{"id":"https://openalex.org/W2806489700","doi":"https://doi.org/10.1016/j.media.2018.06.001","title":"Disease prediction using graph convolutional networks: Application to Autism Spectrum Disorder and Alzheimer\u2019s disease","display_name":"Disease prediction using graph convolutional networks: Application to Autism Spectrum Disorder and Alzheimer\u2019s disease","publication_year":2018,"publication_date":"2018-06-02","ids":{"openalex":"https://openalex.org/W2806489700","doi":"https://doi.org/10.1016/j.media.2018.06.001","mag":"2806489700","pmid":"https://pubmed.ncbi.nlm.nih.gov/29890408"},"language":"en","primary_location":{"id":"doi:10.1016/j.media.2018.06.001","doi":"https://doi.org/10.1016/j.media.2018.06.001","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.media.2018.06.001","pdf_url":null,"source":{"id":"https://openalex.org/S116571295","display_name":"Medical Image Analysis","issn_l":"1361-8415","issn":["1361-8415","1361-8423","1361-8431"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["ccf-c","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-1","poland-200","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1806.01738","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020523405","display_name":"Sarah Parisot","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sarah Parisot","raw_affiliation_strings":["AimBrain Solutions Ltd, London, UK. Electronic address: sarah@aimbrain.com","AimBrain Solutions Ltd, London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AimBrain Solutions Ltd, London, UK. Electronic address: sarah@aimbrain.com","institution_ids":[]},{"raw_affiliation_string":"AimBrain Solutions Ltd, London, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074861404","display_name":"Sofia Ira Ktena","orcid":"https://orcid.org/0000-0001-6677-6547","observed_orcids":["https://orcid.org/0000-0001-6677-6547"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sofia Ira Ktena","raw_affiliation_strings":["Biomedical Image Analysis Group, Imperial College London, UK"],"raw_orcid":"https://orcid.org/0000-0001-6677-6547","affiliations":[{"raw_affiliation_string":"Biomedical Image Analysis Group, Imperial College London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032685263","display_name":"Enzo Ferrante","orcid":"https://orcid.org/0000-0002-8500-788X","observed_orcids":["https://orcid.org/0000-0002-8500-788X"]},"institutions":[{"id":"https://openalex.org/I151201029","display_name":"Consejo Nacional de Investigaciones Cient\u00edficas y T\u00e9cnicas","ror":"https://ror.org/03cqe8w59","country_code":"AR","type":"government","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]},{"id":"https://openalex.org/I3121987637","display_name":"Universidad Nacional del Litoral","ror":"https://ror.org/00pt8r998","country_code":"AR","type":"education","lineage":["https://openalex.org/I3121987637"]},{"id":"https://openalex.org/I4210087694","display_name":"Centro Cient\u00edfico Tecnol\u00f3gico - Santa Fe","ror":"https://ror.org/003vet424","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210087694","https://openalex.org/I4210123736","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Enzo Ferrante","raw_affiliation_strings":["Research Institute for Signals, Systems and Computational Intelligence, sinc(i), FICH-UNL/CONICET, Santa Fe, Argentina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Institute for Signals, Systems and Computational Intelligence, sinc(i), FICH-UNL/CONICET, Santa Fe, Argentina","institution_ids":["https://openalex.org/I151201029","https://openalex.org/I3121987637","https://openalex.org/I4210087694"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376655","display_name":"Matthew Lee","orcid":"https://orcid.org/0000-0001-8816-1076","observed_orcids":["https://orcid.org/0000-0001-8816-1076"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matthew Lee","raw_affiliation_strings":["Biomedical Image Analysis Group, Imperial College London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Image Analysis Group, Imperial College London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056128187","display_name":"Ricardo Guerrero","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ricardo Guerrero","raw_affiliation_strings":["StoryStream Ltd., London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"StoryStream Ltd., London, UK","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007222325","display_name":"Ben Glocker","orcid":"https://orcid.org/0000-0002-4897-9356","observed_orcids":["https://orcid.org/0000-0002-4897-9356"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ben Glocker","raw_affiliation_strings":["Biomedical Image Analysis Group, Imperial College London, UK"],"raw_orcid":"https://orcid.org/0000-0002-4897-9356","affiliations":[{"raw_affiliation_string":"Biomedical Image Analysis Group, Imperial College London, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006461848","display_name":"Daniel Rueckert","orcid":"https://orcid.org/0000-0002-5683-5889","observed_orcids":["https://orcid.org/0000-0002-5683-5889"]},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daniel Rueckert","raw_affiliation_strings":["Biomedical Image Analysis Group, Imperial College London, UK"],"raw_orcid":"https://orcid.org/0000-0002-5683-5889","affiliations":[{"raw_affiliation_string":"Biomedical Image Analysis Group, Imperial College London, UK","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020523405"],"corresponding_institution_ids":[],"apc_list":{"value":4170,"currency":"USD","value_usd":4170},"apc_paid":null,"fwci":29.0854,"has_fulltext":false,"cited_by_count":806,"citation_normalized_percentile":{"value":0.99928577,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"48","issue":null,"first_page":"117","last_page":"130"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8525000214576721,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.8525000214576721,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.06800000369548798,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.033900000154972076,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/graph-convolutional-networks","display_name":"graph convolutional networks","score":0.9470000267028809},{"id":"https://openalex.org/keywords/disease-prediction","display_name":"disease prediction","score":0.9570000171661377},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"autism