← All .science files
pmid:33245093
FRZB as a key molecule in abdominal aortic aneurysm progression affecting vascular integrity.
Chang-Kyu Oh · Yeji Ko · Jeong Jun Park · Hye Jin Heo · Junho Kang · Eun Jung Kwon · Ji Wan Kang · Yoonsung Lee · Kyungjae Myung · Jin Mo Kang · Dai Sik Ko · Yun Hak Kim
Bioscience reports · 2021 doi:10.1042/BSR20203204
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 · 12 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 · 7 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 68 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 19 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 48 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 items
[0] array · 4 items
[1] array · 7 items
[2] array · 9 items
[3] array · 9 items
[4] array · 9 items
[5] array · 9 items
[6] array · 9 items
[7] array · 9 items
[8] array · 9 items
[9] array · 9 items
[10] array · 9 items
[11] array · 9 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
gaps array · 6 items
analysis object · 4 fields
methods array · 2 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 · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
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 · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 5 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 · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] 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:33245093", "kind": "science-record", "revision": 6, "content_hash": "sha256:7509348c650379defdbd4d181ca10010aceb7a3ad1aa153a328c0fb2ae05caea", "created_at": "2026-11-01T15:41:17Z", "updated_at": "2026-11-01T21:24:10Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "FRZB as a key molecule in abdominal aortic aneurysm progression affecting vascular integrity.", "doi": "10.1042/BSR20203204", "pmid": "33245093", "authors": ["Chang-Kyu Oh", "Yeji Ko", "Jeong Jun Park", "Hye Jin Heo", "Junho Kang", "Eun Jung Kwon", "Ji Wan Kang", "Yoonsung Lee", "Kyungjae Myung", "Jin Mo Kang", "Dai Sik Ko", "Yun Hak Kim"], "journal": "Bioscience reports", "year": 2021, "abstract": "Abdominal aortic aneurysm (AAA), when ruptured, results in high mortality. The identification of molecular pathways involved in AAA progression is required to improve AAA prognosis. The aim of the present study was to assess the key genes for the progression of AAA and their functional role. Genomic and clinical data of three independent cohorts were downloaded from the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) (GSE57691, GSE7084, and GSE98278). To develop AAA diagnosis and progression-related differentially expressed genes (DEGs), we used a significance analysis of microarray (SAM). Spearman correlation test and gene set analysis were performed to identify potential enriched pathways for DEGs. Only the Frizzled-related protein (FRZB) gene and chromosome 1 open reading frame 24 (C1orf24) exhibited significant down-regulation in all analyses. With FRZB, the pathways were associated with RHO GTPase and elastin fiber formation. With C1orf24, the pathways were elastic fiber formation, extracellular matrix organization, and cell-cell communication. Since only FRZB was evolutionally conserved in the vertebrates, function of FRZB was validated using zebrafish embryos. Knockdown of frzb remarkably reduced vascular integrity in zebrafish embryos. We believe that FRZB is a key gene involved in AAA initiation and progression affecting vascular integrity.", "claims": [{"id": "claim-method", "statement": "In this study, we performed the SAM tests in the ‘siggenes’ package R (version 3.6.1).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33245093", "locator": "sections[6] \"Significance analysis of microarray\" paragraph 2", "quote": "In this study, we performed the SAM tests in the ‘siggenes’ package R (version 3.6.1)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33245093", "locator": "sections[18] \"Data Availability\" paragraph 2", "quote": "The data that support the findings of the present study are available from the corresponding author upon reasonable request."