← All .science files
pmid:41286044
Identification of potential biomarkers associated with cellular senescence in benign prostatic hyperplasia.
Lei Zhou · Xiao Zhong · Dan Hu · Guoqian Hu · Chao Li · Shuo Tan · Wei Xiong · Lan Li · Jin Tang
Scientific reports · 2025 doi:10.1038/s41598-025-25734-6
Paper
complete
Experiment
partial
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 · 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 · 1 item
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 8 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 677 items
gaps array · 4 items
analysis object · 4 fields
methods array · 7 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
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 · 3 items
missing_operations array · 0 items
parameters object · 1 field
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 1 field
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[6] object · 10 fields
dsl_operations array · 6 items
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 · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 10 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 0 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:41286044", "kind": "science-record", "revision": 3, "content_hash": "sha256:5858fce1884ae10fdf3cd8fc93bec30ed536ea70b86904b30d636e9266b81320", "created_at": "2026-11-01T20:31:19Z", "updated_at": "2026-11-01T22:15:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of potential biomarkers associated with cellular senescence in benign prostatic hyperplasia.", "doi": "10.1038/s41598-025-25734-6", "pmid": "41286044", "authors": ["Lei Zhou", "Xiao Zhong", "Dan Hu", "Guoqian Hu", "Chao Li", "Shuo Tan", "Wei Xiong", "Lan Li", "Jin Tang"], "journal": "Scientific reports", "year": 2025, "abstract": "Benign prostatic hyperplasia (BPH) is a prevalent condition among aging men, characterized by prostate enlargement and urinary symptoms. Despite its common occurrence, the molecular mechanisms, particularly those related to cellular senescence, are not well understood. This study aims to pinpoint and analyze cellular senescence-related differentially expressed genes (CSRDEGs) in BPH. We integrated data from GEO datasets GSE119195 and GSE7307, addressing batch effects to ensure data reliability. Differential gene expression analysis revealed key CSRDEGs, which were further analyzed through Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses, highlighting their involvement in significant biological processes and pathways such as inflammation, cell cycle regulation, and extracellular matrix organization. Protein-protein interaction networks were constructed, and hub genes, including IGF1, SOX2, ID1, WNT2, LGALS3, and KL, were determined and analyzed for their diagnostic potential through receiver operating characteristic curve analysis. Regulatory network analyses of these hub genes exhibited intricate mRNA-miRNA and mRNA-TF interactions, providing insights into post-transcriptional and transcriptional regulation mechanisms. Our findings underscore the crucial role of cellular senescence in BPH pathogenesis and propose novel biomarkers and therapeutic targets. This study enhances our understanding of BPH at the molecular level, offering a foundation for future research aimed at improving diagnosis and treatment.", "claims": [{"id": "claim-method", "statement": "Group comparisons were conducted using the Wilcoxon Rank Sum Test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41286044", "locator": "sections[14] \"Statistical analysis\" paragraph 2", "quote": "Group comparisons were conducted using the Wilcoxon Rank Sum Test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41286044", "locator": "sections[28] \"Data availability\" paragraph 2", "quote": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We determined key hub genes, including IGF1, SOX2, ID1, WNT2, LGALS3, and KL, which play pivotal roles in cellular senescence and have potential as diagnostic biomarkers.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:41286044", "locator": "sections[24] \"Discussion\" paragraph 3", "quote": "We determined key hub genes, including IGF1, SOX2, ID1, WNT2, LGALS3, and KL, which play pivotal roles in cellular senescence and have potential as diagnostic biomarkers."