{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T11:31:42Z","timestamp":1740137502291,"version":"3.37.3"},"reference-count":51,"publisher":"World Scientific Pub Co Pte Ltd","issue":"01","funder":[{"DOI":"10.13039\/501100002261","name":"Russian Foundation for Basic Research","doi-asserted-by":"publisher","award":["16-37-00303 mol_a"],"award-info":[{"award-number":["16-37-00303 mol_a"]}],"id":[{"id":"10.13039\/501100002261","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J. Bioinform. Comput. Biol."],"published-print":{"date-parts":[[2018,2]]},"abstract":"<jats:p>Predicting promoter activity of DNA fragment is an important task for computational biology. Approaches using physical properties of DNA to predict bacterial promoters have recently gained a lot of attention. To select an adequate set of physical properties for training a classifier, various characteristics of DNA molecule should be taken into consideration. Here, we present a systematic approach that allows us to select less correlated properties for classification by means of both correlation and cophenetic coefficients as well as concordance matrices. To prove this concept, we have developed the first classifier that uses not only sequence and static physical properties of DNA fragment, but also dynamic properties of DNA open states. Therefore, the best performing models with accuracy values up to 90% for all types of sequences were obtained. Furthermore, we have demonstrated that the classifier can serve as a reliable tool enabling promoter DNA fragments to be distinguished from promoter islands despite the similarity of their nucleotide sequences.<\/jats:p>","DOI":"10.1142\/s0219720018400036","type":"journal-article","created":{"date-parts":[[2018,1,31]],"date-time":"2018-01-31T06:14:20Z","timestamp":1517379260000},"page":"1840003","source":"Crossref","is-referenced-by-count":9,"title":["Bacterial promoter prediction: Selection of dynamic and static physical properties of DNA for reliable sequence classification"],"prefix":"10.1142","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3035-1293","authenticated-orcid":false,"given":"Artem","family":"Ryasik","sequence":"first","affiliation":[{"name":"Mechanism of Cell Genome Functioning Laboratory, Institute of Cell Biophysics, ul. Institutskaya 3, Pushchino 142290, Russia"}]},{"given":"Mikhail","family":"Orlov","sequence":"additional","affiliation":[{"name":"Mechanism of Cell Genome Functioning Laboratory, Institute of Cell Biophysics, ul. Institutskaya 3, Pushchino 142290, Russia"}]},{"given":"Evgenia","family":"Zykova","sequence":"additional","affiliation":[{"name":"Mechanism of Cell Genome Functioning Laboratory, Institute of Cell Biophysics, ul. Institutskaya 3, Pushchino 142290, Russia"},{"name":"Department of Applied Research Informatization, State Institute of Information Technologies and Telecommunications (SIIT&amp;T Informika), per. Brusov 21 st.2, Moscow, 125009, Russia"}]},{"given":"Timofei","family":"Ermak","sequence":"additional","affiliation":[{"name":"Laboratory of Molecular Genetics Systems, Institute of Cytology and Genetics, pr. Akademika Lavrentyeva 10, Novosibirsk 630090, Russia"}]},{"given":"Anatoly","family":"Sorokin","sequence":"additional","affiliation":[{"name":"Mechanism of Cell Genome Functioning Laboratory, Institute of Cell Biophysics, ul. Institutskaya 3, Pushchino 142290, Russia"}]}],"member":"219","published-online":{"date-parts":[[2018,3,22]]},"reference":[{"key":"S0219720018400036BIB001","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btn172"},{"key":"S0219720018400036BIB002","doi-asserted-by":"publisher","DOI":"10.1515\/jib-2014-240"},{"key":"S0219720018400036BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/S0378-1119(00)00301-2"},{"key":"S0219720018400036BIB004","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-7-248"},{"key":"S0219720018400036BIB005","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gkt511"},{"key":"S0219720018400036BIB006","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gkq1071"},{"key":"S0219720018400036BIB007","doi-asserted-by":"publisher","DOI":"10.1142\/S0219720006002077"},{"key":"S0219720018400036BIB008","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gkp490"},{"key":"S0219720018400036BIB009","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-7-423"},{"key":"S0219720018400036BIB010","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-6-1"},{"key":"S0219720018400036BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbi.2011.03.002"},{"key":"S0219720018400036BIB012","doi-asserted-by":"publisher","DOI":"10.1006\/jmbi.1996.0035"},{"key":"S0219720018400036BIB013","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-10-271"},{"key":"S0219720018400036BIB014","first-page":"54","volume":"11","author":"Conilione P","year":"2005","journal-title":"Int J Inf