← All .science files
pmid:36217461
Leucine zipper protein 2 serves as a prognostic biomarker for prostate cancer correlating with immune infiltration and epigenetic regulation.
Dechao Feng · Weizhen Zhu · Xu Shi · Wuran Wei · Ping Han · Qiang Wei · Lu Yang
Heliyon · 2022 doi:10.1016/j.heliyon.2022.e10750
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 7 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 5 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 248 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 98 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 50 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 424 items
gaps array · 8 items
analysis object · 4 fields
methods array · 1 item
[0] 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 · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 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 · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 12 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 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:36217461", "kind": "science-record", "revision": 3, "content_hash": "sha256:849c29e020b607cf2fb897230f9a3ff186b566d16aec3ab088b8442e4a269505", "created_at": "2026-11-01T18:15:34Z", "updated_at": "2026-11-01T21:29:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Leucine zipper protein 2 serves as a prognostic biomarker for prostate cancer correlating with immune infiltration and epigenetic regulation.", "doi": "10.1016/j.heliyon.2022.e10750", "pmid": "36217461", "authors": ["Dechao Feng", "Weizhen Zhu", "Xu Shi", "Wuran Wei", "Ping Han", "Qiang Wei", "Lu Yang"], "journal": "Heliyon", "year": 2022, "abstract": "Background: We sought to determine whether leucine zipper protein 2 (LUZP2) could benefit men with prostate cancer (PCa) undergoing radical radiotherapy (RT) or prostatectomy (RP).\nMethods: Analysis was done on differentiating expression, clinical prognosis, co-expressed genes, immune infiltration, and epigenetic changes. All of our analyses were done using the R software (version 3.6.3) and the appropriate packages.\nResults: In terms of PCa, tumor samples expressed LUZP2 more than normal samples did. In the TCGA database and GSE116918, we found that LUZP2 was the only independent risk factor for PCa. The shared enriched pathways for patients undergoing RP or RT were cell-cell adhesion, regulation of filopodium assembly, and extracellular matrix containing collagen. With the exception of TNFRSF14, we discovered that LUZP2 was negatively correlated with 21 immune checkpoints in PCa patients receiving RT. We found a significant inverse relationship between LUZP2 expression and the tumor immune environment, which included B cells, CD4+ T cells, neutrophils, macrophages, dendritic cells, stromal score, immune score, and estimate score, in patients receiving RP or RT. Additionally, tumor purity was positively correlated with LUZP2. We found that the drug bortezomib may be susceptible to the LUZP2. DNA methylation was significantly associated with the mRNA expression of LUZP2 in PCa patients from the TCGA database, and LUZP2 methylation was positively correlated with immune cells. The proliferative activity of various PCa cells, which correlated to different stages of this disease, was also found to be significantly reduced by LUZP2 reduction, according to the results of our experimental work.\nConclusions: We proposed a relatively comprehensive understanding of the roles of LUZP2 on PCa from the fresh perspective of senescence.", "claims": [{"id": "claim-method", "statement": "Through univariate and multivariate COX regression analysis, we were able to identify the independent risk gene (LUZP2) for PCa patients undergoing RP or RT.