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "We determined key hub genes, including IGF1, SOX2, ID1, WNT2, LGALS3, and KL, which play pivotal roles in cellular senescence and have potential as diagnostic biomarkers.", "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:41286044"], "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:GSE119195"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE119195"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41286044", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-25734-6", "sha256": "sha256:1eee71660d3f2c9d0cea85b13d9a4941ae9adfc4f4d0b323188ae6c19c9ad3d1", "bytes": 44483, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-25734-6", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12644519", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE119195", "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=GSE119195", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE119195", "version": null, "note": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3360636", "GSM3360637", "GSM3360638", "GSM3360639", "GSM3360640", "GSM3360641", "GSM3360642", "GSM3360643"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Expression data from benign prostatic hyperplasia samples and normal controls", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7307", "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=GSE7307", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7307", "version": null, "note": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM175786", "GSM175787", "GSM175788", "GSM175789", "GSM175790", "GSM175791", "GSM175792", "GSM175793", "GSM175794", "GSM175795", "GSM175796", "GSM175797", "GSM175798", "GSM175799", "GSM175800", "GSM175801", "GSM175802", "GSM175803", "GSM175804", "GSM175805", "GSM175806", "GSM175807", "GSM175808", "GSM175809", "GSM175810", "GSM175811", "GSM175812", "GSM175813", "GSM175814", "GSM175815", "GSM175816", "GSM175817", "GSM175818", "GSM175819", "GSM175820", "GSM175821", "GSM175822", "GSM175823", "GSM175824", "GSM175825", "GSM175826", "GSM175827", "GSM175828", "GSM175829", "GSM175830", "GSM175831", "GSM175832", "GSM175833", "GSM175834", "GSM175835", "GSM175836", "GSM175837", "GSM175838", "GSM175839", "GSM175840", "GSM175841", "GSM175842", "GSM175843", "GSM175844", "GSM175845", "GSM175846", "GSM175847", "GSM175848", "GSM175849", "GSM175850", "GSM175851", "GSM175852", "GSM175853", "GSM175854", "GSM175855", "GSM175856", "GSM175857", "GSM175858", "GSM175859", "GSM175860", "GSM175861", "GSM175862", "GSM175863", "GSM175864", "GSM175865", "GSM175866", "GSM175867", "GSM175868", "GSM175869", "GSM175870", "GSM175871", "GSM175872", "GSM175873", "GSM175874", "GSM175875", "GSM175876", "GSM175877", "GSM175878", "GSM175879", "GSM175880", "GSM175881", "GSM175882", "GSM175883", "GSM175884", "GSM175885", "GSM175886", "GSM175887", "GSM175888", "GSM175889", "GSM175890", "GSM175891", "GSM175892", "GSM175893", "GSM175894", "GSM175895", "GSM175896", "GSM175897", "GSM175898", "GSM175899", "GSM175900", "GSM175901", "GSM175902", "GSM175903", "GSM175904", "GSM175905", "GSM175906", "GSM175907", "GSM175908", "GSM175909", "GSM175910", "GSM175911", "GSM175912", "GSM175913", "GSM175914", "GSM175915", "GSM175916", "GSM175917", "GSM175918", "GSM175919", "GSM175920", "GSM175921", "GSM175922", "GSM175923", "GSM175924", "GSM175925", "GSM175926", "GSM175927", "GSM175928", "GSM175929", "GSM175930", "GSM175931", "GSM175932", "GSM175933", "GSM175934", "GSM175935", "GSM175936", "GSM175937", "GSM175938", "GSM175939", "GSM175940", "GSM175941", "GSM175942", "GSM175943", "GSM175944", "GSM175945", "GSM175946", "GSM175947", "GSM175948", "GSM175949", "GSM175950", "GSM175951", "GSM175952", "GSM175953", "GSM175954", "GSM175955", "GSM175956", "GSM175957", "GSM175958", "GSM175959", "GSM175960", "GSM175961", "GSM175962", "GSM175963", "GSM175964", "GSM175965", "GSM175966", "GSM175967", "GSM175968", "GSM175969", "GSM175970", "GSM175971", "GSM175972", "GSM175973", "GSM175974", "GSM175975", "GSM175976", "GSM175977", "GSM175978", "GSM175979", "GSM175980", "GSM175981", "GSM175982", "GSM175983", "GSM175984", "GSM175985", "GSM175987", "GSM175988", "GSM175989", "GSM175990", "GSM175991", "GSM175992", "GSM175993", "GSM175994", "GSM175995", "GSM175996", "GSM175997", "GSM175998", "GSM175999", "GSM176000", "GSM176001", "GSM176002", "GSM176003", "GSM176004", "GSM176005", "GSM176006", "GSM176007", "GSM176008", "GSM176009", "GSM176010", "GSM176011", "GSM176012", "GSM176013", "GSM176014", "GSM176015", "GSM176016", "GSM176017", "GSM176018", "GSM176019", "GSM176020", "GSM176021", "GSM176022", "GSM176023", "GSM176024", "GSM176025", "GSM176