{"id":96352,"date":"2020-10-10T19:42:57","date_gmt":"2020-10-10T17:42:57","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki"},"modified":"2020-10-10T19:42:57","modified_gmt":"2020-10-10T17:42:57","slug":"dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki","title":{"rendered":"Meie seest: Mida teevad bioinformaatikud?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/skillfactory\/blog\/522416\/\"><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/536d0b3fb4641c946cdfb122c88a7e6b.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nR\u00e4\u00e4gime tuleviku inimestest, kes dekodeerivad orgaanilist big data't. Viimase kahek\u00fcmne aasta jooksul on bioloogiliste andmete hulk, mida saab anal\u00fc\u00fcsida, kasvanud mitmeid kordi, t\u00e4nu inimese genoomi dekodeerimisele. Varem ei osanud me isegi ette kujutada, et meie veres sisalduv teave v\u00f5imaldab m\u00e4\u00e4rata meie p\u00e4ritolu, kontrollida, kuidas organism reageerib teatud ravimitele, ja isegi muuta oma bioloogilist p\u00e4randit. <br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nSee ja teised artiklid ilmuvad enne k\u00f5iki teisi <noindex><a rel=\"nofollow\" href=\"https:\/\/blog.skillfactory.ru\/\">blogis<\/a><\/noindex> meie veebisaidil. Head lugemist.<\/p>\n<p>\nKeskmise bioinformaatiku omadused on sarnased programmijate omadustega \u2014 punased silmad, kummargil kehahoiak ja kohvikruuside j\u00e4ljed t\u00f6\u00f6laual. Kuid selle laua taga ei tegeleta abstraktsete algoritmide ja k\u00e4skudega, vaid looduse enda koodi kallal, mis v\u00f5ib palju r\u00e4\u00e4kida meist ja meid \u00fcmbritsevast maailmast.<\/p>\n<p>Selle valdkonna spetsialistid tegelevad tohutute andmehulkadega (n\u00e4iteks \u00fche inimese genoomi j\u00e4rjestamise tulemused h\u00f5ivavad umbes 100 gigabaidi). Seet\u00f5ttu n\u00f5uab sellise andmemassiivi t\u00f6\u00f6tlemine Andmete Teaduse l\u00e4henemisviise ja t\u00f6\u00f6riistu. Loogiliselt peab edukas bioinformaatik olema kursis mitte ainult bioloogia ja keemiaga, vaid ka andmeanal\u00fc\u00fcsi meetodite, statistika ja matemaatikaga \u2014 see teeb tema ametist piisavalt haruldase ja n\u00f5utud. Sellised spetsialistid on eriti vajalikud innovatiivse meditsiini ja ravimite arendamise valdkondades. Tehnoloogilised hiiglased nagu IBM ja Intel\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/researcher.watson.ibm.com\/researcher\/view_group.php?id=137\">avatakse oma programme<\/a><\/noindex>, mis on p\u00fchendatud bioinformaatika \u00f5ppimisele.<\/p>\n<h2>Mida on vaja, et saada bioinformaatikuks?<\/h2>\n<p><\/p>\n<ul>\n<li>Bioloogia ja keemia (\u00fclikooli tase);<\/li>\n<li>Matstatistika, lineaarne algebra, t\u00f5en\u00e4osusteooria;<\/li>\n<li>Programmeerimiskeeled (Python ja R, sageli kasutatakse ka C++);<\/li>\n<li>Struktuurse bioinformaatika jaoks: matemaatilise anal\u00fc\u00fcsi ja diferentsiaalv\u00f5rrandite teooria m\u00f5istmine.<\/li>\n<\/ul>\n<p>\nBioinformaatika valdkonda p\u00e4\u00e4seb nii bioloogilistelt teadmistelt kui ka programmimise ja matemaatika oskustelt. Esimeste jaoks sobib t\u00f6\u00f6tamine valmis bioinformaatika programmidega, teised aga viivad laiemalt algoritmilise spetsialiseerumiseni.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/5192029ac900077228db8d9788953d8f.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<h2>Millise tegevusega tegelevad bioinformaatikud?