{"id":"https://openalex.org/W4387809331","doi":"https://doi.org/10.15789/2220-7619-poi-15622","title":"Prediction of inflammation in hemodialysis patients using neural network analysis","display_name":"Prediction of inflammation in hemodialysis patients using neural network analysis","publication_year":2023,"publication_date":"2023-10-20","ids":{"openalex":"https://openalex.org/W4387809331","doi":"https://doi.org/10.15789/2220-7619-poi-15622"},"language":"en","primary_location":{"id":"doi:10.15789/2220-7619-poi-15622","doi":"https://doi.org/10.15789/2220-7619-poi-15622","is_oa":true,"landing_page_url":"http://dx.doi.org/10.15789/2220-7619-poi-15622","pdf_url":"https://iimmun.ru/iimm/article/download/15622/1873","source":{"id":"https://openalex.org/S2737768552","display_name":"Russian Journal of Infection and Immunity","issn_l":"2220-7619","issn":["2220-7619","2313-7398"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310312780","host_organization_name":"Sankt-Peterburg : NII\u00c8M imeni Pastera","host_organization_lineage":["https://openalex.org/P4310312780"],"host_organization_lineage_names":["Sankt-Peterburg : NII\u00c8M imeni Pastera"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Russian Journal of Infection and Immunity","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://iimmun.ru/iimm/article/download/15622/1873","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046578259","display_name":"Hadi Hassan Hadi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I47229656","display_name":"University of Kufa","ror":"https://ror.org/02dwrdh81","country_code":"IQ","type":"education","lineage":["https://openalex.org/I47229656"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Hadi H. Hadi","raw_affiliation_strings":["University of Kufa","University of Kufa, Najaf, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Kufa","institution_ids":["https://openalex.org/I47229656"]},{"raw_affiliation_string":"University of Kufa, Najaf, Iraq","institution_ids":["https://openalex.org/I47229656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004595382","display_name":"Hawraa Hussein Al-Mayali","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210155527","display_name":"Al-Furat Al-Awsat Technical University","ror":"https://ror.org/04hsvhf62","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4210155527"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Hawraa H. Al-Mayali","raw_affiliation_strings":["Al-Furat Al-Awsat Technical University","Al-Furat Al-Awsat\u00a0Technical University, Najaf, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Furat Al-Awsat Technical University","institution_ids":["https://openalex.org/I4210155527"]},{"raw_affiliation_string":"Al-Furat Al-Awsat\u00a0Technical University, Najaf, Iraq","institution_ids":["https://openalex.org/I4210155527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092144593","display_name":"Habiba Khdair Abdalsada","orcid":"https://orcid.org/0000-0003-1260-1295","observed_orcids":["https://orcid.org/0000-0003-1260-1295"]},"institutions":[{"id":"https://openalex.org/I501048437","display_name":"Al-Muthanna University","ror":"https://ror.org/03877wr45","country_code":"IQ","type":"education","lineage":["https://openalex.org/I501048437"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Habiba K. Abdalsada","raw_affiliation_strings":["Al-Muthanna University","Al-Muthanna University, Al-Muthanna, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Muthanna University","institution_ids":["https://openalex.org/I501048437"]},{"raw_affiliation_string":"Al-Muthanna University, Al-Muthanna, Iraq","institution_ids":["https://openalex.org/I501048437"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051970614","display_name":"Shatha Rouf Moustafa","orcid":"https://orcid.org/0000-0002-3125-7373","observed_orcids":["https://orcid.org/0000-0002-3125-7373"]},"institutions":[{"id":"https://openalex.org/I167609691","display_name":"Hawler Medical University","ror":"https://ror.org/02a6g3h39","country_code":"IQ","type":"education","lineage":["https://openalex.org/I167609691"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Shatha R. Moustafa","raw_affiliation_strings":["Hawler Medical University","Hawler Medical University, Havalan City, Erbil, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hawler