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pmid:37635735

Bioinformatics and Systems Biology Approach to Identify the Pathogenetic Link Between Psoriasis and Cardiovascular Disease.

Liping Shi · Xiaoqing Du · Jing Li · Guoqiang Zhang

Clinical, cosmetic and investigational dermatology · 2023 doi:10.2147/CCID.S421193

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complete

Experiment

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Data

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absent

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pmid:37635735
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title
Bioinformatics and Systems Biology Approach to Identify the Pathogenetic Link Between Psoriasis and Cardiovascular Disease.
doi
10.2147/CCID.S421193
pmid
37635735
authors array · 4 items
[0]
Liping Shi
[1]
Xiaoqing Du
[2]
Jing Li
[3]
Guoqiang Zhang
journal
Clinical, cosmetic and investigational dermatology
year
2023
abstract
Objective: This study aimed to identify hub genes and common pathways shared between psoriasis and cardiovascular disease (CVD) using bioinformatics analysis and predict the transcription factors (TFs) of hub genes. Methods: GSE133555 data from the Gene Expression Omnibus (GEO) database were used to identify differentially expressed genes (DEGs) between involved and uninvolved skin lesions in psoriasis, employing the limma package in R. Additionally, CVD-related genes were obtained from the GeneCards database. The intersection of DEGs and CVD-related genes yielded CVD-DEGs. Gene Ontology and signaling pathway analyses were performed using the clusterProfiler package in R. Hub genes were identified by intersecting six algorithms in the CytoHubba plugin of Cytoscape. To identify potential biomarkers, the GSE14905 dataset was subjected to receiver operating characteristic analysis, resulting in the identification of eight central hub genes. Finally, the NetworkAnalyst web tool was used to identify the TFs of the eight hub genes. Results: We identified 92 significant DEGs out of 1825 CVD-related genes in psoriasis obtained from the GSE13355 and GeneCard data. Functional enrichment analysis revealed the involvement of these genes in various signaling pathways, including the interleukin-17 signaling, tumor necrosis factor signaling, lipid and atherosclerosis, chemokine signaling, and cytokine signaling pathways in the immune system. The eight hub genes identified included interleukin-1 beta, C-X-C motif chemokine ligand 8, signal transducer and activator of transcription 3, C-C motif chemokine ligand 2, arginase 1, C-X-C motif chemokine receptor 4, cyclin D1, and matrix metallopeptidase 9, with forkhead box C1 also identified as an associated TF of these genes. These hub genes and TF may act as key regulators in the context of CVD. Conclusion: This study identified several hub genes and signaling pathways associated with both CVD and psoriasis. These findings lay the groundwork for potential therapeutic interventions for patients with psoriasis affected by CVD.
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To assess the specificity and sensitivity of hub genes for diagnosing psoriasis, ROC curve analysis was performed using the pROC package in R.
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sections[8] "ROC Curve Analysis" paragraph 2
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To assess the specificity and sensitivity of hub genes for diagnosing psoriasis, ROC curve analysis was performed using the pROC package in R.
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The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.
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sections[3] "Microarray Data" paragraph 2
quote
The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.
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ROC analysis identified eight hub genes with AUC values greater than 0.7 in the independent GSE14905 dataset.
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sections[15] "Assessment of Hub Gene Diagnostic Accuracy" paragraph 2
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ROC curve analyses were conducted to assess the diagnostic accuracy of the nine hub genes.
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Except for LEP, the AUC values of these genes were >0.7, indicating that eight hub genes have diagnostic significance.
