{"id":"https://openalex.org/W1814245404","doi":"https://doi.org/10.1186/1471-2105-7-539","title":"A minimally invasive multiple marker approach allows highly efficient detection of meningioma tumors","display_name":"A minimally invasive multiple marker approach allows highly efficient detection of meningioma tumors","publication_year":2006,"publication_date":"2006-12-01","ids":{"openalex":"https://openalex.org/W1814245404","doi":"https://doi.org/10.1186/1471-2105-7-539","mag":"1814245404","pmid":"https://pubmed.ncbi.nlm.nih.gov/17184519"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-7-539","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-7-539","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-7-539","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/10.1186/1471-2105-7-539","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020280119","display_name":"Andreas Keller","orcid":"https://orcid.org/0000-0002-5361-0895"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Keller","raw_affiliation_strings":["Center for Bioinformatics, Saarland University, Building 3,11, 66041 Saarbr\u00fccken, Germany. ack@bioinf.uni-sb.de <ack@bioinf.uni-sb.de>","Center for Bioinformatics Saarland University Saarbr\u00fccken Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Bioinformatics, Saarland University, Building 3,11, 66041 Saarbr\u00fccken, Germany. ack@bioinf.uni-sb.de <ack@bioinf.uni-sb.de>","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Center for Bioinformatics Saarland University Saarbr\u00fccken Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034352333","display_name":"Nicole Ludwig","orcid":"https://orcid.org/0000-0003-4703-7567"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicole Ludwig","raw_affiliation_strings":["Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042297558","display_name":"Nicole Comtesse","orcid":null},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicole Comtesse","raw_affiliation_strings":["Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015934308","display_name":"Andreas Hildebrandt","orcid":"https://orcid.org/0000-0003-2180-6516"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Hildebrandt","raw_affiliation_strings":["Center for Bioinformatics, Saarland University, Building 3.11, 66041, Saarbr\u00fccken, Germany","Center for Bioinformatics Saarland University Saarbr\u00fccken Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Bioinformatics, Saarland University, Building 3.11, 66041, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Center for Bioinformatics Saarland University Saarbr\u00fccken Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054514348","display_name":"Eckart Meese","orcid":"https://orcid.org/0000-0001-7569-819X"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Eckart Meese","raw_affiliation_strings":["Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Building 60, 66421, Homburg/Saar, Germany","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Department of Human Genetics, Medical School, Saarland University, Homburg-Saar, Germany","institution_ids":["https://openalex.org/I91712215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085594740","display_name":"Hans\u2010Peter Lenhof","orcid":"https://orcid.org/0000-0002-5820-9961"},"institutions":[{"id":"https://openalex.org/I91712215","display_name":"Saarland University","ror":"https://ror.org/01jdpyv68","country_code":"DE","type":"education","lineage":["https://openalex.org/I91712215"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Hans-Peter Lenhof","raw_affiliation_strings":["Center for Bioinformatics, Saarland University, Building 3.11, 66041, Saarbr\u00fccken, Germany","Center for Bioinformatics Saarland University Saarbr\u00fccken Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Bioinformatics, Saarland University, Building 3.11, 66041, Saarbr\u00fccken, Germany","institution_ids":["https://openalex.org/I91712215"]},{"raw_affiliation_string":"Center for Bioinformatics Saarland University Saarbr\u00fccken Germany","institution_ids":["https://openalex.org/I91712215"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5085594740"],"corresponding_institution_ids":["https://openalex.org/I91712215"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.9455,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.71558931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":"1","first_page":"539","last_page":"539"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.4487999975681305,"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/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.4487999975681305,"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/T10580","display_name":"Immunotherapy and Immune Responses","score":0.05999999865889549,"subfield":{"id":"https://openalex.org/subfields/2403","display_name":"Immunology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11251","display_name":"Meningioma and schwannoma management","score":0.04780000075697899,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meningioma","display_name":"Meningioma","score":0.6462657451629639},{"id":"https://openalex.org/keywords/antigen","display_name":"Antigen","score":0.6041672229766846},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6038615703582764},{"id":"https://openalex.org/keywords/bayes-theorem","display_name":"Bayes' theorem","score":0.5761789083480835},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5346212983131409},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39449822902679443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32576432824134827},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3148648738861084},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.30612805485725403},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.26404914259910583},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2287852168083191},{"id":"https://openalex.org/keywords/immunology","display_name":"Immunology","score":0.18821147084236145},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.16343241930007935},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.10667544603347778}],"concepts":[{"id":"https://openalex.org/C2779160599","wikidata":"https://www.wikidata.org/wiki/Q369157","display_name":"Meningioma","level":2,"score":0.6462657451629639},{"id":"https://openalex.org/C147483822","wikidata":"https://www