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<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/dc/terms/title> "Multi-modality machine learning predicting Parkinson's disease"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/ontology/bibo/abstract> "Personalized medicine promises individualized disease prediction and treatment. The convergence of machine learning (ML) and available multimodal data is key moving forward. We build upon previous work to deliver multimodal predictions of Parkinson's disease (PD) risk and systematically develop a model using GenoML, an automated ML package, to make improved multi-omic predictions of PD, validated in an external cohort. We investigated top features, constructed hypothesis-free disease-relevant networks, and investigated drug-gene interactions. We performed automated ML on multimodal data from the Parkinson's progression marker initiative (PPMI). After selecting the best performing algorithm, all PPMI data was used to tune the selected model. The model was validated in the Parkinson's Disease Biomarker Program (PDBP) dataset. Our initial model showed an area under the curve (AUC) of 89.72% for the diagnosis of PD. The tuned model was then tested for validation on external data (PDBP, AUC 85.03%). Optimizing thresholds for classification increased the diagnosis prediction accuracy and other metrics. Finally, networks were built to identify gene communities specific to PD. Combining data modalities outperforms the single biomarker paradigm. UPSIT and PRS contributed most to the predictive power of the model, but the accuracy of these are supplemented by many smaller effect transcripts and risk SNPs. Our model is best suited to identifying large groups of individuals to monitor within a health registry or biobank to prioritize for further testing. This approach allows complex predictive models to be reproducible and accessible to the community, with the package, code, and results publicly available."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/dc/terms/date> "2022-04" .
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<https://discovery.ucl.ac.uk/id/eprint/10146805#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_9> <https://discovery.ucl.ac.uk/id/person/ext-f359b219e0de385d1db86d55c60e52f2> .
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<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10146805#authors> .
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<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10146805#authors> .
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<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10146805#authors> .
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<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-d314d8b86e0e29d163b0818e02966805> .
<https://discovery.ucl.ac.uk/id/eprint/10146805> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10146805#authors> .
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<https://discovery.ucl.ac.uk/id/person/ext-250346144557a7c688cf04240b63ca16> <http://xmlns.com/foaf/0.1/givenName> "Mike A"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/person/ext-250346144557a7c688cf04240b63ca16> <http://xmlns.com/foaf/0.1/name> "Mike A Nalls"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-518897d01d952473aac3b0f6153978f4> <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-518897d01d952473aac3b0f6153978f4> <http://xmlns.com/foaf/0.1/givenName> "John F"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-518897d01d952473aac3b0f6153978f4> <http://xmlns.com/foaf/0.1/familyName> "Carter"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-518897d01d952473aac3b0f6153978f4> <http://xmlns.com/foaf/0.1/name> "John F Carter"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4239e2da5b67bd9746b788746880f3be> <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-4239e2da5b67bd9746b788746880f3be> <http://xmlns.com/foaf/0.1/givenName> "Cornelis"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4239e2da5b67bd9746b788746880f3be> <http://xmlns.com/foaf/0.1/familyName> "Blauwendraat"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4239e2da5b67bd9746b788746880f3be> <http://xmlns.com/foaf/0.1/name> "Cornelis Blauwendraat"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-22052af1ea9810d0dd25c4f6d0c0e2ec> <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-22052af1ea9810d0dd25c4f6d0c0e2ec> <http://xmlns.com/foaf/0.1/givenName> "Ivo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-22052af1ea9810d0dd25c4f6d0c0e2ec> <http://xmlns.com/foaf/0.1/familyName> "Violich"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-22052af1ea9810d0dd25c4f6d0c0e2ec> <http://xmlns.com/foaf/0.1/name> "Ivo Violich"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-1678c305e7a673a8ade80eaeeb2c0ab8> <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-1678c305e7a673a8ade80eaeeb2c0ab8> <http://xmlns.com/foaf/0.1/givenName> "Anant"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-1678c305e7a673a8ade80eaeeb2c0ab8> <http://xmlns.com/foaf/0.1/familyName> "Dadu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-1678c305e7a673a8ade80eaeeb2c0ab8> <http://xmlns.com/foaf/0.1/name> "Anant