{"id":"https://openalex.org/W4414371803","doi":"https://doi.org/10.1093/bib/bbaf473","title":"AttBiomarker: unveiling preeclampsia biomarkers and molecular pathways through two-stage gene selection techniques and attention-based CNN with gene regulatory network analysis","display_name":"AttBiomarker: unveiling preeclampsia biomarkers and molecular pathways through two-stage gene selection techniques and attention-based CNN with gene regulatory network analysis","publication_year":2025,"publication_date":"2025-08-31","ids":{"openalex":"https://openalex.org/W4414371803","doi":"https://doi.org/10.1093/bib/bbaf473","pmid":"https://pubmed.ncbi.nlm.nih.gov/40966654"},"language":"en","primary_location":{"id":"doi:10.1093/bib/bbaf473","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf473","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1093/bib/bbaf473","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111136223","display_name":"Sakib Sarker","orcid":null},"institutions":[{"id":"https://openalex.org/I205200222","display_name":"Uttara University","ror":"https://ror.org/035zypg15","country_code":"BD","type":"education","lineage":["https://openalex.org/I205200222"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sakib Sarker","raw_affiliation_strings":["Department of Computer Science and Engineering, Uttara University , Turag, Uttara, Dhaka 1230 ,","Department of Computer Science and Engineering, Uttara University, Turag, Uttara, Dhaka 1230, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Uttara University , Turag, Uttara, Dhaka 1230 ,","institution_ids":["https://openalex.org/I205200222"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Uttara University, Turag, Uttara, Dhaka 1230, Bangladesh","institution_ids":["https://openalex.org/I205200222"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001933676","display_name":"Saifuddin Mahmud","orcid":"https://orcid.org/0000-0002-6828-3559"},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]},{"id":"https://openalex.org/I2800195862","display_name":"Bangladesh Centre for Advanced Studies","ror":"https://ror.org/05c3kvr55","country_code":"BD","type":"nonprofit","lineage":["https://openalex.org/I2800195862"]},{"id":"https://openalex.org/I4210161753","display_name":"Advanced Applications (United States)","ror":"https://ror.org/058ywcv06","country_code":"US","type":"company","lineage":["https://openalex.org/I4210161753"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"S M Hasan Mahmud","raw_affiliation_strings":["Centre for Advanced Machine Learning and Applications (CAMLAs) , Dhaka 1229 ,","Department of Software Engineering, Daffodil International University, Daffodil Smart City (DSC) , Birulia, Savar, Dhaka 1216 ,","Department of Software Engineering, Daffodil International University, Daffodil Smart City (DSC), Birulia, Savar, Dhaka 1216, Bangladesh","Centre for Advanced Machine Learning and Applications (CAMLAs), Dhaka 1229, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Advanced Machine Learning and Applications (CAMLAs) , Dhaka 1229 ,","institution_ids":["https://openalex.org/I4210161753"]},{"raw_affiliation_string":"Department of Software Engineering, Daffodil International University, Daffodil Smart City (DSC) , Birulia, Savar, Dhaka 1216 ,","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Department of Software Engineering, Daffodil International University, Daffodil Smart City (DSC), Birulia, Savar, Dhaka 1216, Bangladesh","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Centre for Advanced Machine Learning and Applications (CAMLAs), Dhaka 1229, Bangladesh","institution_ids":["https://openalex.org/I2800195862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026494277","display_name":"Md. Faruk Hosen","orcid":"https://orcid.org/0000-0001-8166-9037"},"institutions":[{"id":"https://openalex.org/I200606013","display_name":"Daffodil International University","ror":"https://ror.org/052t4a858","country_code":"BD","type":"education","lineage":["https://openalex.org/I200606013"]},{"id":"https://openalex.org/I2800195862","display_name":"Bangladesh Centre for Advanced Studies","ror":"https://ror.org/05c3kvr55","country_code":"BD","type":"nonprofit","lineage":["https://openalex.org/I2800195862"]},{"id":"https://openalex.org/I4210161753","display_name":"Advanced Applications (United States)","ror":"https://ror.org/058ywcv06","country_code":"US","type":"company","lineage":["https://openalex.org/I4210161753"]}],"countries":["BD","US"],"is_corresponding":false,"raw_author_name":"Md Faruk Hosen","raw_affiliation_strings":["Centre for Advanced Machine Learning and Applications (CAMLAs) , Dhaka 1229 ,","Department of Computing and Information System, Daffodil International University, Daffodil Smart City (DSC) , Birulia, Savar, Dhaka 1216 ,","Centre for Advanced Machine Learning and Applications (CAMLAs), Dhaka 1229, Bangladesh","Department of Computing and Information System, Daffodil International University, Daffodil Smart City (DSC), Birulia, Savar, Dhaka 