{"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\/sq\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki","title":{"rendered":"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?","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=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/536d0b3fb4641c946cdfb122c88a7e6b.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nNe tregojm\u00eb p\u00ebr njer\u00ebzit e s\u00eb ardhmes, q\u00eb interpretojn\u00eb t\u00eb dh\u00ebnat organike t\u00eb Big Data. Gjat\u00eb dy dekadave t\u00eb fundit, sasia e t\u00eb dh\u00ebnave biologjike q\u00eb mund t\u00eb analizohet \u00ebsht\u00eb rritur ndjesh\u00ebm fal\u00eb zbulimit t\u00eb genomit t\u00eb njeriut. Para k\u00ebsaj, nuk mund t\u00eb imagjinonim se nga informacioni q\u00eb ndodhet n\u00eb gjakun ton\u00eb, mund t\u00eb p\u00ebrcaktohet origjina jon\u00eb, t\u00eb kontrollohet si do t\u00eb reagoj\u00eb trupi ndaj ila\u00e7eve t\u00eb caktuara dhe madje t\u00eb ndryshohet trash\u00ebgimia jon\u00eb biologjike. <br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><br \/>\nKy dhe artikuj t\u00eb tjer\u00eb publikohen fillimisht n\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/blog.skillfactory.ru\/\">blog<\/a><\/noindex> n\u00eb faqen ton\u00eb t\u00eb internetit. Lexim t\u00eb k\u00ebndsh\u00ebm.<\/p>\n<p>\nAtributet e nj\u00eb bioinformatiku mesatar jan\u00eb t\u00eb ngjashme me ato t\u00eb nj\u00eb programuesi \u2014 sy t\u00eb kuq, q\u00ebndrim i shkurt\u00ebr dhe shenjat e filxhan\u00ebve t\u00eb kafe n\u00eb tryez\u00eb. Megjithat\u00eb, mbi k\u00ebt\u00eb tryez\u00eb zhvillohet nj\u00eb pun\u00eb jo mbi algoritme dhe komanda abstrakte, por mbi kodin e natyr\u00ebs vet\u00eb, e cila mund t\u00eb na flas\u00eb shum\u00eb p\u00ebr ne dhe bot\u00ebn p\u00ebrreth.<\/p>\n<p>Specialist\u00ebt n\u00eb k\u00ebt\u00eb fush\u00eb merret me koli t\u00eb m\u00ebdha t\u00eb t\u00eb dh\u00ebnave (p\u00ebr shembull, rezultatet e sekvencimit t\u00eb genomit t\u00eb nj\u00eb personi z\u00ebn\u00eb rreth 100 gigabajt). Prandaj, p\u00ebrpunimi i nj\u00eb sasi t\u00eb till\u00eb informacioni k\u00ebrkon qasje dhe mjete t\u00eb Data Science. \u00cbsht\u00eb logjike q\u00eb nj\u00eb bioinformaticien i suksessh\u00ebm duhet t\u00eb ket\u00eb njohuri jo vet\u00ebm n\u00eb biologji dhe kimik\u00eb, por edhe n\u00eb metodat e analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave, statistikat dhe matematik\u00ebn \u2014 kjo e b\u00ebn profesionin e tij mjaft t\u00eb rrall\u00eb dhe t\u00eb k\u00ebrkuar. K\u00ebta specialist\u00eb jan\u00eb ve\u00e7an\u00ebrisht t\u00eb nevojsh\u00ebm n\u00eb fushat e mjek\u00ebsis\u00eb inovative dhe zhvillimit t\u00eb ila\u00e7eve. Gigant\u00ebt teknologjik\u00eb si IBM dhe Intel\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/researcher.watson.ibm.com\/researcher\/view_group.php?id=137\">hapin programet e tyre<\/a><\/noindex>, t\u00eb dedikuara p\u00ebr studimin e bioinformatik\u00ebs.<\/p>\n<h2>\u00c7far\u00eb nevojitet p\u00ebr t'u b\u00ebr\u00eb bioinformaticien?<\/h2>\n<p><\/p>\n<ul>\n<li>Biologji dhe kimik\u00eb (nivel universiteti);<\/li>\n<li>Statistik\u00eb, algebra lineare, teoria e probabiliteteve;<\/li>\n<li>Gjuh\u00ebt e programimit (Python dhe R, shpesh p\u00ebrdoret edhe C++);<\/li>\n<li>P\u00ebr bioinformatik\u00ebn strukturore: kuptim i analiz\u00ebs matematike dhe teoris\u00eb s\u00eb diferencave t\u00eb barabarta.