026", "GSM176027", "GSM176028", "GSM176029", "GSM176030", "GSM176031", "GSM176032", "GSM176033", "GSM176034", "GSM176035", "GSM176036", "GSM176037", "GSM176038", "GSM176039", "GSM176040", "GSM176041", "GSM176042", "GSM176043", "GSM176044", "GSM176045", "GSM176046", "GSM176047", "GSM176048", "GSM176049", "GSM176050", "GSM176051", "GSM176052", "GSM176053", "GSM176054", "GSM176055", "GSM176056", "GSM176057", "GSM176058", "GSM176059", "GSM176060", "GSM176061", "GSM176062", "GSM176063", "GSM176064", "GSM176065", "GSM176066", "GSM176067", "GSM176068", "GSM176069", "GSM176070", "GSM176071", "GSM176072", "GSM176073", "GSM176074", "GSM176075", "GSM176076", "GSM176077", "GSM176078", "GSM176079", "GSM176080", "GSM176081", "GSM176082", "GSM176083", "GSM176084", "GSM176085", "GSM176086", "GSM176087", "GSM176088", "GSM176089", "GSM176090", "GSM176091", "GSM176092", "GSM176093", "GSM176094", "GSM176095", "GSM176096", "GSM176097", "GSM176098", "GSM176099", "GSM176100", "GSM176101", "GSM176102", "GSM176103", "GSM176104", "GSM176105", "GSM176106", "GSM176107", "GSM176108", "GSM176109", "GSM176110", "GSM176111", "GSM176112", "GSM176113", "GSM176114", "GSM176115", "GSM176116", "GSM176117", "GSM176118", "GSM176119", "GSM176120", "GSM176121", "GSM176122", "GSM176123", "GSM176124", "GSM176125", "GSM176126", "GSM176127", "GSM176128", "GSM176129", "GSM176130", "GSM176131", "GSM176132", "GSM176133", "GSM176134", "GSM176135", "GSM176136", "GSM176137", "GSM176138", "GSM176139", "GSM176140", "GSM176141", "GSM176142", "GSM176143", "GSM176144", "GSM176145", "GSM176146", "GSM176147", "GSM176148", "GSM176149", "GSM176150", "GSM176151", "GSM176152", "GSM176153", "GSM176154", "GSM176155", "GSM176156", "GSM176157", "GSM176158", "GSM176159", "GSM176160", "GSM176161", "GSM176162", "GSM176163", "GSM176164", "GSM176165", "GSM176166", "GSM176167", "GSM176168", "GSM176169", "GSM176170", "GSM176171", "GSM176172", "GSM176173", "GSM176174", "GSM176175", "GSM176176", "GSM176177", "GSM176178", "GSM176179", "GSM176180", "GSM176181", "GSM176182", "GSM176183", "GSM176184", "GSM176185", "GSM176186", "GSM176205", "GSM176206", "GSM176207", "GSM176208", "GSM176209", "GSM176210", "GSM176211", "GSM176212", "GSM176213", "GSM176214", "GSM176215", "GSM176216", "GSM176217", "GSM176218", "GSM176219", "GSM176220", "GSM176221", "GSM176222", "GSM176223", "GSM176224", "GSM176225", "GSM176226", "GSM176227", "GSM176228", "GSM176229", "GSM176230", "GSM176231", "GSM176232", "GSM176233", "GSM176234", "GSM176235", "GSM176236", "GSM176237", "GSM176238", "GSM176239", "GSM176240", "GSM176241", "GSM176242", "GSM176243", "GSM176244", "GSM176245", "GSM176246", "GSM176247", "GSM176248", "GSM176249", "GSM176250", "GSM176251", "GSM176252", "GSM176253", "GSM176254", "GSM176255", "GSM176256", "GSM176257", "GSM176258", "GSM176259", "GSM176260", "GSM176261", "GSM176262", "GSM176263", "GSM176264", "GSM176265", "GSM176266", "GSM176267", "GSM176268", "GSM176269", "GSM176270", "GSM176271", "GSM176272", "GSM176273", "GSM176274", "GSM176275", "GSM176276", "GSM176277", "GSM176278", "GSM176279", "GSM176280", "GSM176281", "GSM176282", "GSM176283", "GSM176284", "GSM176285", "GSM176286", "GSM176287", "GSM176288", "GSM176289", "GSM176290", "GSM176291", "GSM176292", "GSM176293", "GSM176294", "GSM176295", "GSM176296", "GSM176297", "GSM176298", "GSM176299", "GSM176300", "GSM176301", "GSM176302", "GSM176303", "GSM176304", "GSM176305", "GSM176306", "GSM176307", "GSM176308", "GSM176309", "GSM176310", "GSM176311", "GSM176312", "GSM176313", "GSM176314", "GSM176315", "GSM176316", "GSM176317", "GSM176318", "GSM176319", "GSM176320", "GSM176321", "GSM176322", "GSM176323", "GSM176324", "GSM176325", "GSM176326", "GSM176327", "GSM176328", "GSM176329", "GSM176330", "GSM176331", "GSM176332", "GSM176333", "GSM176334", "GSM176335", "GSM176336", "GSM176337", "GSM176338", "GSM176339", "GSM176340", "GSM176341", "GSM176342", "GSM176343", "GSM176344", "GSM176345", "GSM176346", "GSM176347", "GSM176348", "GSM176349", "GSM176350", "GSM176351", "GSM176352", "GSM176353", "GSM176354", "GSM176355", "GSM176356", "GSM176357", "GSM176358", "GSM176359", "GSM176360", "GSM176361", "GSM176362", "GSM176363", "GSM176364", "GSM176365", "GSM176366", "GSM176367", "GSM176368", "GSM176369", "GSM176370", "GSM176371", "GSM176372", "GSM176373", "GSM176374", "GSM176375", "GSM176376", "GSM176377", "GSM176378", "GSM176379", "GSM176380", "GSM176381", "GSM176382", "GSM176383", "GSM176384", "GSM176385", "GSM176386", "GSM176387", "GSM176388", "GSM176389