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36217461", "locator": "sections[4] \"Data collection\" paragraph 2", "quote": "Through univariate and multivariate COX regression analysis, we were able to identify the independent risk gene (LUZP2) for PCa patients undergoing RP or RT."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data included in article/supp. material/referenced in article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36217461", "locator": "sections[20] \"Data availability statement\" paragraph 2", "quote": "Data included in article/supp. material/referenced in article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "LUZP2 was the only independent risk factor for prostate cancer in both the TCGA database and GSE116918.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36217461", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "In the TCGA database and GSE116918, we found that LUZP2 was the only independent risk factor for PCa."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "LUZP2 was the only independent risk factor for prostate cancer in both the TCGA database and GSE116918.", "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:36217461"], "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:GSE116918"], "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:GSE116918"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36217461", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.heliyon.2022.e10750", "sha256": "sha256:7cb3806ae09027c385018a93ed685feb0280f0b78ab5d21abd5188e8b70bc704", "bytes": 51888, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.heliyon.2022.e10750", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9547219", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE116918", "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=GSE116918", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE116918", "version": null, "note": "Data included in article/supp. material/referenced in article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data included in article/supp. material/referenced in article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3263664", "GSM3263665", "GSM3263666", "GSM3263667", "GSM3263668", "GSM3263669", "GSM3263670", "GSM3263671", "GSM3263672", "GSM3263673", "GSM3263674", "GSM3263675", "GSM3263676", "GSM3263677", "GSM3263678", "GSM3263679", "GSM3263680", "GSM3263681", "GSM3263682", "GSM3263683", "GSM3263684", "GSM3263685", "GSM3263686", "GSM3263687", "GSM3263688", "GSM3263689", "GSM3263690", "GSM3263691", "GSM3263692", "GSM3263693", "GSM3263694", "GSM3263695", "GSM3263696", "GSM3263697", "GSM3263698", "GSM3263699", "GSM3263700", "GSM3263701", "GSM3263702", "GSM3263703", "GSM3263704", "GSM3263705", "GSM3263706", "GSM3263707", "GSM3263708", "GSM3263709", "GSM3263710", "GSM3263711", "GSM3263712", "GSM3263713", "GSM3263714", "GSM3263715", "GSM3263716", "GSM3263717", "GSM3263718", "GSM3263719", "GSM3263720", "GSM3263721", "GSM3263722", "GSM3263723", "GSM3263724", "GSM3263725", "GSM3263726", "GSM3263727", "GSM3263728", "GSM3263729", "GSM3263730", "GSM3263731", "GSM3263732", "GSM3263733", "GSM3263734", "GSM3263735", "GSM3263736", "GSM3263737", "GSM3263738", "GSM3263739", "GSM3263740", "GSM3263741", "GSM3263742", "GSM3263743", "GSM3263744", "GSM3263745", "GSM3263746", "GSM3263747", "GSM3263748", "GSM3263749", "GSM3263750", "GSM3263751", "GSM3263752", "GSM3263753", "GSM3263754", "GSM3263755", "GSM3263756", "GSM3263757", "GSM3263758", "GSM3263759", "GSM3263760", "GSM3263761", "GSM3263762", "GSM3263763", "GSM3263764", "GSM3263765", "GSM3263766", "GSM3263767", "GSM3263768", "GSM3263769", "GSM3263770", "GSM3263771", "GSM3263772", "GSM3263773", "GSM3263774", "GSM3263775", "GSM3263776", "GSM3263777", "GSM3263778", "GSM3263779", "GSM3263780", "GSM3263781", "GSM3263782", "GSM3263783", "GSM3263784", "GSM3263785", "GSM3263786", "GSM3263787", "GSM3263788", "GSM3263789", "GSM3263790", "GSM3263791", "GSM3263792", "GSM3263793", "GSM3263794", "GSM3263795", "GSM3263796", "GSM3263797", "GSM3263798", "GSM3263799", "GSM3263800", "GSM3263801", "GSM3263802", "GSM3263803", "GSM3263804", "GSM3263805", "GSM3263806", "GSM3263807", "GSM3263808", "GSM3263809", "GSM3263810", "GSM3263811", "GSM3263812", "GSM3263813", "GSM3263814", "GSM3263815", "GSM3263816", "GSM3263817", "GSM3263818", "GSM3263819", "GSM3263820", "GSM3263821", "GSM3263822", "GSM3263823", "GSM3263824", "GSM3263825", "GSM3263826", "GSM3263827", "GSM3263828", "GSM3263829", "GSM3263830", "GSM3263831", "GSM3263832", "GSM3263833", "GSM3263834", "GSM3263835", "GSM3263836", "GSM3263837", "GSM3263838", "GSM3263839", "GSM3263840", "GSM3263841", "GSM3263842", "GSM3263843", "GSM3263844", "GSM3263845", "GSM3263846", "GSM3263847", "GSM3263848", "GSM3263849", "GSM3263850", "GSM3263851", "GSM3263852", "GSM3263853", "GSM3263854", "GSM3263855", "GSM3263856", "GSM3263857", "GSM3263858", "GSM3263859", "GSM3263860", "GSM3263861", "GSM3263862", "GSM3263863", "GSM3263864", "GSM3263865", "GSM3263866", "GSM3263867", "GSM3263868", "GSM3263869", "GSM3263870", "GSM3263871", "GSM3263872", "GSM3263873", "GSM3263874", "GSM3263875", "GSM3263876", "GSM3263877", "GSM3263878", "GSM3263879", "GSM3263880", "GSM3263881", "GSM3263882", "GSM3263883", "GSM3263884", "GSM3263885", "GSM3263886", "GSM3263887", "GSM3263888", "GSM3263889", "GSM3263890", "GSM3263891", "GSM3263892", "GSM3263893", "GSM3263894", "GSM3263895", "GSM3263896", "GSM3263897", "GSM3263898", "GSM3263899", "GSM3263900", "GSM3263901", "GSM3263902", "GSM3263903", "GSM3263904", "GSM3263905", "GSM3263906", "GSM3263907", "GSM3263908", "GSM3263909", "GSM3263910", "GSM3263911"], "sample_count": 248, "group_sizes": null, "group_sizes_basis": null, "platform": "25318", "taxon": "Homo sapiens", "title": "Using biopsies to improve risk stratification in patients with prostate cancer treated with radical radiation therapy", "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:GSE32571", "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=GSE32571", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32571", "version": null, "note": "Data included in article/supp. material/referenced in article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data included in article/supp. material/referenced in article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM807224", "GSM807225", "GSM807226", "GSM807227", "GSM807228", "GSM807229", "GSM807230", "GSM807231", "GSM807232", "GSM807233", "GSM807234", "GSM807235", "GSM807236", "GSM807237", "GSM807238", "GSM807239", "GSM807240", "GSM807241", "GSM807242", "GSM807243", "GSM807244", "GSM807245", "GSM807246", "GSM807247", "GSM807248", "GSM807249", "GSM807250", "GSM807251", "GSM807252", "GSM807253", "GSM807254", "GSM807255", "GSM807256", "GSM807257", "GSM807258", "GSM807259", "GSM807260", "GSM807261", "GSM807262", "GSM807263", "GSM807264", "GSM807265", "GSM807266", "GSM807267", "GSM807268", "GSM807269", "GSM807270", "GSM807271", "GSM807272", "GSM807273", "GSM807274", "GSM807275", "GSM807276", "GSM807277", "GSM807278", "GSM807279", "GSM807280", "GSM807281", "GSM807282", "GSM807283", "GSM807284", "GSM807285", "GSM807286", "GSM807287", "GSM807288", "GSM807289", "GSM807290", "GSM807291", "GSM807292", "GSM807293", "GSM807294", "GSM807295", "GSM807296", "GSM807297", "GSM807298", "GSM807299", "GSM807300", "GSM807301", "GSM807302", "GSM807303", "GSM807304", "GSM807305", "GSM807306", "GSM807307", "GSM807308", "GSM807309", "GSM807310", "GSM807311", "GSM807312", "GSM807313", "GSM807314", "GSM807315", "GSM807316", "GSM807317", "GSM807318", "GSM807319", "GSM807320", "GSM807321"], "sample_count": 98, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Gene signatures in prostate cancer linked to the Gleason score", "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:GSE46602", "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=GSE46602", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE46602", "version": null, "note": "Data included in article/supp. material/referenced in article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data included in article/supp. material/referenced in article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1133136", "GSM1133137", "GSM1133138", "GSM1133139", "GSM1133140", "GSM1133141", "GSM1133142", "GSM1133143", "GSM1133144", "GSM1133145", "GSM1133146", "GSM1133147", "GSM1133148", "GSM1133149", "GSM1133150", "GSM1133151", "GSM1133152", "GSM1133153", "GSM1133154", "GSM1133155", "GSM1133156", "GSM1133157", "GSM1133158", "GSM1133159", "GSM1133160", "GSM1133161", "GSM1133162", "GSM1133163", "GSM1133164", "GSM1133165", "GSM1133166", "GSM1133167", "GSM1133168", "GSM1133169", "GSM1133170", "GSM1133171", "GSM1133172", "GSM1133173", "GSM1133174", "GSM1133175", "GSM1133176", "GSM1133177", "GSM1133178", "GSM1133179", "GSM1133180", "GSM1133181", "GSM1133182", "GSM1133183", "GSM1133184", "GSM1133185"], "sample_count": 50, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from prostate cancer and benign prostate glands", "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:GSE62872", "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=GSE62872", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62872", "version": null, "note": "Data included in article/supp. material/referenced in article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data included in article/supp. material/referenced in article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1534793", "GSM1534794", "GSM1534795", "GSM1534796", "GSM1534797", "GSM1534798", "GSM1534799", "GSM1534800", "GSM1534801", "GSM1534802", "GSM1534803", "GSM1534804", "GSM1534805", "GSM1534806", "GSM1534807", "GSM1534808", "GSM1534809", "GSM1534810", "GSM1534811", "GSM1534812", "GSM1534813", "GSM1534814", "GSM1534815", "GSM1534816", "GSM1534817", "GSM1534818", "GSM1534819", "GSM1534820", "GSM1534821", "GSM1534822", "GSM1534823", "GSM1534824", "GSM1534825", "GSM1534826", "GSM1534827", "GSM1534828", "GSM1534829", "GSM1534830", "GSM1534831", "GSM1534832", "GSM1534833", "GSM1534834", "GSM1534835", "GSM1534836", "GSM1534837", "GSM1534838", "GSM1534839", "GSM1534840", "GSM1534841", "GSM1534842", "GSM1534843", "GSM1534844", "GSM1534845", "GSM1534846", "GSM1534847", "GSM1534848", "GSM1534849", "GSM1534850", "GSM1534851", "GSM1534852", "GSM1534853", "GSM1534854", "GSM1534855", "GSM1534856", "GSM1534857", "GSM1534858", "GSM1534859", "GSM1534860", "GSM1534861", "GSM1534862", "GSM1534863", "GSM1534864", "GSM1534865", "GSM1534866", "GSM1534867", "GSM1534868", "GSM1534869", "GSM1534870", "GSM1534871", "GSM1534872", "GSM1534873", "GSM1534874", "GSM1534875", "GSM1534876", "GSM1534877", "GSM1534878", "GSM1534879", "GSM1534880", "GSM1534881", "GSM1534882", "GSM1534883", "GSM1534884", "GSM1534885", "GSM1534886", "GSM1534887", "GSM1534888", "GSM1534889", "GSM1534890", "GSM1534891", "GSM1534892", "GSM1534893", "GSM1534894", "GSM1534895", "GSM1534896", "GSM1534897", "GSM1534898", "GSM1534899", "GSM1534900", "GSM1534901", "GSM1534902", "GSM1534903", "GSM1534904