← All .science files
pmid:39574183
Exploiting potential molecular compounds for treating testicular seminoma by targeting immune related genes.
Yankang Cui · Xiaodie Zhou · Jing Zhang · Bo Fang · Jingping Ge · Hao Tang · Bianjiang Liu · Haowei He · Feng Xu · Xuejun Shang
Cell communication and signaling : CCS · 2024 doi:10.1186/s12964-024-01927-w
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 · 10 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 4 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 60 items
gaps array · 4 items
analysis object · 4 fields
methods array · 3 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 · 2 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] 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 · 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 · 3 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
[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:39574183", "kind": "science-record", "revision": 3, "content_hash": "sha256:4fcc2671b9ea13a12cdd63e15af9746ad88c685407a3ec2ead4b51107f962aa5", "created_at": "2026-11-01T20:29:50Z", "updated_at": "2026-11-01T22:13:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Exploiting potential molecular compounds for treating testicular seminoma by targeting immune related genes.", "doi": "10.1186/s12964-024-01927-w", "pmid": "39574183", "authors": ["Yankang Cui", "Xiaodie Zhou", "Jing Zhang", "Bo Fang", "Jingping Ge", "Hao Tang", "Bianjiang Liu", "Haowei He", "Feng Xu", "Xuejun Shang"], "journal": "Cell communication and signaling : CCS", "year": 2024, "abstract": "BACKGROUND: In cases of advanced seminoma, up to 30% of patients may manifest cisplatin resistance, necessitating aggressive salvage therapy, with a consequent 50% risk of mortality attributable to cancer. Nevertheless, beyond chemotherapy and radiotherapy, no further therapeutic modalities have been implemented for these patients.\nMETHODS: The study commenced with the identification of differentially expressed immune-related genes, which were subsequently subjected to clustering using WGCNA. Prognostic signature construction ensued through the execution of univariable Cox regression, lasso regression, and multivariable Cox regression analyses. To validate the prognostic signature, the TCGA-TGCT and GSE99420 cohorts were employed, with assessments conducted via PFS, C-index, DCA, and ROC analyses. Subsequent exploration of the immune landscape and potential immunotherapeutic applications was undertaken through Cibersort and TIDE analyses. Molecular docking and dynamics simulation techniques were then employed for screening potential molecular compounds. Validation of these findings was pursued through in vitro and vivo assays.\nRESULTS: CTLA4, SNX17, and TMX1 were selected to construct the signature. Patients in the high-risk group exhibited diminished progression-free survival rates. The AUC for predicting survival at 1, 3, and 5 years was 0.802, 0.899, and 0.943, respectively, surpassing those of other risk factors, such as lymphovascular invasion and T stage. The C-index for the risk score was 0.838. Decision curve analysis (DCA) suggests that incorporating lymphovascular invasion and the risk score yields the most favorable decision-making outcomes for patients. Moreover, individuals classified as high-risk may derive greater benefit from immunotherapy. Molecular compounds including Rutin, ICG-001, and Doxorubicin can selectively target CTLA4, SNX17, and TMX1, respectively, thereby inhibiting the proliferation and invasive capabilities of seminoma tumor cells in vitro and vivo.\nCONCLUSION: The signature initially constructed based on immune-related genes shows promise for predicting outcomes and assessing the efficacy of immunotherapy in seminoma patients. Rutin, ICG-001, and Doxorubicin have demonstrated potential to target these signature genes and inhibit tumor cell viability.", "claims": [{"id": "claim-method", "statement": "We conducted univariable COX proportional hazards regression analysis, lasso regression and multivariable COX regression analysis in order to construct the prognostic model.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39574183", "locator": "sections[5] \"Immune-related Prognostic signature (IRPS) construction and validation\" paragraph 2", "quote": "We conducted univariable COX proportional hazards regression analysis, lasso regression and multivariable COX regression analysis in order to construct the prognostic model."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data is provided within the manuscript or supplementary information files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39574183", "locator": "sections[34] \"Data availability\" paragraph 2", "quote": "Data is provided within the manuscript or supplementary information files."}], "state": "complete"}, {"id": "claim-target-result", "statement": "CTLA4, SNX17, and TMX1 were selected to construct a prognostic signature in which high-risk patients had diminished progression-free survival, and the signature predicted 1-, 3-, and 5-year survival with AUC values of 0.802, 0.899, and 0.943, respectively.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39574183", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "CTLA4, SNX17, and TMX1 were selected to construct the signature. Patients in the high-risk group exhibited diminished progression-free survival rates. The AUC for predicting survival at 1, 3, and 5 years was 0.802, 0.899, and 0.943, respectively, surpassing those of other risk factors, such as lymphovascular invasion and T stage. The C-index for the risk score was 0.838."