{"id":"https://openalex.org/W4310594072","doi":"https://doi.org/10.1093/bioinformatics/btac779","title":"DeepCellEss: cell line-specific essential protein prediction with attention-based interpretable deep learning","display_name":"DeepCellEss: cell line-specific essential protein prediction with attention-based interpretable deep learning","publication_year":2022,"publication_date":"2022-12-02","ids":{"openalex":"https://openalex.org/W4310594072","doi":"https://doi.org/10.1093/bioinformatics/btac779","pmid":"https://pubmed.ncbi.nlm.nih.gov/36458923"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/btac779","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btac779","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/39/1/btac779/48520688/btac779.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"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":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/39/1/btac779/48520688/btac779.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100346366","display_name":"Yiming Li","orcid":"https://orcid.org/0000-0003-4602-3905"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Li","raw_affiliation_strings":["Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033885404","display_name":"Min Zeng","orcid":"https://orcid.org/0000-0002-1726-0955"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Zeng","raw_affiliation_strings":["Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China"],"raw_orcid":"https://orcid.org/0000-0002-1726-0955","affiliations":[{"raw_affiliation_string":"Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032947862","display_name":"Fuhao Zhang","orcid":"https://orcid.org/0000-0002-5339-0714"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuhao Zhang","raw_affiliation_strings":["Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091157395","display_name":"Fang\u2010Xiang Wu","orcid":"https://orcid.org/0000-0002-4593-9332"},"institutions":[{"id":"https://openalex.org/I32625721","display_name":"University of Saskatchewan","ror":"https://ror.org/010x8gc63","country_code":"CA","type":"education","lineage":["https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fang-Xiang Wu","raw_affiliation_strings":["Division of Biomedical Engineering, Department of Computer Science, Department of Mechanical Engineering University of Saskatchewan , Saskatoon, SK S7N 5A9, Canada"],"raw_orcid":"https://orcid.org/0000-0002-4593-9332","affiliations":[{"raw_affiliation_string":"Division of Biomedical Engineering, Department of Computer Science, Department of Mechanical Engineering University of Saskatchewan , Saskatoon, SK S7N 5A9, Canada","institution_ids":["https://openalex.org/I32625721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100719013","display_name":"Min Li","orcid":"https://orcid.org/0000-0002-0188-1394"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Min Li","raw_affiliation_strings":["Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China"],"raw_orcid":"https://orcid.org/0000-0002-0188-1394","affiliations":[{"raw_affiliation_string":"Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University , Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100719013"],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":{"value":3618,"currency":"USD","value_usd":3618},"apc_paid":{"value":3618,"currency":"USD","value_usd":3618},"fwci":2.4343,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.90164988,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"39","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9174000024795532,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9174000024795532,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.024700000882148743,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.010999999940395355,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"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/interpretability","display_name":"Interpretability","score":0.9214471578598022},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7861274480819702},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6224026083946228},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6179078817367554},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.6119415163993835},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6085665225982666},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5734313726425171},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4987461566925049},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4207908809185028},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37394794821739197}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9214471578598022},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7861274480819702},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6224026083946228},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6179078817367554},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.6119415163993835},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6085665225982666},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5734313726425171},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4987461566925049},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4207908809185028},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37394794821739197},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000595","descriptor_name":"Amino Acid Sequence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000595","descriptor_name":"Amino Acid Sequence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000595","descriptor_name":"Amino Acid Sequence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000595","descriptor_name":"Amino Acid Sequence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002460","descriptor_name":"Cell Line","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":false},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D011506","descriptor_name":"Proteins","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1093/bioinformatics/btac779","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btac779","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/39/1/btac779/48520688/btac779.