← All .science files
pmid:35873623
Active Compounds and Targets of Yuanzhi Powder in Treating Alzheimer's Disease and Its Relationship with Immune Infiltration Based on HPLC Fingerprint and Network Pharmacology.
Qingsong Liu · Shaofeng Wang · Yanwei Hao · Jiaxin Li · Wei Li · Yi Zhang · Bin Li
Evidence-based complementary and alternative medicine : eCAM · 2022 doi:10.1155/2022/3389180
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 · 7 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 5 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 30 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 63 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 161 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 19 items
gaps array · 8 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 3 items
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 · 4 items
resolved_accessions array · 4 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 · 12 items
assays array · 1 item
[0] 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:35873623", "kind": "science-record", "revision": 5, "content_hash": "sha256:8c2f4bccbecdf7fe759ff38a854555c3cfc2eac004c73461d0f0197ee8650b51", "created_at": "2026-11-01T18:14:57Z", "updated_at": "2026-11-01T22:49:37Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Active Compounds and Targets of Yuanzhi Powder in Treating Alzheimer's Disease and Its Relationship with Immune Infiltration Based on HPLC Fingerprint and Network Pharmacology.", "doi": "10.1155/2022/3389180", "pmid": "35873623", "authors": ["Qingsong Liu", "Shaofeng Wang", "Yanwei Hao", "Jiaxin Li", "Wei Li", "Yi Zhang", "Bin Li"], "journal": "Evidence-based complementary and alternative medicine : eCAM", "year": 2022, "abstract": "Background: Yuanzhi powder (YZP) has been extensively investigated as a natural prescription with therapeutic benefits for Alzheimer's disease (AD). However, its active compounds and underlying immune mechanism for treating AD are still unclear. This study aimed to investigate the immune mechanism of YZP against AD through high-performance liquid chromatography (HPLC)-based network pharmacology and gene chip technology.\nMethods: Active components of YZP were obtained from HPLC and public databases. Subsequently, GSE5281, GSE28146, GSE29378, and GSE97760 from the Gene Expression Omnibus (GEO) database were downloaded to extract AD difference genes (DEGs). The active components-targets network and protein interaction network were then constructed by Cytoscape. The biological processes and signaling pathways, which implicate the targets of YZP for AD, were analyzed using the ClueGo Cytoscape plug-in. Molecular docking experiments were performed to verify the affinity of targets and ligands. Ultimately, the link between the hub genes and immune cell infiltration was assessed via CIBERSORT.\nResults: 83 YZP active compounds and 641 DEGs associated with AD, including quercetin, berberine, 3,6'-disinapoylsucrose, coptisine, and palmatine, were evaluated. We showed that FOS, CCL2, and GJA1 were the core targets and that the gap junction is an essential signaling pathway in YZP for AD. Furthermore, the AD group had a higher infiltration level of naïve B cells and resting CD4 memory T cells, as determined by the CIBERSORT. Notably, the immune cells-targets network demonstrates that GJA1 and GRM1 are intimately related to naïve B cells and plasma cells.\nConclusions: YZP may help treat AD by targeting proteins with key active compounds to regulate naïve B cells and plasma cells. Our results demonstrate a new immune mechanism for treating AD with YZP.", "claims": [{"id": "claim-method", "statement": "The limma package was used to perform differential expression analysis with P < 0.05 and |log2FC| > 0.584 as the screening criteria, and the volcano map was drawn.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35873623", "locator": "sections[8] \"2.6. Screening of AD Differential Genes\" paragraph 2", "quote": "The limma package was used to perform differential expression analysis with P < 0.05 and |log2FC| > 0.584 as the screening criteria, and the volcano map was drawn."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35873623", "locator": "sections[25] \"Data Availability\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "83 YZP active compounds and 641 DEGs associated with AD, including quercetin, berberine, 3,6′-disinapoylsucrose, coptisine, and palmatine, were evaluated.