<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> . <> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/10203594> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/AcademicArticle> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/title> "Prospective validation of ORACLE, a clonal expression biomarker associated with survival of patients with lung adenocarcinoma\r\nadenocarcinoma"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/ontology/bibo/abstract> "Human tumors are diverse in their natural history and response to treatment, which in part results from genetic and transcriptomic heterogeneity. In clinical practice, single-site needle biopsies are used to sample this diversity, but cancer biomarkers may be confounded by spatiogenomic heterogeneity within individual tumors. Here we investigate clonally expressed genes as a solution to the sampling bias problem by analyzing multiregion whole-exome and RNA sequencing data for 450 tumor regions from 184 patients with lung adenocarcinoma in the TRACERx study. We prospectively validate the survival association of a clonal expression biomarker, Outcome Risk Associated Clonal Lung Expression (ORACLE), in combination with clinicopathological risk factors, and in stage I disease. We expand our mechanistic understanding, discovering that clonal transcriptional signals are detectable before tissue invasion, act as a molecular fingerprint for lethal metastatic clones and predict chemotherapy sensitivity. Lastly, we find that ORACLE summarizes the prognostic information encoded by genetic evolutionary measures, including chromosomal instability, as a concise 23-transcript assay."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/date> "2025-02-09" . <https://discovery.ucl.ac.uk/id/document/1819572> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> . <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> <http://xmlns.com/foaf/0.1/name> "Springer Science and Business Media LLC"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-dcea299cf48188065b5f59a4cae50003> . 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<https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> . <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-5ce1b884ec446d92d117388a2581d454> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> . <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> . <https://discovery.ucl.ac.uk/id/eprint/10203594#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> . <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> <http://xmlns.com/foaf/0.1/givenName> "Nnennaya"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> <http://xmlns.com/foaf/0.1/familyName> "Kanu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-2e7f639f41c1f1d1d1bf6576d4132732> <http://xmlns.com/foaf/0.1/name> "Nnennaya Kanu"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5ce1b884ec446d92d117388a2581d454> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-5ce1b884ec446d92d117388a2581d454> <http://xmlns.com/foaf/0.1/givenName> "Dhruva"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5ce1b884ec446d92d117388a2581d454> <http://xmlns.com/foaf/0.1/familyName> "Biswas"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5ce1b884ec446d92d117388a2581d454> <http://xmlns.com/foaf/0.1/name> "Dhruva Biswas"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> <http://xmlns.com/foaf/0.1/givenName> "Charles"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> <http://xmlns.com/foaf/0.1/familyName> "Swanton"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-083ce96b446f4c8f0e41eae1cc803805> <http://xmlns.com/foaf/0.1/name> "Charles Swanton"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ArticleEPrint> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1819572> . <https://discovery.ucl.ac.uk/id/document/1819572> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1819572> <http://www.w3.org/2000/01/rdf-schema#label> "Prospective validation of ORACLE, a clonal expression biomarker associated with survival of patients with lung adenocarcinoma\r\nadenocarcinoma (Text)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1819572> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10203594/1/Hackshaw_s43018-024-00883-1.pdf> . <https://discovery.ucl.ac.uk/id/document/1819572> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10203594/1/Hackshaw_s43018-024-00883-1.pdf> . <https://discovery.ucl.ac.uk/id/eprint/10203594/1/Hackshaw_s43018-024-00883-1.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "Hackshaw_s43018-024-00883-1.pdf"^^<http://www.w3.org/2001/XMLSchema#string> . 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"preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/10203594> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1819589> . <https://discovery.ucl.ac.uk/id/document/1819589> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> . <https://discovery.ucl.ac.uk/id/document/1819589> <http://www.w3.org/2000/01/rdf-schema#label> "Prospective validation of ORACLE, a clonal expression biomarker associated with survival of patients with lung adenocarcinoma\r\nadenocarcinoma (Other)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/document/1819589> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1819572> . <https://discovery.ucl.ac.uk/id/document/1819589> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1819572> . <https://discovery.ucl.ac.uk/id/document/1819589> 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