← All .science files
pmid:37909396
Identification of autophagy-related genes in diabetic foot ulcer based on bioinformatic analysis.
Dong-Ling Li · Xin-Yi Ding · Juan Long · Qiao-Ling He · Qing-Xiang Zeng · Na Lu · Meng-Chen Zou
International wound journal · 2024 doi:10.1111/iwj.14476
Paper
complete
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 · 7 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 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 · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 24 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 36 items
gaps array · 4 items
analysis object · 4 fields
methods array · 6 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[1] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] 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 · 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 · 2 items
resolved_accessions array · 2 items
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 · 9 items
assays array · 2 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 · 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:37909396", "kind": "science-record", "revision": 4, "content_hash": "sha256:2073fc45690518dc9eaf184f0e74789df0ea1ce586e0c8e432980a5f199c5254", "created_at": "2026-11-01T19:02:47Z", "updated_at": "2026-11-01T22:53:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of autophagy-related genes in diabetic foot ulcer based on bioinformatic analysis.", "doi": "10.1111/iwj.14476", "pmid": "37909396", "authors": ["Dong-Ling Li", "Xin-Yi Ding", "Juan Long", "Qiao-Ling He", "Qing-Xiang Zeng", "Na Lu", "Meng-Chen Zou"], "journal": "International wound journal", "year": 2024, "abstract": "Diabetic foot ulcer (DFU) complications involve autophagy dysregulation. This study aimed to identify autophagy-related bioindicators in DFU. Differentially expressed genes (DEGs) between DFU and healthy samples were analysed from the Gene Expression Omnibus (GEO) datasets, GSE7014 and GSE29221. The roles of autophagy-related DEGs were investigated using protein-protein interaction (PPI) networks, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, Gene Ontology (GO) enrichment, and Gene Set Enrichment Analysis (GSEA). Immune cell infiltration's correlation with these DEGs was also assessed. From the Human Autophagy Database (HADB), 232 autophagy-related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221. These genes are involved in pathways like autophagy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth factor receptor (EGFR) and phosphatase and tensin homologue (PTEN) showed significant interactions with ARGs. Survival analysis indicated the prognostic importance of calpain 2 (CAPN2), integrin subunit beta 1 (ITGB1), and vesicle-associated membrane protein 3 (VAMP3). Lower immune scores were observed in the type 2 diabetes mellitus (DM2) group than in controls. Autophagy and ARGs significantly influence DFU pathophysiology.", "claims": [{"id": "claim-method", "statement": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[4] \"Analysis of differential expression (DE) of ARGs\" paragraph 2", "quote": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[24] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "The data that support the findings of this study are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37909396", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "From the Human Autophagy Database (HADB), 232 autophagy‐related genes (ARGs) were identified, with an intersection of 17 key DEGs between GSE7014 and GSE29221."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The intersection of differentially expressed genes between GSE7014 and GSE29221 contained 17 key autophagy-related 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:37909396"], "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:GSE29221"], "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:GSE29221"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37909396", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/iwj.14476", "sha256": "sha256:3a27bea98c1421d5cace9a87ebfad1cbc44ba088b9f33e3fffbfd854180ab0be", "bytes": 45195, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/iwj.14476", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10898398", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE29221", "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=GSE29221", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29221", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM722668", "GSM722669", "GSM722670", "GSM722671", "GSM722672", "GSM722673", "GSM722674", "GSM722675", "GSM722676", "GSM722677", "GSM722678", "GSM722679", "GSM722680", "GSM722681", "GSM722682", "GSM722683", "GSM722684", "GSM722685", "GSM722686", "GSM722687", "GSM722688", "GSM722689", "GSM722690", "GSM722691"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Global Gene Expression Profiles of Skeletal Muscle in Males with Type 2 Diabetes.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7014", "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=GSE7014", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7014", "version": null, "note": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM161935", "GSM161936", "GSM161937", "GSM161938", "GSM161939", "GSM161940", "GSM161941", "GSM161942", "GSM161943", "GSM161944", "GSM161945", "GSM161946", "GSM161948", "GSM161949", "GSM161950", "GSM161951", "GSM161952", "GSM161953", "GSM161954", "GSM161955", "GSM161956", "GSM161957", "GSM161958", "GSM161959", "GSM161960", "GSM161961", "GSM161962", "GSM161963", "GSM161964", "GSM161965", "GSM161966", "GSM161967", "GSM161968", "GSM161969", "GSM161970", "GSM161971"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from DM1, DM2 and Normal Adult Skeletal Muscle Biopsies", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE29221 not downloaded", "asset:data:geo:GSE29221 licence not read", "asset:data:geo:GSE7014 not downloaded", "asset:data:geo:GSE7014 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "logrank"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson's correlation"}}, {"id": "method-5", "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-6", "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": 0.8, "band": "high", "quote": "go enrichment"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE7014", "GSE29221"], "resolved_accessions": ["GSE7014", "GSE29221"], "statements": ["The data that support the findings of this study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE7014, GSE29221 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:37909396", "data:geo:GSE29221"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE29221"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:58:09Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13052, "completion_tokens": 1753, "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:37909396", "type": "paper", "label": "pmid:37909396"}, {"id": "source:pmid:37909396", "type": "manuscript", "label": "PMID 37909396 full text"}, {"id": "data:geo:GSE29221", "type": "dataset", "label": "GEO GSE29221"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37909396", "type": "paper", "label": "pmid:37909396"}, {"id": "source:pmid:37909396", "type": "manuscript", "label": "PMID 37909396 full text"}, {"id": "data:geo:GSE29221", "type": "dataset", "label": "GEO GSE29221"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37909396", "type": "extraction", "used": ["source:pmid:37909396"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE29221", "type": "accession_resolution", "used": ["data:geo:GSE29221"], "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:37909396", "parent_hash": "sha256:a979ad9fcc5eb3e8e01b09d04cc0b06071921bcf9499a77f304bfc0a38380fcf", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE29221 licence not read", "asset:data:geo:GSE29221 not downloaded", "asset:data:geo:GSE7014 licence not read", "asset:data:geo:GSE7014 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["gy-animal, NOD-like receptor signalling, and apoptosis. In the protein network, epidermal growth fa"], "order_basis": "paper_text_order:911", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["We first obtained the matrix profile of ARGs in GSE7014 and GSE29221, screened the DEGs in GSE7014 disease group and normal group, GSE29221 disease versus normal cohort via limma package, 20 and plotted the DEG volcano plot with the ggplot2 package to demonstrate the DE of DEGs, which met the p value <0.05 and |log2 FC| > 0.5 criteria, and performed cluster Heatmap assessment in GSE7014 and GSE29221 with heatmaps, 21 to demonstrate the DEGs profile in disease versus normal cohort."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}