<\/li>\n<\/ul>\n<p>\nT\u00eb hysh n\u00eb fush\u00ebn e bioinformatik\u00ebs mund t\u00eb b\u00ebhet si me baz\u00eb biologjike ashtu edhe me njohuri t\u00eb programimit dhe matematik\u00ebs. P\u00ebr ata t\u00eb par\u00ebt, pun\u00eb me programe t\u00eb gatshme bioinformatike \u00ebsht\u00eb m\u00eb e p\u00ebrshtatshme, p\u00ebr t\u00eb dyt\u00eb k\u00ebrkohet nj\u00eb profil m\u00eb algoritmik i specialitetit.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/5192029ac900077228db8d9788953d8f.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<h2>\u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?<\/h2>\n<p>\nBioinformatika moderne ndahet n\u00eb dy deg\u00eb kryesore - bioinformatika strukturore dhe bioinformatika e sekuencave. N\u00eb rastin e par\u00eb, shohim nj\u00eb njeri q\u00eb ulet p\u00ebrpara kompjuterit dhe ekzekuton programe q\u00eb ndihmojn\u00eb n\u00eb studimin e objekteve biologjike (p.sh., ADN ose proteina) n\u00eb vizualizime 3D. Ata nd\u00ebrtojn\u00eb modele kompjuterike q\u00eb lejojn\u00eb parashikimin e asaj si do t\u00eb nd\u00ebrveproj\u00eb nj\u00eb molekul\u00eb medikamenti me protein\u00ebn, si duket struktura hap\u00ebsinore e protein\u00ebs n\u00eb qeliz\u00eb, cilat jan\u00eb ve\u00e7orit\u00eb e molekulave q\u00eb shpjegojn\u00eb nd\u00ebrveprimet e saj me strukturat qelizore, etj. <\/p>\n<p>Metodat e bioinformatik\u00ebs strukturore p\u00ebrdoren aktivisht si n\u00eb shkenc\u00ebn akademike ashtu edhe n\u00eb industri: \u00ebsht\u00eb e v\u00ebshtir\u00eb t\u00eb imagjinosh nj\u00eb kompani farmaceutike q\u00eb t\u00eb mos ket\u00eb t\u00eb till\u00eb specialist\u00eb. Gjat\u00eb viteve t\u00eb fundit, metodat kompjuterike kan\u00eb lejuar q\u00eb procesi i k\u00ebrkimit t\u00eb medikamenteve potenciale t\u00eb thjeshtohet shum\u00eb, duke e b\u00ebr\u00eb zhvillimin farmaceutik nj\u00eb proces shum\u00eb m\u00eb t\u00eb shpejt\u00eb dhe m\u00eb t\u00eb lir\u00eb.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/33c166685102e86dd497e2ac17a86525.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nARN-ja e varur nga ARN-polimeraza SARS-CoV-2 (majtas), si dhe lidhja e saj me dupleksin e ARN-s\u00eb.\u00a0<noindex><a rel=\"nofollow\" href=\"http:\/\/pdb101.rcsb.org\/motm\/249\">Burimi.<\/a><\/noindex><\/p>\n<h2>\u00c7far\u00eb \u00ebsht\u00eb genomika?<\/h2>\n<p>\nGenomika \u00ebsht\u00eb t\u00eb gjitha informacionet mbi struktur\u00ebn e trash\u00ebgimis\u00eb s\u00eb organizmit. Praktikisht t\u00eb gjitha krijesat e gjalla kan\u00eb ADN-n\u00eb si bart\u00ebs t\u00eb genomit, por ka organizma q\u00eb i transmetojn\u00eb informacionet e tyre trash\u00ebgimore n\u00eb form\u00ebn e ARN-s\u00eb. Genomi transmetohet nga prind\u00ebrit te f\u00ebmij\u00ebt, dhe gjat\u00eb k\u00ebtij procesi t\u00eb transmetimit mund t\u00eb ndodhin gabime - mutacione.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/2308841ee478fdd46312f36df7b134e1.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nNd\u00ebrveprimi i medikamentit remdesivir me ARN-polimeraz\u00ebn e varur nga ARN-ja t\u00eb virusit SARS-CoV-2.\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/science.sciencemag.org\/content\/early\/2020\/04\/30\/science.abc1560\/tab-article-info?versioned=true\">Burimi.