Medical University","institution_ids":["https://openalex.org/I167609691"]},{"raw_affiliation_string":"Hawler Medical University, Havalan City, Erbil, Iraq","institution_ids":["https://openalex.org/I167609691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000646126","display_name":"Abbas Firras Almulla","orcid":"https://orcid.org/0000-0002-7667-6731","observed_orcids":["https://orcid.org/0000-0002-7667-6731","https://orcid.org/0009-0002-7503-1314"]},"institutions":[{"id":"https://openalex.org/I3131779051","display_name":"Iraqi University","ror":"https://ror.org/01wfhkb67","country_code":"IQ","type":"education","lineage":["https://openalex.org/I3131779051"]},{"id":"https://openalex.org/I4405259362","display_name":"Islamic University of Najaf","ror":"https://ror.org/024dzaa63","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405259362"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Abbas F. Almulla","raw_affiliation_strings":["The Islamic University","The Islamic University, Najaf, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Islamic University","institution_ids":["https://openalex.org/I3131779051"]},{"raw_affiliation_string":"The Islamic University, Najaf, Iraq","institution_ids":["https://openalex.org/I4405259362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081924790","display_name":"Hussein Kadhem Al\u2010Hakeim","orcid":"https://orcid.org/0000-0001-6143-5196","observed_orcids":["https://orcid.org/0000-0001-6143-5196","https://orcid.org/0000-0002-3125-7373"]},"institutions":[{"id":"https://openalex.org/I47229656","display_name":"University of Kufa","ror":"https://ror.org/02dwrdh81","country_code":"IQ","type":"education","lineage":["https://openalex.org/I47229656"]}],"countries":["IQ"],"is_corresponding":true,"raw_author_name":"Hussein K. Al-Hakeim","raw_affiliation_strings":["University of Kufa","University of Kufa, Najaf, Iraq","\u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041a\u0443\u0444\u044b, \u041d\u0430\u0434\u0436\u0430\u0444, \u0418\u0440\u0430\u043a"],"raw_orcid":"https://orcid.org/0000-0001-6143-5196","affiliations":[{"raw_affiliation_string":"University of Kufa","institution_ids":["https://openalex.org/I47229656"]},{"raw_affiliation_string":"University of Kufa, Najaf, Iraq","institution_ids":["https://openalex.org/I47229656"]},{"raw_affiliation_string":"\u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041a\u0443\u0444\u044b, \u041d\u0430\u0434\u0436\u0430\u0444, \u0418\u0440\u0430\u043a","institution_ids":["https://openalex.org/I47229656"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5046578259","https://openalex.org/A5081924790"],"corresponding_institution_ids":["https://openalex.org/I47229656"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"5","first_page":"957","last_page":"966"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10291","display_name":"Dialysis and Renal Disease Management","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10291","display_name":"Dialysis and Renal Disease Management","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10684","display_name":"Acute Kidney Injury Research","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hemodialysis","display_name":"hemodialysis","score":0.9610000252723694},{"id":"https://openalex.org/keywords/inflammation","display_name":"inflammation","score":0.9039999842643738},{"id":"https://openalex.org/keywords/mmp-1","display_name":"MMP-1","score":0.8510000109672546},{"id":"https://openalex.org/keywords/mmp-3","display_name":"MMP-3","score":0.8119999766349792},{"id":"https://openalex.org/keywords/timp-1","display_name":"TIMP-1","score":0.9869999885559082},{"id":"https://openalex.org/keywords/c-reactive-protein","display_name":"C-reactive protein","score":0.9739999771118164},{"id":"https://openalex.org/keywords/vitamin-d","display_name":"vitamin D","score":0.8669999837875366},{"id":"https://openalex.org/keywords/neural-network-prediction","display_name":"neural network prediction","score":0.6570000052452087},{"id":"https://openalex.org/keywords/kidney-disease","display_name":"kidney