← All .science files
pmid:37092130
CD8A is a Promising Biomarker Associated with Immunocytes Infiltration in Hyperoxia-Induced Bronchopulmonary Dysplasia.
Yiting Du · Limin Zuo · Ying Xiong · Xuedong Wang · Jun Zou · Hong Xu
Journal of inflammation research · 2023 doi:10.2147/JIR.S397491
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 6 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
[2] 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 · 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 · 10 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 20 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 299 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 18 items
gaps array · 8 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 · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 4 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 · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 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 · 13 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:37092130", "kind": "science-record", "revision": 4, "content_hash": "sha256:b9500eb3065044917fa3b51eeffd0f1450de0666fa3e39ea4cf50faf56afae89", "created_at": "2026-11-01T19:01:45Z", "updated_at": "2026-11-01T22:51:46Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "CD8A is a Promising Biomarker Associated with Immunocytes Infiltration in Hyperoxia-Induced Bronchopulmonary Dysplasia.", "doi": "10.2147/JIR.S397491", "pmid": "37092130", "authors": ["Yiting Du", "Limin Zuo", "Ying Xiong", "Xuedong Wang", "Jun Zou", "Hong Xu"], "journal": "Journal of inflammation research", "year": 2023, "abstract": "Background: Bronchopulmonary dysplasia (BPD) refers to a chronic lung disease which is commonly observed in preterm infants. It can usually be caused by several pathological processes that endanger the long-term lung development, such as inflammation and immune dysfunction.\nMethods: In this study, a bioinformatics approach was applied to identify the differentially expressed immune-related genes (DEIRGs). We downloaded the transcriptional profiles (GSE32472 dataset) from the Gene Expression Omnibus (GEO) database and performed gene set enrichment analysis (GSEA). Cell type Identification By Estimating Relative Subsets of RNA Transcripts (CIBERSORT), microenvironment cell populations counter (MCPcounter), and Estimation of STromal and Immune cells in Malignant Tumor tissues using Expression data (ESTIMATE) were used for the analysis of the immune cell infiltration landscape of BPD. A weighted co-expression network was subsequently constructed using weighted gene co-expression network analysis (WGCNA) to screen candidate differentially expressed immune related genes (DEIRGs).\nResults: GSEA results indicated that immune-related pathways were mainly involved in BPD. Ten significantly different immune cell types were observed between BPD and normal groups. A total of 228 DEGs in the turquoise module were identified, and 31 DEIRGs were further identified. Cluster of the differentiation 8 alpha (CD8A) expression was down-regulated in BPD, and its expression was validated by the GSE25286, GSE25293, GSE99633 datasets and qRT-PCR. In addition, CD8A expression was closely associated with immune cells infiltration, especially T cells CD8 and neutrophil.\nConclusion: A distinct immune cell infiltration landscape was found between BPD and normal group. CD8A can be a novel candidate biomarker for BPD, which plays an essential role in the onset and progress of hyperoxia-related BPD via the disruption of immune cell functions.", "claims": [{"id": "claim-method", "statement": "DEGs between normal and BPD groups of the GSE32472 dataset were identified using the limma package, and they were screened based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37092130", "locator": "sections[6] \"Identification of Differentially Expressed Genes (DEGs) and WGCNA\" paragraph 2", "quote": "DEGs between normal and BPD groups of the GSE32472 dataset were identified using the limma package, and they were screened based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37092130", "locator": "sections[22] \"Data Sharing Statement\" paragraph 2", "quote": "All data in the present study can be obtained from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We used the “limma” package to identify the DEGs between the BPD and normal groups. As shown in Figure 4A and Table S2, a total of 2000 DEGs were obtained based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3, of which 834 genes were down-regulated and 1166 genes were up-regulated.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37092130", "locator": "sections[15] \"Identification of DEGs and WGCNA\" paragraph 2", "quote": "We used the “limma” package to identify the DEGs between the BPD and normal groups. As shown in Figure 4A and Table S2, a total of 2000 DEGs were obtained based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3, of which 834 genes were down-regulated and 1166 genes were up-regulated."