{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T11:44:06Z","timestamp":1772797446103,"version":"3.50.1"},"reference-count":36,"publisher":"Wiley","license":[{"start":{"date-parts":[[2020,2,7]],"date-time":"2020-02-07T00:00:00Z","timestamp":1581033600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61702092"],"award-info":[{"award-number":["61702092"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672150"],"award-info":[{"award-number":["61672150"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61702092"],"award-info":[{"award-number":["61702092"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672150"],"award-info":[{"award-number":["61672150"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61702092"],"award-info":[{"award-number":["61702092"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61672150"],"award-info":[{"award-number":["61672150"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61702092"],"award-info":[{"award-number":["61702092"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61672150"],"award-info":[{"award-number":["61672150"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61702092"],"award-info":[{"award-number":["61702092"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["61672150"],"award-info":[{"award-number":["61672150"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}]},{"name":"Fund of Jilin Provincial Science and Technology Department","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["61702092"],"award-info":[{"award-number":["61702092"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["61672150"],"award-info":[{"award-number":["61672150"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["61702092"],"award-info":[{"award-number":["61702092"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["61672150"],"award-info":[{"award-number":["61672150"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["20170204018GX"],"award-info":[{"award-number":["20170204018GX"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["20180520215JH"],"award-info":[{"award-number":["20180520215JH"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["20180201089GX"],"award-info":[{"award-number":["20180201089GX"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["2017M621193"],"award-info":[{"award-number":["2017M621193"]}]},{"name":"The Fundamental Research Funds for the Central Universities","award":["2412019FZ049"],"award-info":[{"award-number":["2412019FZ049"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational and Mathematical Methods in Medicine"],"published-print":{"date-parts":[[2020,2,7]]},"abstract":"<jats:p>As the largest cause of dementia, Alzheimer\u2019s disease (AD) has brought serious burdens to patients and their families, mostly in the financial, psychological, and emotional aspects. In order to assess the progression of AD and develop new treatment methods for the disease, it is essential to infer the trajectories of patients\u2019 cognitive performance over time to identify biomarkers that connect the patterns of brain atrophy and AD progression. In this article, a structured regularized regression approach termed group guided fused Laplacian sparse group Lasso (GFL-SGL) is proposed to infer disease progression by considering multiple prediction of the same cognitive scores at different time points (longitudinal analysis). The proposed GFL-SGL simultaneously exploits the interrelated structures within the MRI features and among the tasks with sparse group Lasso (SGL) norm and presents a novel group guided fused Laplacian (GFL) regularization. This combination effectively incorporates both the relatedness among multiple longitudinal time points with a general weighted (undirected) dependency graphs and useful inherent group structure in features. Furthermore, an alternating direction method of multipliers- (ADMM-) based algorithm is also derived to optimize the nonsmooth objective function of the proposed approach. Experiments on the dataset from Alzheimer\u2019s Disease Neuroimaging Initiative (ADNI) show that the proposed GFL-SGL outperformed some other state-of-the-art algorithms and effectively fused the multimodality data. The compact sets of cognition-relevant imaging biomarkers identified by our approach are consistent with the results of clinical studies.<\/jats:p>","DOI":"10.1155\/2020\/4036560","type":"journal-article","created":{"date-parts":[[2020,2,7]],"date-time":"2020-02-07T18:33:12Z","timestamp":1581100392000},"page":"1-23","source":"Crossref","is-referenced-by-count":4,"title":["Group Guided Fused Laplacian Sparse Group Lasso for Modeling Alzheimer\u2019s Disease Progression"],"prefix":"10.1155","volume":"2020","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2274-6180","authenticated-orcid":true,"given":"Xiaoli","family":"Liu","sequence":"first","affiliation":[{"name":"College of Humanities and Sciences, Northeast Normal University, Changchun, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6867-3282","authenticated-orcid":true,"given":"Jianzhong","family":"Wang","sequence":"additional","affiliation":[{"name":"Education AI, College of Information Science and Technology, Northeast Normal University, Changchun, China"},{"name":"Key Laboratory of Applied Statistics of MOE, Northeast Normal University, Changchun, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fulong","family":"Ren","sequence":"additional","affiliation":[{"name":"Key Laboratory of Medical Image Computing of Ministry of Education, Northeastern University, Shenyang, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7095-2400","authenticated-orcid":true,"given":"Jun","family":"Kong","sequence":"additional","affiliation":[{"name":"College of Humanities and Sciences, Northeast Normal University, Changchun, China"},{"name":"Education AI, College of Information Science and Technology, Northeast Normal University, Changchun, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jalz.2016.03.001"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2008.10.031"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2015.08.004"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2016.10.007"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1111\/j.1532-5415.1992.tb01992.x"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2377-12-46"},{"issue":"1","key":"11","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1023\/A:1007379606734","volume":"28","year":"1997","journal-title":"Machine Learning"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-007-5040-8"},{"issue":"33","key":"13","first-page":"1","volume":"17","year":"2016","journal-title":"Journal of Machine Learning Research"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.09.069"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2005.00490.x"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1016\/j.neurobiolaging.2016.07.005"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1145\/3230668"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/j.neurobiolaging.2014.07.045"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2018.04.028"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.03.073"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2005.00490.x"},{"key":"26","year":"2006"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1561\/2200000016"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2010.10.021"},{"key":"32","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2013.17"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1137\/090753504"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1016\/j.jalz.2010.03.007"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1109\/tmi.2014.2314712"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2010.03.051"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.09.015"},{"key":"38","year":"2014"},{"key":"40","doi-asserted-by":"publisher","DOI":"10.3233\/jad-151010"},{"issue":"4","key":"41","first-page":"491","volume":"72","year":"2002","journal-title":"Journal of Neurology, Neurosurgery & Psychiatry"},{"key":"42","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2015.2466616"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1016\/j.neurobiolaging.2014.05.038"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1007\/s00429-010-0283-8"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1002\/hipo.450010102"},{"key":"46","doi-asserted-by":"publisher","DOI":"10.1016\/j.neurobiolaging.2010.04.026"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.08.111"},{"key":"48","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.01.008"}],"container-title":["Computational and Mathematical Methods in Medicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/4036560.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/4036560.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cmmm\/2020\/4036560.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,2,7]],"date-time":"2020-02-07T18:33:26Z","timestamp":1581100406000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cmmm\/2020\/4036560\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,2,7]]},"references-count":36,"alternative-id":["4036560","4036560"],"URL":"https:\/\/doi.org\/10.1155\/2020\/4036560","relation":{},"ISSN":["1748-670X","1748-6718"],"issn-type":[{"value":"1748-670X","type":"print"},{"value":"1748-6718","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,2,7]]}}}