<\/a><\/noindex><\/p>\n<p>Bioinformatika e sekuencave punon me nj\u00eb nivel m\u00eb t\u00eb lart\u00eb organizimi t\u00eb materies s\u00eb gjall\u00eb - duke filluar nga nucleotide individuale, ADN-ja dhe gjenet, deri te t\u00eb gjith\u00eb genomet dhe krahasimi i tyre me nj\u00ebri-tjetrin. <\/p>\n<p>Imagjinoni nj\u00eb person q\u00eb sheh para vetes nj\u00eb grup shkronjash t\u00eb alfabetic (por jo t\u00eb zakonshme, por t\u00eb nj\u00ebjte gjenetike ose aminoacidike) dhe k\u00ebrkon n\u00eb to modelet, duke i shpjeguar dhe konfirmuar ato statistikisht, duke p\u00ebrdorur metoda kompjuterike. Bioinformatika e sekvencave shpjegon se me cil\u00ebn mutacion lidhet nj\u00eb s\u00ebmundje e caktuar ose pse n\u00eb gjakun e pacientit grumbullohen substanca t\u00eb d\u00ebmshme. P\u00ebrve\u00e7 t\u00eb dh\u00ebnave mjek\u00ebsore, bioinformatikat e sekvencave studiojn\u00eb modelet e p\u00ebrhapjes s\u00eb organizmave n\u00eb tok\u00eb, ndryshimet populative mes grupeve t\u00eb kafsh\u00ebve, rolet dhe funksionet e geneve t\u00eb caktuara. Fal\u00eb k\u00ebsaj shkence, \u00ebsht\u00eb e mundur t\u00eb kontrollohet efektiviteti i barnave dhe t\u00eb studiohen mekanizmat biologjik\u00eb q\u00eb shpjegojn\u00eb veprimin e tyre. <\/p>\n<p>P\u00ebr shembull, fal\u00eb analiz\u00ebs bioinformatike, jan\u00eb gjetur dhe p\u00ebrshkruar mutacionet q\u00eb \u00e7ojn\u00eb n\u00eb zhvillimin e mukoviscidoz\u00ebs - nj\u00eb s\u00ebmundje monogjenike, e shkaktuar nga prishja e gjenez s\u00eb nj\u00ebrit prej kanaleve t\u00eb klorit. Gjithashtu tani ne e dim\u00eb shum\u00eb m\u00eb mir\u00eb se kush \u00ebsht\u00eb farefis m\u00eb i af\u00ebrt i njeriut dhe si jan\u00eb shp\u00ebrndar\u00eb pararend\u00ebsit tan\u00eb n\u00eb planet. M\u00eb shum\u00eb, \u00e7do njeri, duke lexuar genom\u00ebn e tij, mund t\u00eb m\u00ebsoj\u00eb se nga vjen fisi i tij dhe n\u00eb cilin grup etnik i takon. Shum\u00eb sh\u00ebrbime t\u00eb huaja (<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>) dhe ruse (<noindex><a rel=\"nofollow\" href=\"https:\/\/www.genotek.ru\/\">Genotek<\/a><\/noindex>,\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/atlas.ru\/\">Atlas<\/a><\/noindex>) ofrojn\u00eb k\u00ebt\u00eb sh\u00ebrbim p\u00ebr nj\u00eb \u00e7mim relativisht t\u00eb ul\u00ebt (rreth 20 mij\u00eb rubla).<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/665c39b68b7765de247975d54295965d.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nRezultatet e analiz\u00ebs s\u00eb testit t\u00eb ADN-s\u00eb p\u00ebr origjin\u00ebn dhe p\u00ebrkat\u00ebsin\u00eb populative nga kompania MyHeritage.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/094c673bae28ff97e04ac28e2ec19c62.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nRezultatet e analiz\u00ebs s\u00eb testit t\u00eb ADN-s\u00eb p\u00ebr p\u00ebrkat\u00ebsin\u00eb populative nga kompania 23andMe.<\/p>\n<h2>Si e lexojm\u00eb genom\u00ebn?<\/h2>\n<p>\nSot, sekvencimi i genomit \u00ebsht\u00eb nj\u00eb procedur\u00eb rutin\u00eb, q\u00eb do t'i kushtoj\u00eb \u00e7do t\u00eb interesuari rreth\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/genetico.ru\/price\/uslugi-po-sevenirovaniyu\">150<\/a><\/noindex>\u00a0mij\u00eb rubla (p\u00ebrfshir\u00eb, n\u00eb Rusi). P\u00ebr t\u00eb lexuar genom\u00ebn tuaj, mjafton t\u00eb jepni gjak nga vena n\u00eb nj\u00eb laborator t\u00eb specializuar: pas dy jav\u00ebsh do t\u00eb merrni rezultatet e gatshme me nj\u00eb p\u00ebrshkrim t\u00eb detajuar t\u00eb karakteristikave tuaja gjenetike. P\u00ebrve\u00e7 genomit tuaj, mund t\u00eb analizohet edhe genom\u00ebt e mikrobiot\u00ebs s\u00eb zorr\u00ebve: do t\u00eb m\u00ebsoni karakteristikat e bakterieve q\u00eb banojn\u00eb sistemin tuaj t\u00eb tretjes, si dhe do t\u00eb merrni nj\u00eb konsultim nga nj\u00eb dietolog profesionist.