{"id":"https://openalex.org/W4410207157","doi":"https://doi.org/10.1186/s12859-025-06140-1","title":"Sensitivity analysis on protein-protein interaction networks through deep graph networks","display_name":"Sensitivity analysis on protein-protein interaction networks through deep graph networks","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410207157","doi":"https://doi.org/10.1186/s12859-025-06140-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/40340825"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-025-06140-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-025-06140-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-025-06140-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-025-06140-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117165565","display_name":"Alessandro Dipalma","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Alessandro Dipalma","raw_affiliation_strings":["Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy. alessandro.dipalma@phd.unipi.it"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy. alessandro.dipalma@phd.unipi.it","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078841880","display_name":"Michele Fontanesi","orcid":"https://orcid.org/0009-0004-7566-903X"},"institutions":[{"id":"https://openalex.org/I4210160382","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Pisa","ror":"https://ror.org/05symbg58","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210160382"]},{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Fontanesi","raw_affiliation_strings":["Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy","institution_ids":["https://openalex.org/I4210160382","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010923663","display_name":"Alessio Micheli","orcid":"https://orcid.org/0000-0001-5764-5238"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I4210160382","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Pisa","ror":"https://ror.org/05symbg58","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210160382"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessio Micheli","raw_affiliation_strings":["Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy","institution_ids":["https://openalex.org/I4210160382","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038730637","display_name":"Paolo Milazzo","orcid":"https://orcid.org/0000-0002-7309-6424"},"institutions":[{"id":"https://openalex.org/I4210160382","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Pisa","ror":"https://ror.org/05symbg58","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210160382"]},{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Milazzo","raw_affiliation_strings":["Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy","institution_ids":["https://openalex.org/I4210160382","https://openalex.org/I108290504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027095496","display_name":"Marco Podda","orcid":"https://orcid.org/0000-0003-1497-9515"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I4210160382","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Pisa","ror":"https://ror.org/05symbg58","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210160382"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Podda","raw_affiliation_strings":["Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Pisa, Largo Bruno Pontecorvo, 3, 56125, Pisa, PI, Italy","institution_ids":["https://openalex.org/I4210160382","https://openalex.org/I108290504"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5117165565"],"corresponding_institution_ids":[],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08721727,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"1","first_page":"124","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9998999834060669,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9998999834060669,"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/T10621","display_name":"Gene Regulatory Network Analysis","score":0.996999979019165,"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/T10211","display_name":"Computational Drug Discovery Methods","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/protein-interaction-networks","display_name":"Protein Interaction Networks","score":0.5724291801452637},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5487001538276672},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5278458595275879},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.5240764021873474},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4617142677307129},{"id":"https://openalex.org/keywords/protein\u2013protein-interaction","display_name":"Protein\u2013protein interaction","score":0.410258948802948},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.3269793391227722},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.27590352296829224},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.23796018958091736},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.22195354104042053},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07897114753723145}],"concepts":[{"id":"https://openalex.org/C2909613950","wikidata":"https://www.wikidata.org/wiki/Q158695","display_name":"Protein Interaction Networks","level":3,"score":0.5724291801452637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5487001538276672},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5278458595275879},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.5240764021873474},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4617142677307129},{"id":"https://openalex.org/C11804247","wikidata":"https://www.wikidata.org/wiki/Q896177","display_name":"Protein\u2013protein interaction","level":2,"score":0.410258948802948},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3269793391227722},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.27590352296829224},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.23796018958091736},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.22195354104042053},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07897114753723145},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000737","qualifier_name":"chemistry","is_major_topic":true},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000737","qualifier_name":"chemistry","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":"D025941","descriptor_name":"Protein