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

pmid:37144136

Weighted gene co-expression network analysis and CIBERSORT screening of key genes related to m6A methylation in Hirschsprung's disease.

Jiaqian Huang · Tingwei Chen · Junjie Wang · Zhiqiang Wang · Shungen Huang

Frontiers in genetics · 2023 doi:10.3389/fgene.2023.1183467

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:37144136
kind
science-record
content_hash
sha256:9fedf558c15fb88ddc2bdad0d8cfd3008331155359f0dea9840f85990c14f4ec
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:48Z
updated_at
2026-11-01T21:30:41Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Weighted gene co-expression network analysis and CIBERSORT screening of key genes related to m6A methylation in Hirschsprung's disease.
doi
10.3389/fgene.2023.1183467
pmid
37144136
authors array · 5 items
[0]
Jiaqian Huang
[1]
Tingwei Chen
[2]
Junjie Wang
[3]
Zhiqiang Wang
[4]
Shungen Huang
journal
Frontiers in genetics
year
2023
abstract
Hirschsprung's disease (HSCR) is a neural crest disease that results from the failure of enteric neural crest cells (ENCCs) to migrate to the corresponding intestinal segment. The RET gene, which regulates enteric neural crest cell proliferation and migration, is considered one of the main risk factors for HSCR and is commonly used to construct HSCR mouse models. The epigenetic mechanism of m6A modification is involved in HSCR. In this study, we analyzed the GEO database (GSE103070) for differentially expressed genes (DEGs) and focused on m6A-related genes. Comparing the RNA-seq data of Wide Type and RET Null, a total of 326 DEGs were identified, of which 245 genes were associated with m6A. According to the CIBERSORT analysis, the proportion of Memory B-cell in RET Null was significantly higher than that of Wide Type. Venn diagram analysis was used to identify key genes in the selected memory B-cell modules and DEGs associated with m6A. Enrichment analysis showed that seven genes were mainly involved in focal adhesion, HIV infection, actin cytoskeleton organization and regulation of binding. These findings could provide a theoretical basis for molecular mechanism studies of HSCR.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37144136
locator
sections[5] "2.3 Identification of m6A-related genes" paragraph 2
quote
Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37144136
locator
sections[16] "Data availability statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37144136
locator
sections[14] "3.5 Identification of key genes" paragraph 2
quote
To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes.
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:37144136
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:GSE103070
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:GSE103070
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 · 2 items
[0] object · 15 fields
id
source:pmid:37144136
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fgene.2023.1183467
sha256
sha256:0f303b3e1f16b1e600d111b2da4ec4eae99b05f9a8e1251c6662f27ad7524732
bytes
21403
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fgene.2023.1183467
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
PMC10152065
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE103070
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=GSE103070
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE103070
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
access_statement_kind
data_availability_statement
sample_accessions array · 36 items
[0]
GSM2753299
[1]
GSM2753300
[2]
GSM2753301
[3]
GSM2753302
[4]
GSM2753303
[5]
GSM2753304
[6]
GSM2753305
[7]
GSM2753306
[8]
GSM2753307
[9]
GSM2753308
[10]
GSM2753309
[11]
GSM2753310
[12]
GSM2753311
[13]
GSM2753312
[14]
GSM2753313
[15]
GSM2753314
[16]
GSM2753315
[17]
GSM2753316
[18]
GSM2753317
[19]
GSM2753318
[20]
GSM2753319
[21]
GSM2753320
[22]
GSM2753321
[23]
GSM2753322
[24]
GSM2753323
[25]
GSM2753324
[26]
GSM2753325
[27]
GSM2753326
[28]
GSM2753327
[29]
GSM2753328
[30]
GSM2753329
[31]
GSM2753330
[32]
GSM2753331
[33]
GSM2753332
[34]
GSM2753333
[35]
GSM2753334
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
13112
taxon
Mus musculus
title
Transcriptome profile of wildtype and Ret homozygote null mouse guts at E10.5 ,E12.5 and E14.5
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 · 2 items
[0]
asset:data:geo:GSE103070 not downloaded
[1]
asset:data:geo:GSE103070 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
1
band
verbatim
quote
Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05.
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 · 1 item
[0]
pearson_r
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: pearson.
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]
GSE103070
resolved_accessions array · 1 item
[0]
GSE103070
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
basis
The paper names GSE103070 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]
pearson_r
assets array · 2 items
[0]
source:pmid:37144136
[1]
data:geo:GSE103070
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:GSE103070
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
2026-11-01T18:38:35Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
6825
completion_tokens
1866
cached_tokens
264
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:37144136
type
paper
label
pmid:37144136
[1] object · 3 fields
id
source:pmid:37144136
type
manuscript
label
PMID 37144136 full text
[2] object · 3 fields
id
data:geo:GSE103070
type
dataset
label
GEO GSE103070
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:37144136
type
paper
label
pmid:37144136
[1] object · 3 fields
id
source:pmid:37144136
type
manuscript
label
PMID 37144136 full text
[2] object · 3 fields
id
data:geo:GSE103070
type
dataset
label
GEO GSE103070
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37144136
type
extraction
used array · 1 item
[0]
source:pmid:37144136
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE103070
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE103070
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:37144136
parent_hash
sha256:095810b8d7cc688aa94258fd51aefba50489f1a5346ff19477b476a197d9f4bf
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE103070 licence not read
[1]
asset:data:geo:GSE103070 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
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
HSCR and is commonly used to construct HSCR mouse models. The epigenetic mechanism of m6A modi
order_basis
paper_text_order:444
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]
focused on m6A-related genes. Comparing the RNA-seq data of Wide Type and RET Null, a total of 3
order_basis
paper_text_order:670
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
correlation_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pearson_r
