hub genes were mainly enriched in immune- and inflammation-related pathways. External data profiles and RT-qPCR confirmed the expression of the nine hub genes in HSCR and CD. ROC analysis revealed that the nine hub genes had a strong diagnostic value.\nConclusion: Our study reveals the common pathogenesis of HSCR and CD. These hub genes and diagnostic models may provide novel insight for the diagnosis and treatment of HSCR complicated with CD.", "claims": [{"id": "claim-method", "statement": "ROC was plotted using the pROC package to assess the performance of hub genes distinguishing between CD and healthy individuals.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36248794", "locator": "sections[9] \"Diagnostic value of hub genes in Crohn’s disease\" paragraph 2", "quote": "ROC was plotted using the pROC package to assess the performance of hub genes distinguishing between CD and healthy individuals."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36248794", "locator": "sections[21] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/ Supplementary Material . Further inquiries can be directed to the corresponding authors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The nine hub genes had a strong diagnostic value for Crohn’s disease.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36248794", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "ROC analysis revealed that the nine hub genes had a strong diagnostic value."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The nine hub genes had a strong diagnostic value for Crohn’s disease.", "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:36248794"], "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. 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