<\/p>\n<p>Genomi mund t\u00eb lexohen me metoda t\u00eb ndryshme, nj\u00eb nga m\u00eb t\u00eb r\u00ebnd\u00ebsishmet tani \u00ebsht\u00eb ajo q\u00eb quhet \"sekvenconi i gjenerat\u00ebs s\u00eb re\". P\u00ebr t\u00eb kryer k\u00ebt\u00eb procedur\u00eb, s\u00eb pari duhet t\u00eb merren mostra biologjike. N\u00eb \u00e7do qeliz\u00eb t\u00eb trupit, genomi \u00ebsht\u00eb i nj\u00ebjt\u00eb, prandaj shpesh p\u00ebr leximin e genomit merret gjaku (kjo \u00ebsht\u00eb m\u00eb e leht\u00eb). M\u00eb pas, qelizat shkat\u00ebrrohen dhe ndahet ADN nga gjith\u00e7ka tjet\u00ebr. Pastaj, ADN e marr\u00eb cop\u00ebtohet n\u00eb shum\u00eb pjes\u00eb t\u00eb vogla dhe \"i bashk\u00ebngjitet\" secil\u00ebs prej tyre adaptues t\u00eb ve\u00e7ant\u00eb - sekuenca t\u00eb njohura t\u00eb nd\u00ebrtuara artificialisht t\u00eb nucleotideve. M\u00eb pas, zinxhir\u00ebt e ADN-s\u00eb ndahen, dhe zinxhir\u00ebt nj\u00ebfisht\u00eb bashkohen me an\u00eb t\u00eb adaptuesve n\u00eb nj\u00eb pllak\u00eb t\u00eb ve\u00e7ant\u00eb, ku kryhet sekvencimi. Gjat\u00eb sekvencimit, nucleotide t\u00eb markuara me fluorescenc\u00eb i bashkohen sekuenc\u00ebs s\u00eb ADN-s\u00eb. \u00c7do nucleotide i markuar gjat\u00eb bashkimit l\u00ebshon nj\u00eb rreze drite t\u00eb nj\u00eb gjat\u00ebsi vale t\u00eb caktuar, e cila regjistrohet n\u00eb kompjuter. K\u00ebshtu kompjuteri lexon sekuencat e shkurtra t\u00eb ADN-s\u00eb origjinale, t\u00eb cilat m\u00eb pas me an\u00eb t\u00eb algoritmeve t\u00eb ve\u00e7ant\u00eb mblidhen n\u00eb genomin origjinal. <\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/ef75492ee521ce99c4f56472b1904b10.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\nShembuj t\u00eb t\u00eb dh\u00ebnave me t\u00eb cilat punojn\u00eb bioinformatik\u00ebt e sekuencave: p\u00ebrputhja e sekuencave t\u00eb aminoacideve. <\/p>\n<h2>Ku punojn\u00eb dhe sa fitojn\u00eb bioinformatik\u00ebt?<\/h2>\n<p>\nRruga e bioinformatik\u00ebve zakonisht ndahen n\u00eb dy fusha kryesore - industri dhe shkenc\u00eb. Karriera e nj\u00eb shkenc\u00ebtari bioinformatik zakonisht fillon me nj\u00eb pozite doktorature n\u00eb nj\u00eb nga institutet e m\u00ebdha. Fillimisht, bioinformatik\u00ebt marrin nj\u00eb pag\u00eb baz\u00eb, e cila varet nga institucioni i tyre, numri i granteve n\u00eb t\u00eb cilat marrin pjes\u00eb, si dhe numri i afilimeve t\u00eb tyre - vendeve ku jan\u00eb pun\u00ebsuar zyrtarisht. Me kalimin e koh\u00ebs, numri i granteve dhe afilimeve rritet, dhe pas disa viteve pun\u00eb n\u00eb ambientin akademik, nj\u00eb bioinformatik pa asnj\u00eb problem arrin nj\u00eb pag\u00eb mesatare (70-80 mij\u00eb rubla), megjithat\u00eb, shum\u00eb gj\u00ebra varet nga p\u00ebrkushtimi dhe pun\u00ebtor\u00ebsia. Bioinformatik\u00ebt m\u00eb t\u00eb p\u00ebrvojsh\u00ebm p\u00ebrfundimisht krijojn\u00eb laborator\u00eb t\u00eb tyre n\u00eb fushat e specializimit t\u00eb tyre.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/93dd91f70cb88dad950ece1f1417e89f.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<h2>Ku mund t\u00eb studiohet bioinformatika?