{"doi":"10.1016/j.esmorw.2025.100476","title":"280P Machine learning for multi-omics risk prediction of cholangiocarcinoma in the general population","abstract":"Cholangiocarcinoma (CCA) is a rare, highly lethal malignancy, usually diagnosed late due to asymptomatic progression and the absence of universal screening. Currently, only patients with primary sclerosing cholangitis (PSC) are recommended for surveillance, leaving most sporadic cases (>80%) undetected. We aimed to develop a widely applicable, machine learning (ML) risk score for early identification of individuals at risk of CCA in the general population.","journal":"ESMO Real World Data and Digital Oncology","year":2025,"id":583504,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":0,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.9553,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2025-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":1215552,"name":"Jan Clusmann","orcid":"0000-0003-2925-8438","position":1,"is_corresponding":false},{"id":1496081,"name":"P-H. Koop","orcid":null,"position":2,"is_corresponding":false},{"id":1496082,"name":"Richardria Goodson","orcid":null,"position":3,"is_corresponding":false},{"id":1161426,"name":"Tobias Seibel","orcid":"0009-0004-9115-3228","position":4,"is_corresponding":false},{"id":1386350,"name":"Niharika Jakhar","orcid":null,"position":5,"is_corresponding":false},{"id":657081,"name":"Haihui Huang","orcid":"0000-0002-6546-969X","position":6,"is_corresponding":false},{"id":1495664,"name":"Dongming Zhang","orcid":"0000-0001-7652-1919","position":7,"is_corresponding":false},{"id":1248643,"name":"Anna Saborowski","orcid":"0000-0003-4857-4276","position":8,"is_corresponding":false},{"id":656885,"name":"Anandi Krishnan","orcid":"0000-0002-0962-2215","position":9,"is_corresponding":false},{"id":1055460,"name":"Pedro Rodrigues","orcid":"0000-0002-5381-6615","position":10,"is_corresponding":false},{"id":625127,"name":"Alessio Gerussi","orcid":"0000-0002-5086-0514","position":11,"is_corresponding":false},{"id":850247,"name":"Dan Rader","orcid":null,"position":12,"is_corresponding":false},{"id":648569,"name":"Inuk Zandvakili","orcid":"0000-0003-3409-0019","position":13,"is_corresponding":false},{"id":110000,"name":"Jakob Nikolas Kather","orcid":"0000-0002-3730-5348","position":14,"is_corresponding":false},{"id":626352,"name":"Kai Markus Schneider","orcid":"0000-0002-0047-3794","position":15,"is_corresponding":false},{"id":805377,"name":"C. Schneider","orcid":"0009-0005-0380-1481","position":16,"is_corresponding":false},{"id":1380598,"name":"Felix van Haag","orcid":"0009-0007-4586-7133","position":0,"is_corresponding":true}],"reference_count":0,"raw_metadata":null,"created_at":"2026-07-19T02:59:03.725721Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}