<\/h2>\n<p>\nT\u00e4nap\u00e4eva bioinformaatika jaguneb kaheks peamiseks haruks \u2014 struktuurseks bioinformaatikaks ja sekveneerimise bioinformaatikaks. Esimesel juhul n\u00e4eme inimest, kes istub arvuti ees ja k\u00e4ivitab programme, mis aitavad uurida bioloogilisi objekte (n\u00e4iteks DNA-d v\u00f5i valke) 3D-visualiseerimistes. Nad loovad arvutimudeleid, mis v\u00f5imaldavad prognoosida, kuidas ravimimolekul interakteerub valkudega, milline on valgu ruumiline struktuur rakus, ja millised omadused seletavad molekulide interaktsioone rakustruktuuridega jne. <\/p>\n<p>Struktuuri bioinformaatika meetodeid kasutatakse aktiivselt nii akadeemilises teaduses kui ka t\u00f6\u00f6stuses: on keeruline ette kujutada farmaatsiaettev\u00f5tet, mis toimetaks ilma selliste spetsialistideta. Viimastel aastatel on arvutimoodused v\u00f5imaldanud oluliselt lihtsustada potentsiaalsete ravimite leidmise protsessi, mis on teinud farmaatsia arenduse palju kiiremaks ja odavamaks.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/33c166685102e86dd497e2ac17a86525.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nSARS-CoV-2 RNA-dependentne RNA-pol\u00fcmeraas (vasakul) ning selle seos RNA dupleksiga.\u00a0<noindex><a rel=\"nofollow\" href=\"http:\/\/pdb101.rcsb.org\/motm\/249\">Allikas.<\/a><\/noindex><\/p>\n<h2>Mis on genoom?<\/h2>\n<p>\nGenoom on kogu teave organismi p\u00e4rilikkuse ehituse kohta. Peaaegu k\u00f5igil elusolenditel on genoomi kandja DNA, kuid on ka organisme, mis edastavad oma p\u00e4rimisinformatsiooni RNA kujul. Genoom edastatakse vanematelt lastele ja selle edastamise protsessi k\u00e4igus v\u00f5ivad tekkida vead \u2014 mutatsioonid.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/2308841ee478fdd46312f36df7b134e1.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nRavimi remdesiviiri interaktsioon SARS-CoV-2 RNA-dependentselt RNA-pol\u00fcmeraasiga.\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/science.sciencemag.org\/content\/early\/2020\/04\/30\/science.abc1560\/tab-article-info?versioned=true\">Allikas.<\/a><\/noindex><\/p>\n<p>J\u00e4rjendi bioinformaatika tegeleb elusmaterjali k\u00f5rgema taseme korraldusega \u2014 alates \u00fcksikutest nukleotiididest, DNA-st ja geenidest kuni tervete genoomide ja nende omavaheliste v\u00f5rdlemiseni. <\/p>\n<p>Kujutlege inimest, kes vaataja ees on t\u00e4htede komplekt (kuid mitte tavaline, vaid geneetiline v\u00f5i aminohapete) ja otsib neis mustreid, selgitades ja kinnitades neid statistiliselt, kasutades arvutimeetodeid. J\u00e4rjestuste bioinformaatika seletab, milline mutatsioon seondub teatud haigusega v\u00f5i miks patsiendi veres kogunevad kahjulikud ained. Lisaks meditsiinilistele andmetele uurivad j\u00e4rjestuste bioinformaatikud organismide leviku mustreid maapinnal, populatsioonide erinevusi loomagruppide vahel, konkreetsete geenide rolle ja funktsioone. T\u00e4nu sellele teadusele saab kontrollida ravimite t\u00f5husust ja uurida bioloogilisi mehhanisme, mis selgitavad nende toimet. <\/p>\n<p>N\u00e4iteks, bioinformaatika anal\u00fc\u00fcsi abil on leitud ja kirjeldatud mutatsioone, mis p\u00f5hjustavad ts\u00fcstilise fibroosi \u2013 monogeenset haigust, mis tuleneb \u00fche kloorkanali geeni kahjustumisest. Lisaks teame n\u00fc\u00fcd palju paremini, kes on inimese l\u00e4himad bioloogilised sugulased ja kuidas meie esivanemad on planeedil levinud. Veel enam, iga inimene, kes loeb oma genoomi, saab teada, kust tema suguv\u00f5sa p\u00e4rineb ja millises etnilises r\u00fchmas ta kuulub. Paljud v\u00e4lismaised (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.23andme.com\/en-int\/\">23andme<\/a><\/noindex>,\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/www.myheritage.com\/?lang=RU\">MyHeritage<\/a><\/noindex>) ja Venemaa (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.genotek.ru\/\">Genotek<\/a><\/noindex>,\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/atlas.ru\/\">Atlas<\/a><\/noindex>) teenused v\u00f5imaldavad selle teenuse saada suhteliselt v\u00e4ikese hinnaga (umbes 20 tuhat rubla).