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "We used the “limma” package to identify the DEGs between the BPD and normal groups. As shown in Figure 4A and Table S2, a total of 2000 DEGs were obtained based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3, of which 834 genes were down-regulated and 1166 genes were up-regulated.", "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:37092130"], "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:GSE25286"], "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:GSE25286"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37092130", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/JIR.S397491", "sha256": "sha256:d7033b630bf83e43c9cf5ab3a4e3b89e410e4ed2cd91e63b7007313c726c5fbc", "bytes": 31457, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/JIR.S397491", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10120826", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE25286", "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=GSE25286", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE25286", "version": null, "note": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM622146", "GSM622147", "GSM622148", "GSM622149", "GSM622150", "GSM622151", "GSM622152", "GSM622153", "GSM622154", "GSM622155"], "sample_count": 10, "group_sizes": null, "group_sizes_basis": null, "platform": "1261", "taxon": "Mus musculus", "title": "mRNA expression profile in a murine model of hyperoxia-induced bronchopulmonary dysplasia", "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:GSE25293", "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=GSE25293", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE25293", "version": null, "note": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM622146", "GSM622147", "GSM622148", "GSM622149", "GSM622150", "GSM622151", "GSM622152", "GSM622153", "GSM622154", "GSM622155", "GSM622182", "GSM622183", "GSM622184", "GSM622185", "GSM622186", "GSM622187", "GSM622188", "GSM622189", "GSM622190", "GSM622191"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "11199;1261", "taxon": "Mus musculus", "title": "mRNA and microRNA expression profiles in a murine model of hyperoxia-induced bronchopulmonary", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE32472", "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=GSE32472", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32472", "version": null, "note": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM804017", "GSM804018", "GSM804019", "GSM804020", "GSM804021", "GSM804022", "GSM804023", "GSM804024", "GSM804025", "GSM804026", "GSM804027", "GSM804028", "GSM804029", "GSM804030", "GSM804031", "GSM804032", "GSM804033", "GSM804034", "GSM804035", "GSM804036", "GSM804037", "GSM804038", "GSM804039", "GSM804040", "GSM804041", "GSM804042", "GSM804043", "GSM804044", "GSM804045", "GSM804046", "GSM804047", "GSM804048", "GSM804049", "GSM804050", "GSM804051", "GSM804052", "GSM804053", "GSM804054", "GSM804055", "GSM804056", "GSM804057", "GSM804058", "GSM804059", "GSM804060", "GSM804061", "GSM804062", "GSM804063", "GSM804064", "GSM804065", "GSM804066", "GSM804067", "GSM804068", "GSM804069", "GSM804070", "GSM804071", "GSM804072", "GSM804073", "GSM804074", "GSM804075", "GSM804076", "GSM804077", "GSM804078", "GSM804079", "GSM804080", "GSM804081", "GSM804082", "GSM804083", "GSM804084", "GSM804085", "GSM804086", "GSM804087", "GSM804088", "GSM804089", "GSM804090", "GSM804091", "GSM804092", "GSM804093", "GSM804094", "GSM804095", "GSM804096", "GSM804097", "GSM804098", "GSM804099", "GSM804100", "GSM804101", "GSM804102", "GSM804103", "GSM804104", "GSM804105", "GSM804106", "GSM804107", "GSM804108", "GSM804109", "GSM804110", "GSM804111", "GSM804112", "GSM804113", "GSM804114", "GSM804115", "GSM804116", "GSM804117", "GSM804118", "GSM804119", "GSM804120", "GSM804121", "GSM804122", "GSM804123", "GSM804124", "GSM804125", "GSM804126", "GSM804127", "GSM804128", "GSM804129", "GSM804130", "GSM804131", "GSM804132", "GSM804133", "GSM804134", "GSM804135", "GSM804136", "GSM804137", "GSM804138", "GSM804139", "GSM804140", "GSM804141", "GSM804142", "GSM804143", "GSM804144", "GSM804145", "GSM804146", "GSM804147", "GSM804148", "GSM804149", "GSM804150", "GSM804151", "GSM804152", "GSM804153", "GSM804154", "GSM804155", "GSM804156", "GSM804157", "GSM804158", "GSM804159", "GSM804160", "GSM804161", "GSM804162", "GSM804163", "GSM804164", "GSM804165", "GSM804166", "GSM804167", "GSM804168", "GSM804169", "GSM804170", "GSM804171", "GSM804172", "GSM804173", "GSM804174", "GSM804175", "GSM804176", "GSM804177", "GSM804178", "GSM804179", "GSM804180", "GSM804181", "GSM804182", "GSM804183", "GSM804184", "GSM804185", "GSM804186", "GSM804187", "GSM804188", "GSM804189", "GSM804190", "GSM804191", "GSM804192", "GSM804193", "GSM804194", "GSM804195", "GSM804196", "GSM804197", "GSM804198", "GSM804199", "GSM804200", "GSM804201", "GSM804202", "GSM804203", "GSM804204", "GSM804205", "GSM804206", "GSM804207", "GSM804208", "GSM804209", "GSM804210", "GSM804211", "GSM804212", "GSM804213", "GSM804214", "GSM804215", "GSM804216", "GSM804217", "GSM804218", "GSM804219", "GSM804220", "GSM804221", "GSM804222", "GSM804223", "GSM804