{"id":"https://openalex.org/W2521761885","doi":"https://doi.org/10.1186/s12859-016-1290-4","title":"Identification of expression patterns in the progression of disease stages by integration of transcriptomic data","display_name":"Identification of expression patterns in the progression of disease stages by integration of transcriptomic data","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2521761885","doi":"https://doi.org/10.1186/s12859-016-1290-4","mag":"2521761885","pmid":"https://pubmed.ncbi.nlm.nih.gov/28185568"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-016-1290-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1290-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-016-1290-4","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/track/pdf/10.1186/s12859-016-1290-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023274297","display_name":"Sara Aibar","orcid":"https://orcid.org/0000-0001-6104-7134"},"institutions":[{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]},{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Sara Aibar","raw_affiliation_strings":["Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009959726","display_name":"Mar\u00eda Ab\u00e1igar","orcid":"https://orcid.org/0000-0002-5716-6242"},"institutions":[{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]},{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]},{"id":"https://openalex.org/I4210099034","display_name":"Complejo Hospitalario de Salamanca","ror":"https://ror.org/0131vfw26","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I184999862","https://openalex.org/I4210099034"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Maria Abaigar","raw_affiliation_strings":["Servicio de Hematolog\u00eda, Hospital Universitario de Salamanca (HUS/IBSAL/USAL), Salamanca, Spain","Unidad de Diagn\u00f3stico Molecular y Celular del C\u00e1ncer, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Servicio de Hematolog\u00eda, Hospital Universitario de Salamanca (HUS/IBSAL/USAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210099034"]},{"raw_affiliation_string":"Unidad de Diagn\u00f3stico Molecular y Celular del C\u00e1ncer, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017237027","display_name":"Francisco Campos\u2010Laborie","orcid":"https://orcid.org/0000-0002-1213-0457"},"institutions":[{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]},{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Jose Campos-Laborie","raw_affiliation_strings":["Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002761586","display_name":"Jos\u00e9 Manuel S\u00e1nchez-Santos","orcid":"https://orcid.org/0000-0002-7434-7598"},"institutions":[{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]},{"id":"https://openalex.org/I184999862","display_name":"Universidad de Salamanca","ror":"https://ror.org/02f40zc51","country_code":"ES","type":"education","lineage":["https://openalex.org/I184999862"]},{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Manuel S\u00e1nchez-Santos","raw_affiliation_strings":["Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","Department of Statistics, University of Salamanca (USAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]},{"raw_affiliation_string":"Department of Statistics, University of Salamanca (USAL), Salamanca, Spain","institution_ids":["https://openalex.org/I184999862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035896968","display_name":"Jes\u00fas Mar\u00eda Hern\u00e1ndez\u2010Rivas","orcid":"https://orcid.org/0000-0002-9661-9371"},"institutions":[{"id":"https://openalex.org/I4210099034","display_name":"Complejo Hospitalario de Salamanca","ror":"https://ror.org/0131vfw26","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I184999862","https://openalex.org/I4210099034"]},{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]},{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jesus M. Hernandez-Rivas","raw_affiliation_strings":["Servicio de Hematolog\u00eda, Hospital Universitario de Salamanca (HUS/IBSAL/USAL), Salamanca, Spain","Unidad de Diagn\u00f3stico Molecular y Celular del C\u00e1ncer, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Servicio de Hematolog\u00eda, Hospital Universitario de Salamanca (HUS/IBSAL/USAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210099034"]},{"raw_affiliation_string":"Unidad de Diagn\u00f3stico Molecular y Celular del C\u00e1ncer, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090598948","display_name":"Javier De Las Rivas","orcid":"https://orcid.org/0000-0002-0984-9946"},"institutions":[{"id":"https://openalex.org/I4210138819","display_name":"Centro de Investigaci\u00f3n del C\u00e1ncer","ror":"https://ror.org/04rxrdv16","country_code":"ES","type":"facility","lineage":["https://openalex.org/I134820265","https://openalex.org/I184999862","https://openalex.org/I4210138819"]},{"id":"https://openalex.org/I4210134045","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca","ror":"https://ror.org/03em6xj44","country_code":"ES","type":"facility","lineage":["https://openalex.org/I184999862","https://openalex.org/I184999862","https://openalex.org/I4210099034","https://openalex.org/I4210134045"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier De Las Rivas","raw_affiliation_strings":["Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain. jrivas@usal.es","Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain"],"affiliations":[{"raw_affiliation_string":"Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain. jrivas@usal.es","institution_ids":[]},{"raw_affiliation_string":"Bioinformatics and Functional Genomics research group, Cancer Research