{"id":"https://openalex.org/W3185279239","doi":"https://doi.org/10.1109/jbhi.2021.3100918","title":"Multilevel Survival Modeling With Structured Penalties for Disease Prediction From Imaging Genetics Data","display_name":"Multilevel Survival Modeling With Structured Penalties for Disease Prediction From Imaging Genetics Data","publication_year":2021,"publication_date":"2021-07-30","ids":{"openalex":"https://openalex.org/W3185279239","doi":"https://doi.org/10.1109/jbhi.2021.3100918","mag":"3185279239","pmid":"https://pubmed.ncbi.nlm.nih.gov/34329174"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3100918","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3100918","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.inria.fr/hal-03311509","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Pascal Lu","orcid":"https://orcid.org/0000-0002-0493-0411"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]}],"countries":["DE","FR"],"is_corresponding":true,"raw_author_name":"Pascal Lu","raw_affiliation_strings":["Sorbonne Universit&#x00E9;, Inserm, CNRS, Paris Brain Institute (ICM), AP-HP - H&#x00F4;pital Piti&#x00E9;-Salp&#x00EA;tri&#x00E8;re, INRIA Paris, ARAMIS project-team, Boulevard de l&#x2019;h&#x00F4;pital, Paris, France"],"affiliations":[{"raw_affiliation_string":"Sorbonne Universit&#x00E9;, Inserm, CNRS, Paris Brain Institute (ICM), AP-HP - H&#x00F4;pital Piti&#x00E9;-Salp&#x00EA;tri&#x00E8;re, INRIA Paris, ARAMIS project-team, Boulevard de l&#x2019;h&#x00F4;pital, Paris, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210097159","https://openalex.org/I39804081","https://openalex.org/I2799978770","https://openalex.org/I154526488"]}]},{"author_position":"last","author":{"id":null,"display_name":"Olivier Colliot","orcid":"https://orcid.org/0000-0002-9836-654X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210097159","display_name":"Assistance Publique \u2013 H\u00f4pitaux de Paris","ror":"https://ror.org/00pg5jh14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210097159"]}],"countries":["DE","FR"],"is_corresponding":false,"raw_author_name":"Olivier Colliot","raw_affiliation_strings":["Sorbonne Universit&#x00E9;, Inserm, CNRS, Paris Brain Institute (ICM), AP-HP - H&#x00F4;pital Piti&#x00E9;-Salp&#x00EA;tri&#x00E8;re, INRIA Paris, ARAMIS project-team, Boulevard de l&#x2019;h&#x00F4;pital, Paris, France"],"affiliations":[{"raw_affiliation_string":"Sorbonne Universit&#x00E9;, Inserm, CNRS, Paris Brain Institute (ICM), AP-HP - H&#x00F4;pital Piti&#x00E9;-Salp&#x00EA;tri&#x00E8;re, INRIA Paris, ARAMIS project-team, Boulevard de l&#x2019;h&#x00F4;pital, Paris, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210097159","https://openalex.org/I39804081","https://openalex.org/I2799978770","https://openalex.org/I154526488"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I2799978770","https://openalex.org/I39804081","https://openalex.org/I4210097159"],"apc_list":null,"apc_paid":null,"fwci":0.6924,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.73979109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"26","issue":"2","first_page":"798","last_page":"808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.18970000743865967,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.18970000743865967,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.12999999523162842,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.11309999972581863,"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/imaging-genetics","display_name":"Imaging genetics","score":0.7031000256538391},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.5412999987602234},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5034000277519226},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5012000203132629},{"id":"https://openalex.org/keywords/genetic-data","display_name":"Genetic data","score":0.4480000138282776},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4343000054359436},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.42649999260902405},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.41200000047683716},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.3926999866962433}],"concepts":[{"id":"https://openalex.org/C18183760","wikidata":"https://www.wikidata.org/wiki/Q6002833","display_name":"Imaging genetics","level":3,"score":0.7031000256538391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6840000152587891},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5943999886512756},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.5412999987602234},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.527899980545044},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5034000277519226},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5012000203132629},{"id":"https://openalex.org/C2993807623","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genetic data","level":3,"score":0.4480000138282776},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4343000054359436},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.42649999260902405},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.41200000047683716},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3926999866962433},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.3919999897480011},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.37779998779296875},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37529999017715454},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.3564000129699707},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.30000001192092896},{"id":"https://openalex.org/C2992519594","wikidata":"https://www.wikidata.org/wiki/Q870433","display_name":"Genetic model","level":3,"score":0.2946000099182129},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28780001401901245},{"id":"https://openalex.org/C138958017","wikidata":"https://www.wikidata.org/wiki/Q190087","display_name":"Data type","level":2,"score":0.2793000042438507},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.27399998903274536},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.26969999074935913},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C2993967602","wikidata":"https://www.wikidata.org/wiki/Q5532932","display_name":"Genetic variants","level":4,"score":0.2676999866962433},{"id":"https://openalex.org/C144986985","wikidata":"https://www.wikidata.org/wiki/Q871236","display_name":"Hierarchical