Dadu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-18286a5187618ff59cc3926a33b71c94> <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-18286a5187618ff59cc3926a33b71c94> <http://xmlns.com/foaf/0.1/givenName> "Kendall"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-18286a5187618ff59cc3926a33b71c94> <http://xmlns.com/foaf/0.1/familyName> "Van Keuren-Jensen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-18286a5187618ff59cc3926a33b71c94> <http://xmlns.com/foaf/0.1/name> "Kendall Van Keuren-Jensen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e4003c2f769294a241efa694ab634d09> <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-e4003c2f769294a241efa694ab634d09> <http://xmlns.com/foaf/0.1/givenName> "Faraz"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e4003c2f769294a241efa694ab634d09> <http://xmlns.com/foaf/0.1/familyName> "Faghri"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e4003c2f769294a241efa694ab634d09> <http://xmlns.com/foaf/0.1/name> "Faraz Faghri"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19f381bd4488ec21861e273c893018a0> <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-19f381bd4488ec21861e273c893018a0> <http://xmlns.com/foaf/0.1/givenName> "Hirotaka"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19f381bd4488ec21861e273c893018a0> <http://xmlns.com/foaf/0.1/familyName> "Iwaki"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-19f381bd4488ec21861e273c893018a0> <http://xmlns.com/foaf/0.1/name> "Hirotaka Iwaki"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6d57aab87a4039f22d9b83dee48f0876> <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-6d57aab87a4039f22d9b83dee48f0876> <http://xmlns.com/foaf/0.1/givenName> "Roy H"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6d57aab87a4039f22d9b83dee48f0876> <http://xmlns.com/foaf/0.1/familyName> "Campbell"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6d57aab87a4039f22d9b83dee48f0876> <http://xmlns.com/foaf/0.1/name> "Roy H Campbell"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ba824e214a99c5921666a4f4d969c> <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-c85ba824e214a99c5921666a4f4d969c> <http://xmlns.com/foaf/0.1/givenName> "Melina"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ba824e214a99c5921666a4f4d969c> <http://xmlns.com/foaf/0.1/familyName> "Maleknia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c85ba824e214a99c5921666a4f4d969c> <http://xmlns.com/foaf/0.1/name> "Melina Maleknia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a2727270ba9107feff6827e074a31dbf> <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-a2727270ba9107feff6827e074a31dbf> <http://xmlns.com/foaf/0.1/givenName> "Hampton L"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a2727270ba9107feff6827e074a31dbf> <http://xmlns.com/foaf/0.1/familyName> "Leonard"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a2727270ba9107feff6827e074a31dbf> <http://xmlns.com/foaf/0.1/name> "Hampton L Leonard"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e0b4acd28fc13702ae903dd4296a1efa> <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-e0b4acd28fc13702ae903dd4296a1efa> <http://xmlns.com/foaf/0.1/givenName> "Sayed Hadi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e0b4acd28fc13702ae903dd4296a1efa> <http://xmlns.com/foaf/0.1/familyName> "Hashemi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e0b4acd28fc13702ae903dd4296a1efa> <http://xmlns.com/foaf/0.1/name> "Sayed Hadi Hashemi"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d61f4e82eed13eeefd48ebb560701807> <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-d61f4e82eed13eeefd48ebb560701807> <http://xmlns.com/foaf/0.1/givenName> "John A"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d61f4e82eed13eeefd48ebb560701807> <http://xmlns.com/foaf/0.1/familyName> "Hardy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d61f4e82eed13eeefd48ebb560701807> <http://xmlns.com/foaf/0.1/name> "John A Hardy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-cbae7d50de8de99af31ae4510d643a92> <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-cbae7d50de8de99af31ae4510d643a92> <http://xmlns.com/foaf/0.1/givenName> "Lana"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-cbae7d50de8de99af31ae4510d643a92> <http://xmlns.com/foaf/0.1/familyName> "Sargent"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-cbae7d50de8de99af31ae4510d643a92> <http://xmlns.com/foaf/0.1/name> "Lana Sargent"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4242df0eb59aa17c7c2e3d94e6d10654> <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-4242df0eb59aa17c7c2e3d94e6d10654> <http://xmlns.com/foaf/0.1/givenName> "Jonggeol Jeff"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4242df0eb59aa17c7c2e3d94e6d10654> <http://xmlns.com/foaf/0.1/familyName> "Kim"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4242df0eb59aa17c7c2e3d94e6d10654> <http://xmlns.com/foaf/0.1/name> "Jonggeol Jeff Kim"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-dcc2479a45b5341a17a8da5fc2f0301c> <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-dcc2479a45b5341a17a8da5fc2f0301c> <http://xmlns.com/foaf/0.1/givenName> "David