<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/665c39b68b7765de247975d54295965d.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nMyHeritage'i DNA-testimise tulemused p\u00e4ritolu ja populatsioonilise kuuluvuse kohta.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/094c673bae28ff97e04ac28e2ec19c62.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n23andMe'i DNA-testimise tulemused populatsioonilise kuuluvuse kohta.<\/p>\n<h2>Kuidas loetakse genoomi?<\/h2>\n<p>\nT\u00e4nap\u00e4eval on genoomi sekveneerimine rutiinne protseduur, mis maksab igale soovijale umbes\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/genetico.ru\/price\/uslugi-po-sevenirovaniyu\">150<\/a><\/noindex>\u00a0tuha rubla (sealhulgas Venemaal). Geneetilise teabe lugemiseks piisab, kui annetada verest j\u00e4rgmisel, spetsiaalses laboris: kahe n\u00e4dala jooksul saate valmis tulemuse koos teie geneetiliste omadustega. Lisaks oma genoomile saate anal\u00fc\u00fcsida ka soole mikrobioomi genoomi: saate teada oma seedes\u00fcsteemi elavate bakterite omadused ning ekspertide konsultatsiooni professionaalse toitumisspetsialistiga.<\/p>\n<p>Genoomi saab lugeda erinevate meetoditega, millest \u00fcks peamine on praegu nii-\u00f6elda \"j\u00e4rgmise p\u00f5lvkonna sekveneerimine\". Selle protseduuri sooritamiseks on k\u00f5igepealt vaja koguda bioloogilisi proove. Igas organismi rakus on genoom sama, seega on k\u00f5ige lihtsam lugeda genoomi verest (see on k\u00f5ige lihtsam). P\u00e4rast seda rakud purustatakse ja DNA eraldatakse k\u00f5igest muust. Seej\u00e4rel purustatakse saadud DNA v\u00e4ikesteks t\u00fckkideks ja igale t\u00fcki k\u00fclge \"\u00f5mmeldakse\" spetsiaalsed adapterid \u2014 kunstlikult s\u00fcnteesitud tuntud nukleotiidide j\u00e4rjekorrad. Seej\u00e4rel eraldatakse DNA ahelad ja \u00fchetuumalised ahelad kinnitatakse adapterite abil spetsiaalsele plaadile, millel toimub sekveneerimine. Sekveneerimise k\u00e4igus kinnituvad DNA j\u00e4rjestusele t\u00e4iendavad fluorestsentsiga m\u00e4rgistatud nukleotiidid. Iga m\u00e4rgistatud nukleotiid vabastab kinnitumisel valguskiire teatud lainepikkusega, mis fikseeritakse arvutis. Nii loeb arvuti l\u00fchikesi algse DNA j\u00e4rjestusi, mis seej\u00e4rel spetsiaalsete algoritmide abil kogutakse algseks genoomiks. <\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/ef75492ee521ce99c4f56472b1904b10.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nAndmete n\u00e4ide, millega t\u00f6\u00f6tavad bioinformaatikud j\u00e4rjestuste osas: aminohapete j\u00e4rjestuste joondamine. <\/p>\n<h2>Kus t\u00f6\u00f6tavad ja kui palju teenivad bioinformaatikud?<\/h2>\n<p>\nBioinformaatiku tee jaguneb traditsiooniliselt kaheks peamiseks valdkonnaks \u2014 t\u00f6\u00f6stus ja teadus. Teadlasena alustab bioinformaatik tavaliselt doktori\u00f5ppe positsioonilt \u00fches suurtes instituutidest. Algul saavad bioinformaatikud p\u00f5hitasu, mis s\u00f5ltub nende instituudist, osalenud grantide arvust ning ametikohtade arvust, kus nad on ametlikult t\u00f6\u00f6le v\u00f5etud. Aja jooksul suurenevad grantide ja ametikohtade arv ning m\u00f5ne aasta p\u00e4rast akadeemilises keskkonnas teenib bioinformaatik ilma probleemideta keskmist palka (70-80 tuhat rubla), kuid palju s\u00f5ltub vaeva ja t\u00f6\u00f6kuse hulgast. Kogenumad bioinformaatikud asutavad l\u00f5puks omal alal oma laborid.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/93dd91f70cb88dad950ece1f1417e89f.