}], "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:33245093"], "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:GSE57691"], "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:GSE57691"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33245093", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1042/BSR20203204", "sha256": "sha256:460bde7d0175c7ce9c01127981a529430eb3e2f0fa207ac1cc03134c49797d82", "bytes": 26545, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1042/BSR20203204", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7789806", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE57691", "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=GSE57691", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE57691", "version": null, "note": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1386783", "GSM1386784", "GSM1386785", "GSM1386786", "GSM1386787", "GSM1386788", "GSM1386789", "GSM1386790", "GSM1386791", "GSM1386792", "GSM1386793", "GSM1386794", "GSM1386795", "GSM1386796", "GSM1386797", "GSM1386798", "GSM1386799", "GSM1386800", "GSM1386801", "GSM1386802", "GSM1386803", "GSM1386804", "GSM1386805", "GSM1386806", "GSM1386807", "GSM1386808", "GSM1386809", "GSM1386810", "GSM1386811", "GSM1386812", "GSM1386813", "GSM1386814", "GSM1386815", "GSM1386816", "GSM1386817", "GSM1386818", "GSM1386819", "GSM1386820", "GSM1386821", "GSM1386822", "GSM1386823", "GSM1386824", "GSM1386825", "GSM1386826", "GSM1386827", "GSM1386828", "GSM1386829", "GSM1386830", "GSM1386831", "GSM1386832", "GSM1386833", "GSM1386834", "GSM1386835", "GSM1386836", "GSM1386837", "GSM1386838", "GSM1386839", "GSM1386840", "GSM1386841", "GSM1386842", "GSM1386843", "GSM1386844", "GSM1386845", "GSM1386846", "GSM1386847", "GSM1386848", "GSM1386849", "GSM1386850"], "sample_count": 68, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Differential gene expression in human abdominal aortic aneurysm and atherosclerosis", "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:GSE7084", "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=GSE7084", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7084", "version": null, "note": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM170550", "GSM170551", "GSM170552", "GSM170553", "GSM170554", "GSM170555", "GSM170556", "GSM170557", "GSM170558", "GSM170559", "GSM170560", "GSM170561", "GSM170562", "GSM170563", "GSM170564", "GSM170565", "GSM170566", "GSM170567", "GSM170568"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "2507;570", "taxon": "Homo sapiens", "title": "Expression data from the abdominal aorta and abdominal aortic aneurysm", "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:GSE98278", "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=GSE98278", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE98278", "version": null, "note": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of the present study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2590370", "GSM2590371", "GSM2590372", "GSM2590373", "GSM2590374", "GSM2590375", "GSM2590376", "GSM2590377", "GSM2590378", "GSM2590379", "GSM2590380", "GSM2590381", "GSM2590382", "GSM2590383", "GSM2590384", "GSM2590385", "GSM2590386", "GSM2590387", "GSM2590388", "GSM2590389", "GSM2590390", "GSM2590391", "GSM2590392", "GSM2590393", "GSM2590394", "GSM2590395", "GSM2590396", "GSM2590397", "GSM2590398", "GSM2590399", "GSM2590400", "GSM2590401", "GSM2590402", "GSM2590403", "GSM2590404", "GSM2590405", "GSM2590406", "GSM2590407", "GSM2590408", "GSM2590409", "GSM2590410", "GSM2590411", "GSM2590412", "GSM2590413", "GSM2590414", "GSM2590415", "GSM2590416", "GSM2590417"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "A molecular fingerprint for terminal abdominal aortic aneurysm progression", "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:33245093:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6051a17632175fc13fd8f47632614575af7b94fd9e80168da3a826b99fa3bc30", "bytes": 1066, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#T1", "version": null, "note": "Patients’ characteristics", "structure": {"pmcid": "PMC7789806", "section_index": 3, "section_title": "Patient data", "row_count": 12, "column_count": 9}, "table": {"label": "Table 1", "caption": "Patients’ characteristics", "rows": [["", "GSE57691", "GSE7084", "GSE98278"], ["", "Non-AAA", "AAA", "Non-AAA", "AAA", "Size", "Status"], ["", "", "", "", "", "Intermediate", "Large", "Stable", "Rupture"], ["n", "10", "49", "11", "10", "15", "16", "31", "17"], ["Age (years)", "68.4 (±4.5)", "69.8 (±7.0)*", "64.5 (±10.7)", "66.4 (±5.7)", "67.7(±7.4)", "72.3(±9.2)", "69.5 (±7.2)", "73.5 (±11.3)"], ["Women (%)", "40.0%", "4.1%", "27.3%", "20.0%", "6.7%", "12.5%", "3.2%", "23.5%"], ["Diameter (mm)", "-", "62.3 (±10.2)*", "-", "-", "54.1 (±1.8)", "84.1 (±12.6)", "62.3 (±12.1)", "77.0 (±14.7)"], ["Hypertension (%)", "-", "81.6%", "-", "-", "86.7%", "93.8%", "93.5%", "88.2%"], ["Diabetes (%)", "-", "22.4%", "-", "-", "26.7%", "31.3%", "32.3%", "23.5%"], ["Dyslipidemia (%)", "-", "71.4%", "-", "-", "86.7%", "81.3%", "77.4%", "82.3%"], ["Coronary heart disease (%)", "-", "51.0%", "-", "-", "46.7%", "43.8%", "58.1%", "41.2%"], ["Ever smoker (%)", "50.0%", "57.1%", "-", "-", "33.3%", "68.8%", "58.1%", "58.8%"]], "row_count": 12, "column_count": 9, "numeric_cells": 58, "header_rows": 3, "locator": "section[3]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:33245093:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:86f926db381e0975921c00aeefbddbabda5f54dfea89fe6995f577ef6fa723e4", "bytes": 1425, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#T2", "version": null, "note": "Top ten significantly enriched Reactome pathways with FRZB and correlated genes from GSE57691 and GSE7084 using Enrichr (https://amp.pharm.mssm.edu/Enrichr/)", "structure": {"pmcid": "PMC7789806", "section_index": 13, "section_title": "Correlation analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 2", "caption": "Top ten significantly enriched Reactome pathways with FRZB and correlated genes from GSE57691 and GSE7084 using Enrichr (https://amp.pharm.mssm.edu/Enrichr/)", "rows": [["Term", "Overlap", "P-value", "Odds ratio", "Combined score", "Genes"], ["RHO GTPases activate ROCKs", "3/17", "2.16E-05", "54.29864253", "583.4084401", "PPP1CB; MYH11; MYH10"], ["RHO GTPases activate PAKs", "3/21", "4.18E-05", "43.95604396", "443.2037946", "PPP1CB; MYH11; MYH10"], ["Molecules associated with elastic fibers", "3/30", "1.25E-04", "30.76923077", "276.5468079", "MFAP4; ITGA8; FBLN5"], ["Elastic fiber formation", "3/41", "3.20E-04", "22.51407129", "181.1923658", "MFAP4; ITGA8; FBLN5"], ["RHO GTPases activate PKNs", "3/60", "9.82E-04", "15.38461538", "106.5481366", "PPP1CB; MYH11; MYH10"], ["RHO GTPases activate CIT", "2/16", "0.001211888", "38.46153846", "258.2913719", "MYH11; MYH10"], ["Semaphorin interactions", "3/67", "0.001353045", "13.77726751", "91.00432898", "ITGA1; MYH11; MYH10"], ["Integrin cell surface interactions", "3/67", "0.001353045", "13.77726751", "91.00432898", "ITGA1; ITGA8; JAM3"], ["Extracellular matrix organization", "5/283", "0.002262817", "5.436259853", "33.11304623", "MFAP4; ITGA1; ITGA8;FBLN5; JAM3"], ["Sema4D induced cell migration and growth-cone collapse", "2/24", "0.00274105", "25.64102564", "151.2670332", "MYH11; MYH10"]], "row_count": 11, "column_count": 6, "numeric_cells": 46, "header_rows": 1, "locator": "section[13]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:33245093:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:0ed89f66a2b35e6a222e33d10feb8260e5e43bdc73d053cd06a751549026b2ac", "bytes": 1369, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[2]#T3", "version": null, "note": "Top ten significantly enriched Reactome pathways with C1orf24 and correlated genes from GSE57691 and GSE7084 using Enrichr (https://amp.pharm.mssm.edu/Enrichr/)", "structure": {"pmcid": "PMC7789806", "section_index": 13, "section_title": "Correlation analysis", "row_count": 11, "column_count": 6}, "table": {"label": "Table 3", "caption": "Top ten significantly enriched Reactome pathways with C1orf24 and correlated genes from GSE57691 and GSE7084 using Enrichr (https://amp.pharm.mssm.edu/Enrichr/)", "rows": [["Term", "Overlap", "P-value", "Odds ratio", "Combined score", "Genes"], ["Elastic fiber formation", "3/41", "4.32E-04", "20.32520325", "157.4485645", "MFAP4; EFEMP1; LOXL4"], ["Extracellular matrix organization", "6/283", "5.44E-04", "5.889281508", "44.26820723", "MFAP4; EFEMP1; ITGA1; LOXL4; COL8A1; JAM3"], ["Cell–cell communication", "4/131", "0.001281745", "8.481764207", "56.48458548", "CLDN12; CTNNA1; CDH13; WASL"], ["Cell–cell junction