", "GSM1534905", "GSM1534906", "GSM1534907", "GSM1534908", "GSM1534909", "GSM1534910", "GSM1534911", "GSM1534912", "GSM1534913", "GSM1534914", "GSM1534915", "GSM1534916", "GSM1534917", "GSM1534918", "GSM1534919", "GSM1534920", "GSM1534921", "GSM1534922", "GSM1534923", "GSM1534924", "GSM1534925", "GSM1534926", "GSM1534927", "GSM1534928", "GSM1534929", "GSM1534930", "GSM1534931", "GSM1534932", "GSM1534933", "GSM1534934", "GSM1534935", "GSM1534936", "GSM1534937", "GSM1534938", "GSM1534939", "GSM1534940", "GSM1534941", "GSM1534942", "GSM1534943", "GSM1534944", "GSM1534945", "GSM1534946", "GSM1534947", "GSM1534948", "GSM1534949", "GSM1534950", "GSM1534951", "GSM1534952", "GSM1534953", "GSM1534954", "GSM1534955", "GSM1534956", "GSM1534957", "GSM1534958", "GSM1534959", "GSM1534960", "GSM1534961", "GSM1534962", "GSM1534963", "GSM1534964", "GSM1534965", "GSM1534966", "GSM1534967", "GSM1534968", "GSM1534969", "GSM1534970", "GSM1534971", "GSM1534972", "GSM1534973", "GSM1534974", "GSM1534975", "GSM1534976", "GSM1534977", "GSM1534978", "GSM1534979", "GSM1534980", "GSM1534981", "GSM1534982", "GSM1534983", "GSM1534984", "GSM1534985", "GSM1534986", "GSM1534987", "GSM1534988", "GSM1534989", "GSM1534990", "GSM1534991", "GSM1534992", "GSM1534993", "GSM1534994", "GSM1534995", "GSM1534996", "GSM1534997", "GSM1534998", "GSM1534999", "GSM1535000", "GSM1535001", "GSM1535002", "GSM1535003", "GSM1535004", "GSM1535005", "GSM1535006", "GSM1535007", "GSM1535008", "GSM1535009", "GSM1535010", "GSM1535011", "GSM1535012", "GSM1535013", "GSM1535014", "GSM1535015", "GSM1535016", "GSM1535017", "GSM1535018", "GSM1535019", "GSM1535020", "GSM1535021", "GSM1535022", "GSM1535023", "GSM1535024", "GSM1535025", "GSM1535026", "GSM1535027", "GSM1535028", "GSM1535029", "GSM1535030", "GSM1535031", "GSM1535032", "GSM1535033", "GSM1535034", "GSM1535035", "GSM1535036", "GSM1535037", "GSM1535038", "GSM1535039", "GSM1535040", "GSM1535041", "GSM1535042", "GSM1535043", "GSM1535044", "GSM1535045", "GSM1535046", "GSM1535047", "GSM1535048", "GSM1535049", "GSM1535050", "GSM1535051", "GSM1535052", "GSM1535053", "GSM1535054", "GSM1535055", "GSM1535056", "GSM1535057", "GSM1535058", "GSM1535059", "GSM1535060", "GSM1535061", "GSM1535062", "GSM1535063", "GSM1535064", "GSM1535065", "GSM1535066", "GSM1535067", "GSM1535068", "GSM1535069", "GSM1535070", "GSM1535071", "GSM1535072", "GSM1535073", "GSM1535074", "GSM1535075", "GSM1535076", "GSM1535077", "GSM1535078", "GSM1535079", "GSM1535080", "GSM1535081", "GSM1535082", "GSM1535083", "GSM1535084", "GSM1535085", "GSM1535086", "GSM1535087", "GSM1535088", "GSM1535089", "GSM1535090", "GSM1535091", "GSM1535092", "GSM1535093", "GSM1535094", "GSM1535095", "GSM1535096", "GSM1535097", "GSM1535098", "GSM1535099", "GSM1535100", "GSM1535101", "GSM1535102", "GSM1535103", "GSM1535104", "GSM1535105", "GSM1535106", "GSM1535107", "GSM1535108", "GSM1535109", "GSM1535110", "GSM1535111", "GSM1535112", "GSM1535113", "GSM1535114", "GSM1535115", "GSM1535116", "GSM1535117", "GSM1535118", "GSM1535119", "GSM1535120", "GSM1535121", "GSM1535122", "GSM1535123", "GSM1535124", "GSM1535125", "GSM1535126", "GSM1535127", "GSM1535128", "GSM1535129", "GSM1535130", "GSM1535131", "GSM1535132", "GSM1535133", "GSM1535134", "GSM1535135", "GSM1535136", "GSM1535137", "GSM1535138", "GSM1535139", "GSM1535140", "GSM1535141", "GSM1535142", "GSM1535143", "GSM1535144", "GSM1535145", "GSM1535146", "GSM1535147", "GSM1535148", "GSM1535149", "GSM1535150", "GSM1535151", "GSM1535152", "GSM1535153", "GSM1535154", "GSM1535155", "GSM1535156", "GSM1535157", "GSM1535158", "GSM1535159", "GSM1535160", "GSM1535161", "GSM1535162", "GSM1535163", "GSM1535164", "GSM1535165", "GSM1535166", "GSM1535167", "GSM