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<h2>Kus saab \u00f5ppida bioinformaatikaks?<\/h2>\n<p><\/p>\n<ul>\n<li>Moskva Riiklik \u00dclikool \u2014 biotehnoloogia ja bioinformaatika teaduskond<\/li>\n<li>HSE \u2014 Andmete anal\u00fc\u00fcs bioloogias ja meditsiinis (magistriprogramm)<\/li>\n<li>MIPT \u2014 bioinformaatika osakond<\/li>\n<li>Bioinformaatika Instituut (MT\u00dc)<\/li>\n<\/ul>\n<p>\nErinevalt akadeemiast ei raiska t\u00f6\u00f6stuses keegi aega t\u00f6\u00f6taja koolitamisele vajalike oskuste omandamiseks, mist\u00f5ttu on sinna p\u00e4\u00e4semine tavaliselt keerulisem. Bioinformaatiku karj\u00e4\u00e4r t\u00f6\u00f6stuses varieerub v\u00e4ga s\u00f5ltuvalt spetsialiseerumisest ja t\u00f6\u00f6kohtadest. Keskmiselt ulatub selle valdkonna palk\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/rb.ru\/opinion\/segodnya-i-zavtra\/\">70 000 kuni 150 000<\/a><\/noindex>\u00a0rublani, s\u00f5ltuvalt kogemusest ja spetsialiseerumisest.\u00a0<\/p>\n<h2>Tuntuimad bioinformaatikud<\/h2>\n<p>\nBioinformaatika ajalugu tuleb alustada Frederick Sangeri, inglise teadlase, tegevusest, kes sai 1980. aastal keemia alal Nobeli preemia DNA j\u00e4rjestuse lugemise meetodi avastamise eest. Sellest ajast alates on j\u00e4rjestuslugemise meetodid igal aastal paranenud, kuid \u201eSangeri sekveneerimise\u201d meetod on olnud k\u00f5igi edasiste uuringute aluseks.<\/p>\n<p><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/00e08a801b66d87729ae03152c14e991.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<p>Muide, paljusid programm ja, mille on loonud just Venemaa teadlased, kasutatakse t\u00e4nap\u00e4eval kogu maailmas laialdaselt \u2014 n\u00e4iteks genoomi koostaja\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/cab.spbu.ru\/software\/spades\/\">SPAdes<\/a><\/noindex>, \u2014 Peterburi genoomi koostaja, mis on loodud Peterburi instituudis, aitab teadlastel \u00fcle kogu maailma koguda l\u00fchikesi DNA j\u00e4rjestusi suuremateks j\u00e4rjestusteks, et taastada organismide algsed genoomid.<\/p>\n<h2>Bioinformaatika avastused ja saavutused<\/h2>\n<p>\nT\u00e4nap\u00e4eval teevad bioinformaatikud mitmeid kasulikke avastusi. Koroonaviiruse ravimite v\u00e4ljat\u00f6\u00f6tamine ei oleks olnud v\u00f5imalik genoomi dekodeerimise ja keeruka bioinformaatilise anal\u00fc\u00fcsi t\u00f5ttu haiguse k\u00e4igus toimuvate protsesside \u00fcle.\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/www.pnas.org\/content\/117\/26\/15193.abstract\">grupp<\/a><\/noindex>\u00a0Rahvusvaheline teadlaste grupp suutis kasutades v\u00f5rreldava genoomika ja masin\u00f5ppe meetodeid m\u00f5ista, mis seondub koroonaviirustega teisi patogeene.<\/p>\n<p>Selgus, et \u00fcks selline omadus on patogeensete viiruste evolutsiooniprotsessis esinevate tuuma lokaliseerimis (NLS) signaalide tugevdamine. See uurimus v\u00f5ib aidata uurida viirusetorusid, mis v\u00f5ivad tulevikus potentsiaalselt ohtlikud inimeste jaoks olla, ning v\u00f5ib -olla alustada ennetavat ravimite v\u00e4ljat\u00f6\u00f6tamist.\u00a0<\/p>\n<p>Lisaks on bioinformaatikud m\u00e4nginud olulist rolli uute gene editing meetodite, sealhulgas CRISPR\/Cas9 s\u00fcsteemi (tehnoloogia, mis tugineb bakterite immuuns\u00fcsteemile) v\u00e4ljat\u00f6\u00f6tamises.\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/postnauka.ru\/video\/19459\">bakterite<\/a><\/noindex>). T\u00e4nu bioinformaatilise anal\u00fc\u00fcsi kasutamisele valkude andmestruktuuri ja nende evolutsioonilise arengu osas on selle s\u00fcsteemi t\u00e4psus ja efektiivsus viimastel aastatel palju kasvanud, v\u00f5imaldades suunatud geeni redigeerimist paljude organismide (sealhulgas inimese) genoomides.