1216, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Advanced Machine Learning and Applications (CAMLAs) , Dhaka 1229 ,","institution_ids":["https://openalex.org/I4210161753"]},{"raw_affiliation_string":"Department of Computing and Information System, Daffodil International University, Daffodil Smart City (DSC) , Birulia, Savar, Dhaka 1216 ,","institution_ids":["https://openalex.org/I200606013"]},{"raw_affiliation_string":"Centre for Advanced Machine Learning and Applications (CAMLAs), Dhaka 1229, Bangladesh","institution_ids":["https://openalex.org/I2800195862"]},{"raw_affiliation_string":"Department of Computing and Information System, Daffodil International University, Daffodil Smart City (DSC), Birulia, Savar, Dhaka 1216, Bangladesh","institution_ids":["https://openalex.org/I200606013"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090599831","display_name":"Michael Kah Ong Goh","orcid":"https://orcid.org/0000-0002-9217-6390"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Kah Ong Michael Goh","raw_affiliation_strings":["Center for Image and Vision Computing, COE for Artificial Intelligence, Faculty of Information Science & Technology (/FIST) , Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang Melaka 75450 ,","Center for Image and Vision Computing, COE for Artificial Intelligence, Faculty of Information Science & Technology (/FIST), Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang Melaka 75450, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Image and Vision Computing, COE for Artificial Intelligence, Faculty of Information Science & Technology (/FIST) , Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang Melaka 75450 ,","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Center for Image and Vision Computing, COE for Artificial Intelligence, Faculty of Information Science & Technology (/FIST), Multimedia University, Jalan Ayer Keroh Lama, Bukit Beruang Melaka 75450, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084444175","display_name":"Watshara Shoombuatong","orcid":"https://orcid.org/0000-0002-3394-8709"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Watshara Shoombuatong","raw_affiliation_strings":["Center for Research Innovation and Biomedical Informatics, Faculty of Medical Technology, Mahidol University , Bangkok 10700 ,","Center for Research Innovation and Biomedical Informatics, Faculty of Medical Technology, Mahidol University, Bangkok 10700, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Research Innovation and Biomedical Informatics, Faculty of Medical Technology, Mahidol University , Bangkok 10700 ,","institution_ids":["https://openalex.org/I25399158"]},{"raw_affiliation_string":"Center for Research Innovation and Biomedical Informatics, Faculty of Medical Technology, Mahidol University, Bangkok 10700, Thailand","institution_ids":["https://openalex.org/I25399158"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4011,"currency":"USD","value_usd":4011},"apc_paid":{"value":4011,"currency":"USD","value_usd":4011},"fwci":2.8094,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90588758,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"26","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10290","display_name":"Pregnancy and preeclampsia studies","score":0.8881999850273132,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/T10290","display_name":"Pregnancy and preeclampsia studies","score":0.8881999850273132,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/T10062","display_name":"MicroRNA in disease regulation","score":0.7620999813079834,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/gene-regulatory-network","display_name":"Gene regulatory network","score":0.5989000201225281},{"id":"https://openalex.org/keywords/in-silico","display_name":"In silico","score":0.5914999842643738},{"id":"https://openalex.org/keywords/gene-ontology","display_name":"Gene ontology","score":0.5734000205993652},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.5622000098228455},{"id":"https://openalex.org/keywords/kegg","display_name":"KEGG","score":0.541700005531311},{"id":"https://openalex.org/keywords/microarray-analysis-techniques","display_name":"Microarray analysis techniques","score":0.49900001287460327},{"id":"https://openalex.org/keywords/microarray","display_name":"Microarray","score":0.4620000123977661},{"id":"https://openalex.org/keywords/biological-pathway","display_name":"Biological pathway","score":0.3310999870300293}],"concepts":[{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.7253999710083008},{"id":"https://openalex.org/C67339327","wikidata":"https://www.wikidata.org/wiki/Q1502576","display_name":"Gene regulatory network","level":4,"score":0.5989000201225281},{"id":"https://openalex.org/C2775905019","wikidata":"https://www.wikidata.org/wiki/Q192572","display_name":"In silico","level":3,"score":0.5914999842643738},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.5870000123977661},{"id":"https://openalex.org/C2987395477","wikidata":"https://www.wikidata.org/wiki/Q135085","display_name":"Gene