{"id":"https://openalex.org/W4283322786","doi":"https://doi.org/10.1109/icbcb55259.2022.9802469","title":"Discovery of Stomach Adenocarcinoma Biomarkers by Consensus Scoring of Random Sampling and Machine Learning Modeling","display_name":"Discovery of Stomach Adenocarcinoma Biomarkers by Consensus Scoring of Random Sampling and Machine Learning Modeling","publication_year":2022,"publication_date":"2022-05-13","ids":{"openalex":"https://openalex.org/W4283322786","doi":"https://doi.org/10.1109/icbcb55259.2022.9802469"},"language":"en","primary_location":{"id":"doi:10.1109/icbcb55259.2022.9802469","doi":"https://doi.org/10.1109/icbcb55259.2022.9802469","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbcb55259.2022.9802469","pdf_url":null,"source":{"id":"https://openalex.org/S7407087375","display_name":"International Conference on Bioinformatics and Computational Biology (ICBCB)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Bioinformatics and Computational Biology (ICBCB)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100731279","display_name":"Ji Chen","orcid":"https://orcid.org/0009-0006-1199-9747","observed_orcids":["https://orcid.org/0009-0006-1199-9747"]},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Chen","raw_affiliation_strings":["School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011569307","display_name":"Yang Hao","orcid":"https://orcid.org/0009-0006-9998-6448","observed_orcids":["https://orcid.org/0009-0006-9998-6448"]},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Hao","raw_affiliation_strings":["School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029817917","display_name":"Tianjun Wang","orcid":"https://orcid.org/0000-0002-3968-7829","observed_orcids":["https://orcid.org/0000-0002-3968-7829"]},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianjun Wang","raw_affiliation_strings":["Wisdom Lake Academy of Pharmacy Xi\u2019an Jiaotong-Liverpool University,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wisdom Lake Academy of Pharmacy Xi\u2019an Jiaotong-Liverpool University,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066912329","display_name":"Daiyun Huang","orcid":"https://orcid.org/0000-0002-3067-7165","observed_orcids":["https://orcid.org/0000-0002-3067-7165"]},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daiyun Huang","raw_affiliation_strings":["School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science Xi\u2019an Jiaotong-Liverpool University,Department of Biological Sciences,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100352154","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0001-8450-6073","observed_orcids":["https://orcid.org/0000-0001-8450-6073"]},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Wisdom Lake Academy of Pharmacy Xi\u2019an Jiaotong-Liverpool University,Suzhou,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wisdom Lake Academy of Pharmacy Xi\u2019an Jiaotong-Liverpool University,Suzhou,China","institution_ids":["https://openalex.org/I69356397"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I69356397"],"apc_list":null,"apc_paid":null,"fwci":1.35,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81958102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"15","issue":null,"first_page":"112","last_page":"115"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},{"id":"https://openalex.org/T10696","display_name":"Gastric Cancer Management and Outcomes","score":0.1193000003695488,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10183","display_name":"Breast Cancer Treatment Studies","score":0.002199999988079071,"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/gastric-adenocarcinoma","display_name":"gastric adenocarcinoma","score":0.9950000047683716},{"id":"https://openalex.org/keywords/gastric-cancer","display_name":"gastric cancer","score":0.8600000143051147},{"id":"https://openalex.org/keywords/biomarkers","display_name":"biomarkers","score":0.6930000185966492},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.6200000047683716},{"id":"https://openalex.org/keywords/recursive-feature-elimination","display_name":"recursive feature elimination","score":0.9990000128746033},{"id":"https://openalex.org/keywords/gene-selection","display_name":"gene selection","score":0.6340000033378601},{"id":"https://openalex.org/keywords/col10a1","display_name":"COL10A1","score":0.8029999732971191},{"id":"https://openalex.org/keywords/cystatin-sn","display_name":"CST1","score":0.9929999709129333},{"id":"https://openalex.org/keywords/esm1","display_name":"ESM1","score":1.0},{"id":"https://openalex.org/keywords/hoxc11","display_name":"HOXC11","score":0.9580000042915344},{"id":"https://openalex.org/keywords/hoxc9","display_name":"HOXC9","score":0.9990000128746033},{"id":"https://openalex.org/keywords/gad1","display_name":"GAD1","score":0.7379999756813049},{"id":"https://openalex.org/keywords/hoxa11","display_name":"HOXA11","score":0.9919999837875366},{"id":"https://openalex.org/keywords/protein-kinase-c-gamma","display_name":"protein