← All .science files
pmid:39029072
Identification and validation of basement membrane-related genes predicting prognosis and immune infiltration associated with bladder cancer.
Fie Lai · Lin He · Thongher Lia · Zhen Yang · Chaoyou Huang
Medicine · 2024 doi:10.1097/MD.0000000000038858
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 · 5 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 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 · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 5 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 131 items
gaps array · 4 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
evidence object · 3 fields
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 · 2 items
resolved_accessions array · 2 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 · 8 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:39029072", "kind": "science-record", "revision": 2, "content_hash": "sha256:e46a0de447fa8c974f94721d22eba9c9d7456cf0c268df5c91e0baa733f28599", "created_at": "2026-11-01T20:29:06Z", "updated_at": "2026-11-01T21:33:30Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and validation of basement membrane-related genes predicting prognosis and immune infiltration associated with bladder cancer.", "doi": "10.1097/MD.0000000000038858", "pmid": "39029072", "authors": ["Fie Lai", "Lin He", "Thongher Lia", "Zhen Yang", "Chaoyou Huang"], "journal": "Medicine", "year": 2024, "abstract": "Bladder cancer (BC) is fatal during muscle invasion and treatment progress is limited. In this study, we aimed to construct and validate basement membrane (BM)-associated gene prognosis to predict BC progression and tumor immune infiltration correlation. We choreographed BM-related genes in the Cancer Genome Atlas (TCGA) database using COX regression and least absolute shrinkage and selection operator (LASSO) analysis, and the predictive value of BM-related genes was further validated by the GSE32548, GSE129845, and immunohistochemistry staining. All analyses were performed with R-version 4.2.2, and its appropriate packages. Three genes were identified to construct a gene signature to predictive of BC prognosis. We divided the TCGA database into 2 groups, and patients in the high-risk group had worse overall survival (OS) than those in the low-risk group. In GSE32548, we confirmed that patients in the high-risk group had a poorer prognosis compared to those in the low-risk group in terms of OS. Immunohistochemical staining of EPEMP1, GPC2, and ITGA3 showed significantly higher expression at the protein level in BC tissues than in normal tissues. The Spearman analysis showed risk score was positively correlated with B cell naïve, Macrophages M2, and Mast cells resting. stromal score, immune score, and ESTIMATE scores were significantly higher in the high-risk group. drugs sensitivity analysis showed IC50 of Cisplatin, Gemcitabine, and Methotrexate in the high-risk group was significantly higher than that in the low-risk group. We identified 3 prognostic genes from a novel perspective of BM genes as effective risk stratification tools for BC patients.", "claims": [{"id": "claim-method", "statement": "We choreographed BM-related genes in the Cancer Genome Atlas (TCGA) database using COX regression and least absolute shrinkage and selection operator (LASSO) analysis, and the predictive value of BM-related genes was further validated by the GSE32548, GSE129845, and immunohistochemistry staining.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39029072", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We choreographed BM-related genes in the Cancer Genome Atlas (TCGA) database using COX regression and least absolute shrinkage and selection operator (LASSO) analysis, and the predictive value of BM-related genes was further validated by the GSE32548, GSE129845, and immunohistochemistry staining."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated during and/or analyzed during the current study are publicly available.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39029072", "locator": "sections[27] \"(untitled)\" paragraph 1", "quote": "The datasets generated during and/or analyzed during the current study are publicly available."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Three genes were identified to construct a gene signature to predictive of BC prognosis.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39029072", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Three genes were identified to construct a gene signature to predictive of BC prognosis."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Three genes were identified to construct a gene signature to predictive of BC prognosis.", "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:39029072"], "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:GSE129845"], "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:GSE129845"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39029072", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000038858", "sha256": "sha256:34762f5484332539e8a727f2f8087f9ed017b6726008a73353fd87186a18254e", "bytes": 42551, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000038858", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11398827", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE129845", "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=GSE129845", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE129845", "version": null, "note": "The datasets generated during