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "CTLA4, SNX17, and TMX1 were selected to construct a prognostic signature in which high-risk patients had diminished progression-free survival, and the signature predicted 1-, 3-, and 5-year survival with AUC values of 0.802, 0.899, and 0.943, respectively.", "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:39574183"], "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:GSE197778"], "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:GSE197778"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39574183", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12964-024-01927-w", "sha256": "sha256:4c2e3a607f29981b86aa18474a0c6e7f52617730d53e338a6ca7cc6cc49e7b69", "bytes": 62663, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12964-024-01927-w", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11580341", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE197778", "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=GSE197778", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE197778", "version": null, "note": "Data is provided within the manuscript or supplementary information files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data is provided within the manuscript or supplementary information files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5930042", "GSM5930043", "GSM5930044", "GSM5930045"], "sample_count": 4, "group_sizes": null, "group_sizes_basis": null, "platform": "20795", "taxon": "Homo sapiens", "title": "Single-cell RNA sequencing of metastatic testicular seminoma reveals the cellular and molecular characteristics of metastatic cell lineage", "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:GSE99420", "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=GSE99420", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE99420", "version": null, "note": "Data is provided within the manuscript or supplementary information files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data is provided within the manuscript or supplementary information files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2643743", "GSM2643744", "GSM2643745", "GSM2643746", "GSM2643747", "GSM2643748", "GSM2643749", "GSM2643750", "GSM2643751", "GSM2643752", "GSM2643753", "GSM2643754", "GSM2643755", "GSM2643756", "GSM2643757", "GSM2643758", "GSM2643759", "GSM2643760", "GSM2643761", "GSM2643762", "GSM2643763", "GSM2643764", "GSM2643765", "GSM2643766", "GSM2643767", "GSM2643768", "GSM2643769", "GSM2643770", "GSM2643771", "GSM2643772", "GSM2643773", "GSM2643774", "GSM2643775", "GSM2643776", "GSM2643777", "GSM2643778", "GSM2643779", "GSM2643780", "GSM2643781", "GSM2643782", "GSM2643783", "GSM2643784", "GSM2643785", "GSM2643786", "GSM2643787", "GSM2643788", "GSM2643789", "GSM2643790", "GSM2643791", "GSM2643792", "GSM2643793", "GSM2643794", "GSM2643795", "GSM2643796", "GSM2643797", "GSM2643798", "GSM2643799", "GSM2643800", "GSM2643801", "GSM2643802"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "Gene Expression Signatures Prognostic for Relapse in Stage I Testicular Germ Cell Tumors (TGCT)", "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:GSE197778 not downloaded", "asset:data:geo:GSE197778 licence not read", "asset:data:geo:GSE99420 not downloaded", "asset:data:geo:GSE99420 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 conducted univariable COX proportional hazards regression analysis, lasso regression and multivariable COX regression analysis in order to construct the prognostic model."}}, {"id": "method-2", "family": "model_calibration", "specific": "decision_curve", "label": "Model calibration / clinical utility", "dsl_operations": ["calibration_bins", "net_benefit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictions_and_outcomes"], "evidence": {"score": 0.7, "band": "medium", "quote": "Decision curve analysis"}}, {"id": "method-3", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "chi-square"}}], "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": ["GSE99420", "GSE197778"], "resolved_accessions": ["GSE99420", "GSE197778"], "statements": ["Data is provided within the manuscript or supplementary information files."], "basis": "The paper names GSE99420, GSE197778 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:39574183", "data:geo:GSE197778"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE197778"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:39:10Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16813, "completion_tokens": 1456, "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:39574183", "type": "paper", "label": "pmid:39574183"}, {"id": "source:pmid:39574183", "type": "manuscript", "label": "PMID 39574183 full text"}, {"id": "data:geo:GSE197778", "type": "dataset", "label": "GEO GSE197778"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39574183", "type": "paper", "label": "pmid:39574183"}, {"id": "source:pmid:39574183", "type": "manuscript", "label": "PMID 39574183 full text"}, {"id": "data:geo:GSE197778", "type": "dataset", "label": "GEO GSE197778"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39574183", "type": "extraction", "used": ["source:pmid:39574183"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE197778", "type": "accession_resolution", "used": ["data:geo:GSE197778"], "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:39574183", "parent_hash": "sha256:1c7affa6a707f677962b8a097b7f9656b94fda64ecf8a4052b225b49de7c54e2", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE197778 licence not read", "asset:data:geo:GSE197778 not downloaded", "asset:data:geo:GSE99420 licence not read", "asset:data:geo:GSE99420 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "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": ["n and stored at -80 °C. Samples intended for immunohistochemical analysis were fixed in formalin. The study d"], "order_basis": "paper_text_order:3052", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["niversity School of Medicine. The cells were cultured in DMEM medium (Gibco, Grand Island, NY) supple"], "order_basis": "paper_text_order:3461", "id": "assay:2"}, {"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 conducted univariable COX proportional hazards regression analysis, lasso regression and multivariable COX regression analysis in order to construct the prognostic model."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}