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ROC analysis identified eight hub genes with AUC values greater than 0.7 in the independent GSE14905 dataset.
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Gene expression data of skin from psoriatic patients and normal controls
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Type I Interferon: Potential Therapeutic Target for Psoriasis?
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data:geo:GSE13355
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dataset
label
GEO GSE13355
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:37635735
type
paper
label
pmid:37635735
[1] object · 3 fields
id
source:pmid:37635735
type
manuscript
label
PMID 37635735 full text
[2] object · 3 fields
id
data:geo:GSE13355
type
dataset
label
GEO GSE13355
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37635735
type
extraction
used array · 1 item
[0]
source:pmid:37635735
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE13355
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE13355
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:37635735
parent_hash
sha256:066bf4de161a4485d3e4fa39c815df2280cbded45c13cdc8588e7b0f59b38de0
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE13355 licence not read
[1]
asset:data:geo:GSE13355 not downloaded
[2]
asset:data:geo:GSE14905 licence not read
[3]
asset:data:geo:GSE14905 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
limma
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37635735", "kind": "science-record", "revision": 3, "content_hash": "sha256:df0570dbbcda75b1cdd7db2e6758026e7ef66906d8a1ff980864769c1df74b6b", "created_at": "2026-11-01T19:02:25Z", "updated_at": "2026-11-01T22:10:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics and Systems Biology Approach to Identify the Pathogenetic Link Between Psoriasis and Cardiovascular Disease.", "doi": "10.2147/CCID.S421193", "pmid": "37635735", "authors": ["Liping Shi", "Xiaoqing Du", "Jing Li", "Guoqiang Zhang"], "journal": "Clinical, cosmetic and investigational dermatology", "year": 2023, "abstract": "Objective: This study aimed to identify hub genes and common pathways shared between psoriasis and cardiovascular disease (CVD) using bioinformatics analysis and predict the transcription factors (TFs) of hub genes.\nMethods: GSE133555 data from the Gene Expression Omnibus (GEO) database were used to identify differentially expressed genes (DEGs) between involved and uninvolved skin lesions in psoriasis, employing the limma package in R. Additionally, CVD-related genes were obtained from the GeneCards database. The intersection of DEGs and CVD-related genes yielded CVD-DEGs. Gene Ontology and signaling pathway analyses were performed using the clusterProfiler package in R. Hub genes were identified by intersecting six algorithms in the CytoHubba plugin of Cytoscape. To identify potential biomarkers, the GSE14905 dataset was subjected to receiver operating characteristic analysis, resulting in the identification of eight central hub genes. Finally, the NetworkAnalyst web tool was used to identify the TFs of the eight hub genes.\nResults: We identified 92 significant DEGs out of 1825 CVD-related genes in psoriasis obtained from the GSE13355 and GeneCard data. Functional enrichment analysis revealed the involvement of these genes in various signaling pathways, including the interleukin-17 signaling, tumor necrosis factor signaling, lipid and atherosclerosis, chemokine signaling, and cytokine signaling pathways in the immune system. The eight hub genes identified included interleukin-1 beta, C-X-C motif chemokine ligand 8, signal transducer and activator of transcription 3, C-C motif chemokine ligand 2, arginase 1, C-X-C motif chemokine receptor 4, cyclin D1, and matrix metallopeptidase 9, with forkhead box C1 also identified as an associated TF of these genes. These hub genes and TF may act as key regulators in the context of CVD.