{"id":"https://openalex.org/W2090254544","doi":"https://doi.org/10.1186/1471-2105-15-167","title":"PVT: An Efficient Computational Procedure to Speed up Next-generation Sequence Analysis","display_name":"PVT: An Efficient Computational Procedure to Speed up Next-generation Sequence Analysis","publication_year":2014,"publication_date":"2014-06-04","ids":{"openalex":"https://openalex.org/W2090254544","doi":"https://doi.org/10.1186/1471-2105-15-167","mag":"2090254544","pmid":"https://pubmed.ncbi.nlm.nih.gov/24894600"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-15-167","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-15-167","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-15-167","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","license_id":"https://openalex.org/licenses/cc-by","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/10.1186/1471-2105-15-167","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001591003","display_name":"Ranjan Kumar Maji","orcid":"https://orcid.org/0000-0002-9559-1661"},"institutions":[{"id":"https://openalex.org/I152754861","display_name":"Bose Institute","ror":"https://ror.org/01a5mqy88","country_code":"IN","type":"facility","lineage":["https://openalex.org/I152754861"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ranjan Kumar Maji","raw_affiliation_strings":["Bioinformatics Centre, Bose Institute, Kolkata, 700054, India","Bioinformatics Centre, Bose Institute Kolkata, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute, Kolkata, 700054, India","institution_ids":["https://openalex.org/I152754861"]},{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute Kolkata, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073280175","display_name":"Arijita Sarkar","orcid":"https://orcid.org/0000-0002-3807-5708"},"institutions":[{"id":"https://openalex.org/I152754861","display_name":"Bose Institute","ror":"https://ror.org/01a5mqy88","country_code":"IN","type":"facility","lineage":["https://openalex.org/I152754861"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arijita Sarkar","raw_affiliation_strings":["Bioinformatics Centre, Bose Institute, Kolkata, 700054, India","Bioinformatics Centre, Bose Institute Kolkata, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute, Kolkata, 700054, India","institution_ids":["https://openalex.org/I152754861"]},{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute Kolkata, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056767083","display_name":"Sunirmal Khatua","orcid":"https://orcid.org/0000-0003-0396-748X"},"institutions":[{"id":"https://openalex.org/I106542073","display_name":"University of Calcutta","ror":"https://ror.org/01e7v7w47","country_code":"IN","type":"education","lineage":["https://openalex.org/I106542073"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sunirmal Khatua","raw_affiliation_strings":["Department of Computer Science and Engineering, University of Calcutta, Kolkata, 700009, India","Department of Computer Science & Engineering, University of Calcutta, Kolkata, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Calcutta, Kolkata, 700009, India","institution_ids":["https://openalex.org/I106542073"]},{"raw_affiliation_string":"Department of Computer Science & Engineering, University of Calcutta, Kolkata, India","institution_ids":["https://openalex.org/I106542073"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044126194","display_name":"Subhasis Dasgupta","orcid":"https://orcid.org/0000-0002-0754-0515"},"institutions":[{"id":"https://openalex.org/I6498739","display_name":"Indian Statistical Institute","ror":"https://ror.org/00q2w1j53","country_code":"IN","type":"education","lineage":["https://openalex.org/I6498739"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Subhasis Dasgupta","raw_affiliation_strings":["Electronics and Communication Sciences Unit (ECSU), Indian Statistical Institute, Kolkata, 700108, India","Electronics and Communication Sciences Unit (ECSU), Indian Statistical Institute, Kolkata, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Communication Sciences Unit (ECSU), Indian Statistical Institute, Kolkata, 700108, India","institution_ids":["https://openalex.org/I6498739"]},{"raw_affiliation_string":"Electronics and Communication Sciences Unit (ECSU), Indian Statistical Institute, Kolkata, India","institution_ids":["https://openalex.org/I6498739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045445946","display_name":"Zhumur Ghosh","orcid":"https://orcid.org/0000-0002-4877-7551"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhumur Ghosh","raw_affiliation_strings":["Bioinformatics Centre, Bose Institute, Kolkata 700054, India. zhumur@jcbose.ac.in","Bioinformatics Centre, Bose Institute Kolkata, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute, Kolkata 700054, India. zhumur@jcbose.ac.in","institution_ids":[]},{"raw_affiliation_string":"Bioinformatics Centre, Bose Institute