kinase C gamma","score":0.9950000047683716},{"id":"https://openalex.org/keywords/the-cancer-genome-atlas","display_name":"TCGA","score":0.5630000233650208},{"id":"https://openalex.org/keywords/early-detection","display_name":"early detection","score":0.4569999873638153}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7736348509788513},{"id":"https://openalex.org/C2781182431","wikidata":"https://www.wikidata.org/wiki/Q356033","display_name":"Adenocarcinoma","level":3,"score":0.5207902789115906},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4927418529987335},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46789753437042236},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4606021046638489},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.449587345123291},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44323796033859253},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4019603729248047},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.26911717653274536},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24226495623588562},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.23465797305107117},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21673303842544556},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icbcb55259.2022.9802469","doi":"https://doi.org/10.1109/icbcb55259.2022.9802469","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbcb55259.2022.9802469","pdf_url":null,"source":{"id":"https://openalex.org/S7407087375","display_name":"International Conference on Bioinformatics and Computational Biology (ICBCB)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 10th International Conference on Bioinformatics and Computational Biology (ICBCB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9537000060081482,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2048624832","https://openalex.org/W2140494000","https://openalex.org/W2416811803","https://openalex.org/W2759062331","https://openalex.org/W2778455075","https://openalex.org/W2779605423","https://openalex.org/W2885669402","https://openalex.org/W2950019572","https://openalex.org/W2952006396","https://openalex.org/W2997036323","https://openalex.org/W3000157395","https://openalex.org/W3005101980","https://openalex.org/W3032578386","https://openalex.org/W3036758777","https://openalex.org/W3042614271","https://openalex.org/W3081127618","https://openalex.org/W3084032087","https://openalex.org/W3091134174","https://openalex.org/W3091524389","https://openalex.org/W3095329356","https://openalex.org/W3104135675","https://openalex.org/W3116501810","https://openalex.org/W3129522259","https://openalex.org/W3134936319","https://openalex.org/W4234157358"],"related_works":["https://openalex.org/W4322397510","https://openalex.org/W4309472063","https://openalex.org/W4214727703","https://openalex.org/W4280513331","https://openalex.org/W4285745065","https://openalex.org/W3091524389","https://openalex.org/W3197600855","https://openalex.org/W3158509098","https://openalex.org/W4292370419","https://openalex.org/W4213135963"],"abstract_inverted_index":{"Stomach":[0],"adenocarcinoma":[1],"(STAD)":[2],"is":[3],"a":[4,95],"subtype":[5],"of":[6,15,23,31,56,127,136],"gastric":[7],"cancer":[8],"with":[9,58],"high":[10],"incidence":[11],"and":[12,90,103,124],"mortality.":[13],"Lack":[14],"early":[16],"detection":[17],"results":[18],"in":[19],"the":[20,53,59,62,68,80,111],"poor":[21],"prognosis":[22],"this":[24,34],"cancer,":[25],"leading":[26],"to":[27,51,78,107,110],"low":[28],"survival":[29],"rate":[30],"patients.":[32],"In":[33,117],"study,":[35],"machine":[36,42],"learning":[37],"methods,":[38],"specifically":[39],"support":[40],"vector":[41],"(SVM)":[43],"based":[44],"recursive":[45],"feature":[46],"elimination":[47],"(SVM-RFE),":[48],"were":[49,105],"applied":[50],"discover":[52],"potential":[54,134],"biomarkers":[55,135],"STAD":[57],"data":[60],"form":[61],"Cancer":[63],"Genome":[64],"Atlas":[65],"(TCGA).":[66],"After":[67],"optimal":[69],"parameter":[70],"set":[71],"was":[72,76],"determined,":[73],"random":[74],"sampling":[75],"conducted":[77],"minimize":[79],"limitation":[81],"caused":[82],"by":[83,115],"small":[84],"sample":[85],"size":[86],"(64":[87],"paired":[88],"tumor":[89],"adjacent":[91],"non-tumor":[92],"samples).":[93],"As":[94],"result,":[96],"five":[97],"genes":[98,121],"(COL10A1,":[99],"CST1,":[100],"ESM1,":[101],"HOXC11":[102],"HOXC9)":[104],"identified":[106],"be":[108,133],"essential":[109],"predictive":[112],"model":[113],"built":[114],"SVM-RFE.":[116],"addition,":[118],"other":[119],"three":[120],"GAD1,":[122],"HOXA11":[123],"PRKCG":[125],"are":[126],"less":[128],"importance":[129],"but":[130],"still":[131],"could":[132],"STAD.":[137]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-06-24T00:00:00"}