\nConclusion: This study identified several hub genes and signaling pathways associated with both CVD and psoriasis. These findings lay the groundwork for potential therapeutic interventions for patients with psoriasis affected by CVD.", "claims": [{"id": "claim-method", "statement": "To assess the specificity and sensitivity of hub genes for diagnosing psoriasis, ROC curve analysis was performed using the pROC package in R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37635735", "locator": "sections[8] \"ROC Curve Analysis\" paragraph 2", "quote": "To assess the specificity and sensitivity of hub genes for diagnosing psoriasis, ROC curve analysis was performed using the pROC package in R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37635735", "locator": "sections[3] \"Microarray Data\" paragraph 2", "quote": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355."}], "state": "complete"}, {"id": "claim-target-result", "statement": "ROC analysis identified eight hub genes with AUC values greater than 0.7 in the independent GSE14905 dataset.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37635735", "locator": "sections[15] \"Assessment of Hub Gene Diagnostic Accuracy\" paragraph 2", "quote": "ROC curve analyses were conducted to assess the diagnostic accuracy of the nine hub genes."}, {"asset": "source:pmid:37635735", "locator": "sections[15] \"Assessment of Hub Gene Diagnostic Accuracy\" paragraph 2", "quote": "Except for LEP, the AUC values of these genes were >0.7, indicating that eight hub genes have diagnostic significance."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "ROC analysis identified eight hub genes with AUC values greater than 0.7 in the independent GSE14905 dataset.", "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:37635735"], "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:GSE13355"], "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:GSE13355"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37635735", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/CCID.S421193", "sha256": "sha256:c2a6588b54ac9b4b0db2b450b64a5ca6e17fb77a3e57a56b91b4f5d1fdf7c357", "bytes": 38933, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/CCID.S421193", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10460209", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE13355", "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=GSE13355", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE13355", "version": null, "note": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM337197", "GSM337198", "GSM337199", "GSM337200", "GSM337201", "GSM337202", "GSM337203", "GSM337204", "GSM337205", "GSM337206", "GSM337207", "GSM337208", "GSM337209", "GSM337210", "GSM337211", "GSM337212", "GSM337213", "GSM337214", "GSM337215", "GSM337216", "GSM337217", "GSM337218", "GSM337219", "GSM337220", "GSM337221", "GSM337222", "GSM337223", "GSM337224", "GSM337225", "GSM337226", "GSM337227", "GSM337228", "GSM337229", "GSM337230", "GSM337231", "GSM337232", "GSM337233", "GSM337234", "GSM337235", "GSM337236", "GSM337237", "GSM337238", "GSM337239", "GSM337240", "GSM337241", "GSM337242", "GSM337243", "GSM337244", "GSM337245", "GSM337246", "GSM337247", "GSM337248", "GSM337249", "GSM337250", "GSM337251", "GSM337252", "GSM337253", "GSM337254", "GSM337255", "GSM337256", "GSM337257", "GSM337258", "GSM337259", "GSM337260", "GSM337261", "GSM337262", "GSM337263", "GSM337264", "GSM337265", "GSM337266", "GSM337267", "GSM337268", "GSM337269", "GSM337270", "GSM337271", "GSM337272", "GSM337273", "GSM337274", "GSM337275", "GSM337276", "GSM337277", "GSM337278", "GSM337279", "GSM337280", "GSM337281", "GSM337282", "GSM337283", "GSM337284", "GSM337285", "GSM337286", "GSM337287", "GSM337288", "GSM337289", "GSM337290", "GSM337291", "GSM337292", "GSM337293", "GSM337294", "GSM337295", "GSM337296", "GSM337297", "GSM337298", "GSM337299", "GSM337300", "GSM337301", "GSM337302", "GSM337303", "GSM337304", "GSM337305", "GSM337306", "GSM337307", "GSM337308", "GSM337309", "GSM337310", "GSM337311", "GSM337312", "GSM337313", "GSM337314", "GSM337315", "GSM337316", "GSM337317", "GSM337318", "GSM337319", "GSM337320", "GSM337321", "GSM337322", "GSM337323", "GSM337324", "GSM337325", "GSM337326", "GSM337327", "GSM337328", "GSM337329", "GSM337330", "GSM337331", "GSM337332", "GSM337333", "GSM337334", "GSM337335", "GSM337336", "GSM337337", "GSM337338", "GSM337339", "GSM337340", "GSM337341", "GSM337342", "GSM337343", "GSM337344", "GSM337345", "GSM337346", "GSM337347", "GSM337348", "GSM337349", "GSM337350", "GSM337351", "GSM337352", "GSM337353", "GSM337354", "GSM337355", "GSM337356", "GSM337357", "GSM337358", "GSM337359", "GSM337360", "GSM337361", "GSM337362", "GSM337363", "GSM337364", "GSM337365", "GSM337366", "GSM337367", "GSM337368", "GSM337369", "GSM337370", "GSM337371", "GSM337372", "GSM337373", "GSM337374", "GSM337375", "GSM337376"], "sample_count": 180, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression data of skin from psoriatic patients and normal controls", "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:GSE14905", "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=GSE14905", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE14905", "version": null, "note": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profiles of GSE13355 and GSE14905 were obtained from the Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/geo/). This study included fifty-eight psoriasis lesional skin (LS) samples and fifty-eight nonlesional skin (NL) samples from GSE13355.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM372286", "GSM372287", "GSM372288", "GSM372289", "GSM372290", "GSM372291", "GSM372292", "GSM372293", "GSM372294", "GSM372295", "GSM372296", "GSM372297", "GSM372298", "GSM372299", "GSM372300", "GSM372301", "GSM372302", "GSM372303", "GSM372304", "GSM372305", "GSM372306", "GSM372307", "GSM372308", "GSM372309", "GSM372310", "GSM372311", "GSM372312", "GSM372313", "GSM372314", "GSM372315", "GSM372316", "GSM372317", "GSM372318", "GSM372319", "GSM372320", "GSM372321", "GSM372322", "GSM372323", "GSM372324", "GSM372325", "GSM372326", "GSM372327", "GSM372328", "GSM372329", "GSM372330", "GSM372331", "GSM372332", "GSM372333", "GSM372334", "GSM372335", "GSM372336", "GSM372337", "GSM372338", "GSM372339", "GSM372340", "GSM372341", "GSM372342", "GSM372343", "GSM372344", "GSM372345", "GSM372346", "GSM372347", "GSM372348", "GSM372349", "GSM372350", "GSM372351", "GSM372352", "GSM372353", "GSM372354", "GSM372355", "GSM372356", "GSM372357", "GSM372358", "GSM372359", "GSM372360", "GSM372361", "GSM372362", "GSM372363", "GSM372364", "GSM372365", "GSM372366", "GSM372367"], "sample_count": 82, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Type I Interferon: Potential Therapeutic Target for Psoriasis?", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE13355 not downloaded", "asset:data:geo:GSE13355 licence not read", "asset:data:geo:GSE14905 not downloaded", "asset:data:geo:GSE14905 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": 0.7, "band": "medium", "quote": "limma"}}, {"id": "method-2", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC curve"}}, {"id": "method-3", "family": null, "specific": null, "label": "receiver operating characteristic (ROC) curve analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To assess the specificity and sensitivity of hub genes for diagnosing psoriasis, ROC curve analysis was performed using the pROC package in R."}}], "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": ["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. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:37635735", "data:geo:GSE13355"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE13355"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:51:46Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 11797, "completion_tokens": 994, "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:37635735", "type": "paper", "label": "pmid:37635735"}, {"id": "source:pmid:37635735", "type": "manuscript", "label": "PMID 37635735 full text"}, {"id": "data:geo:GSE13355", "type": "dataset", "label": "GEO GSE13355"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37635735", "type": "paper", "label": "pmid:37635735"}, {"id": "source:pmid:37635735", "type": "manuscript", "label": "PMID 37635735 full text"}, {"id": "data:geo:GSE13355", "type": "dataset", "label": "GEO GSE13355"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37635735", "type": "extraction", "used": ["source:pmid:37635735"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE13355", "type": "accession_resolution", "used": ["data:geo:GSE13355"], "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:37635735", "parent_hash": "sha256:066bf4de161a4485d3e4fa39c815df2280cbded45c13cdc8588e7b0f59b38de0", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE13355 licence not read", "asset:data:geo:GSE13355 not downloaded", "asset:data:geo:GSE14905 licence not read", "asset:data:geo:GSE14905 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": 0.7, "evidence": ["limma"], "order_basis": "analysis_only", "id": "assay:1"}]}