{"id":"https://openalex.org/W3206629920","doi":"https://doi.org/10.1007/s11517-021-02443-6","title":"Machine learning-enabled predictive modeling to precisely identify the antimicrobial peptides","display_name":"Machine learning-enabled predictive modeling to precisely identify the antimicrobial peptides","publication_year":2021,"publication_date":"2021-10-11","ids":{"openalex":"https://openalex.org/W3206629920","doi":"https://doi.org/10.1007/s11517-021-02443-6","mag":"3206629920","pmid":"https://pubmed.ncbi.nlm.nih.gov/34632545"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-021-02443-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-021-02443-6","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5030372896","display_name":"Mushtaq Ahmad Wani","orcid":"https://orcid.org/0000-0002-8590-7079"},"institutions":[{"id":"https://openalex.org/I4210161501","display_name":"National Institute of Pharmaceutical Education and Research","ror":"https://ror.org/04t67vr60","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210161501"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mushtaq Ahmad Wani","raw_affiliation_strings":["Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Kolkata, 700054, West Bengal, India"],"raw_orcid":"https://orcid.org/0000-0002-8590-7079","affiliations":[{"raw_affiliation_string":"Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Kolkata, 700054, West Bengal, India","institution_ids":["https://openalex.org/I4210161501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053019716","display_name":"Prabha Garg","orcid":"https://orcid.org/0000-0002-6922-4809"},"institutions":[{"id":"https://openalex.org/I4210146715","display_name":"National Institute of Pharmaceutical Education and Research","ror":"https://ror.org/040dgqr26","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210146715"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prabha Garg","raw_affiliation_strings":["Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Mohali, 160062, Punjab, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Mohali, 160062, Punjab, India","institution_ids":["https://openalex.org/I4210146715"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085568163","display_name":"Kuldeep K. Roy","orcid":"https://orcid.org/0000-0001-9623-0617"},"institutions":[{"id":"https://openalex.org/I4210161501","display_name":"National Institute of Pharmaceutical Education and Research","ror":"https://ror.org/04t67vr60","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210161501"]},{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kuldeep K. Roy","raw_affiliation_strings":["Department of Pharmaceutical Sciences, School of Health Sciences, University of Petroleum and Energy Studies (UPES), P.O. Bidholi, Dehradun, 248007, Uttarakhand, India. kuldeepkroy@gmail.com","Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Kolkata, 700054, West Bengal, India. kuldeepkroy@gmail.com","Department of Pharmaceutical Sciences, School of Health Sciences, University of Petroleum and Energy Studies (UPES), P.O. Bidholi, Dehradun, 248007, Uttarakhand, India"],"raw_orcid":"https://orcid.org/0000-0001-9623-0617","affiliations":[{"raw_affiliation_string":"Department of Pharmaceutical Sciences, School of Health Sciences, University of Petroleum and Energy Studies (UPES), P.O. Bidholi, Dehradun, 248007, Uttarakhand, India. kuldeepkroy@gmail.com","institution_ids":["https://openalex.org/I5847235"]},{"raw_affiliation_string":"Department of Pharmacoinformatics, National Institute of Pharmaceutical Education and Research, Kolkata, 700054, West Bengal, India. kuldeepkroy@gmail.com","institution_ids":["https://openalex.org/I4210161501"]},{"raw_affiliation_string":"Department of Pharmaceutical Sciences, School of Health Sciences, University of Petroleum and Energy Studies (UPES), P.O. Bidholi, Dehradun, 248007, Uttarakhand, India","institution_ids":["https://openalex.org/I5847235"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085568163"],"corresponding_institution_ids":["https://openalex.org/I4210161501","https://openalex.org/I5847235"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":null,"fwci":2.0827,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.87293662,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"59","issue":"11-12","first_page":"2397","last_page":"2408"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11103","display_name":"Antimicrobial Peptides and Activities","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11103","display_name":"Antimicrobial Peptides and Activities","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13326","display_name":"Biochemical and Structural Characterization","score":0.9991000294685364,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.998199999332428,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7676990032196045},{"id":"https://openalex.org/keywords/antimicrobial-peptides","display_name":"Antimicrobial peptides","score":0.7214264869689941},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.718712568283081},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7114428281784058},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7053828239440918},{"id":"https://openalex.org/keywords/quadratic-classifier","display_name":"Quadratic classifier","score":0.6696690917015076},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6203402280807495},{"id":"https://openalex.org/keywords/in-silico","display_name":"In