{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T05:55:00Z","timestamp":1776318900538,"version":"3.50.1"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030453848","type":"print"},{"value":"9783030453855","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-45385-5_46","type":"book-chapter","created":{"date-parts":[[2020,5,27]],"date-time":"2020-05-27T12:13:38Z","timestamp":1590581618000},"page":"517-528","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Unravelling Disease Presentation Patterns in ALS Using Biclustering for Discriminative Meta-Features Discovery"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4891-4445","authenticated-orcid":false,"given":"Joana","family":"Matos","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4604-1775","authenticated-orcid":false,"given":"Sofia","family":"Pires","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6827-4217","authenticated-orcid":false,"given":"Helena","family":"Aidos","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2111-4579","authenticated-orcid":false,"given":"Marta","family":"Gromicho","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0727-5897","authenticated-orcid":false,"given":"Susana","family":"Pinto","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7556-0158","authenticated-orcid":false,"given":"Mamede","family":"de Carvalho","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1459-8096","authenticated-orcid":false,"given":"Sara C.","family":"Madeira","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,4,30]]},"reference":[{"key":"46_CR1","unstructured":"ONWebDUALS - ONtology-based Web Database for Understanding Amyotrophic Lateral Sclerosis (2015). https:\/\/www.encals.eu\/onwebduals-web-database\/ . Accessed 25 July 2019"},{"key":"46_CR2","doi-asserted-by":"publisher","first-page":"133","DOI":"10.1016\/j.jbi.2015.09.021","volume":"58","author":"AV Carreiro","year":"2015","unstructured":"Carreiro, A.V., Amaral, P.M., Pinto, S., Tom\u00e1s, P., de Carvalho, M., Madeira, S.C.: Prognostic models based on patient snapshots and time windows: predicting disease progression to assisted ventilation in amyotrophic lateral sclerosis. J. Biomed. Inform. 58, 133\u2013144 (2015)","journal-title":"J. Biomed. Inform."},{"issue":"3","key":"46_CR3","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1515\/jib-2011-175","volume":"8","author":"AV Carreiro","year":"2011","unstructured":"Carreiro, A.V., Anuncia\u00e7\u00e3o, O., Carri\u00e7o, J.A., Madeira, S.C.: Prognostic prediction through biclustering-based classification of clinical gene expression time series. J. Integr. Bioinform. 8(3), 73\u201389 (2011)","journal-title":"J. Integr. Bioinform."},{"issue":"3","key":"46_CR4","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1515\/jib-2012-207","volume":"9","author":"AV Carreiro","year":"2012","unstructured":"Carreiro, A.V., Ferreira, A.J., Figueiredo, M.A., Madeira, S.C.: Towards a classification approach using meta-biclustering: impact of discretization in the analysis of expression time series. J. Integr. Bioinform. 9(3), 105\u2013120 (2012)","journal-title":"J. Integr. Bioinform."},{"key":"46_CR5","doi-asserted-by":"crossref","unstructured":"Cedarbaum, J.M., et al.: Complete listing of the BDNF Study Group, A., et al.: The ALSFRS-R: a revised ALS functional rating scale that incorporates assessments of respiratory function. J. Neurol. Sci. 169(1\u20132), 13\u201321 (1999)","DOI":"10.1016\/S0022-510X(99)00210-5"},{"key":"46_CR6","doi-asserted-by":"crossref","unstructured":"Creemers, H., Grupstra, H., Nollet, F., van\u00a0den Berg, L.H., Beelen, A.: Prognostic factors for the course of functional status of patients with ALS: a systematic review. J. Neurol. 262(6), 1407\u20131423 (2015)","DOI":"10.1007\/s00415-014-7564-8"},{"issue":"10107","key":"46_CR7","doi-asserted-by":"publisher","first-page":"2084","DOI":"10.1016\/S0140-6736(17)31287-4","volume":"390","author":"MA van Es","year":"2017","unstructured":"van Es, M.A., et al.: Amyotrophic lateral sclerosis. Lancet 390(10107), 2084\u20132098 (2017)","journal-title":"Lancet"},{"key":"46_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1007\/978-3-319-46131-1_8","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"P Fournier-Viger","year":"2016","unstructured":"Fournier-Viger, P., et al.: The SPMF open-source data mining library version 2. In: Berendt, B., et al. (eds.) ECML PKDD 2016. LNCS (LNAI), vol. 9853, pp. 36\u201340. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-46131-1_8"},{"issue":"1\u20132","key":"46_CR9","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.jns.2011.08.021","volume":"312","author":"P Gupta","year":"2012","unstructured":"Gupta, P., Prabhakar, S., Sharma, S., Anand, A.: A predictive model for amyotrophic lateral sclerosis (ALS) diagnosis. J. Neurol. Sci. 312(1\u20132), 68\u201372 (2012)","journal-title":"J. Neurol. Sci."