Interaction Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D025941","descriptor_name":"Protein Interaction Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D025941","descriptor_name":"Protein Interaction Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D060066","descriptor_name":"Protein Interaction Maps","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":true},{"descriptor_ui":"D060066","descriptor_name":"Protein Interaction Maps","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12859-025-06140-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-025-06140-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-025-06140-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:40340825","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40340825","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:arpi.unipi.it:11568/1313187","is_oa":false,"landing_page_url":"https://hdl.handle.net/11568/1313187","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:7ec35c8f363c461f92fbc42ae6e6d454","is_oa":true,"landing_page_url":"https://doaj.org/article/7ec35c8f363c461f92fbc42ae6e6d454","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 26, Iss 1, Pp 1-31 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12859-025-06140-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-025-06140-1","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-025-06140-1","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G100767060","display_name":null,"funder_award_id":"T4-AN-07","funder_id":"https://openalex.org/F4320321781","funder_display_name":"Ministero della Salute"},{"id":"https://openalex.org/G8646124735","display_name":null,"funder_award_id":"PE00000013","funder_id":"https://openalex.org/F7311471023","funder_display_name":"NextGenerationEU"},{"id":"https://openalex.org/G999758409","display_name":null,"funder_award_id":"ECS00000017","funder_id":"https://openalex.org/F7311471023","funder_display_name":"NextGenerationEU"}],"funders":[{"id":"https://openalex.org/F4320321781","display_name":"Ministero della Salute","ror":"https://ror.org/00789fa95"},{"id":"https://openalex.org/F4320324499","display_name":"Universit\u00e0 di Pisa","ror":"https://ror.org/03ad39j10"},{"id":"https://openalex.org/F7311471023","display_name":"NextGenerationEU","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410207157.pdf","grobid_xml":"https://content.openalex.org/works/W4410207157.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W100464641","https://openalex.org/W1978486653","https://openalex.org/W1981276685","https://openalex.org/W2003003919","https://openalex.org/W2008840001","https://openalex.org/W2043764521","https://openalex.org/W2050341914","https://openalex.org/W2060038721","https://openalex.org/W2062533676","https://openalex.org/W2110256992","https://openalex.org/W2139906443","https://openalex.org/W2144885342","https://openalex.org/W2150908245","https://openalex.org/W2155418451","https://openalex.org/W2158698691","https://openalex.org/W2182532306","https://openalex.org/W2295124130","https://openalex.org/W2295288655","https://openalex.org/W2343517537","https://openalex.org/W2564204660","https://openalex.org/W2806157403","https://openalex.org/W2807869290","https://openalex.org/W2808890768","https://openalex.org/W2883265831","https://openalex.org/W2903545591","https://openalex.org/W2917104259","https://openalex.org/W2949744095","https://openalex.org/W2962711740","https://openalex.org/W2962810718","https://openalex.org/W2964015378","https://openalex.org/W2964121744","https://openalex.org/W2988361147","https://openalex.org/W2992433902","https://openalex.org/W2997785591","https://openalex.org/W2999309192","https://openalex.org/W3003605616","https://openalex.org/W3012361514","https://openalex.org/W3021338900","https://openalex.org/W3048575781","https://openalex.org/W3089299640","https://openalex.org/W3093053585","https://openalex.org/W3126232929","https://openalex.org/W3143759556","https://openalex.org/W3195716625","https://openalex.org/W3196854072","https://openalex.org/W4200227253","https://openalex.org/W4200318352","https://openalex.org/W4205807993","https://openalex.org/W4226370711","https://openalex.org/W4285818445","https://openalex.org/W4287724045","https://openalex.org/W4288419263","https://openalex.org/W4295107433","https://openalex.org/W4295312788","https://openalex.org/W4296293027","https://openalex.org/W4300773848","https://openalex.org/W4309506674","https://openalex.org/W4312916134","https://openalex.org/W4379261299","https://openalex.org/W4383058747","https://openalex.org/W4385503393","https://openalex.org/W4388539829","https://openalex.org/W4388599466","https://openalex.org/W4390743551","https://openalex.org/W4399644074","https://openalex.org/W6912515347"],"related_works":["https://openalex.org/W2414873431","https://openalex.org/W2172097289","https://openalex.org/W4384303460","https://openalex.org/W1987363726","https://openalex.org/W82005175","https://openalex.org/W2146108849","https://openalex.org/W2145100112","https://openalex.org/W1970141274","https://openalex.org/W2586268529","https://openalex.org/W4287510099"],"abstract_inverted_index":{"To":[0],"the":[1,6,13,28,33,36,51,56],"best":[2],"of":[3,31,35,50],"our":[4],"knowledge,":[5],"model":[7,49],"proposed":[8],"in":[9],"this":[10],"study":[11],"is":[12,59],"first":[14],"that":[15],"allows":[16],"performing":[17],"sensitivity":[18],"analysis":[19],"directly":[20],"on":[21],"PPINs.":[22],"Our":[23],"findings":[24],"suggest":[25],"that,":[26],"despite":[27],"high":[29],"level":[30],"abstraction,":[32],"structure":[34],"PPIN":[37],"holds":[38],"enough":[39],"information":[40],"to":[41],"infer":[42],"dynamic":[43],"properties":[44],"without":[45],"needing":[46],"an":[47],"exact":[48],"underlying":[52],"processes.":[53,73],"In":[54],"addition,":[55],"designed":[57],"pipeline":[58],"flexible":[60],"and":[61,70],"can":[62],"be":[63],"easily":[64],"integrated":[65],"into":[66],"drug":[67],"design,":[68],"repurposing,":[69],"personalized":[71],"medicine":[72]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