Center (IMBCC, CSIC/USAL) and Instituto de Investigaci\u00f3n Biom\u00e9dica de Salamanca (IBSAL), Salamanca, Spain","institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5023274297"],"corresponding_institution_ids":["https://openalex.org/I4210134045","https://openalex.org/I4210138819"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.0459,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.78991354,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"17","issue":"S15","first_page":"432","last_page":"432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9998000264167786,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9998000264167786,"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":0.9994000196456909,"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/T10604","display_name":"RNA Research and Splicing","score":0.9965000152587891,"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/disease","display_name":"Disease","score":0.6460933089256287},{"id":"https://openalex.org/keywords/dna-microarray","display_name":"DNA microarray","score":0.5960042476654053},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.5620520710945129},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.5580009818077087},{"id":"https://openalex.org/keywords/gene-expression-profiling","display_name":"Gene expression profiling","score":0.5558976531028748},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.5418006777763367},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5287855267524719},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4945387542247772},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.4776124656200409},{"id":"https://openalex.org/keywords/transcriptome","display_name":"Transcriptome","score":0.4580075442790985},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.43626198172569275},{"id":"https://openalex.org/keywords/genome","display_name":"Genome","score":0.430305153131485},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.3866569399833679},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.36281201243400574},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.3495525121688843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.20798486471176147},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18153640627861023},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.15664172172546387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11836877465248108},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11108958721160889}],"concepts":[{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6460933089256287},{"id":"https://openalex.org/C95371953","wikidata":"https://www.wikidata.org/wiki/Q591745","display_name":"DNA microarray","level":4,"score":0.5960042476654053},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.5620520710945129},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.5580009818077087},{"id":"https://openalex.org/C18431079","wikidata":"https://www.wikidata.org/wiki/Q1502169","display_name":"Gene expression profiling","level":4,"score":0.5558976531028748},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.5418006777763367},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5287855267524719},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4945387542247772},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.4776124656200409},{"id":"https://openalex.org/C162317418","wikidata":"https://www.wikidata.org/wiki/Q252857","display_name":"Transcriptome","level":4,"score":0.4580075442790985},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.43626198172569275},{"id":"https://openalex.org/C141231307","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genome","level":3,"score":0.430305153131485},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.3866569399833679},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.36281201243400574},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.3495525121688843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.20798486471176147},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18153640627861023},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.15664172172546387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11836877465248108},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11108958721160889},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","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":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000473","qualifier_name":"pathology","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009190","descriptor_name":"Myelodysplastic Syndromes","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009367","descriptor_name":"Neoplasm Staging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012720","descriptor_name":"Severity of Illness Index","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D015179","descriptor_name":"Colorectal Neoplasms","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016000","descriptor_name":"Cluster Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017423","descriptor_name":"Sequence Analysis, RNA","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017423","descriptor_name":"Sequence Analysis, RNA","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017423","descriptor_name":"Sequence Analysis, RNA","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12859-016-1290-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1290-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-016-1290-4","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:28185568","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28185568","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:digital.csic.es:10261/168556","is_oa":true,"landing_page_url":"http://hdl.handle.net/10261/168556","pdf_url":null,"source":{"id":"https://openalex.org/S4306400616","display_name":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I134820265","host_organization_name":"Consejo