← All .science files
pmid:32541515
DNA methylation-based diagnostic and prognostic biomarkers of nasopharyngeal carcinoma patients.
Zeng-Hong Wu · Tao Zhou · Hai-Ying Sun
Medicine · 2020 doi:10.1097/MD.0000000000020682
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 · 3 items
claims array · 2 items
[0] 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 · 10 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 41 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 50 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 16 items
[4] object · 16 fields
structure object · 5 fields
[5] object · 16 fields
structure object · 5 fields
[6] object · 16 fields
structure object · 5 fields
[7] object · 16 fields
structure object · 5 fields
[8] object · 16 fields
structure object · 5 fields
[9] object · 16 fields
structure object · 5 fields
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 · 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 · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
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 · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 8 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 · 11 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[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:32541515", "kind": "science-record", "revision": 5, "content_hash": "sha256:3a1d59041b7cffc05a582345d4ca5e68ea44dc0f413ada3dd2b01629e83fe548", "created_at": "2026-11-01T15:41:03Z", "updated_at": "2026-11-01T22:01:45Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "DNA methylation-based diagnostic and prognostic biomarkers of nasopharyngeal carcinoma patients.", "doi": "10.1097/MD.0000000000020682", "pmid": "32541515", "authors": ["Zeng-Hong Wu", "Tao Zhou", "Hai-Ying Sun"], "journal": "Medicine", "year": 2020, "abstract": "Nasopharyngeal carcinoma (NPC) is the most common malignant tumor with a remarkable racial and geographical distribution including people in southern China, South East Asia, and the Middle East/North Africa. DNA methylation is an important manifestation of epigenetic modification, has been studied over several decades, and by regulating and controlling the expression of cancer-related genesits, abnormal DNA methylation can influence in a variety of human malignancy tumors.Until now, there is no analysis focus on differentially methylated, differential expressed genes (MDEGs) study, so we make a joint analysis for both gene methylation profiling microarray and gene expression profiling microarray in NPC. Two gene expression datasets (GSE64634 and GSE12452) and gene methylation profiling data set (GSE62336) were downloaded from GEO and analyzed using the online tool GEO2R to identify MDEGs. Gene ontology (GO) functional analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis of the differentially methylated genes were performed. The STRING database was used to evaluate the interactions of MDEGs and to construct a protein-protein interaction (PPI) network using Cytoscape software. Hub genes were validated with the cBioPortal database.The overlap among the 3 datasets contained 135 hypermethylation genes and 541 hypomethylation genes between NPC and non-NPC samples. A total of 4 genes (TROAP, PCOLCE2, HOXA4, and C1QB) in Hyper-LGs and 14 genes (DYNC1H1, LNX1, RAB37, ALDH3A1, SLC24A4, CP, CEP250, ANK2, DNAI2, MUC13, ACACB, GABRP, STX7, and TTC9) in Hypo-HGs were identified as hub genes.The study of DNA methylation and gene expression provides us a strong support as well as new comprehensive information of MDEGs to the revelation of nasopharyngeal carcinoma's complex pathogenesis. However, further studies are needed to elucidate the biological function of these genes in NPC in the future.", "claims": [{"id": "claim-method", "statement": "The identification of DEGs and DMGs between NPC and noncancerous samples was performed using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r) with the criteria of P < .05 and |t| > 2. GEO2R is an online tool designed that allows users to compare different datasets in a GEO series for identify DEGs across experimental conditions. To correct the limitations of false-positives, we used Benjamini and Hochberg False Discovery Rate method.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32541515", "locator": "sections[4] \"Identification of differentially expressed genes\" paragraph 2", "quote": "The identification of DEGs and DMGs between NPC and noncancerous samples was performed using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r) with the criteria of P < .05 and |t| > 2. GEO2R is an online tool designed that allows users to compare different datasets in a GEO series for identify DEGs across experimental conditions. To correct the limitations of false-positives, we used Benjamini and Hochberg False Discovery Rate method."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32541515", "locator": "sections[15] \"fn-group\" paragraph 1", "quote": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study."