silico","score":0.5590953826904297},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5345816612243652},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5123925805091858},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.472066193819046},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3362550735473633},{"id":"https://openalex.org/keywords/antimicrobial","display_name":"Antimicrobial","score":0.32901960611343384},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.16382679343223572}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7676990032196045},{"id":"https://openalex.org/C540938839","wikidata":"https://www.wikidata.org/wiki/Q1201508","display_name":"Antimicrobial peptides","level":3,"score":0.7214264869689941},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.718712568283081},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7114428281784058},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7053828239440918},{"id":"https://openalex.org/C52620605","wikidata":"https://www.wikidata.org/wiki/Q7268357","display_name":"Quadratic classifier","level":3,"score":0.6696690917015076},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6203402280807495},{"id":"https://openalex.org/C2775905019","wikidata":"https://www.wikidata.org/wiki/Q192572","display_name":"In silico","level":3,"score":0.5590953826904297},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5345816612243652},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5123925805091858},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.472066193819046},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3362550735473633},{"id":"https://openalex.org/C4937899","wikidata":"https://www.wikidata.org/wiki/Q68541106","display_name":"Antimicrobial","level":2,"score":0.32901960611343384},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.16382679343223572},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016002","descriptor_name":"Discriminant Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D052899","descriptor_name":"Pore Forming Cytotoxic Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D052899","descriptor_name":"Pore Forming Cytotoxic Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D052899","descriptor_name":"Pore Forming Cytotoxic Proteins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1007/s11517-021-02443-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11517-021-02443-6","pdf_url":null,"source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical & Biological Engineering & Computing","raw_type":"journal-article"},{"id":"pmid:34632545","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34632545","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":"Medical & biological engineering & computing","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W893745","https://openalex.org/W349770100","https://openalex.org/W1504680783","https://openalex.org/W1516596134","https://openalex.org/W1545231783","https://openalex.org/W1969711244","https://openalex.org/W1970621669","https://openalex.org/W1974197559","https://openalex.org/W1977241485","https://openalex.org/W1985258161","https://openalex.org/W1986928211","https://openalex.org/W2001374696","https://openalex.org/W2015164808","https://openalex.org/W2015490529","https://openalex.org/W2015993137","https://openalex.org/W2020450254","https://openalex.org/W2020598029","https://openalex.org/W2027376389","https://openalex.org/W2027731040","https://openalex.org/W2030153829","https://openalex.org/W2033949520","https://openalex.org/W2035755292","https://openalex.org/W2035832348","https://openalex.org/W2037533617","https://openalex.org/W2038681300","https://openalex.org/W2039175997","https://openalex.org/W2046501778","https://openalex.org/W2057120022","https://openalex.org/W2058156307","https://openalex.org/W2058223996","https://openalex.org/W2060222617","https://openalex.org/W2075692164","https://openalex.org/W2076056672","https://openalex.org/W2083416546","https://openalex.org/W2093425440","https://openalex.org/W2096451092","https://openalex.org/W2101234009","https://openalex.org/W2106491486","https://openalex.org/W2107246857","https://openalex.org/W2109006082","https://openalex.org/W2110126571","https://openalex.org/W2112364454","https://openalex.org/W2113242816","https://openalex.org/W2115622227","https://openalex.org/W2119821739","https://openalex.org/W2122428319","https://openalex.org/W2128014796","https://openalex.org/W2129115651","https://openalex.org/W2129472266","https://openalex.org/W2138021049","https://openalex.org/W2145068337","https://openalex.org/W2145957695","https://openalex.org/W2152089400","https://openalex.org/W2156125289","https://openalex.org/W2160238675","https://openalex.org/W2161448326","https://openalex.org/W2163316049","https://openalex.org/W2168310604","https://openalex.org/W2171608750","https://openalex.org/W2171895181","https://openalex.org/W2433845876","https://openalex.org/W2562261325","https://openalex.org/W2751899607","https://openalex.org/W2762405304","https://openalex.org/W2889276168","https://openalex.org/W2889300381","https://openalex.org/W2889348737","https://openalex.org/W2955368839","https://openalex.org/W2957007523","https://openalex.org/W2980441388","https://openalex.org/W2993761465","https://openalex.org/W2997372097","https://openalex.org/W2999170959","https://openalex.org/W3008674746","https://openalex.org/W3014810260","https://openalex.org/W3041920785","https://openalex.org/W3045263600","https://openalex.org/W3080371575","https://openalex.org/W3113351953","https://openalex.org/W3168455936","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W4367336074","https://openalex.org/W3154045278","https://openalex.org/W4379620016","https://openalex.org/W4393666307","https://openalex.org/W3210764983","https://openalex.org/W4393443811","https://openalex.org/W4367335949","https://openalex.org/W3089416646","https://openalex.org/W4396816114","https://openalex.org/W4380048833"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5}],"updated_date":"2026-06-04T09:04:59.091469","created_date":"2025-10-10T00:00:00"}