Superior de Investigaciones Cient\u00edficas","host_organization_lineage":["https://openalex.org/I134820265"],"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":"","raw_type":"art\u00edculo"},{"id":"pmh:oai:doaj.org/article:48a60fd2084f411dbf220bf2b218ca03","is_oa":true,"landing_page_url":"https://doaj.org/article/48a60fd2084f411dbf220bf2b218ca03","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 17, Iss S15, Pp 11-21 (2016)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:5133487","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5133487","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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/s12859-016-1290-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-016-1290-4","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-016-1290-4","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":[{"id":"https://metadata.un.org/sdg/1","display_name":"No poverty","score":0.6200000047683716}],"awards":[{"id":"https://openalex.org/G1076797115","display_name":null,"funder_award_id":"co-funded","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1258440726","display_name":null,"funder_award_id":"(MINECO","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G1360494079","display_name":null,"funder_award_id":"by FEDER","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G3942980944","display_name":null,"funder_award_id":"PI12/00624","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G3998201246","display_name":null,"funder_award_id":"Social","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G4531677044","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G4636491520","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320338080","funder_display_name":"European Social Fund"},{"id":"https://openalex.org/G46561545","display_name":"Gen\u00f3mica y prote\u00f3mica integrativa de hemopat\u00edas malignas mieloides y mieloma m\u00faltiple: estudio bioinform\u00e1tico de datos \u00f3micos de muestras cl\u00ednicas para identificar marcadores de pron\u00f3stico, respuesta y supervivencia, y estratificaci\u00f3n eficaz de pacientes","funder_award_id":"PI15/00328","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G5893827543","display_name":null,"funder_award_id":"PI12/","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G7420919289","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G7779868532","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320334923","funder_display_name":"Instituto de Salud Carlos III"},{"id":"https://openalex.org/G8922915789","display_name":null,"funder_award_id":"(FEDER)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320328351","display_name":"Junta de Castilla y Le\u00f3n","ror":"https://ror.org/02s8dab97"},{"id":"https://openalex.org/F4320334857","display_name":"Consejo Superior de Investigaciones Cient\u00edficas","ror":"https://ror.org/02gfc7t72"},{"id":"https://openalex.org/F4320334923","display_name":"Instituto de Salud Carlos III","ror":"https://ror.org/00ca2c886"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2521761885.pdf","grobid_xml":"https://content.openalex.org/works/W2521761885.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W82497774","https://openalex.org/W1773050601","https://openalex.org/W1885937115","https://openalex.org/W1990193106","https://openalex.org/W1993236149","https://openalex.org/W1994041743","https://openalex.org/W1997838879","https://openalex.org/W2016626068","https://openalex.org/W2027287962","https://openalex.org/W2034075789","https://openalex.org/W2034937783","https://openalex.org/W2044359972","https://openalex.org/W2057911349","https://openalex.org/W2069258290","https://openalex.org/W2070050178","https://openalex.org/W2072585972","https://openalex.org/W2072965928","https://openalex.org/W2073359373","https://openalex.org/W2100859976","https://openalex.org/W2107038793","https://openalex.org/W2107398329","https://openalex.org/W2110065044","https://openalex.org/W2133271603","https://openalex.org/W2137972367","https://openalex.org/W2150136092","https://openalex.org/W2163329495","https://openalex.org/W2186335901","https://openalex.org/W2318881796","https://openalex.org/W2339658711","https://openalex.org/W3022351671","https://openalex.org/W6684539355"],"related_works":["https://openalex.org/W2096302356","https://openalex.org/W2069695727","https://openalex.org/W1996185163","https://openalex.org/W2084813257","https://openalex.org/W2073305407","https://openalex.org/W2045929470","https://openalex.org/W2081127504","https://openalex.org/W2122223946","https://openalex.org/W4233500668","https://openalex.org/W1974145978"],"abstract_inverted_index":{"The":[0],"method":[1],"presented":[2],"allows":[3],"the":[4,7,30,33],"analysis":[5],"of":[6,9,32,43,48],"progression":[8],"complex":[10],"and":[11,35],"heterogeneous":[12],"diseases":[13],"that":[14],"can":[15,37],"be":[16,38],"divided":[17],"in":[18,50],"pathological":[19],"stages.":[20],"It":[21],"identifies":[22],"gene":[23],"groups":[24],"whose":[25],"expression":[26],"patterns":[27],"change":[28],"along":[29],"advance":[31],"disease,":[34],"it":[36],"applied":[39],"to":[40],"different":[41,51],"types":[42],"genomic":[44],"data":[45],"studying":[46],"cohorts":[47],"patients":[49],"states.":[52]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2016-09-30T00:00:00"}
