← 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
paper object · 10 fields
authors array · 5 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
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
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 36 items
gaps array · 2 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 2 items
steps array · 1 item
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
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 6 items
assays array · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] object · 11 fields
required_operations array · 1 item
source_hashes object · 1 field
evidence array · 1 item
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"}]}