}], "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:32541515"], "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:GSE12452"], "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:GSE12452"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32541515", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000020682", "sha256": "sha256:e1e819a7425a511fb6e4ae88b2d0c9ae7e372e57e21a2fb14e77b9c2008754b9", "bytes": 21795, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000020682", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7302588", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE12452", "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=GSE12452", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE12452", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM312896", "GSM312897", "GSM312898", "GSM312899", "GSM312900", "GSM312901", "GSM312902", "GSM312903", "GSM312904", "GSM312905", "GSM312906", "GSM312907", "GSM312908", "GSM312909", "GSM312910", "GSM312911", "GSM312912", "GSM312913", "GSM312914", "GSM312915", "GSM312916", "GSM312917", "GSM312918", "GSM312919", "GSM312920", "GSM312921", "GSM312922", "GSM312923", "GSM312924", "GSM312925", "GSM312926", "GSM312927", "GSM312928", "GSM312929", "GSM312930", "GSM312931", "GSM312932", "GSM312933", "GSM312934", "GSM312935", "GSM312936"], "sample_count": 41, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "mRNA expression profiling of nasopharyngeal carcinoma", "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:GSE62336", "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=GSE62336", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62336", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1525469", "GSM1525470", "GSM1525471", "GSM1525472", "GSM1525473", "GSM1525474", "GSM1525475", "GSM1525476", "GSM1525477", "GSM1525478", "GSM1525479", "GSM1525480", "GSM1525481", "GSM1525482", "GSM1525483", "GSM1525484", "GSM1525485", "GSM1525486", "GSM1525487", "GSM1525488", "GSM1525489", "GSM1525490", "GSM1525491", "GSM1525492", "GSM1525493", "GSM1525494", "GSM1525495", "GSM1525496", "GSM1525497", "GSM1525498", "GSM1525499", "GSM1525500", "GSM1525501", "GSM1525502", "GSM1525503", "GSM1525504", "GSM1525505", "GSM1525506", "GSM1525507", "GSM1525508", "GSM1525509", "GSM1525510", "GSM1525511", "GSM1525512", "GSM1525513", "GSM1525514", "GSM1525515", "GSM1525516", "GSM1525517", "GSM1525518"], "sample_count": 50, "group_sizes": null, "group_sizes_basis": null, "platform": "13534", "taxon": "Homo sapiens", "title": "Methylome study in Nasopharyngeal Carcinoma (NPC)", "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:GSE64634", "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=GSE64634", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE64634", "version": null, "note": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data sharing not applicable to this article as no datasets were generated or analyzed during the current study.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1575894", "GSM1575895", "GSM1575896", "GSM1575897", "GSM1575898", "GSM1575899", "GSM1575900", "GSM1575901", "GSM1575902", "GSM1575903", "GSM1575904", "GSM1575905", "GSM1575906", "GSM1575907", "GSM1575908", "GSM1575909"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "mRNA expression profiling of nasopharyngeal carcinoma", "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:32541515:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:860b307e4eb3ed6e10b8563fe1f4a10f4adca0669edeb47c1843cc8649c16587", "bytes": 232, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T1", "version": null, "note": "GO and KEGG pathway enrichment analysis of Hyper-LGs in the most significant module.", "structure": {"pmcid": "PMC7302588", "section_index": 6, "section_title": "PPI network construction and module analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "GO and KEGG pathway enrichment analysis of Hyper-LGs in the most significant module.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32541515:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f9ea5da7030a503dacd08ead76cd8bee5a6278900d0b293430b528790a2ee7df", "bytes": 231, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of Hypo-HGs in the most significant module.", "structure": {"pmcid": "PMC7302588", "section_index": 6, "section_title": "PPI network construction and module analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of Hypo-HGs in the most significant module.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:32541515:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:860b307e4eb3ed6e10b8563fe1f4a10f4adca0669edeb47c1843cc8649c16587", "bytes": 232, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T1", "version": null, "note": "GO and KEGG pathway enrichment analysis of Hyper-LGs in the most significant module.", "structure": {"pmcid": "PMC7302588", "section_index": 11, "section_title": "PPI network construction and module analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "GO and KEGG pathway enrichment analysis of Hyper-LGs in the most significant module.