<\/p>\n<blockquote><p><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_banner&amp;utm_term=regular&amp;utm_content=habr_banner\"><img decoding=\"async\" alt=\"Meie seest: Mida teevad bioinformaatikud?\" src=\"\/wp-content\/uploads\/2020\/10\/23d7a5e5d1adb8f08e2216fbd39c7a64.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nSa saad alustada n\u00f5utud ametiga v\u00f5i t\u00f5sta oma oskusi ja palka, osaledes SkillFactory online-kursustel:<\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/data-scientist?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_DST&amp;utm_term=regular&amp;utm_content=081020\">Data Sciencei amet \u00f5ppimine nullist<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/data-science-camp?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_DSTCAMP&amp;utm_term=regular&amp;utm_content=081020\">Online-butik Data Science'ile<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/business-analytics-camp?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_DACAMP&amp;utm_term=regular&amp;utm_content=081020\">Online-butik Data Analytics'i jaoks<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/dataanalystpro?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_DAPR&amp;utm_term=regular&amp;utm_content=081020\">Ametikohad anal\u00fc\u00fctikutele igasuguste algtasemete jaoks<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/python-for-web-developers?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_PWS&amp;utm_term=regular&amp;utm_content=081020\">Kursus \u201ePython veebiarenduseks\u201c<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<p>                        <b class=\"spoiler_title\">Rohkem kursusi<\/b><\/p>\n<ul>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/ml-programma-machine-learning-online?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_ML&amp;utm_term=regular&amp;utm_content=081020\">Kursus Machine Learning'ist<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/ml-and-dl?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_MLDL&amp;utm_term=regular&amp;utm_content=081020\">Edasij\u00f5udnud kursus \u201eMachine Learning Pro + Deep 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href=\"https:\/\/skillfactory.ru\/webdev?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_WEBDEV&amp;utm_term=regular&amp;utm_content=081020\">Veebiarendaja amet<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/iosdev?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_IOSDEV&amp;utm_term=regular&amp;utm_content=081020\">iOS-arendaja amet nullist<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/android?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_ANDR&amp;utm_term=regular&amp;utm_content=081020\">Android-arendaja amet nullist<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/java?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_JAVA&amp;utm_term=regular&amp;utm_content=081020\">Java-arendaja amet nullist<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" 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\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043d\u0430\u0448\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u043a\u0430\u043a \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043c \u0431\u0443\u0434\u0435\u0442 \u0440\u0435\u0430\u0433\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":96353,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-96352","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta 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