<\/h2>\n<p><\/p>\n<ul>\n<li>MSU \u2014 Fakulteti i Bioingenieris\u00eb dhe Bioinformatik\u00ebs<\/li>\n<li>HSE \u2014 Analiza e t\u00eb dh\u00ebnave n\u00eb biologji dhe mjek\u00ebsi (program i masterit)<\/li>\n<li>MFTI \u2014 Katedra e Bioinformatik\u00ebs<\/li>\n<li>Instituti i Bioinformatik\u00ebs (NKO)<\/li>\n<\/ul>\n<p>\nNdryshe nga akademia, n\u00eb industri askush nuk do t\u00eb humbas\u00eb koh\u00eb p\u00ebr t\u00eb m\u00ebsuar punonj\u00ebsin aft\u00ebsit\u00eb e nevojshme, prandaj edhe p\u00ebr t\u00eb hyr\u00eb atje zakonisht \u00ebsht\u00eb m\u00eb e v\u00ebshtir\u00eb. Rruga karrier\u00ebs s\u00eb bioinformatik\u00ebs n\u00eb industri ndryshon shum\u00eb n\u00eb var\u00ebsi t\u00ebspecializimit dhe vendit t\u00eb pun\u00ebs. Mesatarisht, paga n\u00eb k\u00ebt\u00eb fush\u00eb luhatet\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/rb.ru\/opinion\/segodnya-i-zavtra\/\">nga 70 mij\u00eb deri n\u00eb 150<\/a><\/noindex>\u00a0mij\u00ebRubla, n\u00eb var\u00ebsi t\u00eb p\u00ebrvoj\u00ebs dhe specializimit.\u00a0<\/p>\n<h2>Bioinformatike t\u00eb njohura<\/h2>\n<p>\nHistoria e bioinformatik\u00ebs duhet t\u00eb filloj\u00eb nga Frederik Sanger, nj\u00eb shkenc\u00ebtar anglez, q\u00eb fitoi \u00c7mimin Nobel p\u00ebr Kimin\u00eb n\u00eb vitin 1980 p\u00ebr zbulimin e nj\u00eb m\u00ebnyre p\u00ebr t\u00eb lexuar sekuencat e ADN-s\u00eb. Q\u00eb at\u00ebher\u00eb, metodat e leximit t\u00eb sekuencave p\u00ebrmir\u00ebsohen \u00e7do vit, megjithat\u00eb metoda \"Sekvencimi i Sanger\" sh\u00ebrbeu si nj\u00eb baz\u00eb p\u00ebr t\u00eb gjitha k\u00ebrkimet e m\u00ebtejshme n\u00eb k\u00ebt\u00eb fush\u00eb.<\/p>\n<p><img decoding=\"async\" alt=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/00e08a801b66d87729ae03152c14e991.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<p>N\u00eb fakt, shum\u00eb programe t\u00eb krijuara nga shkenc\u00ebtar\u00ebt rus\u00eb, sot p\u00ebrdoren gjer\u00ebsisht n\u00eb t\u00eb gjith\u00eb bot\u00ebn \u2014 p\u00ebr shembull, assembleri i genomit\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/cab.spbu.ru\/software\/spades\/\">SPAdes<\/a><\/noindex>, \u2014 assembleri i genomit t\u00eb Sh\u00ebn Petersburgut, i krijuar n\u00eb Institutin e Sh\u00ebn Petersburgut, ndihmon shkenc\u00ebtar\u00ebt nga e gjith\u00eb bota t\u00eb mbledhin sekuenca t\u00eb shkurtra ADN-je n\u00eb sekuenca t\u00eb m\u00ebdha, p\u00ebr t\u00eb rikonstruktuar genomet origjinale t\u00eb organizmave.<\/p>\n<h2>Zbulimet dhe arritjet e bioinformatik\u00ebs<\/h2>\n<p>\nN\u00eb dit\u00ebt e sotme, bioinformat\u00ebt b\u00ebjn\u00eb nj\u00eb num\u00ebr t\u00eb madh zbulimesh t\u00eb dobishme. Nuk do t\u00eb ishte e mundur t\u00eb imagjinohej zhvillimi i ila\u00e7eve kund\u00ebr koronavirusit pa dekodimin e genomit t\u00eb tij dhe nj\u00eb analize t\u00eb komplikuar bioinformatike t\u00eb proceseve q\u00eb ndodhin gjat\u00eb s\u00ebmundjes. Nj\u00eb grup nd\u00ebrkomb\u00ebtar\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/www.pnas.org\/content\/117\/26\/15193.abstract\">grup<\/a><\/noindex>\u00a0i shkenc\u00ebtar\u00ebve, duke p\u00ebrdorur metodat e bioinformatik\u00ebs krahasuese dhe m\u00ebsimit t\u00eb makinave, arriti t\u00eb kuptoj\u00eb se \u00e7far\u00eb kan\u00eb t\u00eb p\u00ebrbashk\u00ebt koronaviruset me patogjen\u00eb t\u00eb tjer\u00eb.<\/p>\n<p>K\u00ebshtu, nj\u00eb nga karakteristikat e tilla \u00ebsht\u00eb forcimi i sinjaleve t\u00eb lokalizimit b\u00ebrthamor (NLS) t\u00eb viruseve patogjenike n\u00eb procesin e evolucionit. Ky hulumtim mund t\u00eb ndihmoj\u00eb n\u00eb studimin e varianteve t\u00eb viruseve q\u00eb mund t\u00eb jen\u00eb potencialisht t\u00eb rrezikshme p\u00ebr njeriun n\u00eb t\u00eb ardhmen dhe, ndoshta, t\u00eb filloj\u00eb zhvillimin parandalues t\u00eb ila\u00e7eve.