spectrum disorder","score":0.9100000262260437},{"id":"https://openalex.org/keywords/alzheimer-s-disease","display_name":"Alzheimer's disease","score":0.9179999828338623},{"id":"https://openalex.org/keywords/conversion-to-alzheimer-s-disease","display_name":"conversion to Alzheimer's disease","score":0.7300000190734863},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"neuroimaging","score":0.6079999804496765},{"id":"https://openalex.org/keywords/phenotypic-data","display_name":"phenotypic data","score":0.8579999804496765},{"id":"https://openalex.org/keywords/sparse-graphs","display_name":"sparse graphs","score":0.5609999895095825},{"id":"https://openalex.org/keywords/abide","display_name":"ABIDE","score":0.671999990940094},{"id":"https://openalex.org/keywords/adni","display_name":"ADNI","score":0.9909999966621399},{"id":"https://openalex.org/keywords/multimodal-data-integration","display_name":"multimodal data integration","score":0.5550000071525574}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.691986620426178},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.6725902557373047},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6314857602119446},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5691624283790588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5664312839508057},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4993784427642822},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45874059200286865},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4213100075721741},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.41432666778564453},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41201046109199524},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2706144452095032},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.08851960301399231},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000067877","descriptor_name":"Autism Spectrum Disorder","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1016/j.media.2018.06.001","doi":"https://doi.org/10.1016/j.media.2018.06.001","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.media.2018.06.001","pdf_url":null,"source":{"id":"https://openalex.org/S116571295","display_name":"Medical Image Analysis","issn_l":"1361-8415","issn":["1361-8415","1361-8423","1361-8431"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["ccf-c","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-1","poland-200","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Image Analysis","raw_type":"journal-article"},{"id":"pmid:29890408","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29890408","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical image analysis","raw_type":"Journal Article"},{"id":"pmh:oai:arXiv.org:1806.01738","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1806.01738","pdf_url":"https://arxiv.org/pdf/1806.01738","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/60545","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10044/1/60545","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"130","raw_type":"Journal Article"},{"id":"doi:10.48550/arxiv.1806.01738","doi":"https://doi.org/10.48550/arxiv.1806.01738","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1806.01738","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1806.01738","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1806.01738","pdf_url":"https://arxiv.org/pdf/1806.01738","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.9476000070571899,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3604322321","display_name":null,"funder_award_id":"1506687","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1662382123","https://openalex.org/W1884191083","https://openalex.org/W1901486195","https://openalex.org/W1908634864","https://openalex.org/W1965359844","https://openalex.org/W1967479046","https://openalex.org/W1982132176","https://openalex.org/W1988452762","https://openalex.org/W1992184506","https://openalex.org/W2039448553","https://openalex.org/W2052755730","https://openalex.org/W2087547434","https://openalex.org/W2091746596","https://openalex.org/W2099617826","https://openalex.org/W2101135654","https://openalex.org/W2101234009","https://openalex.org/W2101491865","https://openalex.org/W2102521965","https://openalex.org/W2116341502","https://openalex.org/W2124214624","https://openalex.org/W2153171432","https://openalex.org/W2158787690","https://openalex.org/W2167868121","https://openalex.org/W2170945547","https://openalex.org/W2233100538","https://openalex.org/W2240571584","https://openalex.org/W2286198209","https://openalex.org/W2302302587","https://openalex.org/W2310177520","https://openalex.org/W2323681028","https://openalex.org/W2329148842","https://openalex.org/W2406128552","https://openalex.org/W2468907370","https://openalex.org/W2519887557","https://openalex.org/W2522924024","https://openalex.org/W2526511911","https://openalex.org/W2527896982","https://openalex.org/W2558460151","https://openalex.org/W2558748708","https://openalex.org/W2591711955","https://openalex.org/W2604525417","https://openalex.org/W2606202972","https://openalex.org/W2608333859","https://openalex.org/W2610153490","https://openalex.org/W2610611548","https://openalex.org/W2612228035","https://openalex.org/W2618170429","https://openalex.org/W2752558629","https://openalex.org/W2759870210","https://openalex.org/W2779020697","https://openalex.org/W2963043672","https://openalex.org/W2964145825","https://openalex.org/W2964160020","https://openalex.org/W4230187220","https://openalex.org/W4234552385"],"related_works":["https://openalex.org/W2604525417","https://openalex.org/W3113679058","https://openalex.org/W4389448689","https://openalex.org/W3210131279","https://openalex.org/W4319765238","https://openalex.org/W4221046605","https://openalex.org/W3116871539","https://openalex.org/W3193915839","https://openalex.org/W3204814083","https://openalex.org/W4402076106"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":132},{"year":2025,"cited_by_count":129},{"year":2024,"cited_by_count":130},{"year":2023,"cited_by_count":122},{"year":2022,"cited_by_count":96},{"year":2021,"cited_by_count":114},{"year":2020,"cited_by_count":60},{"year":2019,"cited_by_count":22},{"year":2018,"cited_by_count":1}],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2018-06-13T00:00:00"}