disease","score":0.5450000166893005},{"id":"https://openalex.org/keywords/biomarkers","display_name":"biomarkers","score":0.6069999933242798}],"concepts":[{"id":"https://openalex.org/C2778063415","wikidata":"https://www.wikidata.org/wiki/Q391744","display_name":"Hemodialysis","level":2,"score":0.6106004118919373},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6020839810371399},{"id":"https://openalex.org/C2776914184","wikidata":"https://www.wikidata.org/wiki/Q101991","display_name":"Inflammation","level":2,"score":0.48253485560417175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3137235939502716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3004506826400757},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2974837124347687},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2948748767375946}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.15789/2220-7619-poi-15622","doi":"https://doi.org/10.15789/2220-7619-poi-15622","is_oa":true,"landing_page_url":"http://dx.doi.org/10.15789/2220-7619-poi-15622","pdf_url":"https://iimmun.ru/iimm/article/download/15622/1873","source":{"id":"https://openalex.org/S2737768552","display_name":"Russian Journal of Infection and Immunity","issn_l":"2220-7619","issn":["2220-7619","2313-7398"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310312780","host_organization_name":"Sankt-Peterburg : NII\u00c8M imeni Pastera","host_organization_lineage":["https://openalex.org/P4310312780"],"host_organization_lineage_names":["Sankt-Peterburg : NII\u00c8M imeni Pastera"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Russian Journal of Infection and Immunity","raw_type":"journal-article"},{"id":"pmh:https://cyberleninka.ru/article/n/prediction-of-inflammation-in-hemodialysis-patients-using-neural-network-analysis","doi":null,"is_oa":false,"landing_page_url":"https://cyberleninka.ru/article/n/prediction-of-inflammation-in-hemodialysis-patients-using-neural-network-analysis","pdf_url":null,"source":{"id":"https://openalex.org/S4306401404","display_name":"CyberLeninK (CyberLeninka)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:bb67bc13fb874262bcf73b51a64447fc","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/bb67bc13fb874262bcf73b51a64447fc","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"\u0418\u043d\u0444\u0435\u043a\u0446\u0438\u044f \u0438 \u0438\u043c\u043c\u0443\u043d\u0438\u0442\u0435\u0442, Vol 13, Iss 5, Pp 957-966 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15789/2220-7619-poi-15622","doi":"https://doi.org/10.15789/2220-7619-poi-15622","is_oa":true,"landing_page_url":"http://dx.doi.org/10.15789/2220-7619-poi-15622","pdf_url":"https://iimmun.ru/iimm/article/download/15622/1873","source":{"id":"https://openalex.org/S2737768552","display_name":"Russian Journal of Infection and Immunity","issn_l":"2220-7619","issn":["2220-7619","2313-7398"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310312780","host_organization_name":"Sankt-Peterburg : NII\u00c8M imeni Pastera","host_organization_lineage":["https://openalex.org/P4310312780"],"host_organization_lineage_names":["Sankt-Peterburg : NII\u00c8M imeni Pastera"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Russian Journal of Infection and Immunity","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":1.0,"display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387809331.pdf","grobid_xml":"https://content.openalex.org/works/W4387809331.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1518604423","https://openalex.org/W1938746234","https://openalex.org/W1966292623","https://openalex.org/W1971534684","https://openalex.org/W1976344984","https://openalex.org/W1982380608","https://openalex.org/W1987671297","https://openalex.org/W1992550986","https://openalex.org/W2016628803","https://openalex.org/W2047830248","https://openalex.org/W2052006031","https://openalex.org/W2056802402","https://openalex.org/W2077935065","https://openalex.org/W2097721601","https://openalex.org/W2107207648","https://openalex.org/W2110065044","https://openalex.org/W2140860833","https://openalex.org/W2146105386","https://openalex.org/W2148912594","https://openalex.org/W2156430424","https://openalex.org/W2164718332","https://openalex.org/W2171476567","https://openalex.org/W2230956746","https://openalex.org/W2270804553","https://openalex.org/W2289434789","https://openalex.org/W2317254725","https://openalex.org/W2520431487","https://openalex.org/W2604064468","https://openalex.org/W2605769954","https://openalex.org/W2792445248","https://openalex.org/W2795185714","https://openalex.org/W2803611356","https://openalex.org/W2883245784","https://openalex.org/W2900698806","https://openalex.org/W2914324402","https://openalex.org/W2914424516","https://openalex.org/W2915967003","https://openalex.org/W2925263652","https://openalex.org/W2936249648","https://openalex.org/W2952672088","https://openalex.org/W2998779071","https://openalex.org/W3004838165","https://openalex.org/W3006148469","https://openalex.org/W3038743511","https://openalex.org/W3092744535","https://openalex.org/W3114153960","https://openalex.org/W3133616607","https://openalex.org/W3157414288","https://openalex.org/W3165283122","https://openalex.org/W3216180597","https://openalex.org/W4220821942","https://openalex.org/W4282982674","https://openalex.org/W4380342566"],"related_works":["https://openalex.org/W2143841661","https://openalex.org/W2077935065","https://openalex.org/W7217046197","https://openalex.org/W2995135318","https://openalex.org/W7100387703","https://openalex.org/W2083285119","https://openalex.org/W7099870435","https://openalex.org/W7140317563","https://openalex.org/W1878908805","https://openalex.org/W2106786738"],"abstract_inverted_index":{"Background.":[0],"Numerous":[1],"hemodialysis":[2],"patients":[3,43,71,93,250,270],"(HD)":[4],"suffer":[5],"from":[6,146,273],"severe,":[7],"life-threatening":[8],"inflammation":[9,21,45,68,205,247,272,299],"that":[10],"must":[11],"be":[12],"treated":[13],"to":[14,40,83,193],"prevent":[15],"further":[16],"complications.":[17],"Early":[18],"diagnosis":[19],"of":[20,37,56,67,98,144,155,161,172,181,196,212,228,233,243,246],"in":[22,69,117,206,248],"HD":[23,222,249,269,275],"is":[24,108,114,129,183,191],"highly":[25],"needed.":[26],"The":[27,53,78,174,235,263],"present":[28],"study":[29],"used":[30,60,82],"matrix":[31],"metalloproteinase-1":[32],"(MMP3)":[33],"and":[34,101,135,166,169,220,230,258,285,298],"tissue":[35],"inhibitor":[36],"metalloproteinases-1":[38],"(TIMP1)":[39],"differentiate":[41,267],"between":[42,85,268],"with/without":[44],"using":[46,87],"the":[47,65,70,74,88,105,118,139,142,152,156,179,194,204,210,213,217,241,274,279,295,302],"neural":[48],"network":[49],"analysis":[50,80,265],"(NN).":[51],"Methods.":[52],"positive":[54],"results":[55],"C-reactive":[57],"protein":[58],"were":[59],"as":[61,290],"a":[62,95,164,170,226,231,291],"criterion":[63],"for":[64,141,178,215,240,294],"presence":[66],"(HD+CRP)":[72],"versus":[73],"negative":[75],"group":[76,120],"(HD-CRP).":[77],"NN":[79,264],"was":[81,223],"discriminate":[84],"groups":[86,125],"measured":[89,280],"biomarkers.":[90],"Results.":[91],"HD+CRP":[92,119,145,182],"have":[94],"higher":[96],"duration":[97],"disease,":[99],"MMP3":[100,184,190,256],"lower":[102,116],"calcium":[103],"than":[104],"HD-CRP":[106,147],"level":[107],"significantly":[109,115,130],"higher,":[110],"while":[111],"vitamin":[112,259,286],"D":[113,260,287],"compared":[121],"with":[122,132,163,203,225,271,301],"both":[123],"other":[124],"(all":[126],"p0.05).":[127],"TIMP1":[128],"correlated":[131],"inorganic":[133],"phosphate":[134],"CRP.":[136],"In":[137,208],"NN#1,":[138],"model":[140],"prediction":[143,180,242],"has":[148],"an":[149],"area":[150],"under":[151],"curve":[153],"(AUC)":[154],"receiver":[157],"operating":[158],"characteristic":[159],"(ROC)":[160],"0.907":[162],"sensitivity":[165,227],"specificity":[167,171,232],"89.2%":[168],"100.0%.":[173],"top":[175,236],"predicting":[176,216,238],"variable":[177],"(100%),":[185,253,255],"followed":[186],"by":[187],"creatinine":[188,254],"(87.1%).":[189],"linked":[192,300],"pathophysiology":[195],"HD,":[197],"at":[198],"least":[199],"through":[200],"their":[201],"correlation":[202],"HD.":[207],"NN#2,":[209],"AUC":[211],"ROC":[214],"kidney":[218,296],"disease":[219],"subsequent":[221],"98.9%,":[224],"100.0%":[229],"97.1%.":[234],"four":[237],"variables":[239],"high":[244],"risk":[245],"are":[251,288],"urea":[252],"(59.7%),":[257],"(57.1%).":[261],"Conclusion.":[262],"may":[266],"without":[276],"inflammation.":[277],"Also,":[278],"parameters,":[281],"especially":[282],"MMP3,":[283],"TIMP1,":[284],"useful":[289],"diagnostic":[292],"tools":[293],"diseases":[297],"disease.":[303]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2023-10-21T00:00:00"}