organization", "3/61", "0.001386", "13.6612", "89.90722", "CLDN12; CTNNA1; CDH13"], ["RHO GTPases activate ROCKs", "2/17", "0.001678", "32.67974", "208.8211", "PPP1R12A; MYH10"], ["Semaphorin interactions", "3/67", "0.001817", "12.43781", "78.49063", "DPYSL3; ITGA1; MYH10"], ["RHO GTPases activate PAKs", "2/21", "0.002568", "26.45503", "157.7983", "PPP1R12A; MYH10"], ["Cell junction organization", "3/86", "0.003697", "9.689922", "54.26647", "CLDN12; CTNNA1; CDH13"], ["Molecules associated with elastic fibers", "2/30", "0.005209", "18.51852", "97.35994", "MFAP4; EFEMP1"], ["Adherens junctions interactions", "2/31", "0.005555", "17.92115", "93.06567", "CTNNA1; CDH13"]], "row_count": 11, "column_count": 6, "numeric_cells": 47, "header_rows": 1, "locator": "section[13]/table-wrap[2]#T3"}}], "gaps": ["asset:data:geo:GSE57691 not downloaded", "asset:data:geo:GSE57691 licence not read", "asset:data:geo:GSE7084 not downloaded", "asset:data:geo:GSE7084 licence not read", "asset:data:geo:GSE98278 not downloaded", "asset:data:geo:GSE98278 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": 0.7, "band": "medium", "quote": "Spearman correlation"}}, {"id": "method-2", "family": null, "specific": null, "label": "Significance analysis of microarray (SAM)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "In this study, we performed the SAM tests in the ‘siggenes’ package R (version 3.6.1)."}}], "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": ["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": ["GSE57691", "GSE7084", "GSE98278"], "resolved_accessions": ["GSE57691", "GSE7084", "GSE98278"], "statements": ["The data that support the findings of the present study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE57691, GSE7084, GSE98278 in National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) 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:33245093", "data:geo:GSE57691", "asset:table:pmid:33245093:1", "asset:table:pmid:33245093:2", "asset:table:pmid:33245093:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE57691"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:24:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 20182, "completion_tokens": 1148, "cached_tokens": 776}}, "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:33245093", "type": "paper", "label": "pmid:33245093"}, {"id": "source:pmid:33245093", "type": "manuscript", "label": "PMID 33245093 full text"}, {"id": "data:geo:GSE57691", "type": "dataset", "label": "GEO GSE57691"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33245093", "type": "paper", "label": "pmid:33245093"}, {"id": "source:pmid:33245093", "type": "manuscript", "label": "PMID 33245093 full text"}, {"id": "data:geo:GSE57691", "type": "dataset", "label": "GEO GSE57691"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33245093", "type": "extraction", "used": ["source:pmid:33245093"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE57691", "type": "accession_resolution", "used": ["data:geo:GSE57691"], "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:33245093", "parent_hash": "sha256:9a8ac5db415fdcea1e4bb4f8ddccf9a5f8f0d550450fca59d438268f3ab7e133", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE57691 licence not read", "asset:data:geo:GSE57691 not downloaded", "asset:data:geo:GSE7084 licence not read", "asset:data:geo:GSE7084 not downloaded", "asset:data:geo:GSE98278 licence not read", "asset:data:geo:GSE98278 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": ["s (DEGs), we used a significance analysis of microarray (SAM). Spearman correlation test and gene se", "Methods Patient data Microarray gene expression data and clinical informatio", "ts’ characteristics Significance analysis of microarray Significance analysis of microarray (SAM) is", "lysis of microarray Significance analysis of microarray (SAM) is a test method where the test statis"], "order_basis": "paper_text_order:663", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": ["FRZB was validated using zebrafish embryos. Knockdown of frzb remarkably reduced vascular integrit"], "order_basis": "paper_text_order:1271", "id": "assay:2"}, {"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": 0.7, "evidence": ["Spearman correlation"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}