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32541515:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f9ea5da7030a503dacd08ead76cd8bee5a6278900d0b293430b528790a2ee7df", "bytes": 231, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of Hypo-HGs in the most significant module.", "structure": {"pmcid": "PMC7302588", "section_index": 11, "section_title": "PPI network construction and module analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of Hypo-HGs in the most significant module.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:32541515:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2d9afa4f6f35d02e8300f33a2b32c0e7f2c3c683a1cf30462b9dbbf9a7feb5c3", "bytes": 206, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T3", "version": null, "note": "Functional roles of Hyper-HGs hub genes with degree ≥10.", "structure": {"pmcid": "PMC7302588", "section_index": 12, "section_title": "Hub gene selection and analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3", "caption": "Functional roles of Hyper-HGs hub genes with degree ≥10.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[12]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:32541515:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:ae725014a4aeb9867fe3df179888d7657580ce5bc76ac54d664c189e17b5c1d7", "bytes": 208, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#T4", "version": null, "note": "Functional roles of 14 Hypo-HGs hub genes with degree ≥10.", "structure": {"pmcid": "PMC7302588", "section_index": 12, "section_title": "Hub gene selection and analysis", "row_count": 0, "column_count": 0}, "table": {"label": "Table 4", "caption": "Functional roles of 14 Hypo-HGs hub genes with degree ≥10.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[12]/table-wrap[2]#T4"}}], "gaps": ["asset:data:geo:GSE12452 not downloaded", "asset:data:geo:GSE12452 licence not read", "asset:data:geo:GSE62336 not downloaded", "asset:data:geo:GSE62336 licence not read", "asset:data:geo:GSE64634 not downloaded", "asset:data:geo:GSE64634 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": "protein-protein interaction"}}, {"id": "method-2", "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": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R with Benjamini–Hochberg false discovery rate correction", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The identification of DEGs and DMGs between NPC and noncancerous samples was performed using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r) with the criteria of P < .05 and |t| > 2. GEO2R is an online tool designed that allows users to compare different datasets in a GEO series for identify DEGs across experimental conditions. To correct the limitations of false-positives, we used Benjamini and Hochberg False Discovery Rate method."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE64634", "GSE12452", "GSE62336"], "resolved_accessions": ["GSE64634", "GSE12452", "GSE62336"], "statements": ["Data sharing not applicable to this article as no datasets were generated or analyzed during the current study."], "basis": "The paper names GSE64634, GSE12452, GSE62336 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:32541515", "data:geo:GSE12452", "asset:table:pmid:32541515:1", "asset:table:pmid:32541515:2", "asset:table:pmid:32541515:3", "asset:table:pmid:32541515:4", "asset:table:pmid:32541515:5", "asset:table:pmid:32541515:6"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE12452"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:20:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 16394, "completion_tokens": 1354, "cached_tokens": 5640}}, "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:32541515", "type": "paper", "label": "pmid:32541515"}, {"id": "source:pmid:32541515", "type": "manuscript", "label": "PMID 32541515 full text"}, {"id": "data:geo:GSE12452", "type": "dataset", "label": "GEO GSE12452"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32541515", "type": "paper", "label": "pmid:32541515"}, {"id": "source:pmid:32541515", "type": "manuscript", "label": "PMID 32541515 full text"}, {"id": "data:geo:GSE12452", "type": "dataset", "label": "GEO GSE12452"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32541515", "type": "extraction", "used": ["source:pmid:32541515"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE12452", "type": "accession_resolution", "used": ["data:geo:GSE12452"], "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:32541515", "parent_hash": "sha256:1b6457dd7ab6ce295cbd877698aade6a3da5f3d3bbb64059ed961f00c5eb0b3c", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE12452 licence not read", "asset:data:geo:GSE12452 not downloaded", "asset:data:geo:GSE62336 licence not read", "asset:data:geo:GSE62336 not downloaded", "asset:data:geo:GSE64634 licence not read", "asset:data:geo:GSE64634 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["analysis for both gene methylation profiling microarray and gene expression profiling microarray in", "ing microarray and gene expression profiling microarray in NPC. Two gene expression datasets (GSE646"], "order_basis": "paper_text_order:705", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}