← All .science files
pmid:31803246
The Identification of Differentially Expressed Genes Showing Aberrant Methylation Patterns in Pheochromocytoma by Integrated Bioinformatics Analysis.
Dengqiang Lin · Jinglai Lin · Xiaoxia Li · Jianping Zhang · Peng Lai · Zhifeng Mao · Li Zhang · Yu Zhu · Yujun Liu
Frontiers in genetics · 2019 doi:10.3389/fgene.2019.01181
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 · 9 items
claims array · 2 items
[0] 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 90 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 53 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 24 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 51 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 5 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
gaps array · 8 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
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 · 1 item
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 · 1 item
assets array · 3 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 · 1 item
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:31803246", "kind": "science-record", "revision": 6, "content_hash": "sha256:11dfb7305a7363fa580d36c5dc16a27a413106cf6703bcc73053cbf34036eb90", "created_at": "2026-11-01T15:40:52Z", "updated_at": "2026-11-01T21:22:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The Identification of Differentially Expressed Genes Showing Aberrant Methylation Patterns in Pheochromocytoma by Integrated Bioinformatics Analysis.", "doi": "10.3389/fgene.2019.01181", "pmid": "31803246", "authors": ["Dengqiang Lin", "Jinglai Lin", "Xiaoxia Li", "Jianping Zhang", "Peng Lai", "Zhifeng Mao", "Li Zhang", "Yu Zhu", "Yujun Liu"], "journal": "Frontiers in genetics", "year": 2019, "abstract": "Malignant pheochromocytoma (PHEO) can only be fully diagnosed when metastatic foci develop. However, at this point in time, patients gain little benefit from traditional therapeutic methods. Methylation plays an important role in the pathogenesis of PHEO. The aim of this research was to use integrated bioinformatics analysis to identify differentially expressed genes (DEGs) showing aberrant methylation patterns in PHEO and therefore provide further understanding of the molecular mechanisms underlying this condition. Aberrantly methylated DEGs were first identified by using R software (version 3.6) to combine gene expression microarray data (GSE19422) with gene methylation microarray data (GSE43293). An online bioinformatics database (DAVID) was then used to identify all overlapping DEGs showing aberrant methylation; these were annotated and then functional enrichment was ascertained by gene ontology (GO) analysis. The online STRING tool was then used to analyze interactions between all overlapping DEGs showing aberrant methylation; these results were then visualized by Cytoscape (version 3.61). Next, using the cytoHubba plugin within Cytoscape, we identified the top 10 hub genes and found that these were predominantly enriched in pathways related to cancer. Reference to The Cancer Genome Atlas (TCGA) further confirmed our results and further identified an upregulated hypomethylated gene (SCN2A) and a downregulated hypermethylated gene (KCNQ1). Logistic regression analysis and receiver operating characteristic (ROC) curve analysis indicated that KCNQ1 and SCN2A represent promising differential diagnostic biomarkers between benign and malignant PHEO. Finally, clinical data showed that there were significant differences in the concentrations of potassium and sodium when compared between pre-surgery and post-surgery day 1. These suggest that KCNQ1 and SCN2A, genes that encode potassium and sodium channels, respectively, may serve as putative diagnostic targets for the diagnosis and prognosis of PHEO and therefore facilitate the clinical management of PHEO.", "claims": [{"id": "claim-method", "statement": "Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31803246", "locator": "sections[15] \"Expression Levels of Candidate Hub Genes in TCGA\" paragraph 4", "quote": "Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31803246", "locator": "sections[19] \"Data Availability Statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:31803246"], "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:GSE19422"], "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:GSE19422"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31803246", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2019.01181", "sha256": "sha256:99b03f41d4bf848f527015d0684ac7d6298acd873bf4d9431c995d4b63ab33c9", "bytes": 