Kolkata, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5001591003"],"corresponding_institution_ids":["https://openalex.org/I152754861"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.2846,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.60329827,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"15","issue":"1","first_page":"167","last_page":"167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10015","display_name":"Genomics and Phylogenetic Studies","score":0.9079999923706055,"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/T10015","display_name":"Genomics and Phylogenetic Studies","score":0.9079999923706055,"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/T11642","display_name":"Genomics and Rare Diseases","score":0.01549999974668026,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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":0.009399999864399433,"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/computer-science","display_name":"Computer science","score":0.799332857131958},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7028940320014954},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6463414430618286},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.47547879815101624},{"id":"https://openalex.org/keywords/multithreading","display_name":"Multithreading","score":0.4588106572628021},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.45538759231567383},{"id":"https://openalex.org/keywords/alignment-free-sequence-analysis","display_name":"Alignment-free sequence analysis","score":0.43744492530822754},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.43715813755989075},{"id":"https://openalex.org/keywords/smith\u2013waterman-algorithm","display_name":"Smith\u2013Waterman algorithm","score":0.4198056757450104},{"id":"https://openalex.org/keywords/sequence-alignment","display_name":"Sequence alignment","score":0.4003140926361084},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15876686573028564},{"id":"https://openalex.org/keywords/thread","display_name":"Thread (computing)","score":0.1138451099395752},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1017913818359375}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.799332857131958},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7028940320014954},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6463414430618286},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.47547879815101624},{"id":"https://openalex.org/C201410400","wikidata":"https://www.wikidata.org/wiki/Q1064412","display_name":"Multithreading","level":3,"score":0.4588106572628021},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.45538759231567383},{"id":"https://openalex.org/C180384323","wikidata":"https://www.wikidata.org/wiki/Q16335137","display_name":"Alignment-free sequence analysis","level":5,"score":0.43744492530822754},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.43715813755989075},{"id":"https://openalex.org/C72802188","wikidata":"https://www.wikidata.org/wiki/Q1683352","display_name":"Smith\u2013Waterman algorithm","level":5,"score":0.4198056757450104},{"id":"https://openalex.org/C45484198","wikidata":"https://www.wikidata.org/wiki/Q827246","display_name":"Sequence alignment","level":4,"score":0.4003140926361084},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15876686573028564},{"id":"https://openalex.org/C138101251","wikidata":"https://www.wikidata.org/wiki/Q213092","display_name":"Thread (computing)","level":2,"score":0.1138451099395752},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1017913818359375},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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},{"id":"https://openalex.org/C167625842","wikidata":"https://www.wikidata.org/wiki/Q899763","display_name":"Peptide sequence","level":3,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","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":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D023281","descriptor_name":"Genomics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059014","descriptor_name":"High-Throughput Nucleotide Sequencing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059014","descriptor_name":"High-Throughput Nucleotide Sequencing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059014","descriptor_name":"High-Throughput Nucleotide Sequencing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1186/1471-2105-15-167","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-15-167","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-15-167","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:24894600","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24894600","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:pubmedcentral.nih.gov:4063226","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4063226","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":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-15-167","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-15-167","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-15-167","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320717","display_name":"Department of Biotechnology, Ministry of Science and Technology, India","ror":"https://ror.org/03tjsyq23"},{"id":"https://openalex.org/F4320320721","display_name":"Council of Scientific and Industrial Research, India","ror":"https://ror.org/021wm7p51"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2090254544.pdf","grobid_xml":"https://content.openalex.org/works/W2090254544.