and/or analyzed during the current study are publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the current study are publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3723357", "GSM3723358", "GSM3723359", "GSM3723360", "GSM3723361"], "sample_count": 5, "group_sizes": null, "group_sizes_basis": null, "platform": "20795;21273", "taxon": "Mus musculus; Homo sapiens", "title": "Single-cell transcriptomic map of the human and mouse bladders", "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:GSE32548", "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=GSE32548", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32548", "version": null, "note": "The datasets generated during and/or analyzed during the current study are publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated during and/or analyzed during the current study are publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM806803", "GSM806804", "GSM806805", "GSM806806", "GSM806807", "GSM806808", "GSM806809", "GSM806810", "GSM806811", "GSM806812", "GSM806813", "GSM806814", "GSM806815", "GSM806816", "GSM806817", "GSM806818", "GSM806819", "GSM806820", "GSM806821", "GSM806822", "GSM806823", "GSM806824", "GSM806825", "GSM806826", "GSM806827", "GSM806828", "GSM806829", "GSM806830", "GSM806831", "GSM806832", "GSM806833", "GSM806834", "GSM806835", "GSM806836", "GSM806837", "GSM806838", "GSM806839", "GSM806840", "GSM806841", "GSM806842", "GSM806843", "GSM806844", "GSM806845", "GSM806846", "GSM806847", "GSM806848", "GSM806849", "GSM806850", "GSM806851", "GSM806852", "GSM806853", "GSM806854", "GSM806855", "GSM806856", "GSM806857", "GSM806858", "GSM806859", "GSM806860", "GSM806861", "GSM806862", "GSM806863", "GSM806864", "GSM806865", "GSM806866", "GSM806867", "GSM806868", "GSM806869", "GSM806870", "GSM806871", "GSM806872", "GSM806873", "GSM806874", "GSM806875", "GSM806876", "GSM806877", "GSM806878", "GSM806879", "GSM806880", "GSM806881", "GSM806882", "GSM806883", "GSM806884", "GSM806885", "GSM806886", "GSM806887", "GSM806888", "GSM806889", "GSM806890", "GSM806891", "GSM806892", "GSM806893", "GSM806894", "GSM806895", "GSM806896", "GSM806897", "GSM806898", "GSM806899", "GSM806900", "GSM806901", "GSM806902", "GSM806903", "GSM806904", "GSM806905", "GSM806906", "GSM806907", "GSM806908", "GSM806909", "GSM806910", "GSM806911", "GSM806912", "GSM806913", "GSM806914", "GSM806915", "GSM806916", "GSM806917", "GSM806918", "GSM806919", "GSM806920", "GSM806921", "GSM806922", "GSM806923", "GSM806924", "GSM806925", "GSM806926", "GSM806927", "GSM806928", "GSM806929", "GSM806930", "GSM806931", "GSM806932", "GSM806933"], "sample_count": 131, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Integrated genomic and gene expression profiling identifies two major gene/genomic circuits operating in urothelial carcinoma (gene expression)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE129845 not downloaded", "asset:data:geo:GSE129845 licence not read", "asset:data:geo:GSE32548 not downloaded", "asset:data:geo:GSE32548 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": "We choreographed BM-related genes in the Cancer Genome Atlas (TCGA) database using COX regression and least absolute shrinkage and selection operator (LASSO) analysis, and the predictive value of BM-related genes was further validated by the GSE32548, GSE129845, and immunohistochemistry staining."}}], "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": ["GSE32548", "GSE129845"], "resolved_accessions": ["GSE32548", "GSE129845"], "statements": ["The datasets generated during and/or analyzed during the current study are publicly available."], "basis": "The paper names GSE32548, GSE129845 in Gene Expression Omnibus (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:39029072", "data:geo:GSE129845"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE129845"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:24:37Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12567, "completion_tokens": 2487, "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:39029072", "type": "paper", "label": "pmid:39029072"}, {"id": "source:pmid:39029072", "type": "manuscript", "label": "PMID 39029072 full text"}, {"id": "data:geo:GSE129845", "type": "dataset", "label": "GEO GSE129845"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39029072", "type": "paper", "label": "pmid:39029072"}, {"id": "source:pmid:39029072", "type": "manuscript", "label": "PMID 39029072 full text"}, {"id": "data:geo:GSE129845", "type": "dataset", "label": "GEO GSE129845"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39029072", "type": "extraction", "used": ["source:pmid:39029072"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE129845", "type": "accession_resolution", "used": ["data:geo:GSE129845"], "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:39029072", "parent_hash": "sha256:2db5711830675d97508d3910de50a5a1c4a49979dd43d2c41d4ab1de33ad02a4", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE129845 licence not read", "asset:data:geo:GSE129845 not downloaded", "asset:data:geo:GSE32548 licence not read", "asset:data:geo:GSE32548 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": ["We choreographed BM-related genes in the Cancer Genome Atlas (TCGA) database using COX regression and least absolute shrinkage and selection operator (LASSO) analysis, and the predictive value of BM-related genes was further validated by the GSE32548, GSE129845, and immunohistochemistry staining."], "order_basis": "analysis_only", "id": "assay:1"}]}