{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T12:00:52Z","timestamp":1775476852362,"version":"3.50.1"},"reference-count":112,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/100007837","name":"Fundamental Research Grant Scheme from the Ministry of Higher Education, Tun Hussein Onn University of Malaysia","doi-asserted-by":"publisher","award":["REGG FASA 1\/2021 (VOT NO. H888)"],"award-info":[{"award-number":["REGG FASA 1\/2021 (VOT NO. H888)"]}],"id":[{"id":"10.13039\/100007837","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2023.3324985","type":"journal-article","created":{"date-parts":[[2023,10,16]],"date-time":"2023-10-16T18:23:20Z","timestamp":1697480600000},"page":"116366-116383","source":"Crossref","is-referenced-by-count":6,"title":["A Review of Random Walk-Based Method for the Identification of Disease Genes and Disease Modules"],"prefix":"10.1109","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-0016-7555","authenticated-orcid":false,"given":"Tay Xin","family":"Hui","sequence":"first","affiliation":[{"name":"Faculty of Computer Sciences and Information Technology, Universiti Tun Hussein Onn Malaysia (UTHM), Parit Raja, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shahreen","family":"Kasim","sequence":"additional","affiliation":[{"name":"Faculty of Computer Sciences and Information Technology, Universiti Tun Hussein Onn Malaysia (UTHM), Parit Raja, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6801-2660","authenticated-orcid":false,"given":"Mohd Farhan Md.","family":"Fudzee","sequence":"additional","affiliation":[{"name":"Faculty of Computer Sciences and Information Technology, Universiti Tun Hussein Onn Malaysia (UTHM), Parit Raja, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1595-2915","authenticated-orcid":false,"given":"Tole","family":"Sutikno","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Universitas Ahmad Dahlan (UAD), Yogyakarta, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rohayanti","family":"Hassan","sequence":"additional","affiliation":[{"name":"Faculty of Electrical Engineering, Universiti Teknologi Malaysia (UTM), Skudai, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2654-4463","authenticated-orcid":false,"given":"Izzatdin Abdul","family":"Aziz","sequence":"additional","affiliation":[{"name":"Computer and Information Sciences Department (CISD), Universiti Teknologi PETRONAS (UTP), Seri Iskandar, Perak, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohd Hilmi","family":"Hasan","sequence":"additional","affiliation":[{"name":"Computer and Information Sciences Department (CISD), Universiti Teknologi PETRONAS (UTP), Seri Iskandar, Perak, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8850-6203","authenticated-orcid":false,"given":"Jafreezal","family":"Jaafar","sequence":"additional","affiliation":[{"name":"Computer and Information Sciences Department (CISD), Universiti Teknologi PETRONAS (UTP), Seri Iskandar, Perak, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Metab","family":"Alharbi","sequence":"additional","affiliation":[{"name":"Department of Pharmacology and Toxicology, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0328-7505","authenticated-orcid":false,"given":"Seah Choon","family":"Sen","sequence":"additional","affiliation":[{"name":"Faculty of Accounting and Management, Universiti Tunku Abdul Rahman (UTAR), Kajang, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-14-S5-S5"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1089\/cmb.2011.0154"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btq076"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-85135-3"},{"key":"ref53","first-page":"1","article-title":"Disease candidate gene identification and prioritization using protein interaction networks","volume":"10","author":"chen","year":"2009","journal-title":"BMC Bioinf"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1089\/cmb.2015.0001"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0116505"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pcbi.1000641"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1111\/j.1742-4658.2012.08471.x"},{"key":"ref50","first-page":"13","article-title":"Role of centrality in network based prioritisation of disease genes","author":"erten","year":"2010","journal-title":"Proc Eur Conf Evol Comput Mach Learn Data Mining Bioinf"},{"key":"ref46","author":"waggoner","year":"2023","journal-title":"Colorado CSCI 5454 Algorithms lecture 19-20&#x2014;Random walks on graphs"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1186\/gb-2011-12-6-r57"},{"key":"ref48","first-page":"292","article-title":"Prioritising disease genes by bi-random walk","author":"xie","year":"2012","journal-title":"Proc 12th Pacific-Asia Conf Advances in Knowledge Discovery and Data Mining (PAKDD)"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1155\/2014\/416323"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btq108"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.ajhg.2008.02.013"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-11-S1-S20"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1186\/1752-0509-5-79"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1093\/bfgp\/elaa013"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1101\/gr.071852.107"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1111\/j.1399-0004.2006.00708.x"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1126\/science.1257601"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1155\/2015\/213750"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1126\/science.2047873"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0701361104"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1093\/nar\/gky175"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2014.2343954"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1186\/1756-0381-6-17"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1186\/1752-0509-6-87"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-007-0094-2"},{"key":"ref34","article-title":"Network analysis algorithms for disease gene prioritization","author":"padilla","year":"2020"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-10-283"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/1134030.1134042"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/511446.511513"},{"key":"ref30","article-title":"Scalable methods for random walk with restart and tensor