\u00a0<\/p>\n<p>P\u00ebrve\u00e7 k\u00ebsaj, bioinformat\u00ebt luajt\u00ebn nj\u00eb rol ky\u00e7 n\u00eb zhvillimin e metodave t\u00eb reja t\u00eb redaktimit t\u00eb genomit, n\u00eb ve\u00e7anti, sistemin CRISPR\/Cas9 (teknologji q\u00eb bazohet n\u00eb sistemin imunitar\u00a0<noindex><a rel=\"nofollow\" href=\"https:\/\/postnauka.ru\/video\/19459\">i bakterieve)<\/a><\/noindex>). Fal\u00eb analiz\u00ebs bioinformatike t\u00eb struktur\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb proteinave dhe zhvillimit t\u00eb tyre evolucionar, sakt\u00ebsia dhe efikasiteti i k\u00ebtij sistemi jan\u00eb rritur shum\u00eb n\u00eb vitet e fundit, t\u00eb cilat kan\u00eb lejuar redaktimin e synuar t\u00eb genomeve t\u00eb shum\u00eb organizmave (p\u00ebrfshir\u00eb njeriun).<\/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=\"T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt?\" src=\"\/wp-content\/uploads\/2020\/10\/23d7a5e5d1adb8f08e2216fbd39c7a64.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><br \/>\nMerr nj\u00eb profesion t\u00eb k\u00ebrkuar nga fillimi ose p\u00ebrmir\u00ebso aft\u00ebsit\u00eb dhe pag\u00ebn t\u00ebnde duke ndjekur kurset online SkillFactory:<\/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\">Trajnimi p\u00ebr profesionin Data Science nga zero<\/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\">Bootcamp online p\u00ebr Data Science<\/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\">Bootcamp online p\u00ebr Data Analytics<\/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\">Profesionist analist me \u00e7do nivel fillestar<\/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\">Kursi \"Python p\u00ebr zhvillimin e web-it\"<\/a><\/noindex><\/li>\n<\/ul>\n<p><\/p>\n<p>                        <b class=\"spoiler_title\">Kurse t\u00eb tjera<\/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\">Kursi p\u00ebr Machine Learning<\/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\">Kursi i avancuar \u00abMachine Learning Pro + Deep Learning\u00bb<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/math_and_ml?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_MATML&amp;utm_term=regular&amp;utm_content=081020\">Kursi \u00abMatematika dhe Machine Learning p\u00ebr Data Science\u00bb<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/analytics?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_SDA&amp;utm_term=regular&amp;utm_content=081020\">Kurs p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/devops?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_DEVOPS&amp;utm_term=regular&amp;utm_content=081020\">Kursi p\u00ebr DevOps<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" 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\">Profesionisti i Web-zhvilluesit<\/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\">Profesion: zhvillues iOS nga zero<\/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\">Profesion: zhvillues Android nga zero<\/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\">Profesionisti Java-zhvillues nga zero<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/skillfactory.ru\/javascript?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_FJS&amp;utm_term=regular&amp;utm_content=081020\">Kursi p\u00ebr JavaScript<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/contented.ru\/edu\/uxdesigner?