Technol"},{"key":"S0219720018400036BIB015","doi-asserted-by":"publisher","DOI":"10.1186\/gb-2007-8-12-r263"},{"key":"S0219720018400036BIB016","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btp359"},{"key":"S0219720018400036BIB017","doi-asserted-by":"publisher","DOI":"10.1104\/pp.110.167809"},{"key":"S0219720018400036BIB018","doi-asserted-by":"publisher","DOI":"10.1080\/07391102.1999.10508322"},{"key":"S0219720018400036BIB019","doi-asserted-by":"publisher","DOI":"10.1080\/07391102.2000.10506669"},{"key":"S0219720018400036BIB020","doi-asserted-by":"publisher","DOI":"10.1080\/07391102.2013.786504"},{"key":"S0219720018400036BIB021","doi-asserted-by":"publisher","DOI":"10.1080\/07391102.1999.10508295"},{"key":"S0219720018400036BIB022","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gkr795"},{"key":"S0219720018400036BIB023","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btg1043"},{"issue":"1","key":"S0219720018400036BIB024","first-page":"S1","volume":"9","author":"Sobha Rani T","year":"2009","journal-title":"In Silico Biol"},{"key":"S0219720018400036BIB025","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btq577"},{"issue":"8","key":"S0219720018400036BIB026","doi-asserted-by":"crossref","first-page":"1812","DOI":"10.1002\/j.1460-2075.1995.tb07169.x","volume":"14","author":"Brukner I","year":"1995","journal-title":"EMBO J"},{"key":"S0219720018400036BIB027","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2015.02.009"},{"key":"S0219720018400036BIB028","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.47.684"},{"key":"S0219720018400036BIB029","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.biophys.34.040204.144521"},{"key":"S0219720018400036BIB030","doi-asserted-by":"publisher","DOI":"10.1134\/S0006350913040209"},{"key":"S0219720018400036BIB031","doi-asserted-by":"publisher","DOI":"10.1515\/rnam-2014-0015"},{"key":"S0219720018400036BIB032","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gks1201"},{"issue":"6","key":"S0219720018400036BIB033","first-page":"1128","volume":"28","author":"Shavkunov KS","year":"2011","journal-title":"J Biomol Struct Dyn"},{"key":"S0219720018400036BIB034","doi-asserted-by":"publisher","DOI":"10.1142\/S0219720007002801"},{"key":"S0219720018400036BIB035","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0062601"},{"key":"S0219720018400036BIB036","doi-asserted-by":"publisher","DOI":"10.1142\/S0219720014410066"},{"volume-title":"R: A Language and Environment for Statistical Computing","year":"2017","author":"R Core Team","key":"S0219720018400036BIB038"},{"key":"S0219720018400036BIB039","doi-asserted-by":"publisher","DOI":"10.2307\/1217208"},{"key":"S0219720018400036BIB040","doi-asserted-by":"publisher","DOI":"10.1093\/sysbio\/17.4.407"},{"key":"S0219720018400036BIB041","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1963.10500845"},{"key":"S0219720018400036BIB042","doi-asserted-by":"publisher","DOI":"10.2307\/2412324"},{"key":"S0219720018400036BIB043","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btr210"},{"key":"S0219720018400036BIB044","doi-asserted-by":"publisher","DOI":"10.2307\/2532051"},{"issue":"6","key":"S0219720018400036BIB045","doi-asserted-by":"crossref","first-page":"3529","DOI":"10.1016\/S0021-9258(19)83654-2","volume":"260","author":"Mulligan ME","year":"1985","journal-title":"J Biol Chem"},{"key":"S0219720018400036BIB046","doi-asserted-by":"publisher","DOI":"10.17537\/2011.6.39"},{"issue":"3","key":"S0219720018400036BIB047","first-page":"341","volume":"23","author":"Kamzolova SG","year":"2005","journal-title":"J Biomol Struct Dyn"},{"issue":"2","key":"S0219720018400036BIB048","first-page":"228","volume":"52","author":"Kamzolova SG","year":"2007","journal-title":"Biofizika"},{"key":"S0219720018400036BIB049","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1001007"},{"key":"S0219720018400036BIB050","doi-asserted-by":"publisher","DOI":"10.1006\/jmbi.2000.3781"},{"key":"S0219720018400036BIB051","doi-asserted-by":"publisher","DOI":"10.1016\/j.bpc.2004.07.005"},{"key":"S0219720018400036BIB052","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0171410"}],"container-title":["Journal of Bioinformatics and Computational Biology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219720018400036","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,8,13]],"date-time":"2022-08-13T15:06:08Z","timestamp":1660403168000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219720018400036"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,2]]},"references-count":51,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2018,3,22]]},"published-print":{"date-parts":[[2018,2]]}},"alternative-id":["10.1142\/S0219720018400036"],"URL":"https:\/\/doi.org\/10.1142\/s0219720018400036","relation":{},"ISSN":["0219-7200","1757-6334"],"issn-type":[{"type":"print","value":"0219-7200"},{"type":"electronic","value":"1757-6334"}],"subject":[],"published":{"date-parts":[[2018,2]]}}}