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"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":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:36458923","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36458923","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":"Bioinformatics (Oxford, England)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9825760","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9825760","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":"Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/btac779","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btac779","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/39/1/btac779/48520688/btac779.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"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":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8663586063","display_name":null,"funder_award_id":"62225209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1709815505","https://openalex.org/W1973758399","https://openalex.org/W2007245700","https://openalex.org/W2058221870","https://openalex.org/W2064675550","https://openalex.org/W2088504425","https://openalex.org/W2101735289","https://openalex.org/W2105295234","https://openalex.org/W2113500856","https://openalex.org/W2113553645","https://openalex.org/W2130790725","https://openalex.org/W2132022337","https://openalex.org/W2146447390","https://openalex.org/W2150744251","https://openalex.org/W2155019453","https://openalex.org/W2156125289","https://openalex.org/W2162223351","https://openalex.org/W2165698076","https://openalex.org/W2407174002","https://openalex.org/W2512143001","https://openalex.org/W2563010899","https://openalex.org/W2765720106","https://openalex.org/W2766955181","https://openalex.org/W2790765877","https://openalex.org/W2803920401","https://openalex.org/W2901509485","https://openalex.org/W2912802963","https://openalex.org/W2935703330","https://openalex.org/W2936686072","https://openalex.org/W2949280944","https://openalex.org/W2963082289","https://openalex.org/W2971405760","https://openalex.org/W3049380554","https://openalex.org/W3087747512","https://openalex.org/W3090449731","https://openalex.org/W3092974651","https://openalex.org/W3093253498","https://openalex.org/W3157357317","https://openalex.org/W3183926312","https://openalex.org/W3210734461"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W2806259446","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"MOTIVATION:":[0],"Protein":[1],"essentiality":[2],"is":[3,105,195],"usually":[4],"accepted":[5],"to":[6,30,90,107,156],"be":[7,208],"a":[8,37,67,81,101,177],"conditional":[9],"trait":[10],"and":[11,35,54,85,93,139,165,202],"strongly":[12],"affected":[13],"by":[14],"cellular":[15],"environments.":[16],"However,":[17],"existing":[18,141],"computational":[19,126],"methods":[20,143],"often":[21],"do":[22],"not":[23],"take":[24],"such":[25],"characteristics":[26],"into":[27],"account,":[28],"preferring":[29],"incorporate":[31],"all":[32,41],"available":[33,196,217],"data":[34,203,215],"train":[36],"general":[38],"model":[39,49,110,113],"for":[40,73,135,180],"cell":[42,74,123,137,163,186],"lines.":[43,124,187],"In":[44,61],"addition,":[45],"the":[46,158,166],"lack":[47],"of":[48,56,160,168],"interpretability":[50],"limits":[51],"further":[52],"exploration":[53],"analysis":[55],"essential":[57,76,182],"protein":[58,77,98],"predictions.":[59,78],"RESULTS:":[60],"this":[62,205],"study,":[63],"we":[64,115,151],"proposed":[65],"DeepCellEss,":[66],"sequence-based":[68,142],"interpretable":[69],"deep":[70],"learning":[71],"framework":[72],"line-specific":[75],"DeepCellEss":[79,130,173,192],"utilizes":[80],"convolutional":[82],"neural":[83],"network":[84],"bidirectional":[86],"long":[87],"short-term":[88],"memory":[89],"learn":[91],"short-":[92],"long-range":[94],"latent":[95],"information":[96],"from":[97,210],"sequences.":[99],"Further,":[100],"multi-head":[102],"self-attention":[103],"mechanism":[104],"used":[106],"provide":[108],"residue-level":[109],"interpretability.":[111],"For":[112],"construction,":[114],"collected":[116],"extremely":[117],"large-scale":[118],"benchmark":[119],"datasets":[120],"across":[121,184],"323":[122],"Extensive":[125],"experiments":[127],"demonstrate":[128],"that":[129,172],"yields":[131],"effective":[132],"prediction":[133],"performance":[134],"different":[136,185],"lines":[138,164],"outperforms":[140],"as":[144,146,176],"well":[145],"network-based":[147],"centrality":[148],"measures.":[149],"Finally,":[150],"conducted":[152],"some":[153],"case":[154],"studies":[155],"illustrate":[157],"necessity":[159],"considering":[161],"specific":[162],"superiority":[167],"DeepCellEss.":[169],"We":[170],"believe":[171],"can":[174,207],"serve":[175],"useful":[178],"tool":[179],"predicting":[181],"proteins":[183],"AVAILABILITY":[188],"AND":[189],"IMPLEMENTATION:":[190],"The":[191,199],"web":[193],"server":[194],"at":[197,218],"http://csuligroup.com:8000/DeepCellEss.":[198],"source":[200],"code":[201],"underlying":[204],"study":[206],"obtained":[209],"https://github.com/CSUBioGroup/DeepCellEss.":[211],"SUPPLEMENTARY":[212],"INFORMATION:":[213],"Supplementary":[214],"are":[216],"Bioinformatics":[219],"online.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