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05.
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:37144136", "kind": "science-record", "revision": 2, "content_hash": "sha256:9fedf558c15fb88ddc2bdad0d8cfd3008331155359f0dea9840f85990c14f4ec", "created_at": "2026-11-01T19:01:48Z", "updated_at": "2026-11-01T21:30:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Weighted gene co-expression network analysis and CIBERSORT screening of key genes related to m6A methylation in Hirschsprung's disease.", "doi": "10.3389/fgene.2023.1183467", "pmid": "37144136", "authors": ["Jiaqian Huang", "Tingwei Chen", "Junjie Wang", "Zhiqiang Wang", "Shungen Huang"], "journal": "Frontiers in genetics", "year": 2023, "abstract": "Hirschsprung's disease (HSCR) is a neural crest disease that results from the failure of enteric neural crest cells (ENCCs) to migrate to the corresponding intestinal segment. The RET gene, which regulates enteric neural crest cell proliferation and migration, is considered one of the main risk factors for HSCR and is commonly used to construct HSCR mouse models. The epigenetic mechanism of m6A modification is involved in HSCR. In this study, we analyzed the GEO database (GSE103070) for differentially expressed genes (DEGs) and focused on m6A-related genes. Comparing the RNA-seq data of Wide Type and RET Null, a total of 326 DEGs were identified, of which 245 genes were associated with m6A. According to the CIBERSORT analysis, the proportion of Memory B-cell in RET Null was significantly higher than that of Wide Type. Venn diagram analysis was used to identify key genes in the selected memory B-cell modules and DEGs associated with m6A. Enrichment analysis showed that seven genes were mainly involved in focal adhesion, HIV infection, actin cytoskeleton organization and regulation of binding. These findings could provide a theoretical basis for molecular mechanism studies of HSCR.", "claims": [{"id": "claim-method", "statement": "Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37144136", "locator": "sections[5] \"2.3 Identification of m6A-related genes\" paragraph 2", "quote": "Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37144136", "locator": "sections[16] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37144136", "locator": "sections[14] \"3.5 Identification of key genes\" paragraph 2", "quote": "To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "To identify differentially expressed genes associated with memory B-cell and related with m6A modifications, we mapped 245 DEGs associated with m6A and 641 genes associated with the most relevant modules of memory B-cell in a Venn diagram (Figure 6A), resulting in seven (COL23A1, FBLIM1, GNG10, MYOCD, NIN, NRARP, and ZKSCAN1) differentially expressed genes.", "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:37144136"], "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:GSE103070"], "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:GSE103070"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37144136", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2023.1183467", "sha256": "sha256:0f303b3e1f16b1e600d111b2da4ec4eae99b05f9a8e1251c6662f27ad7524732", "bytes": 21403, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2023.1183467", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10152065", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE103070", "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=GSE103070", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE103070", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2753299", "GSM2753300", "GSM2753301", "GSM2753302", "GSM2753303", "GSM2753304", "GSM2753305", "GSM2753306", "GSM2753307", "GSM2753308", "GSM2753309", "GSM2753310", "GSM2753311", "GSM2753312", "GSM2753313", "GSM2753314", "GSM2753315", "GSM2753316", "GSM2753317", "GSM2753318", "GSM2753319", "GSM2753320", "GSM2753321", "GSM2753322", "GSM2753323", "GSM2753324", "GSM2753325", "GSM2753326", "GSM2753327", "GSM2753328", "GSM2753329", "GSM2753330", "GSM2753331", "GSM2753332", "GSM2753333", "GSM2753334"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "13112", "taxon": "Mus musculus", "title": "Transcriptome profile of wildtype and Ret homozygote null mouse guts at E10.5 ,E12.5 and E14.5", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE103070 not downloaded", "asset:data:geo:GSE103070 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05."}}], "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": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "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": ["GSE103070"], "resolved_accessions": ["GSE103070"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "basis": "The paper names GSE103070 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pearson_r"], "assets": ["source:pmid:37144136", "data:geo:GSE103070"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE103070"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:38:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 6825, "completion_tokens": 1866, "cached_tokens": 264}}, "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:37144136", "type": "paper", "label": "pmid:37144136"}, {"id": "source:pmid:37144136", "type": "manuscript", "label": "PMID 37144136 full text"}, {"id": "data:geo:GSE103070", "type": "dataset", "label": "GEO GSE103070"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37144136", "type": "paper", "label": "pmid:37144136"}, {"id": "source:pmid:37144136", "type": "manuscript", "label": "PMID 37144136 full text"}, {"id": "data:geo:GSE103070", "type": "dataset", "label": "GEO GSE103070"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37144136", "type": "extraction", "used": ["source:pmid:37144136"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE103070", "type": "accession_resolution", "used": ["data:geo:GSE103070"], "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:37144136", "parent_hash": "sha256:095810b8d7cc688aa94258fd51aefba50489f1a5346ff19477b476a197d9f4bf", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE103070 licence not read", "asset:data:geo:GSE103070 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["HSCR and is commonly used to construct HSCR mouse models. The epigenetic mechanism of m6A modi"], "order_basis": "paper_text_order:444", "id": "assay:1"}, {"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["focused on m6A-related genes. Comparing the RNA-seq data of Wide Type and RET Null, a total of 3"], "order_basis": "paper_text_order:670", "id": "assay:2"}, {"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Pearson correlation analysis was conducted to evaluate the association between m6A modifications and DEGs in Wide Type and RET Null mouse intestinal tissues, with a threshold of |Pearson R|>0.5 and p < 0.05."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}