W"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-dcc2479a45b5341a17a8da5fc2f0301c> <http://xmlns.com/foaf/0.1/familyName> "Craig"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-dcc2479a45b5341a17a8da5fc2f0301c> <http://xmlns.com/foaf/0.1/name> "David W Craig"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d314d8b86e0e29d163b0818e02966805> <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-d314d8b86e0e29d163b0818e02966805> <http://xmlns.com/foaf/0.1/givenName> "Andrew B"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d314d8b86e0e29d163b0818e02966805> <http://xmlns.com/foaf/0.1/familyName> "Singleton"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d314d8b86e0e29d163b0818e02966805> <http://xmlns.com/foaf/0.1/name> "Andrew B Singleton"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0e0a02013008afd237c8708d83ea3ace> <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-0e0a02013008afd237c8708d83ea3ace> <http://xmlns.com/foaf/0.1/givenName> "Matt"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0e0a02013008afd237c8708d83ea3ace> <http://xmlns.com/foaf/0.1/familyName> "Bookman"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0e0a02013008afd237c8708d83ea3ace> <http://xmlns.com/foaf/0.1/name> "Matt Bookman"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f359b219e0de385d1db86d55c60e52f2> <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-f359b219e0de385d1db86d55c60e52f2> <http://xmlns.com/foaf/0.1/givenName> "David"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f359b219e0de385d1db86d55c60e52f2> <http://xmlns.com/foaf/0.1/familyName> "Saffo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f359b219e0de385d1db86d55c60e52f2> <http://xmlns.com/foaf/0.1/name> "David Saffo"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e702909dac0a5b2d3e5e7474aaf8196> <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-9e702909dac0a5b2d3e5e7474aaf8196> <http://xmlns.com/foaf/0.1/givenName> "Juan A"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e702909dac0a5b2d3e5e7474aaf8196> <http://xmlns.com/foaf/0.1/familyName> "Botia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e702909dac0a5b2d3e5e7474aaf8196> <http://xmlns.com/foaf/0.1/name> "Juan A Botia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-968635b08ddbe6a7f129dfc505d21900> <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-968635b08ddbe6a7f129dfc505d21900> <http://xmlns.com/foaf/0.1/givenName> "Mary B"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-968635b08ddbe6a7f129dfc505d21900> <http://xmlns.com/foaf/0.1/familyName> "Makarious"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-968635b08ddbe6a7f129dfc505d21900> <http://xmlns.com/foaf/0.1/name> "Mary B Makarious"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a6dea1e9a09afb21064cc61e40b4c10> <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-0a6dea1e9a09afb21064cc61e40b4c10> <http://xmlns.com/foaf/0.1/givenName> "Sara"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a6dea1e9a09afb21064cc61e40b4c10> <http://xmlns.com/foaf/0.1/familyName> "Bandres-Ciga"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0a6dea1e9a09afb21064cc61e40b4c10> <http://xmlns.com/foaf/0.1/name> "Sara Bandres-Ciga"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-99a45821751912e0cc7170cc707096f9> <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-99a45821751912e0cc7170cc707096f9> <http://xmlns.com/foaf/0.1/givenName> "Yeajin"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-99a45821751912e0cc7170cc707096f9> <http://xmlns.com/foaf/0.1/familyName> "Song"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-99a45821751912e0cc7170cc707096f9> <http://xmlns.com/foaf/0.1/name> "Yeajin Song"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5c376baf4bfe1ebbb952cad46bb573d> <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-e5c376baf4bfe1ebbb952cad46bb573d> <http://xmlns.com/foaf/0.1/givenName> "Willy"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5c376baf4bfe1ebbb952cad46bb573d> <http://xmlns.com/foaf/0.1/familyName> "Nojopranoto"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e5c376baf4bfe1ebbb952cad46bb573d> <http://xmlns.com/foaf/0.1/name> "Willy Nojopranoto"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0322a172e14cdbbf70c8802a517d5929> <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-0322a172e14cdbbf70c8802a517d5929> <http://xmlns.com/foaf/0.1/givenName> "Dan"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0322a172e14cdbbf70c8802a517d5929> <http://xmlns.com/foaf/0.1/familyName> "Vitale"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-0322a172e14cdbbf70c8802a517d5929> <http://xmlns.com/foaf/0.1/name> "Dan Vitale"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a17100cd2dea0d162826048c8c30e326> <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-a17100cd2dea0d162826048c8c30e326> <http://xmlns.com/foaf/0.1/givenName> "Elizabeth"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a17100cd2dea0d162826048c8c30e326> <http://xmlns.com/foaf/0.1/familyName> "Hutchins"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a17100cd2dea0d162826048c8c30e326> <http://xmlns.com/foaf/0.1/name> "Elizabeth Hutchins"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-68285d94637401cf92edbab72c0223a9> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
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