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1967424408","https://openalex.org/W1977367431","https://openalex.org/W1990073900","https://openalex.org/W2009087301","https://openalex.org/W2055770801","https://openalex.org/W2065579185","https://openalex.org/W2078370799","https://openalex.org/W2081930221","https://openalex.org/W2090037139","https://openalex.org/W2096441981","https://openalex.org/W2097341408","https://openalex.org/W2103441770","https://openalex.org/W2105805010","https://openalex.org/W2108234281","https://openalex.org/W2112491476","https://openalex.org/W2112888168","https://openalex.org/W2120293208","https://openalex.org/W2134924833","https://openalex.org/W2140729960","https://openalex.org/W2143110620","https://openalex.org/W2151081606","https://openalex.org/W2154431984","https://openalex.org/W2161645441","https://openalex.org/W2170551349","https://openalex.org/W2971300775","https://openalex.org/W3143102577","https://openalex.org/W4247053599"],"related_works":["https://openalex.org/W1486249959","https://openalex.org/W2948014085","https://openalex.org/W2885386129","https://openalex.org/W2051969447","https://openalex.org/W2141530749","https://openalex.org/W2004215917","https://openalex.org/W2468116983","https://openalex.org/W1974956921","https://openalex.org/W2111937814","https://openalex.org/W4386770652"],"abstract_inverted_index":{"BACKGROUND:":[0],"High-throughput":[1],"Next-Generation":[2],"Sequencing":[3],"(NGS)":[4],"techniques":[5],"are":[6,49],"advancing":[7],"genomics":[8],"and":[9,32,117,152,178,185,201,208,235],"molecular":[10],"biology":[11],"research.":[12],"This":[13],"technology":[14],"generates":[15],"substantially":[16],"large":[17,167],"data":[18,68,169,187,272],"which":[19,70,102,320],"puts":[20],"up":[21,131],"a":[22,132,141,221,240],"major":[23],"challenge":[24],"to":[25,36,165,197,250,284,313],"the":[26,42,86,148,159,174,203,228,237,257,278,281,287,308],"scientists":[27],"for":[28,41,267,286,295],"an":[29,263,300],"efficient,":[30],"cost":[31],"time":[33,78,210,283],"effective":[34],"solution":[35],"analyse":[37,198],"such":[38,63,96],"data.":[39,58],"Further,":[40,292],"different":[43,248],"types":[44],"of":[45,114,126,143,150,181,190,224,242,247,270,280,303],"NGS":[46,67,168,271],"data,":[47],"there":[48],"certain":[50],"common":[51],"challenging":[52],"steps":[53,231],"involved":[54],"in":[55,66,112,161,277,324],"analysing":[56],"those":[57],"Spliced":[59],"alignment":[60,91,100,269],"is":[61,71,94],"one":[62,95],"fundamental":[64],"step":[65],"analysis":[69],"extremely":[72],"computational":[73,110,153,230],"intensive":[74],"as":[75,77,164],"well":[76],"consuming.":[79],"There":[80],"exists":[81],"serious":[82],"problem":[83],"even":[84],"with":[85,311],"most":[87],"widely":[88,97],"used":[89,98,194],"spliced":[90,99,212,268],"tools.":[92],"TopHat":[93,162,195,225,266,306],"tools":[101],"although":[103],"supports":[104],"multithreading,":[105],"does":[106],"not":[107],"efficiently":[108],"utilize":[109],"resources":[111],"terms":[113],"CPU":[115,204],"utilization":[116],"memory.":[118],"Here":[119],"we":[120,129,157,218,317],"have":[121],"introduced":[122],"PVT":[123,261,274,293,322],"(Pipelined":[124],"Version":[125],"TopHat)":[127],"where":[128],"take":[130],"modular":[133],"approach":[134],"by":[135],"breaking":[136],"TopHat's":[137],"serial":[138],"execution":[139,209,258,282,314],"into":[140,239],"pipeline":[142,241,323],"multiple":[144,243],"stages,":[145],"thereby":[146],"increasing":[147],"degree":[149],"parallelization":[151],"resource":[154,253],"utilization.":[155],"Thus":[156],"address":[158],"discrepancies":[160],"so":[163],"analyze":[166],"efficiently.":[170],"RESULTS:":[171],"We":[172,193],"analysed":[173],"SRA":[175,186],"dataset":[176],"(SRX026839":[177],"SRX026838)":[179],"consisting":[180,189],"single":[182,288],"end":[183,289,297],"reads":[184,298],"SRR1027730":[188],"paired-end":[191],"reads.":[192],"v2.0.8":[196],"these":[199],"datasets":[200],"noted":[202],"usage,":[205],"memory":[206],"footprint":[207],"during":[211,232],"alignment.":[213],"With":[214],"this":[215],"basic":[216],"information,":[217],"designed":[219,294],"PVT,":[220],"pipelined":[222],"version":[223],"that":[226],"removes":[227],"redundant":[229],"'spliced":[233],"alignment'":[234],"breaks":[236],"job":[238],"stages":[244],"(each":[245],"comprising":[246],"step(s))":[249],"improve":[251],"its":[252],"utilization,":[254],"thus":[255,275],"reducing":[256],"time.":[259,315],"CONCLUSIONS:":[260],"provides":[262],"improvement":[264],"over":[265,305],"analysis.":[273],"resulted":[276],"reduction":[279],"~23%":[285],"read":[290],"dataset.":[291],"paired":[296],"showed":[299],"improved":[301],"performance":[302],"~41%":[304],"(for":[307],"chosen":[309],"data)":[310],"respect":[312],"Moreover":[316],"propose":[318],"PVT-Cloud":[319],"implements":[321],"cloud":[325],"computing":[326],"system.":[327]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
