{"id":"https://openalex.org/W3163990011","doi":"https://doi.org/10.1109/ssd52085.2021.9429415","title":"CNN model applied on SNP protein sequences for intestinal cancer early detection","display_name":"CNN model applied on SNP protein sequences for intestinal cancer early detection","publication_year":2021,"publication_date":"2021-03-22","ids":{"openalex":"https://openalex.org/W3163990011","doi":"https://doi.org/10.1109/ssd52085.2021.9429415","mag":"3163990011"},"language":"en","primary_location":{"id":"doi:10.1109/ssd52085.2021.9429415","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd52085.2021.9429415","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 18th International Multi-Conference on Systems, Signals & Devices (SSD)","raw_type":"proceedings-article"},"type":"article","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/A5060008787","display_name":"Saifeddine Ben Nasr","orcid":null},"institutions":[{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Saifeddine Ben Nasr","raw_affiliation_strings":["University of Tunis El Manar, SITI Laboratory, National School of Engineers of Tunis,Tunis,Tunisia,1002"],"affiliations":[{"raw_affiliation_string":"University of Tunis El Manar, SITI Laboratory, National School of Engineers of Tunis,Tunis,Tunisia,1002","institution_ids":["https://openalex.org/I63596082"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049558659","display_name":"Imen Messaoudi","orcid":"https://orcid.org/0000-0003-0318-0150"},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Imen Messaoudi","raw_affiliation_strings":["University of Carthage, Higher Institute of Information Technologies and Communications,Industrial Computing Department,Tunisia"],"affiliations":[{"raw_affiliation_string":"University of Carthage, Higher Institute of Information Technologies and Communications,Industrial Computing Department,Tunisia","institution_ids":["https://openalex.org/I179097149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001060727","display_name":"Afef Elloumi Oueslati","orcid":"https://orcid.org/0000-0001-6278-0717"},"institutions":[{"id":"https://openalex.org/I179097149","display_name":"University of Carthage","ror":"https://ror.org/057x6za15","country_code":"TN","type":"education","lineage":["https://openalex.org/I179097149"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Afef Elloumi Oueslati","raw_affiliation_strings":["University of Carthage, National School of Engineers of Cartage,Electrical Engineering Department,Tunisia"],"affiliations":[{"raw_affiliation_string":"University of Carthage, National School of Engineers of Cartage,Electrical Engineering Department,Tunisia","institution_ids":["https://openalex.org/I179097149"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063621759","display_name":"Zied Lachiri","orcid":"https://orcid.org/0000-0002-1289-5089"},"institutions":[{"id":"https://openalex.org/I63596082","display_name":"Tunis El Manar University","ror":"https://ror.org/029cgt552","country_code":"TN","type":"education","lineage":["https://openalex.org/I63596082"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Zied Lachiri","raw_affiliation_strings":["University of Tunis El Manar, SITI Laboratory, National School of Engineers of Tunis,Tunis,Tunisia,1002"],"affiliations":[{"raw_affiliation_string":"University of Tunis El Manar, SITI Laboratory, National School of Engineers of Tunis,Tunis,Tunisia,1002","institution_ids":["https://openalex.org/I63596082"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5060008787"],"corresponding_institution_ids":["https://openalex.org/I63596082"],"apc_list":null,"apc_paid":null,"fwci":0.28,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.62462162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"255","last_page":"263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9914000034332275,"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/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9912999868392944,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7164857983589172},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.6116381883621216},{"id":"https://openalex.org/keywords/snp","display_name":"SNP","score":0.5890689492225647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5744996666908264},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5460160374641418},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5393609404563904},{"id":"https://openalex.org/keywords/intestinal-cancer","display_name":"Intestinal Cancer","score":0.5250846147537231},{"id":"https://openalex.org/keywords/chromosome","display_name":"Chromosome","score":0.4605914354324341},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"Cancer detection","score":0.4297427535057068},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3817700147628784},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.361716091632843},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.33465632796287537},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.2886703610420227},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24177074432373047},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.20193445682525635},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.1453549861907959},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12210467457771301},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.10337060689926147}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7164857983589172},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.6116381883621216},{"id":"https://openalex.org/C139275648","wikidata":"https://www.wikidata.org/wiki/Q17134011","display_name":"SNP","level":5,"score":0.5890689492225647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5744996666908264},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5460160374641418},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5393609404563904},{"id":"https://openalex.org/C2910187823","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Intestinal