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pmid:40370709

Construction and Identification of Inflammation-Related TF-mRNA-miRNA Coexpression Network and Immune Infiltration in Parkinson's Disease.

Zhuzhen Shen · Jieli Zhang · Xiuna Jing · Enxiang Tao

Parkinson's disease · 2025 doi:10.1155/padi/2323585

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:40370709
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science-record
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2026-11-01T20:30:31Z
updated_at
2026-11-01T22:56:32Z
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title
Construction and Identification of Inflammation-Related TF-mRNA-miRNA Coexpression Network and Immune Infiltration in Parkinson's Disease.
doi
10.1155/padi/2323585
pmid
40370709
authors array · 4 items
[0]
Zhuzhen Shen
[1]
Jieli Zhang
[2]
Xiuna Jing
[3]
Enxiang Tao
journal
Parkinson's disease
year
2025
abstract
Background: Parkinson's disease (PD) is the second most common neurodegenerative disease worldwide. Inflammation, marked by the infiltration of inflammatory mediators and the proliferation of inflammatory cells, is closely linked to PD. This study aims to identify and validate inflammation-related biomarkers in PD and construct a TF-mRNA-miRNA coexpression network through bioinformatics analysis. Methods: The PD-associated dataset GSE7621 and inflammation-related genes were downloaded from the GEO Database and GeneCards platform to obtain inflammation-related differential expression genes (IRDEGs). The key IRDEGs were generated by PPI network analysis. The gene expression levels of the key IRDEGs were validated by blood samples from PD patients using QPCR analysis. We utilized the ENCODE, hTFtarget, CHEA, miRWALK, and miRDB databases to obtain upstream and downstream molecular network models for constructing the TF-mRNA-miRNA interaction network of the key IRDEGs. Finally, based on CIBERSORT algorithm, the associations between IRDEs and immune cell infiltration were investigated. Results: A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated. Through biological function analysis, key-related pathways and coexpression networks of PD were identified. These genes may be closely related to the onset of PD. Additionally, we found that increased CD4 T-cell infiltration might be associated with the occurrence of PD. Conclusions: We identified four potential inflammation-related treatment target and constructed a TF-mRNA-miRNA regulatory network. This information provides an initial basis for understanding the complex PD regulatory mechanisms.
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DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05.
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DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05.
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The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).
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sections[26] "Data Availability Statement" paragraph 2
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The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).
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A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated.
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A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated.
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A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated.
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Time-resolved RNA signatures of CD4+ T cells in Parkinson's disease [microRNAarray]
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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:40370709
parent_hash
sha256:1a602d2dd502a111a70b47c7e5cd5bbc030a8ad88969725f5f6d23d9798afd78
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE202666 licence not read
[1]
asset:data:geo:GSE202666 not downloaded
[2]
asset:data:geo:GSE7621 licence not read
[3]
asset:data:geo:GSE7621 not downloaded
[4]
asset:data:geo:GSE8397 licence not read
[5]
asset:data:geo:GSE8397 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ated by blood samples from PD patients using QPCR analysis. We utilized the ENCODE, hTFtarget,
order_basis
paper_text_order:855
id
assay:1
[1] 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]
DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40370709", "kind": "science-record", "revision": 4, "content_hash": "sha256:44dbc7efad59ce0eca178f679486928a01431f2ad198620553e86f171c9009df", "created_at": "2026-11-01T20:30:31Z", "updated_at": "2026-11-01T22:56:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Construction and Identification of Inflammation-Related TF-mRNA-miRNA Coexpression Network and Immune Infiltration in Parkinson's Disease.", "doi": "10.1155/padi/2323585", "pmid": "40370709", "authors": ["Zhuzhen Shen", "Jieli Zhang", "Xiuna Jing", "Enxiang Tao"], "journal": "Parkinson's disease", "year": 2025, "abstract": "Background: Parkinson's disease (PD) is the second most common neurodegenerative disease worldwide. Inflammation, marked by the infiltration of inflammatory mediators and the proliferation of inflammatory cells, is closely linked to PD. This study aims to identify and validate inflammation-related biomarkers in PD and construct a TF-mRNA-miRNA coexpression network through bioinformatics analysis. Methods: The PD-associated dataset GSE7621 and inflammation-related genes were downloaded from the GEO Database and GeneCards platform to obtain inflammation-related differential expression genes (IRDEGs). The key IRDEGs were generated by PPI network analysis. The gene expression levels of the key IRDEGs were validated by blood samples from PD patients using QPCR analysis. We utilized the ENCODE, hTFtarget, CHEA, miRWALK, and miRDB databases to obtain upstream and downstream molecular network models for constructing the TF-mRNA-miRNA interaction network of the key IRDEGs. Finally, based on CIBERSORT algorithm, the associations between IRDEs and immune cell infiltration were investigated. Results: A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated. Through biological function analysis, key-related pathways and coexpression networks of PD were identified. These genes may be closely related to the onset of PD. Additionally, we found that increased CD4 T-cell infiltration might be associated with the occurrence of PD. Conclusions: We identified four potential inflammation-related treatment target and constructed a TF-mRNA-miRNA regulatory network. This information provides an initial basis for understanding the complex PD regulatory mechanisms.", "claims": [{"id": "claim-method", "statement": "DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40370709", "locator": "sections[5] \"2.3. Data Processing of DEGs\" paragraph 2", "quote": "DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40370709", "locator": "sections[26] \"Data Availability Statement\" paragraph 2", "quote": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40370709", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of four key IRDEGs (CXCR4, LEP, SLC18A2, and TAC1) were screened and validated.", "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:40370709"], "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:GSE202666"], "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": {"fold_change": "geR package with |log2 (fold change)| ≥ 1 and p value < 0"}, "inputs": ["data:geo:GSE202666"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40370709", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/padi/2323585", "sha256": "sha256:081d9174c8bca8f232331c45b176311195c4fc69cfc4dda9f549107bbb16ab90", "bytes": 31888, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/padi/2323585", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12077966", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE202666", "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=GSE202666", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE202666", "version": null, "note": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM6128103", "GSM6128104", "GSM6128105", "GSM6128106", "GSM6128107", "GSM6128108", "GSM6128109", "GSM6128110", "GSM6128111", "GSM6128112", "GSM6128113", "GSM6128114", "GSM6128115", "GSM6128116", "GSM6128117", "GSM6128118", "GSM6128119", "GSM6128120", "GSM6128121", "GSM6128122", "GSM6128123", "GSM6128124", "GSM6128125", "GSM6128126", "GSM6128127", "GSM6128128", "GSM6128129", "GSM6128130", "GSM6128131", "GSM6128132", "GSM6128133", "GSM6128134", "GSM6128135", "GSM6128136", "GSM6128137", "GSM6128138", "GSM6128139", "GSM6128140", "GSM6128141", "GSM6128142", "GSM6128143", "GSM6128144", "GSM6128145", "GSM6128146", "GSM6128147", "GSM6128148", "GSM6128149", "GSM6128150", "GSM6128151", "GSM6128152", "GSM6128153", "GSM6128154", "GSM6128155", "GSM6128156", "GSM6128157", "GSM6128158", "GSM6128159", "GSM6128160", "GSM6128161", "GSM6128162"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "21575", "taxon": "Homo sapiens", "title": "Time-resolved RNA signatures of CD4+ T cells in Parkinson's disease [microRNAarray]", "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:GSE7621", "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=GSE7621", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7621", "version": null, "note": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM184354", "GSM184355", "GSM184356", "GSM184357", "GSM184358", "GSM184359", "GSM184360", "GSM184361", "GSM184362", "GSM184363", "GSM184364", "GSM184365", "GSM184366", "GSM184367", "GSM184368", "GSM184369", "GSM184370", "GSM184371", "GSM184372", "GSM184373", "GSM184374", "GSM184375", "GSM184376", "GSM184377", "GSM184378"], "sample_count": 25, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data of substantia nigra from postmortem human brain of Parkinson's disease patients (PD)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE8397", "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=GSE8397", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE8397", "version": null, "note": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM208622", "GSM208623", "GSM208624", "GSM208625", "GSM208626", "GSM208627", "GSM208628", "GSM208629", "GSM208630", "GSM208631", "GSM208632", "GSM208633", "GSM208634", "GSM208635", "GSM208636", "GSM208637", "GSM208638", "GSM208639", "GSM208640", "GSM208641", "GSM208642", "GSM208643", "GSM208644", "GSM208645", "GSM208646", "GSM208647", "GSM208648", "GSM208649", "GSM208650", "GSM208651", "GSM208652", "GSM208653", "GSM208654", "GSM208655", "GSM208656", "GSM208657", "GSM208658", "GSM208659", "GSM208660", "GSM208661", "GSM208662", "GSM208663", "GSM208664", "GSM208665", "GSM208666", "GSM208667", "GSM208668", "GSM208669", "GSM208670", "GSM208671", "GSM208672", "GSM208673", "GSM208674", "GSM208675", "GSM208676", "GSM208677", "GSM208678", "GSM208679", "GSM208680", "GSM208681", "GSM208682", "GSM208683", "GSM208684", "GSM208685", "GSM208686", "GSM208687", "GSM208688", "GSM208689", "GSM208690", "GSM208691", "GSM208692", "GSM208693", "GSM208694", "GSM208695", "GSM208696", "GSM208697", "GSM208698", "GSM208699", "GSM208700", "GSM208701", "GSM208702", "GSM208703", "GSM208704", "GSM208705", "GSM208706", "GSM208707", "GSM208708", "GSM208709", "GSM208710", "GSM208711", "GSM208712", "GSM208713", "GSM208714", "GSM208715"], "sample_count": 94, "group_sizes": null, "group_sizes_basis": null, "platform": "97;96", "taxon": "Homo sapiens", "title": "Expression profiling of the Parkinsonian Brain", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE202666 not downloaded", "asset:data:geo:GSE202666 licence not read", "asset:data:geo:GSE7621 not downloaded", "asset:data:geo:GSE7621 licence not read", "asset:data:geo:GSE8397 not downloaded", "asset:data:geo:GSE8397 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "edger", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {"fold_change": "geR package with |log2 (fold change)| ≥ 1 and p value < 0"}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05."}}, {"id": "method-2", "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": "PPI"}}, {"id": "method-3", "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": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["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: edger."}, "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": ["GSE7621", "GSE202666", "GSE8397"], "resolved_accessions": ["GSE7621", "GSE202666", "GSE8397"], "statements": ["The data that support the findings of this study are available in the GEO database at (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE7621), reference number GSE7621. These data were derived from the following resources available in the public domain: GEO database (https://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE7621, GSE202666, GSE8397 in NCBI Gene Expression Omnibus (GEO) database 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:40370709", "data:geo:GSE202666"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE202666"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:52:30Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9483, "completion_tokens": 1671, "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:40370709", "type": "paper", "label": "pmid:40370709"}, {"id": "source:pmid:40370709", "type": "manuscript", "label": "PMID 40370709 full text"}, {"id": "data:geo:GSE202666", "type": "dataset", "label": "GEO GSE202666"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40370709", "type": "paper", "label": "pmid:40370709"}, {"id": "source:pmid:40370709", "type": "manuscript", "label": "PMID 40370709 full text"}, {"id": "data:geo:GSE202666", "type": "dataset", "label": "GEO GSE202666"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40370709", "type": "extraction", "used": ["source:pmid:40370709"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE202666", "type": "accession_resolution", "used": ["data:geo:GSE202666"], "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:40370709", "parent_hash": "sha256:1a602d2dd502a111a70b47c7e5cd5bbc030a8ad88969725f5f6d23d9798afd78", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE202666 licence not read", "asset:data:geo:GSE202666 not downloaded", "asset:data:geo:GSE7621 licence not read", "asset:data:geo:GSE7621 not downloaded", "asset:data:geo:GSE8397 licence not read", "asset:data:geo:GSE8397 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ated by blood samples from PD patients using QPCR analysis. We utilized the ENCODE, hTFtarget,"], "order_basis": "paper_text_order:855", "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": ["DEGs between PD and HC samples were identified via the edgeR package with |log2 (fold change)| ≥ 1 and p value < 0.05."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}