← All .science files
pmid:41503916
Identify Diagnostic Biomarkers Related to Taurine Metabolism in Diabetic Foot Ulcers Using Bulk RNA-seq and ScRNA-seq Analysis.
Mengrong He · Jiamin Chen
Journal of diabetes · 2026 doi:10.1111/1753-0407.70166
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 · 2 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 21 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 8 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 33 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
[5] object · 15 fields
structure object · 15 fields
sample_accessions array · 12 items
gaps array · 10 items
analysis object · 4 fields
methods array · 5 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 · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 3 items
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
targets array · 1 item
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 · 5 items
resolved_accessions array · 5 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 · 15 items
assays array · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] 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:41503916", "kind": "science-record", "revision": 4, "content_hash": "sha256:7d97744bf7abc7885827f4e8ed901e13914d344c8c970ced63770ffc386dc026", "created_at": "2026-11-01T20:31:29Z", "updated_at": "2026-11-01T22:57:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identify Diagnostic Biomarkers Related to Taurine Metabolism in Diabetic Foot Ulcers Using Bulk RNA-seq and ScRNA-seq Analysis.", "doi": "10.1111/1753-0407.70166", "pmid": "41503916", "authors": ["Mengrong He", "Jiamin Chen"], "journal": "Journal of diabetes", "year": 2026, "abstract": "BACKGROUND: Diabetic foot ulcers (DFU) are severe complications with complex pathogenesis involving inflammation and impaired healing. Taurine, a key antioxidant amino acid, shows therapeutic potential in diabetes, but its role in DFU remains unclear and warrants investigation.\nMETHODS: This integrated multi-omics study analyzed DFU using GEO transcriptomics data (training: GSE68183/GSE80178; validation: GSE37265/GSE134431; scRNA-seq: GSE223964). Limma identified DEGs that intersected with taurine metabolism -related genes. Key modules (MCODE) and a LASSO-based diagnostic signature were established. Immune infiltration was profiled via ssGSEA, CIBERSORT, and MCP-Counter. Regulatory networks (TFs/miRNAs) were predicted (miRNet/NetworkAnalyst), and therapeutic agents were screened (DSigDB). Seurat-processed scRNA-seq defined nine cell types, with CellChat analyzing intercellular communication.\nRESULTS: This study identified a three-gene diagnostic signature (HMOX1, MAPK3, TXN) for DFU with near-perfect accuracy (training AUC = 1, validation AUC ≥ 0.98). Multi-omics analyses revealed significant immune dysregulation (increased B cells/CD8+T cells/M1 macrophages in DFS), collagen-centric signaling dominance, and two molecular subtypes. Single-cell RNA-seq uncovered cell-type-specific dysfunction: fibroblasts and endothelial cells expanded in DFS, while HMOX1 localized to Mono-macrophages and MAPK3 to endothelium.\nCONCLUSION: This study deeply analyzed DFU immune microenvironment characteristics, intercellular communication networks, and molecular regulatory mechanisms, revealing a dysregulated metabolic-immune repair network framework, providing new insights for understanding DFU pathological mechanisms and developing targeted diagnostic and therapeutic strategies.", "claims": [{"id": "claim-method", "statement": "Differential analysis between the DFS and NFS was performed using the limma package with thresholds of adj.p.Val < 0.05 and |log2FC| > 0.585", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41503916", "locator": "sections[5] \"Differential Analysis and Identification of Key Modules\" paragraph 2", "quote": "Differential analysis between the DFS and NFS was performed using the limma package with thresholds of adj.p.Val < 0.05 and |log2FC| > 0.585"}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data and materials in the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41503916", "locator": "sections[32] \"Data Availability Statement\" paragraph 2", "quote": "The data and materials in the current study are available from the corresponding author on reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "This study identified a three-gene diagnostic signature (HMOX1, MAPK3, TXN) for DFU with near-perfect accuracy, including a training AUC of 1 and validation AUCs of at least 0.98.", "kind": "quantitative", "target": {"value": 1.0, "unit": "auc", "tolerance": null, "source": "This study identified a three‐gene diagnostic signature (HMOX1, MAPK3, TXN) for DFU with near‐perfect accuracy (training AUC = 1, validation AUC ≥ 0.98)."}, "evidence": [{"asset": "source:pmid:41503916", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "This study identified a three‐gene diagnostic signature (HMOX1, MAPK3, TXN) for DFU with near‐perfect accuracy (training AUC = 1, validation AUC ≥ 0.98)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "This study identified a three-gene diagnostic signature (HMOX1, MAPK3, TXN) for DFU with near-perfect accuracy, including a training AUC of 1 and validation AUCs of at least 0.98.", "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:41503916"], "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:GSE134431"], "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:GSE134431"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41503916", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/1753-0407.70166", "sha256": "sha256:501601ba600f92c817d5d50d53c7b9dff4272ee01251f4575ac88cae77a7664c", "bytes": 36692, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/1753-0407.70166", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12780969", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE134431", "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=GSE134431", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE134431", "version": null, "note": "The data and materials in the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and materials in the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3946485", "GSM3946486", "GSM3946487", "GSM3946488", "GSM3946489", "GSM3946490", "GSM3946491", "GSM3946492", "GSM3946493", "GSM3946494", "GSM3946495", "GSM3946496", "GSM3946497", "GSM3946498", "GSM3946499", "GSM3946500", "GSM3946501", "GSM3946502", "GSM3946503", "GSM3946504", "GSM3946505"], "sample_count": 21, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Deregulated immune signature orchestrated by FOXM1 impairs human diabetic wound healing", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE223964", "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=GSE223964", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE223964", "version": null, "note": "The data and materials in the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and materials in