ontology","level":4,"score":0.5734000205993652},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.5622000098228455},{"id":"https://openalex.org/C152724338","wikidata":"https://www.wikidata.org/wiki/Q909442","display_name":"KEGG","level":5,"score":0.541700005531311},{"id":"https://openalex.org/C8415881","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Microarray analysis techniques","level":4,"score":0.49900001287460327},{"id":"https://openalex.org/C186836561","wikidata":"https://www.wikidata.org/wiki/Q1931516","display_name":"Microarray","level":4,"score":0.4620000123977661},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3995000123977661},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.36730000376701355},{"id":"https://openalex.org/C9927688","wikidata":"https://www.wikidata.org/wiki/Q4915012","display_name":"Biological pathway","level":4,"score":0.3310999870300293},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.31439998745918274},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C28225019","wikidata":"https://www.wikidata.org/wiki/Q4915005","display_name":"Biological network","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C18431079","wikidata":"https://www.wikidata.org/wiki/Q1502169","display_name":"Gene expression profiling","level":4,"score":0.30660000443458557},{"id":"https://openalex.org/C165864922","wikidata":"https://www.wikidata.org/wiki/Q411391","display_name":"Regulation of gene expression","level":3,"score":0.2987000048160553},{"id":"https://openalex.org/C95371953","wikidata":"https://www.wikidata.org/wiki/Q591745","display_name":"DNA microarray","level":4,"score":0.296099990606308},{"id":"https://openalex.org/C33498276","wikidata":"https://www.wikidata.org/wiki/Q2138797","display_name":"Regulator gene","level":4,"score":0.26930001378059387},{"id":"https://openalex.org/C32946077","wikidata":"https://www.wikidata.org/wiki/Q618079","display_name":"Network analysis","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C69991583","wikidata":"https://www.wikidata.org/wiki/Q1423575","display_name":"Candidate gene","level":3,"score":0.26489999890327454},{"id":"https://openalex.org/C2984324147","wikidata":"https://www.wikidata.org/wiki/Q3080021","display_name":"Gene selection","level":5,"score":0.26429998874664307},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.2619999945163727},{"id":"https://openalex.org/C2777218350","wikidata":"https://www.wikidata.org/wiki/Q61335","display_name":"Preeclampsia","level":3,"score":0.2524000108242035}],"mesh":[{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011225","descriptor_name":"Pre-Eclampsia","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D053263","descriptor_name":"Gene Regulatory Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D053263","descriptor_name":"Gene Regulatory Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D053263","descriptor_name":"Gene Regulatory Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060066","descriptor_name":"Protein Interaction Maps","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060066","descriptor_name":"Protein Interaction Maps","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060066","descriptor_name":"Protein Interaction Maps","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1093/bib/bbaf473","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf473","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},{"id":"pmid:40966654","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40966654","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in bioinformatics","raw_type":null},{"id":"pmh:oai:europepmc.org:11258171","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12448737","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12448737","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12448737/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brief Bioinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bib/bbaf473","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bib/bbaf473","pdf_url":null,"source":{"id":"https://openalex.org/S91767247","display_name":"Briefings in Bioinformatics","issn_l":"1467-5463","issn":["1467-5463","1477-4054"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Briefings in Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G540931409","display_name":null,"funder_award_id":"MMUE/220023","funder_id":"https://openalex.org/F4320313202","funder_display_name":"Multimedia