224", "GSM804225", "GSM804226", "GSM804227", "GSM804228", "GSM804229", "GSM804230", "GSM804231", "GSM804232", "GSM804233", "GSM804234", "GSM804235", "GSM804236", "GSM804237", "GSM804238", "GSM804239", "GSM804240", "GSM804241", "GSM804242", "GSM804243", "GSM804244", "GSM804245", "GSM804246", "GSM804247", "GSM804248", "GSM804249", "GSM804250", "GSM804251", "GSM804252", "GSM804253", "GSM804254", "GSM804255", "GSM804256", "GSM804257", "GSM804258", "GSM804259", "GSM804260", "GSM804261", "GSM804262", "GSM804263", "GSM804264", "GSM804265", "GSM804266", "GSM804267", "GSM804268", "GSM804269", "GSM804270", "GSM804271", "GSM804272", "GSM804273", "GSM804274", "GSM804275", "GSM804276", "GSM804277", "GSM804278", "GSM804279", "GSM804280", "GSM804281", "GSM804282", "GSM804283", "GSM804284", "GSM804285", "GSM804286", "GSM804287", "GSM804288", "GSM804289", "GSM804290", "GSM804291", "GSM804292", "GSM804293", "GSM804294", "GSM804295", "GSM804296", "GSM804297", "GSM804298", "GSM804299", "GSM804300", "GSM804301", "GSM804302", "GSM804303", "GSM804304", "GSM804305", "GSM804306", "GSM804307", "GSM804308", "GSM804309", "GSM804310", "GSM804311", "GSM804312", "GSM804313", "GSM804314", "GSM804315"], "sample_count": 299, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Oxygen induced complication of prematurity: from experimental data to prevention strategy", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE99633", "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=GSE99633", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE99633", "version": null, "note": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data in the present study can be obtained from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2648992", "GSM2648993", "GSM2648994", "GSM2648995", "GSM2648996", "GSM2648997", "GSM2648998", "GSM2648999", "GSM2649000", "GSM2649001", "GSM2649002", "GSM2649003", "GSM2649004", "GSM2649005", "GSM2649006", "GSM2649007", "GSM2649008", "GSM2649009"], "sample_count": 18, "group_sizes": null, "group_sizes_basis": null, "platform": "17117", "taxon": "Rattus norvegicus", "title": "In vivo hyperoxia versus normoxia neonatal rat lung MSCs", "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:GSE25286 not downloaded", "asset:data:geo:GSE25286 licence not read", "asset:data:geo:GSE25293 not downloaded", "asset:data:geo:GSE25293 licence not read", "asset:data:geo:GSE32472 not downloaded", "asset:data:geo:GSE32472 licence not read", "asset:data:geo:GSE99633 not downloaded", "asset:data:geo:GSE99633 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "DEGs between normal and BPD groups of the GSE32472 dataset were identified using the limma package, and they were screened based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-3", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman correlation"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE32472", "GSE25286", "GSE25293", "GSE99633"], "resolved_accessions": ["GSE32472", "GSE25286", "GSE25293", "GSE99633"], "statements": ["All data in the present study can be obtained from the corresponding author upon reasonable request."], "basis": "The paper names GSE32472, GSE25286, GSE25293, GSE99633 in 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:37092130", "data:geo:GSE25286"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE25286"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:37:40Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9504, "completion_tokens": 1575, "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:37092130", "type": "paper", "label": "pmid:37092130"}, {"id": "source:pmid:37092130", "type": "manuscript", "label": "PMID 37092130 full text"}, {"id": "data:geo:GSE25286", "type": "dataset", "label": "GEO GSE25286"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37092130", "type": "paper", "label": "pmid:37092130"}, {"id": "source:pmid:37092130", "type": "manuscript", "label": "PMID 37092130 full text"}, {"id": "data:geo:GSE25286", "type": "dataset", "label": "GEO GSE25286"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37092130", "type": "extraction", "used": ["source:pmid:37092130"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE25286", "type": "accession_resolution", "used": ["data:geo:GSE25286"], "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:37092130", "parent_hash": "sha256:7eb09c5c34d730d4735be6afe98d621c35bffd68f41464d186861f70aabf6d4a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE25286 licence not read", "asset:data:geo:GSE25286 not downloaded", "asset:data:geo:GSE25293 licence not read", "asset:data:geo:GSE25293 not downloaded", "asset:data:geo:GSE32472 licence not read", "asset:data:geo:GSE32472 not downloaded", "asset:data:geo:GSE99633 licence not read", "asset:data:geo:GSE99633 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "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": ["DEGs between normal and BPD groups of the GSE32472 dataset were identified using the limma package, and they were screened based on the cutoff criteria with p.adj < 0.05 and∣logFC∣ ≥ 0.3."], "order_basis": "analysis_only", "id": "assay:1"}]}