Cancer","level":4,"score":0.5250846147537231},{"id":"https://openalex.org/C30481170","wikidata":"https://www.wikidata.org/wiki/Q37748","display_name":"Chromosome","level":3,"score":0.4605914354324341},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.4297427535057068},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3817700147628784},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.361716091632843},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.33465632796287537},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.2886703610420227},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24177074432373047},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.20193445682525635},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.1453549861907959},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12210467457771301},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.10337060689926147},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssd52085.2021.9429415","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd52085.2021.9429415","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 18th International Multi-Conference on Systems, Signals & Devices (SSD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2017158973","https://openalex.org/W2033308373","https://openalex.org/W2038622031","https://openalex.org/W2047006637","https://openalex.org/W2085838162","https://openalex.org/W2108374985","https://openalex.org/W2112509895","https://openalex.org/W2130045423","https://openalex.org/W2163564081","https://openalex.org/W2164812067","https://openalex.org/W2165977876","https://openalex.org/W2168133278","https://openalex.org/W2273396394","https://openalex.org/W2557260411","https://openalex.org/W2559614659","https://openalex.org/W2748021903","https://openalex.org/W2792968364","https://openalex.org/W2887491724","https://openalex.org/W2998104113","https://openalex.org/W3006425969","https://openalex.org/W3009507632","https://openalex.org/W3084024469","https://openalex.org/W3138344945","https://openalex.org/W3184998487","https://openalex.org/W4285719527","https://openalex.org/W6686841490"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W3026696341","https://openalex.org/W4226065002","https://openalex.org/W4391266461","https://openalex.org/W2590798552","https://openalex.org/W2774988270","https://openalex.org/W2811106690","https://openalex.org/W4239306820"],"abstract_inverted_index":{"One":[0],"of":[1,25,35,73,87,102,120,185,201],"the":[2,9,46,51,100,116,129,183,186,191,198],"sharply":[3],"increasing":[4],"incidence":[5],"rate":[6],"diseases,":[7],"is":[8,17,22,97,124],"intestinal":[10,89,205],"cancer.":[11,206],"Detecting":[12],"and":[13,43,92,168,178,189,204],"identifying":[14],"this":[15,80,157],"disease":[16],"very":[18],"difficult":[19],"since":[20],"it":[21],"a":[23,84,103],"type":[24],"internal":[26],"cancer":[27,37,66,90],"that":[28],"may":[29],"not":[30],"cause":[31],"symptoms.":[32],"Early":[33],"detection":[34],"bowel":[36,65],"saves":[38],"effort,":[39],"minimizes":[40],"diagnostic":[41],"time,":[42],"helps":[44],"target":[45],"best":[47],"treatment":[48],"to":[49,61,140,149,155],"increase":[50],"cure":[52],"rate.":[53],"Many":[54],"deep":[55,104],"learning":[56,105],"systems":[57,69],"are":[58,135,173],"being":[59],"produced":[60],"help":[62],"physicians":[63],"diagnose":[64],"early.":[67],"These":[68,180],"use":[70,101,115,160],"several":[71],"types":[72],"data":[74],"such":[75,163],"as":[76],"histopathological":[77],"images.":[78],"In":[79,153],"article,":[81],"we":[82,114,159],"propose":[83],"new":[85],"method":[86,96,188],"classifying":[88],"readings":[91],"non-pathological":[93],"lesions.":[94],"This":[95],"based":[98],"on":[99,128,145],"network":[106],"CNN":[107],"(convolutional":[108],"neural":[109],"network).":[110],"As":[111],"training":[112],"data,":[113],"SNP":[117,133,199],"protein":[118,195],"sequences":[119,134],"APC":[121,202],"gene":[122,203],"which":[123],"located":[125],"at":[126,197],"q22.2":[127],"human":[130],"chromosome":[131],"5.":[132],"transformed":[136],"from":[137],"textual":[138],"form":[139],"scalogram":[141],"images":[142],"then":[143],"presented":[144],"different":[146],"color":[147],"spaces":[148],"create":[150],"three":[151],"databases.":[152],"order":[154],"evaluate":[156],"technique,":[158],"quantitative":[161],"measures":[162],"as:":[164],"accuracy,":[165],"sensitivity,":[166],"specificity":[167],"precision.":[169],"The":[170],"obtained":[171],"values":[172],"respectively":[174],"96.19%,":[175],"97.42%,":[176],"85.46%":[177],"98.32%.":[179],"results":[181],"show":[182],"performance":[184],"proposed":[187],"confirm":[190],"relationship":[192],"between":[193],"small":[194],"changes":[196],"level":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}