the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM7008846", "GSM7008847", "GSM7008848", "GSM7008849", "GSM7008850", "GSM7008851", "GSM7008852", "GSM7008853"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "20301", "taxon": "Homo sapiens", "title": "Gene expression profile as single cell level of chronic diabetic foot ulcers and chronic non-diabetic foot ulcer", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE37265", "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=GSE37265", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE37265", "version": null, "note": "The data and materials in the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and materials in the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM915126", "GSM915127", "GSM915128", "GSM915129", "GSM915130", "GSM915131", "GSM915132", "GSM915133", "GSM915134", "GSM915135", "GSM915136", "GSM915137", "GSM915138", "GSM915139", "GSM915140", "GSM915141", "GSM915142", "GSM915143", "GSM915144", "GSM915145", "GSM915146", "GSM915147", "GSM915148", "GSM915149", "GSM915150", "GSM915151", "GSM915152", "GSM915153", "GSM915154", "GSM915155", "GSM915156", "GSM915157", "GSM915158"], "sample_count": 33, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptome analysis of patients with recurrent aphthous stomatitis suggests novel therapeutic targets", "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:GSE68183", "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=GSE68183", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE68183", "version": null, "note": "The data and materials in the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and materials in the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1665311", "GSM1665312", "GSM1665313", "GSM1665314", "GSM1665315", "GSM1665316"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "16686", "taxon": "Homo sapiens", "title": "Comparative genomic, microRNA, and tissue analyses reveal subtle differences between non-diabetic and diabetic foot skin [gene expression]", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE80178", "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=GSE80178", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE80178", "version": null, "note": "The data and materials in the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data and materials in the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2114231", "GSM2114232", "GSM2114233", "GSM2114234", "GSM2114235", "GSM2114236", "GSM2114237", "GSM2114238", "GSM2114239", "GSM2114240", "GSM2114241", "GSM2114242"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "16686", "taxon": "Homo sapiens", "title": "Genomic Profiling of Diabetic Foot Ulcers Identifies miR-15b-5p as a Major Regulator that Leads to Suboptimal Inflammatory Response and Diminished DNA Repair Mechanisms", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE134431 not downloaded", "asset:data:geo:GSE134431 licence not read", "asset:data:geo:GSE223964 not downloaded", "asset:data:geo:GSE223964 licence not read", "asset:data:geo:GSE37265 not downloaded", "asset:data:geo:GSE37265 licence not read", "asset:data:geo:GSE68183 not downloaded", "asset:data:geo:GSE68183 licence not read", "asset:data:geo:GSE80178 not downloaded", "asset:data:geo:GSE80178 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": "Differential analysis between the DFS and NFS was performed using the limma package with thresholds of adj.p.Val < 0.05 and |log2FC| > 0.585"}}, {"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": "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": 0.8, "band": "high", "quote": "PPI"}}, {"id": "method-4", "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"}}, {"id": "method-5", "family": "network_analysis", "specific": "centrality", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "centrality"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 1.0, "unit": "auc", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "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": ["GSE68183", "GSE80178", "GSE37265", "GSE134431", "GSE223964"], "resolved_accessions": ["GSE68183", "GSE80178", "GSE37265", "GSE134431", "GSE223964"], "statements": ["The data and materials in the current study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE68183, GSE80178, GSE37265, GSE134431, GSE223964 in 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:41503916", "data:geo:GSE134431"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE134431"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:09:45Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 10049, "completion_tokens": 1629, "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:41503916", "type": "paper", "label": "pmid:41503916"}, {"id": "source:pmid:41503916", "type": "manuscript", "label": "PMID 41503916 full text"}, {"id": "data:geo:GSE134431", "type": "dataset", "label": "GEO GSE134431"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41503916", "type": "paper", "label": "pmid:41503916"}, {"id": "source:pmid:41503916", "type": "manuscript", "label": "PMID 41503916 full text"}, {"id": "data:geo:GSE134431", "type": "dataset", "label": "GEO GSE134431"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41503916", "type": "extraction", "used": ["source:pmid:41503916"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE134431", "type": "accession_resolution", "used": ["data:geo:GSE134431"], "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:41503916", "parent_hash": "sha256:5a191faaf09fba2750c034d3b1cb0d58994a16581622519c5349183dbd4d4768", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE134431 licence not read", "asset:data:geo:GSE134431 not downloaded", "asset:data:geo:GSE223964 licence not read", "asset:data:geo:GSE223964 not downloaded", "asset:data:geo:GSE37265 licence not read", "asset:data:geo:GSE37265 not downloaded", "asset:data:geo:GSE68183 licence not read", "asset:data:geo:GSE68183 not downloaded", "asset:data:geo:GSE80178 licence not read", "asset:data:geo:GSE80178 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": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["etabolism in Diabetic Foot Ulcers Using Bulk RNA-seq and ScRNA-seq Analysis.", "nce, and two molecular subtypes. Single-cell RNA-seq uncovered cell-type-specific dysfunction: fi", "ted multi-omics study analyzed DFU using GEO transcriptomics data (training: GSE68183/GSE80178; validatio"], "order_basis": "paper_text_order:51", "id": "assay:1"}, {"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Diabetic Foot Ulcers Using Bulk RNA-seq and ScRNA-seq Analysis.", "aling dominance, and two molecular subtypes. Single-cell RNA-seq uncovered cell-type-specific dysfunction: fi", "83/GSE80178; validation: GSE37265/GSE134431; scRNA-seq: GSE223964). Limma identified DEGs that inte", "nts were screened (DSigDB). Seurat-processed scRNA-seq defined nine cell types, with CellChat analy"], "order_basis": "paper_text_order:64", "id": "assay:2"}, {"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": ["Differential analysis between the DFS and NFS was performed using the limma package with thresholds of adj.p.Val < 0.05 and |log2FC| > 0.585"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}