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_UXS&amp;utm_term=regular&amp;utm_content=081020\">Profesionisti i UX-dizajnerit nga zero<\/a><\/noindex><\/li>\n<li><noindex><a rel=\"nofollow\" href=\"https:\/\/contented.ru\/edu\/webdesigner?utm_source=infopartners&amp;utm_medium=habr&amp;utm_campaign=habr_WBDS&amp;utm_term=regular&amp;utm_content=081020\">Profesionisti i Web-dizajnerit<\/a><\/noindex><\/li>\n<\/ul>\n<\/blockquote>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/skillfactory\/blog\/522444\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0420\u0430\u0441\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u043c \u043f\u0440\u043e \u043b\u044e\u0434\u0435\u0439 \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u044e\u0442 \u043e\u0440\u0433\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0431\u0438\u0433-\u0434\u0430\u0442\u0443.\u00a0\u0417\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0434\u0432\u0430 \u0434\u0435\u0441\u044f\u0442\u0438\u043b\u0435\u0442\u0438\u044f \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0432\u044b\u0440\u043e\u0441\u043b\u043e \u0432\u043e \u043c\u043d\u043e\u0433\u043e \u0440\u0430\u0437 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0431\u044b\u043b\u00a0\u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d \u0433\u0435\u043d\u043e\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u043c\u044b \u0438 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0433\u043b\u0438, \u0447\u0442\u043e \u043f\u043e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0445\u0440\u0430\u043d\u044f\u0449\u0435\u0439\u0441\u044f \u0431\u0443\u043a\u0432\u0430\u043b\u044c\u043d\u043e \u0443 \u043d\u0430\u0441 \u0432 \u043a\u0440\u043e\u0432\u0438, \u043c\u043e\u0436\u043d\u043e \u0431\u0443\u0434\u0435\u0442 \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 5.0.2 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.2\" \/>\n\t\t<meta property=\"og:locale\" content=\"sq_AL\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u0414\u0430\u043d\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0441: \u0427\u0435\u043c \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u0438\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438? | ProHoster\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2020-10-10T17:42:57+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-10-10T17:42:57+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47T\u00eb dh\u00ebnat brenda nesh: \u00c7far\u00eb b\u00ebjn\u00eb bioinformatik\u00ebt? | ProHoster","description":"","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u0414\u0430\u043d\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0441: \u0427\u0435\u043c \u0437\u0430\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u0438\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438? | ProHoster","og:url":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/dannye-vnutri-nas-chem-zanimayutsya-bioinformatiki","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2020-10-10T17:42:57+00:00","article:modified_time":"2020-10-10T17:42:57+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"96352","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 10:44:54","updated":"2022-10-03 07:09:41","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/96352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/comments?post=96352"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/96352\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media\/96353"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media?parent=96352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/categories?post=96352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/tags?post=96352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}