← All .science files
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
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 · 4 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 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 · 1 field
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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 60 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 25 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 94 items
gaps array · 6 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 1 field
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
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
targets array · 0 items
gaps array · 0 items
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 · 3 items
resolved_accessions array · 3 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 · 10 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: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"}]}