database model","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C186413461","wikidata":"https://www.wikidata.org/wiki/Q744727","display_name":"Genetic association","level":5,"score":0.2542000114917755},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.2540999948978424}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1109/jbhi.2021.3100918","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3100918","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:34329174","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34329174","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,"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":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:HAL:hal-03311509v1","is_oa":true,"landing_page_url":"https://hal.inria.fr/hal-03311509","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2168-2194","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:HAL:hal-03311509v2","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-03311509","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics, 2022, 26 (2), pp.798-808. &#x27E8;10.1109/JBHI.2021.3100918&#x27E9;","raw_type":"Journal articles"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03311509v1","is_oa":true,"landing_page_url":"https://hal.inria.fr/hal-03311509","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 2168-2194","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1523985187","https://openalex.org/W1525222323","https://openalex.org/W1550721541","https://openalex.org/W1970554427","https://openalex.org/W1970684162","https://openalex.org/W1986546598","https://openalex.org/W1999907033","https://openalex.org/W2005060666","https://openalex.org/W2018935975","https://openalex.org/W2027662587","https://openalex.org/W2036903387","https://openalex.org/W2056717962","https://openalex.org/W2060166505","https://openalex.org/W2074808213","https://openalex.org/W2075572237","https://openalex.org/W2087964262","https://openalex.org/W2089838152","https://openalex.org/W2093488421","https://openalex.org/W2093602450","https://openalex.org/W2098400283","https://openalex.org/W2102508963","https://openalex.org/W2106398669","https://openalex.org/W2109743529","https://openalex.org/W2115779804","https://openalex.org/W2117078302","https://openalex.org/W2122328291","https://openalex.org/W2138019504","https://openalex.org/W2148601182","https://openalex.org/W2155164847","https://openalex.org/W2156220037","https://openalex.org/W2164417323","https://openalex.org/W2165260680","https://openalex.org/W2185683000","https://openalex.org/W2271221198","https://openalex.org/W2317350755","https://openalex.org/W2403825332","https://openalex.org/W2430148132","https://openalex.org/W2526192484","https://openalex.org/W2594998925","https://openalex.org/W2604847258","https://openalex.org/W2606546398","https://openalex.org/W2756087123","https://openalex.org/W2782117342","https://openalex.org/W2792608425","https://openalex.org/W2799299958","https://openalex.org/W2802185677","https://openalex.org/W2802652408","https://openalex.org/W2805077948","https://openalex.org/W2884050036","https://openalex.org/W2888254910","https://openalex.org/W2890184610","https://openalex.org/W2900700660","https://openalex.org/W2905881943","https://openalex.org/W2909341957","https://openalex.org/W2964225306","https://openalex.org/W2964882150","https://openalex.org/W2977946121","https://openalex.org/W3006187728","https://openalex.org/W3020225930","https://openalex.org/W3024598964","https://openalex.org/W3035165022","https://openalex.org/W3041047318","https://openalex.org/W3045945003","https://openalex.org/W3082072206","https://openalex.org/W6630956611","https://openalex.org/W6678941407"],"related_works":[],"abstract_inverted_index":{"This":[0,38,51],"paper":[1],"introduces":[2],"a":[3,16,28,85,100,122,131,140,146],"framework":[4],"for":[5,194,228],"disease":[6,30,159,217],"prediction":[7,156,214,230],"from":[8,182],"multimodal":[9],"genetic":[10,47,128,170,205],"and":[11,48,67,130,176,207,223],"imaging":[12,49,135,177,209],"data.":[13],"We":[14],"propose":[15,139],"multilevel":[17,40],"survival":[18,86],"model":[19,87],"which":[20,59,98],"allows":[21,42,88],"predicting":[22,195],"the":[23,44,64,82,90,112,115,127,134,155,183,189,192,196,213,229],"time":[24,102,197],"of":[25,27,73,84,92,114,118,157,191,198,215,231],"occurrence":[26],"future":[29,216],"state":[31],"in":[32,53,63,70,212],"patients":[33,162],"initially":[34],"exhibiting":[35],"mild":[36,164],"symptoms.":[37],"new":[39],"setting":[41],"modeling":[43],"interactions":[45],"between":[46],"variables.":[50],"is":[52,221],"contrast":[54],"with":[55,163],"classical":[56],"additive":[57],"models":[58],"treat":[60],"all":[61],"modalities":[62,75],"same":[65],"manner":[66],"can":[68],"result":[69],"undesirable":[71],"elimination":[72],"specific":[74,107],"when":[76],"their":[77],"contributions":[78],"are":[79],"unbalanced.":[80],"Moreover,":[81],"use":[83],"overcoming":[89],"limitations":[91],"previous":[93],"approaches":[94],"based":[95,144,168],"on":[96,145,169],"classification":[97],"consider":[99],"fixed":[101],"frame.":[103],"Furthermore,":[104],"we":[105,138],"introduce":[106],"penalties":[108],"taking":[109],"into":[110],"account":[111],"structure":[113],"different":[116],"types":[117],"data,":[119],"such":[120],"as":[121],"group":[123],"lasso":[124],"penalty":[125],"over":[126,133],"modality":[129],"l<sub>2</sub>-penalty":[132],"modality.":[136],"Finally,":[137],"fast":[141],"optimization":[142],"algorithm,":[143],"proximal":[147],"gradient":[148],"method.":[149],"The":[150,186,219],"approach":[151,220],"was":[152],"applied":[153],"to":[154,200],"Alzheimer's":[158],"(AD)":[160],"among":[161],"cognitive":[165],"impairment":[166],"(MCI)":[167],"(single":[171],"nucleotide":[172],"polymorphisms":[173],"-":[174],"SNP)":[175],"(anatomical":[178],"MRI":[179],"measures)":[180],"data":[181],"ADNI":[184],"database.":[185],"experiments":[187],"demonstrate":[188],"effectiveness":[190],"method":[193],"conversion":[199],"AD.":[201],"It":[202],"revealed":[203],"how":[204],"variants":[206],"brain":[208],"alterations":[210],"interact":[211],"status.":[218],"generic":[222],"could":[224],"potentially":[225],"be":[226],"useful":[227],"other":[232],"diseases.":[233]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2021-08-02T00:00:00"}