factorisation","author":"shin","year":"2015"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/956755.956782"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2952653"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2020.591461"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiolchem.2013.01.001"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2017.07.007"},{"key":"ref23","first-page":"1","article-title":"Random walks on graphs","volume":"2","author":"lov\u00e1sz","year":"1993","journal-title":"Combinatorics Paul Erdos Is Eighty"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.54097\/hset.v11i.1268"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1098\/rsif.2008.0014"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1080\/19768354.2015.1074108"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz718"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.10.411"},{"key":"ref28","first-page":"253","article-title":"A review on PageRank and Personalised PageRank algorithms","volume":"8","author":"roshni","year":"2021","journal-title":"Int Res J Eng Technol"},{"key":"ref27","first-page":"161","article-title":"The PageRank citation ranking: Bringing order to the web","volume":"98","author":"brin","year":"1998","journal-title":"Proc ASIS"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/DNSR.2004.1344743"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-023-05227-x"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1002\/bies.201300147"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/nrg2918"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.2174\/1574893611666160223200823"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-10-297"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1186\/1477-5956-9-S1-S14"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbaa303"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/FOCS.2006.44"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.cbpa.2006.10.005"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1137\/080744888"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/ijms23137411"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2011.02.016"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1093\/bfgp\/elr024"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bby117"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-11-504"},{"key":"ref92","author":"van dongen","year":"2000","journal-title":"Graph Clustering by Flow Simulation"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/835\/1\/012001"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/bts370"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-019-2800-y"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmb.2018.05.016"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1093\/nargab\/lqac093"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiolchem.2023.107833"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0225380"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1142\/9789813235533_0011"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2019.00164"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2021.720327"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2164-16-S7-S9"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2015.2394314"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2015.2394314"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-019-3123-8"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2164-13-S7-S27"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-13-109"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2016.2550432"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1038\/srep02268"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2018.8622109"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1002\/pmic.201300257"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/bty637"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-023-05376-z"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0021502"},{"key":"ref105","first-page":"120","article-title":"Dynamics of biological networks&#x2014;Session introduction","volume":"15","author":"berger-wolf","year":"2010","journal-title":"Proc Pacific Symp Biocomput"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1039\/c2mb00002d"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.bbrc.2015.08.033"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiolchem.2015.02.008"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz655"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.15625\/2525-2518\/17026"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1093\/innovait\/inn087"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0252971"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1186\/1477-5956-11-S1-S20"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.3390\/genes14030574"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1002\/pmic.201200277"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.3390\/genes13112032"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1186\/s12859-021-04538-1"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-12-339"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btac446"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2019.2917190"},{"key":"ref69","first-page":"1395","article-title":"Topologically significant directed random walk with applied Walker network in cancer environment","volume":"32","author":"seah","year":"2019","journal-title":"Pakistan Journal of Pharmaceutical Sciences"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1186\/s13062-019-0239-8"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.3390\/e23091232"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.3389\/fgene.2020.00377"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1186\/s12864-016-3263-4"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1186\/1756-0381-4-19"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.sjbs.2017.11.024"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btt373"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/10286485.pdf?arnumber=10286485","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,13]],"date-time":"2023-11-13T19:37:29Z","timestamp":1699904249000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10286485\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":112,"URL":"https:\/\/doi.org\/10.1109\/access.2023.3324985","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}