← All .science files
pmid:33564361
Key regulatory genes and signaling pathways involved in islet culture: a bioinformatic analysis.
Jing Shi · Yong-Qun Zhang · Dou-Dou Hao · Su-Hong Fu · Jin-Li Meng
International journal of clinical and experimental pathology · 2021
Paper
partial
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
paper object · 10 fields
authors array · 5 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 2 items
[0] object · 3 fields
gaps array · 1 item
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 · 26 items
gaps array · 2 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
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 · 3 items
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 · 3 items
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 · 8 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 3 items
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:33564361", "kind": "science-record", "revision": 4, "content_hash": "sha256:59fc53d62a5316cfa5f683d0caaf3d4ac88661cad9a44a7b19c9de325d191158", "created_at": "2026-11-01T17:34:42Z", "updated_at": "2026-11-01T22:03:05Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "partial", "title": "Key regulatory genes and signaling pathways involved in islet culture: a bioinformatic analysis.", "doi": null, "pmid": "33564361", "authors": ["Jing Shi", "Yong-Qun Zhang", "Dou-Dou Hao", "Su-Hong Fu", "Jin-Li Meng"], "journal": "International journal of clinical and experimental pathology", "year": 2021, "abstract": "Type 1 diabetes (T1D) is characterized by non-ideal mass and low survival rate of islets. Therefore, it is necessary to find intrinsic factors that prolong the survival of islets. This study aimed to track out hub genes and pathways in the process of islet culture by bioinformatic analysis. We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO). Aberrant Differentially methylated genes (DMGs) were obtained using the GEO2R tool. Gene ontology (GO) analysis and Kyoto Encyclopedia of Gene and Genome (KEGG) pathway enrichment analyses were performed on selected genes by using the Database for Annotation Visualization and Integrated Discovery (DAVID). A protein-protein interaction (PPI) network was constructed with the Retrieval of Interacting Genes (STRING) and visualized in Cytoscape 3.7.2. A total of 434 genes were overexpressed and 114 genes underexpressed in fresh to cultured 4 h tissue. KEGG pathway enrichment analyses revealed the TGF-beta signaling pathway, MAPK signaling pathway, or VEGF signaling pathway. The genes FN1, MKI67, IGF1, MAPK14, COL1A1 might be involved in islet culture. In general, this work scrutinized islet culture-relevant knowledge and provided insight into the regulation and mediation of islet survival.", "claims": [{"id": "claim-method", "statement": "Aberrant Differentially methylated genes (DMGs) were obtained using the GEO2R tool.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33564361", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Aberrant Differentially methylated genes (DMGs) were obtained using the GEO2R tool."}], "state": "complete"}, {"id": "claim-data-access", "statement": "We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33564361", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Bioinformatic analysis identified 434 overexpressed and 114 underexpressed genes in fresh to cultured 4 h tissue and implicated FN1, MKI67, IGF1, MAPK14, and COL1A1 in islet culture.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:33564361", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "A total of 434 genes were overexpressed and 114 genes underexpressed in fresh to cultured 4 h tissue."}, {"asset": "source:pmid:33564361", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The genes FN1, MKI67, IGF1, MAPK14, COL1A1 might be involved in islet culture."}], "state": "complete"}], "gaps": ["doi"]}, "experiment": {"state": "complete", "objective": "Bioinformatic analysis identified 434 overexpressed and 114 underexpressed genes in fresh to cultured 4 h tissue and implicated FN1, MKI67, IGF1, MAPK14, and COL1A1 in islet culture.", "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:33564361"], "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:GSE42591"], "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:GSE42591"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33564361", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": null, "sha256": "sha256:ed3e887bf5c9f20cbd5574a756f6bebd3ce2173565e50ac1edf908f45c040563", "bytes": 1299, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "33564361", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7868784", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE42591", "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=GSE42591", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42591", "version": null, "note": "We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1045554", "GSM1045555", "GSM1045556", "GSM1045557", "GSM1045558", "GSM1045559", "GSM1045560", "GSM1045561", "GSM1045562", "GSM1045563", "GSM1045564", "GSM1045565", "GSM1045566", "GSM1045567", "GSM1045568", "GSM1045569", "GSM1045570", "GSM1045571", "GSM1045572", "GSM1045573", "GSM1045574", "GSM1045575", "GSM1045576", "GSM1045577", "GSM1045578", "GSM1045579"], "sample_count": 26, "group_sizes": null, "group_sizes_basis": null, "platform": "1261", "taxon": "Mus musculus", "title": "Expression data from fresh and cultured islets at different glucose concentrations", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE42591 not downloaded", "asset:data:geo:GSE42591 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Aberrant Differentially methylated genes (DMGs) were obtained using the GEO2R tool."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE42591"], "resolved_accessions": ["GSE42591"], "statements": ["We downloaded the gene expression microarray of GSE42591 from the Gene Expression Omnibus (GEO)."], "basis": "The paper names GSE42591 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:33564361", "data:geo:GSE42591"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE42591"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:01:19Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 1915, "completion_tokens": 563, "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:33564361", "type": "paper", "label": "pmid:33564361"}, {"id": "source:pmid:33564361", "type": "manuscript", "label": "PMID 33564361 full text"}, {"id": "data:geo:GSE42591", "type": "dataset", "label": "GEO GSE42591"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33564361", "type": "paper", "label": "pmid:33564361"}, {"id": "source:pmid:33564361", "type": "manuscript", "label": "PMID 33564361 full text"}, {"id": "data:geo:GSE42591", "type": "dataset", "label": "GEO GSE42591"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33564361", "type": "extraction", "used": ["source:pmid:33564361"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE42591", "type": "accession_resolution", "used": ["data:geo:GSE42591"], "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:33564361", "parent_hash": "sha256:9afa980fd1295568a62b7fffd3d71f5a24f46c9e0d59ee1767cf0ef93799dddb", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE42591 licence not read", "asset:data:geo:GSE42591 not downloaded", "doi", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}