University"}],"funders":[{"id":"https://openalex.org/F4320313202","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W1600604896","https://openalex.org/W1968072716","https://openalex.org/W1986036048","https://openalex.org/W1988918323","https://openalex.org/W2035618305","https://openalex.org/W2056339225","https://openalex.org/W2103912979","https://openalex.org/W2115664813","https://openalex.org/W2118258530","https://openalex.org/W2146512944","https://openalex.org/W2175423397","https://openalex.org/W2341128841","https://openalex.org/W2345356016","https://openalex.org/W2470502497","https://openalex.org/W2602620302","https://openalex.org/W2792346637","https://openalex.org/W2796003820","https://openalex.org/W2800351704","https://openalex.org/W2910111050","https://openalex.org/W2935024989","https://openalex.org/W2943074640","https://openalex.org/W2944589418","https://openalex.org/W2967390721","https://openalex.org/W3014321973","https://openalex.org/W3038027873","https://openalex.org/W3044617944","https://openalex.org/W3084282168","https://openalex.org/W3092577522","https://openalex.org/W3121216533","https://openalex.org/W3154144457","https://openalex.org/W3170126032","https://openalex.org/W3186163835","https://openalex.org/W3187056121","https://openalex.org/W3195285466","https://openalex.org/W4200030764","https://openalex.org/W4206113470","https://openalex.org/W4231824804","https://openalex.org/W4285740354","https://openalex.org/W4289869895","https://openalex.org/W4295592723","https://openalex.org/W4296838339","https://openalex.org/W4307272168","https://openalex.org/W4307425304","https://openalex.org/W4308769190","https://openalex.org/W4312434739","https://openalex.org/W4382022265","https://openalex.org/W4383553792","https://openalex.org/W4385334780","https://openalex.org/W4385442319","https://openalex.org/W4385454516","https://openalex.org/W4385863330","https://openalex.org/W4387117867","https://openalex.org/W4390064640","https://openalex.org/W4390496282","https://openalex.org/W4390664858","https://openalex.org/W4390665977","https://openalex.org/W4396639731","https://openalex.org/W4399522731","https://openalex.org/W4403962606","https://openalex.org/W4405667293","https://openalex.org/W4406173402","https://openalex.org/W4406781211","https://openalex.org/W4408061790","https://openalex.org/W4408076872"],"related_works":[],"abstract_inverted_index":{"Preeclampsia":[0],"is":[1],"a":[2,56,123,158],"complex":[3],"pregnancy":[4],"disorder":[5],"that":[6,193,214,230],"poses":[7],"significant":[8,81,220],"health":[9],"risks":[10],"to":[11,39,49,54,79,91],"both":[12],"mother":[13],"and":[14,36,135,143,152,177,189,203,217,243],"fetus.":[15],"Despite":[16],"its":[17],"clinical":[18],"importance,":[19],"the":[20,73,85,93,112,121,136,231],"underlying":[21],"molecular":[22],"mechanisms":[23],"remain":[24],"poorly":[25],"understood.":[26],"In":[27],"this":[28],"study,":[29],"we":[30],"developed":[31],"an":[32],"integrative":[33],"deep":[34],"learning":[35],"bioinformatics":[37],"approach":[38],"identify":[40],"potential":[41,244],"biomarkers":[42,238],"for":[43,239,247],"preeclampsia.":[44,156,209,248],"Three":[45],"microarray":[46],"datasets":[47],"related":[48],"preeclampsia":[50,225],"were":[51,100,205],"initially":[52],"analyzed":[53],"select":[55],"preliminary":[57],"gene":[58,98,182],"subset":[59,94],"based":[60],"on":[61],"$P$-values.":[62],"Feature":[63],"selection":[64],"was":[65,77,129,162],"then":[66],"performed":[67],"in":[68],"two":[69,224],"consecutive":[70],"rounds:":[71],"first,":[72],"Fisher":[74],"score":[75],"method":[76,90],"applied":[78],"extract":[80],"genes,":[82],"followed":[83],"by":[84],"minimum":[86],"Redundancy":[87],"Maximum":[88],"Relevance":[89],"refine":[92],"further.":[95],"These":[96,227],"selected":[97],"subsets":[99],"trained":[101],"using":[102],"our":[103],"proposed":[104],"Attention-based":[105],"Convolutional":[106],"Neural":[107],"Network":[108],"(AttCNN),":[109],"which":[110],"achieved":[111],"highest":[113],"classification":[114],"accuracy":[115],"compared":[116],"with":[117,155,208,223],"other":[118],"models.":[119],"From":[120],"experiments,":[122],"set":[124],"of":[125,181],"58":[126],"common":[127],"genes":[128,134,196,234],"identified":[130,232],"between":[131],"differentially":[132],"expressed":[133],"final":[137],"optimized":[138],"subset.":[139],"Here,":[140],"Gene":[141],"Ontology":[142],"KEGG":[144],"pathway":[145],"enrichment":[146],"analyses":[147],"highlighted":[148],"key":[149],"biological":[150],"processes":[151],"pathways":[153],"associated":[154,207],"Subsequently,":[157],"protein-protein":[159],"interaction":[160],"network":[161],"constructed,":[163],"identifying":[164],"10":[165],"hub":[166,195,233],"genes:":[167],"TSC22D1,":[168],"IRF3,":[169,201],"MME,":[170,202],"SRSF10,":[171,198],"SOD1,":[172,199],"HK2,":[173,215],"ERO1L,":[174,200],"SH3BP5,":[175,216],"UBC,":[176],"ZFAND5.":[178],"Further":[179],"analysis":[180,212],"regulatory":[183],"networks,":[184],"including":[185],"transcription":[186],"factor-gene,":[187],"gene-microRNA,":[188],"drug-gene":[190],"interactions,":[191],"revealed":[192],"seven":[194],"(HK2,":[197],"SH3BP5)":[204],"strongly":[206],"Molecular":[210],"docking":[211],"showed":[213],"SOD1":[218],"exhibited":[219],"binding":[221],"affinities":[222],"drugs.":[226],"findings":[228],"suggest":[229],"hold":[235],"promise":[236],"as":[237],"early":[240],"prognosis,":[241],"diagnosis,":[242],"therapeutic":[245],"targets":[246]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