},{"issue":"12","key":"46_CR10","doi-asserted-by":"publisher","first-page":"3941","DOI":"10.1016\/j.patcog.2015.06.018","volume":"48","author":"R Henriques","year":"2015","unstructured":"Henriques, R., Antunes, C., Madeira, S.C.: A structured view on pattern mining-based biclustering. Pattern Recogn. 48(12), 3941\u20133958 (2015)","journal-title":"Pattern Recogn."},{"issue":"1","key":"46_CR11","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1186\/s12859-017-1493-3","volume":"18","author":"R Henriques","year":"2017","unstructured":"Henriques, R., Ferreira, F.L., Madeira, S.C.: BicPAMS: software for biological data analysis with pattern-based biclustering. BMC Bioinform. 18(1), 82 (2017)","journal-title":"BMC Bioinform."},{"issue":"1","key":"46_CR12","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1186\/s13015-014-0027-z","volume":"9","author":"R Henriques","year":"2014","unstructured":"Henriques, R., Madeira, S.C.: BicPAM: pattern-based biclustering for biomedical data analysis. Algorithms Mol. Biol. 9(1), 27 (2014)","journal-title":"Algorithms Mol. Biol."},{"issue":"9769","key":"46_CR13","doi-asserted-by":"publisher","first-page":"942","DOI":"10.1016\/S0140-6736(10)61156-7","volume":"377","author":"MC Kiernan","year":"2011","unstructured":"Kiernan, M.C., et al.: Amyotrophic lateral sclerosis. Lancet 377(9769), 942\u2013955 (2011)","journal-title":"Lancet"},{"key":"46_CR14","doi-asserted-by":"crossref","unstructured":"Nezhad, M.Z., Zhu, D., Sadati, N., Yang, K., Levi, P.: SUBIC: a supervised bi-clustering approach for precision medicine. In: 2017 16th IEEE International Conference on Machine Learning and Applications (ICMLA), pp. 755\u2013760. IEEE (2017)","DOI":"10.1109\/ICMLA.2017.00-68"},{"key":"46_CR15","doi-asserted-by":"publisher","first-page":"36","DOI":"10.3389\/fninf.2018.00036","volume":"12","author":"SR Pfohl","year":"2018","unstructured":"Pfohl, S.R., Kim, R.B., Coan, G.S., Mitchell, C.S.: Unraveling the complexity of amyotrophic lateral sclerosis survival prediction. Front. Neuroinform. 12, 36 (2018)","journal-title":"Front. Neuroinform."},{"key":"46_CR16","doi-asserted-by":"crossref","unstructured":"Pires, S., Gromicho, M., Pinto, S., Carvalho, M., Madeira, S.C.: Predicting non-invasive ventilation in ALS patients using stratified disease progression groups. In: 2018 IEEE International Conference on Data Mining Workshops (ICDMW), pp. 748\u2013757. IEEE (2018)","DOI":"10.1109\/ICDMW.2018.00113"},{"issue":"1","key":"46_CR17","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1164\/rccm.201604-0848OC","volume":"195","author":"MI Polkey","year":"2017","unstructured":"Polkey, M.I., Lyall, R.A., Yang, K., Johnson, E., Leigh, P.N., Moxham, J.: Respiratory muscle strength as a predictive biomarker for survival in amyotrophic lateral sclerosis. Am. J. Respir. Crit. Care Med. 195(1), 86\u201395 (2017)","journal-title":"Am. J. Respir. Crit. Care Med."},{"issue":"24","key":"46_CR18","doi-asserted-by":"publisher","first-page":"638","DOI":"10.21105\/joss.00638","volume":"3","author":"S Raschka","year":"2018","unstructured":"Raschka, S.: MLxtend: providing machine learning and data science utilities and extensions to Python\u2019s scientific computing stack. J. Open Source Software 3(24), 638 (2018)","journal-title":"J. Open Source Software"},{"issue":"5","key":"46_CR19","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1016\/S1474-4422(18)30089-9","volume":"17","author":"HJ Westeneng","year":"2018","unstructured":"Westeneng, H.J., et al.: Prognosis for patients with amyotrophic lateral sclerosis: development and validation of a personalised prediction model. Lancet Neurol. 17(5), 423\u2013433 (2018)","journal-title":"Lancet Neurol."}],"container-title":["Lecture Notes in Computer Science","Bioinformatics and Biomedical Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-45385-5_46","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,25]],"date-time":"2022-10-25T03:45:23Z","timestamp":1666669523000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-45385-5_46"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030453848","9783030453855"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-45385-5_46","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"30 April 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IWBBIO","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Work-Conference on Bioinformatics and Biomedical Engineering","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Granada","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 May 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 May 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iwbbio2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/iwbbio.ugr.es\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}