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35873623", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "83 YZP active compounds and 641 DEGs associated with AD, including quercetin, berberine, 3,6′-disinapoylsucrose, coptisine, and palmatine, were evaluated."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "83 YZP active compounds and 641 DEGs associated with AD, including quercetin, berberine, 3,6′-disinapoylsucrose, coptisine, and palmatine, were evaluated.", "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:35873623"], "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:GSE28146"], "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:GSE28146"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35873623", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/3389180", "sha256": "sha256:21743b6ed27f5bae6a4a3541e62411eab3e9664f09912bbd2de654178351066b", "bytes": 25515, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/3389180", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9307349", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE28146", "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=GSE28146", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE28146", "version": null, "note": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM697308", "GSM697309", "GSM697310", "GSM697311", "GSM697312", "GSM697313", "GSM697314", "GSM697315", "GSM697316", "GSM697317", "GSM697318", "GSM697319", "GSM697320", "GSM697321", "GSM697322", "GSM697323", "GSM697324", "GSM697325", "GSM697326", "GSM697327", "GSM697328", "GSM697329", "GSM697330", "GSM697331", "GSM697332", "GSM697333", "GSM697334", "GSM697335", "GSM697336", "GSM697337"], "sample_count": 30, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Microarray analyses of laser-captured hippocampus reveal distinct gray and white matter signatures associated with incipient Alzheimer’s disease", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE29378", "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=GSE29378", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29378", "version": null, "note": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM726083", "GSM726084", "GSM726085", "GSM726086", "GSM726087", "GSM726088", "GSM726089", "GSM726090", "GSM726091", "GSM726092", "GSM726093", "GSM726094", "GSM726095", "GSM726096", "GSM726097", "GSM726098", "GSM726099", "GSM726100", "GSM726101", "GSM726102", "GSM726103", "GSM726104", "GSM726105", "GSM726106", "GSM726107", "GSM726108", "GSM726109", "GSM726110", "GSM726111", "GSM726112", "GSM726113", "GSM726114", "GSM726115", "GSM726116", "GSM726117", "GSM726118", "GSM726119", "GSM726120", "GSM726121", "GSM726122", "GSM726123", "GSM726124", "GSM726125", "GSM726126", "GSM726127", "GSM726128", "GSM726129", "GSM726130", "GSM726131", "GSM726132", "GSM726133", "GSM726134", "GSM726135", "GSM726136", "GSM726137", "GSM726138", "GSM726139", "GSM726140", "GSM726141", "GSM726142", "GSM726143", "GSM726144", "GSM726145"], "sample_count": 63, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Genes and Pathways Underlying Regional and Cell Type Changes in Alzheimer's Disease", "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:GSE5281", "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=GSE5281", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE5281", "version": null, "note": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM119615", "GSM119616", "GSM119617", "GSM119618", "GSM119619", "GSM119620", "GSM119621", "GSM119622", "GSM119623", "GSM119624", "GSM119625", "GSM119626", "GSM119627", "GSM119628", "GSM119629", "GSM119630", "GSM119631", "GSM119632", "GSM119633", "GSM119634", "GSM119635", "GSM119636", "GSM119637", "GSM119638", "GSM119639", "GSM119640", "GSM119641", "GSM119642", "GSM119643", "GSM119644", "GSM119645", "GSM119646", "GSM119647", "GSM119648", "GSM119649", "GSM119650", "GSM119651", "GSM119652", "GSM119653", "GSM119654", "GSM119655", "GSM119656", "GSM119657", "GSM119658", "GSM119659", "GSM119660", "GSM119661", "GSM119662", "GSM119663", "GSM119664", "GSM119665", "GSM119666", "GSM119667", "GSM119668", "GSM119669", "GSM119670", "GSM119671", "GSM119672", "GSM119673", "GSM119674", "GSM119675", "GSM119676", "GSM119677", "GSM119678", "GSM119679", "GSM119680", "GSM119681", "GSM119682", "GSM119683", "GSM119684", "GSM119685", "GSM119686", "GSM119687", "GSM119688", "GSM238763", "GSM238790", "GSM238791", "GSM238792", "GSM238793", "GSM238794", "GSM238795", "GSM238796", "GSM238797", "GSM238798", "GSM238799", "GSM238800", "GSM238801", "GSM238802", "GSM238803", "GSM238804", "GSM238805", "GSM238806", "GSM238807", "GSM238808", "GSM238809", "GSM238810", "GSM238811", "GSM238812", "GSM238813", "GSM238815", "GSM238816", "GSM238817", "GSM238818", "GSM238819", "GSM238820", "GSM238821", "GSM238822", "GSM238823", "GSM238824", "GSM238825", "GSM238826", "GSM238827", "GSM238834", "GSM238835", "GSM238837", "GSM238838", "GSM238839", "GSM238840", "GSM238841", "GSM238842", "GSM238843", "GSM238844", "GSM238845", "GSM238846", "GSM238847", "GSM238848", "GSM238851", "GSM238854", "GSM238855", "GSM238856", "GSM238857", "GSM238858", "GSM238860", "GSM238861", "GSM238862", "GSM238863", "GSM238864", "GSM238865", "GSM238867", "GSM238868", "GSM238870", "GSM238871", "GSM238872", "GSM238873", "GSM238874", "GSM238875", "GSM238877", "GSM238941", "GSM238942", "GSM238943", "GSM238944", "GSM238945", "GSM238946", "GSM238947", "GSM238948", "GSM238949", "GSM238951", "GSM238952", "GSM238953", "GSM238955", "GSM238963"], "sample_count": 161, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Alzheimer's disease and the normal aged brain (steph-affy-human-433773)", "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:GSE97760", "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=GSE97760", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE97760", "version": null, "note": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2577046", "GSM2577047", "GSM2577048", "GSM2577049", "GSM2577050", "GSM2577051", "GSM2577052", "GSM2577053", "GSM2577054", "GSM2577055", "GSM2577056", "GSM2577057", "GSM2577058", "GSM2577059", "GSM2577060", "GSM2577061", "GSM2577062", "GSM2577063", "GSM2577064"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "16699", "taxon": "Homo sapiens", "title": "Blood genome-wide gene expression microarray profiles in female patients with advanced Alzheimer's Disease and healthy controls", "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:GSE28146 not downloaded", "asset:data:geo:GSE28146 licence not read", "asset:data:geo:GSE29378 not downloaded", "asset:data:geo:GSE29378 licence not read", "asset:data:geo:GSE5281 not downloaded", "asset:data:geo:GSE5281 licence not read", "asset:data:geo:GSE97760 not downloaded", "asset:data:geo:GSE97760 licence not read"]}, "analysis": {"state": "complete", "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": "The limma package was used to perform differential expression analysis with P < 0.05 and |log2FC| > 0.584 as the screening criteria, and the volcano map was drawn."}}], "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: 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": ["GSE5281", "GSE28146", "GSE29378", "GSE97760"], "resolved_accessions": ["GSE5281", "GSE28146", "GSE29378", "GSE97760"], "statements": ["The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors."], "basis": "The paper names GSE5281, GSE28146, GSE29378, GSE97760 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35873623", "data:geo:GSE28146"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE28146"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:56:45Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8115, "completion_tokens": 2863, "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:35873623", "type": "paper", "label": "pmid:35873623"}, {"id": "source:pmid:35873623", "type": "manuscript", "label": "PMID 35873623 full text"}, {"id": "data:geo:GSE28146", "type": "dataset", "label": "GEO GSE28146"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35873623", "type": "paper", "label": "pmid:35873623"}, {"id": "source:pmid:35873623", "type": "manuscript", "label": "PMID 35873623 full text"}, {"id": "data:geo:GSE28146", "type": "dataset", "label": "GEO GSE28146"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35873623", "type": "extraction", "used": ["source:pmid:35873623"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE28146", "type": "accession_resolution", "used": ["data:geo:GSE28146"], "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:35873623", "parent_hash": "sha256:9d8b123708d73459a66bc88685e2b383560f9b46babd21047d80f1322653c4bf", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE28146 licence not read", "asset:data:geo:GSE28146 not downloaded", "asset:data:geo:GSE29378 licence not read", "asset:data:geo:GSE29378 not downloaded", "asset:data:geo:GSE5281 licence not read", "asset:data:geo:GSE5281 not downloaded", "asset:data:geo:GSE97760 licence not read", "asset:data:geo:GSE97760 not downloaded", "execution.not_run", "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": 1.0, "evidence": ["The limma package was used to perform differential expression analysis with P < 0.05 and |log2FC| > 0.584 as the screening criteria, and the volcano map was drawn."], "order_basis": "analysis_only", "id": "assay:1"}]}