", "GSM176390", "GSM176391", "GSM176392", "GSM176393", "GSM176394", "GSM176395", "GSM176396", "GSM176397", "GSM176398", "GSM176399", "GSM176400", "GSM176401", "GSM176402", "GSM176403", "GSM176404", "GSM176405", "GSM176406", "GSM176407", "GSM176408", "GSM176409", "GSM176410", "GSM176411", "GSM176412", "GSM176413", "GSM176414", "GSM176415", "GSM176416", "GSM176417", "GSM176418", "GSM176419", "GSM176420", "GSM176421", "GSM176422", "GSM176423", "GSM176424", "GSM176425", "GSM176426", "GSM176427", "GSM176428", "GSM176429", "GSM176430", "GSM176431", "GSM176432", "GSM176433", "GSM176434", "GSM176435", "GSM176436", "GSM176437", "GSM176438", "GSM176439", "GSM176440", "GSM176441", "GSM176442", "GSM176443", "GSM176444", "GSM176445", "GSM176446", "GSM176447", "GSM176448", "GSM176449", "GSM176450", "GSM176451", "GSM176452", "GSM176453", "GSM176454", "GSM176455", "GSM176456", "GSM176457", "GSM176458", "GSM176459", "GSM176460", "GSM176461", "GSM176462", "GSM176463", "GSM176464", "GSM176465", "GSM176466", "GSM176467", "GSM176468", "GSM176469", "GSM176470", "GSM176471", "GSM176472", "GSM176473", "GSM176474", "GSM176475", "GSM176476", "GSM176477", "GSM176478", "GSM176479", "GSM176480", "GSM176481"], "sample_count": 677, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Human body index - transcriptional profiling", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE119195 not downloaded", "asset:data:geo:GSE119195 licence not read", "asset:data:geo:GSE7307 not downloaded", "asset:data:geo:GSE7307 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Group comparisons were conducted using the Wilcoxon Rank Sum Test."}}, {"id": "method-2", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "Principal Component Analysis"}}, {"id": "method-3", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {"log2fc_threshold": "essed genes (DEGs) with logFC > 0"}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.8, "band": "high", "quote": "limma"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {"p_value": "significance defined as p value < 0"}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman correlation"}}, {"id": "method-5", "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-6", "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"}}, {"id": "method-7", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC curve"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE119195", "GSE7307"], "resolved_accessions": ["GSE119195", "GSE7307"], "statements": ["Data will be made available upon reasonable request. For inquiries regarding the data from this study, please contact Jin Tang at ajin530@139.com."], "basis": "The paper names GSE119195, GSE7307 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:41286044", "data:geo:GSE119195"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE119195"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:06:31Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12835, "completion_tokens": 1443, "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:41286044", "type": "paper", "label": "pmid:41286044"}, {"id": "source:pmid:41286044", "type": "manuscript", "label": "PMID 41286044 full text"}, {"id": "data:geo:GSE119195", "type": "dataset", "label": "GEO GSE119195"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41286044", "type": "paper", "label": "pmid:41286044"}, {"id": "source:pmid:41286044", "type": "manuscript", "label": "PMID 41286044 full text"}, {"id": "data:geo:GSE119195", "type": "dataset", "label": "GEO GSE119195"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41286044", "type": "extraction", "used": ["source:pmid:41286044"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE119195", "type": "accession_resolution", "used": ["data:geo:GSE119195"], "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:41286044", "parent_hash": "sha256:95bc328da49da0254cf0f139507623237c969bbf931e39a22fa7414ed3617ea8", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE119195 licence not read", "asset:data:geo:GSE119195 not downloaded", "asset:data:geo:GSE7307 licence not read", "asset:data:geo:GSE7307 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["he cellular morphology and size were normal; immunohistochemistry showed that tumor markers P504s and PMSA wer"], "order_basis": "paper_text_order:3086", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Group comparisons were conducted using the Wilcoxon Rank Sum Test."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}