1535168", "GSM1535169", "GSM1535170", "GSM1535171", "GSM1535172", "GSM1535173", "GSM1535174", "GSM1535175", "GSM1535176", "GSM1535177", "GSM1535178", "GSM1535179", "GSM1535180", "GSM1535181", "GSM1535182", "GSM1535183", "GSM1535184", "GSM1535185", "GSM1535186", "GSM1535187", "GSM1535188", "GSM1535189", "GSM1535190", "GSM1535191", "GSM1535192", "GSM1535193", "GSM1535194", "GSM1535195", "GSM1535196", "GSM1535197", "GSM1535198", "GSM1535199", "GSM1535200", "GSM1535201", "GSM1535202", "GSM1535203", "GSM1535204", "GSM1535205", "GSM1535206", "GSM1535207", "GSM1535208", "GSM1535209", "GSM1535210", "GSM1535211", "GSM1535212", "GSM1535213", "GSM1535214", "GSM1535215", "GSM1535216"], "sample_count": 424, "group_sizes": null, "group_sizes_basis": null, "platform": "19370", "taxon": "Homo sapiens", "title": "Association of Prostate Cancer Risk Variants with Gene Expression in Normal and Tumor Tissue", "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:GSE116918 not downloaded", "asset:data:geo:GSE116918 licence not read", "asset:data:geo:GSE32571 not downloaded", "asset:data:geo:GSE32571 licence not read", "asset:data:geo:GSE46602 not downloaded", "asset:data:geo:GSE46602 licence not read", "asset:data:geo:GSE62872 not downloaded", "asset:data:geo:GSE62872 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Through univariate and multivariate COX regression analysis, we were able to identify the independent risk gene (LUZP2) for PCa patients undergoing RP or RT."}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE46602", "GSE32571", "GSE62872", "GSE116918"], "resolved_accessions": ["GSE46602", "GSE32571", "GSE62872", "GSE116918"], "statements": ["Data included in article/supp. material/referenced in article."], "basis": "The paper names GSE46602, GSE32571, GSE62872, GSE116918 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:36217461", "data:geo:GSE116918"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE116918"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:09:43Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16454, "completion_tokens": 2248, "cached_tokens": 264}}, "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:36217461", "type": "paper", "label": "pmid:36217461"}, {"id": "source:pmid:36217461", "type": "manuscript", "label": "PMID 36217461 full text"}, {"id": "data:geo:GSE116918", "type": "dataset", "label": "GEO GSE116918"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36217461", "type": "paper", "label": "pmid:36217461"}, {"id": "source:pmid:36217461", "type": "manuscript", "label": "PMID 36217461 full text"}, {"id": "data:geo:GSE116918", "type": "dataset", "label": "GEO GSE116918"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36217461", "type": "extraction", "used": ["source:pmid:36217461"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE116918", "type": "accession_resolution", "used": ["data:geo:GSE116918"], "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:36217461", "parent_hash": "sha256:3a98888097a4cebe2bd27b196532b847231d38c1f8144a1b32dafe24b37cf497", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE116918 licence not read", "asset:data:geo:GSE116918 not downloaded", "asset:data:geo:GSE32571 licence not read", "asset:data:geo:GSE32571 not downloaded", "asset:data:geo:GSE46602 licence not read", "asset:data:geo:GSE46602 not downloaded", "asset:data:geo:GSE62872 licence not read", "asset:data:geo:GSE62872 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Through univariate and multivariate COX regression analysis, we were able to identify the independent risk gene (LUZP2) for PCa patients undergoing RP or RT."], "order_basis": "analysis_only", "id": "assay:1"}]}