40282, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2019.01181", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6873930", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE19422", "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=GSE19422", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE19422", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM482992", "GSM482993", "GSM482994", "GSM482995", "GSM482996", "GSM482997", "GSM482998", "GSM482999", "GSM483000", "GSM483001", "GSM483002", "GSM483003", "GSM483004", "GSM483005", "GSM483006", "GSM483007", "GSM483008", "GSM483009", "GSM483010", "GSM483011", "GSM483012", "GSM483013", "GSM483014", "GSM483015", "GSM483016", "GSM483017", "GSM483018", "GSM483019", "GSM483020", "GSM483021", "GSM483022", "GSM483023", "GSM483024", "GSM483025", "GSM483026", "GSM483027", "GSM483028", "GSM483029", "GSM483030", "GSM483031", "GSM483032", "GSM483033", "GSM483034", "GSM483035", "GSM483036", "GSM483037", "GSM483038", "GSM483039", "GSM483040", "GSM483041", "GSM483042", "GSM483043", "GSM483044", "GSM483045", "GSM483046", "GSM483047", "GSM483048", "GSM483049", "GSM483050", "GSM483051", "GSM483052", "GSM483053", "GSM483054", "GSM483055", "GSM483056", "GSM483057", "GSM483058", "GSM483059", "GSM483060", "GSM483061", "GSM483062", "GSM483063", "GSM483064", "GSM483065", "GSM483066", "GSM483067", "GSM483068", "GSM483069", "GSM483070", "GSM483071", "GSM483072", "GSM483073", "GSM483074", "GSM483075", "GSM483076", "GSM483077", "GSM483078", "GSM483079", "GSM483080", "GSM483081"], "sample_count": 90, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "Gene expression profiling of pheochromocytoma (PCC)/paraganglioma (PGL) tumors", "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:GSE39716", "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=GSE39716", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39716", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM978080", "GSM978081", "GSM978082", "GSM978083", "GSM978084", "GSM978085", "GSM978086", "GSM978087", "GSM978088", "GSM978089", "GSM978090", "GSM978091", "GSM978092", "GSM978093", "GSM978094", "GSM978095", "GSM978096", "GSM978097", "GSM978098", "GSM978099", "GSM978100", "GSM978101", "GSM978102", "GSM978103", "GSM978104", "GSM978105", "GSM978106", "GSM978107", "GSM978108", "GSM978109", "GSM978110", "GSM978111", "GSM978112", "GSM978113", "GSM978114", "GSM978115", "GSM978116", "GSM978117", "GSM978118", "GSM978119", "GSM978120", "GSM978121", "GSM978122", "GSM978123", "GSM978124", "GSM978125", "GSM978126", "GSM978127", "GSM978128", "GSM978129", "GSM978130", "GSM978131", "GSM978132"], "sample_count": 53, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Expression data from pheochromocytoma (PHEO) and paraganglioma (PGL) tumor samples", "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:GSE43293", "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=GSE43293", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43293", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1060181", "GSM1060182", "GSM1060183", "GSM1060184", "GSM1060185", "GSM1060186", "GSM1060187", "GSM1060188", "GSM1060189", "GSM1060190", "GSM1060191", "GSM1060192", "GSM1060193", "GSM1060194", "GSM1060195", "GSM1060196", "GSM1060197", "GSM1060198", "GSM1060199", "GSM1060200", "GSM1060201", "GSM1060202", "GSM1060203", "GSM1060204"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "13534", "taxon": "Homo sapiens", "title": "Genome-scale methylome profiling of pheochromocytomas and paragangliomas with Illumina HumanMethylation450 arrays", "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:GSE67066", "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=GSE67066", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE67066", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1637993", "GSM1637994", "GSM1637995", "GSM1637996", "GSM1637997", "GSM1637998", "GSM1637999", "GSM1638000", "GSM1638001", "GSM1638002", "GSM1638003", "GSM1638004", "GSM1638005", "GSM1638006", "GSM1638007", "GSM1638008", "GSM1638009", "GSM1638010", "GSM1638011", "GSM1638012", "GSM1638013", "GSM1638014", "GSM1638015", "GSM1638016", "GSM1638017", "GSM1638018", "GSM1638019", "GSM1638020", "GSM1638021", "GSM1638022", "GSM1638023", "GSM1638024", "GSM1638025", "GSM1638026", "GSM1638027", "GSM1638028", "GSM1638029", "GSM1638030", "GSM1638031", "GSM1638032", "GSM1638033", "GSM1638034", "GSM1638035", "GSM1638036", "GSM1638037", "GSM1638038", "GSM1638039", "GSM1638040", "GSM1638041", "GSM1638042", "GSM1638043"], "sample_count": 51, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from benign and malignant pheochromocytomas and paragangliomas", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31803246:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:0cfeb40fae79e76341bf0c9eb336a37dca9c3763f3356db55ce2fc25b09c302a", "bytes": 604, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#T1", "version": null, "note": "Logistic regression analysis.", "structure": {"pmcid": "PMC6873930", "section_index": 16, "section_title": "The Clinical Value of Candidate Hub Genes in PHEO", "row_count": 5, "column_count": 6}, "table": {"label": "Table 1", "caption": "Logistic regression analysis.", "rows": [["Dataset", "Genes", "Level (Ben vs. Mal)", "B", "P value", "RR (95%CI)"], ["GSE39716", "KCNQ1", "7.12 ± 0.46 vs. 6.82 ± 0.22", "3.923", "0.028", "50.562 (1.542–1658.4)"], ["", "SCN2A", "8.18 ± 0.82 vs. 8.33 ± 0.48", "0.434", "0.556", "1.544 (0.364–6.554)"], ["GSE67066", "KCNQ1", "7.39 ± 0.83 vs. 7.26 ± 0.68", "0.95", "0.097", "2.586 (0.841–7.957)"], ["", "SCN2A", "7.49 ± 0.84 vs. 6.50 ± 1.13", "1.487", "0.009", "4.424 (1.444–13.556)"]], "row_count": 5, "column_count": 6, "numeric_cells": 19, "header_rows": 1, "locator": "section[16]/table-wrap[1]#T1"}}], "gaps": ["asset:data:geo:GSE19422 not downloaded", "asset:data:geo:GSE19422 licence not read", "asset:data:geo:GSE39716 not downloaded", "asset:data:geo:GSE39716 licence not read", "asset:data:geo:GSE43293 not downloaded", "asset:data:geo:GSE43293 licence not read", "asset:data:geo:GSE67066 not downloaded", "asset:data:geo:GSE67066 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis."}}, {"id": "method-2", "family": "regression_modelling", "specific": "logistic", "label": "Regression modelling", "dsl_operations": ["glm_logit_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.7, "band": "medium", "quote": "Logistic regression"}}, {"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": "GO Enrichment"}}], "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": ["spearman_rho"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: spearman."}, "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": ["GSE19422", "GSE43293", "GSE39716", "GSE67066"], "resolved_accessions": ["GSE19422", "GSE43293", "GSE39716", "GSE67066"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found here: GSE19422, GSE43293, GSE39716, GSE67066."], "basis": "The paper names GSE19422, GSE43293, GSE39716, GSE67066 in Gene Expression Omnibus (GEO), NCBI and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["spearman_rho"], "assets": ["source:pmid:31803246", "data:geo:GSE19422", "asset:table:pmid:31803246:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE19422"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:13Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 33760, "completion_tokens": 2381, "cached_tokens": 11272}}, "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:31803246", "type": "paper", "label": "pmid:31803246"}, {"id": "source:pmid:31803246", "type": "manuscript", "label": "PMID 31803246 full text"}, {"id": "data:geo:GSE19422", "type": "dataset", "label": "GEO GSE19422"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31803246", "type": "paper", "label": "pmid:31803246"}, {"id": "source:pmid:31803246", "type": "manuscript", "label": "PMID 31803246 full text"}, {"id": "data:geo:GSE19422", "type": "dataset", "label": "GEO GSE19422"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31803246", "type": "extraction", "used": ["source:pmid:31803246"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE19422", "type": "accession_resolution", "used": ["data:geo:GSE19422"], "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:31803246", "parent_hash": "sha256:6ad2c923572d1855a3762a60165c9c8efec172552a1f9f716baf97ac7233b511", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE19422 licence not read", "asset:data:geo:GSE19422 not downloaded", "asset:data:geo:GSE39716 licence not read", "asset:data:geo:GSE39716 not downloaded", "asset:data:geo:GSE43293 licence not read", "asset:data:geo:GSE43293 not downloaded", "asset:data:geo:GSE67066 licence not read", "asset:data:geo:GSE67066 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["spearman_rho"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Sp Spearman correlation analysis, Pe: Pearson’s correlation analysis."], "order_basis": "analysis_only", "id": "assay:1"}]}