.wikidata.org/wiki/Q103537","display_name":"Antigen","level":2,"score":0.6041672229766846},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6038615703582764},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.5761789083480835},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5346212983131409},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39449822902679443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32576432824134827},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3148648738861084},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.30612805485725403},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26404914259910583},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2287852168083191},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.18821147084236145},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.16343241930007935},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.10667544603347778}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000951","descriptor_name":"Antigens, Neoplasm","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D000951","descriptor_name":"Antigens, Neoplasm","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D000951","descriptor_name":"Antigens, Neoplasm","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D000951","descriptor_name":"Antigens, Neoplasm","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007118","descriptor_name":"Immunoassay","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008577","descriptor_name":"Meningeal Neoplasms","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D008579","descriptor_name":"Meningioma","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D014408","descriptor_name":"Biomarkers, Tumor","qualifier_ui":"Q000032","qualifier_name":"analysis","is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","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":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/1471-2105-7-539","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-7-539","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-7-539","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:17184519","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/17184519","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:doaj.org/article:133be4fe86644854a36fe76596f5875b","is_oa":true,"landing_page_url":"https://doaj.org/article/133be4fe86644854a36fe76596f5875b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"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 7, Iss 1, p 539 (2006)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:1769403","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/1769403","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:10.1186/1471-2105-7-539","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-7-539","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-7-539","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/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320323322","display_name":"Universit\u00e4t des Saarlandes","ror":"https://ror.org/01jdpyv68"},{"id":"https://openalex.org/F4320323556","display_name":"Deutsche Krebshilfe","ror":"https://ror.org/01wxdd722"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1814245404.pdf","grobid_xml":"https://content.openalex.org/works/W1814245404.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1536266814","https://openalex.org/W1968618232","https://openalex.org/W1972978214","https://openalex.org/W1976164020","https://openalex.org/W1995875735","https://openalex.org/W2004044990","https://openalex.org/W2010444010","https://openalex.org/W2026669227","https://openalex.org/W2041181510","https://openalex.org/W2080401629","https://openalex.org/W2095388504","https://openalex.org/W2101485657","https://openalex.org/W2112899213","https://openalex.org/W2114117605","https://openalex.org/W2134389439","https://openalex.org/W2138726369","https://openalex.org/W2168745915","https://openalex.org/W2169943027","https://openalex.org/W2978725006","https://openalex.org/W2993383518","https://openalex.org/W4252684946"],"related_works":["https://openalex.org/W4385649027","https://openalex.org/W1982741417","https://openalex.org/W2406984390","https://openalex.org/W3144076798","https://openalex.org/W2079935687","https://openalex.org/W2970784617","https://openalex.org/W3029036155","https://openalex.org/W3164933013","https://openalex.org/W2537862391","https://openalex.org/W2417174640"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,122,301],"development":[2],"of":[3,11,25,49,80,102,147,151,156,184,199,203,207,216,223,249,282,288],"effective":[4],"frameworks":[5],"that":[6,170,246,291],"permit":[7],"an":[8,154,205,210],"accurate":[9],"diagnosis":[10],"tumors,":[12,179],"especially":[13],"in":[14,22,255,259,307],"their":[15,299],"early":[16,185,302],"stages,":[17],"remains":[18],"a":[19,45,100,145,149,197,201,221,234,286,308],"grand":[20],"challenge":[21],"the":[23,41,58,114,158,162,192,213,247,263,277],"field":[24],"bioinformatics.":[26],"Our":[27,274],"approach":[28,275],"uses":[29],"statistical":[30,110],"learning":[31,111],"techniques":[32],"applied":[33],"to":[34,279],"multiple":[35],"antigen":[36,38,225,229],"tumor":[37,187,256],"markers":[39,226],"utilizing":[40],"immune":[42],"system":[43,64],"as":[44,62,285],"very":[46,68],"sensitive":[47],"marker":[48],"molecular":[50],"pathological":[51],"processes.":[52],"For":[53,189],"validation":[54],"purposes":[55],"we":[56],"choose":[57],"intracranial":[59],"meningioma":[60,86],"tumors":[61,191,292],"model":[63],"since":[65,266],"they":[66],"occur":[67],"frequently,":[69],"are":[70,74],"mostly":[71],"benign,":[72],"and":[73,91,153,209,311],"genetically":[75],"stable.":[76],"RESULTS:":[77],"A":[78],"total":[79],"183":[81],"blood":[82],"samples":[83],"from":[84],"93":[85],"patients":[87],"(WHO":[88,177],"stages":[89],"I-III)":[90],"90":[92],"healthy":[93],"controls":[94],"were":[95],"screened":[96],"for":[97],"seroreactivity":[98],"with":[99,181,196],"set":[101,222,230],"57":[103],"meningioma-associated":[104],"antigens.":[105],"We":[106],"tested":[107],"several":[108],"established":[109],"methods":[112],"on":[113,175,239],"resulting":[115],"reactivity":[116],"patterns":[117],"using":[118,220],"10-fold":[119],"cross":[120],"validation.":[121],"best":[123,193],"performance":[124,264],"was":[125,165,218,231],"achieved":[126,219],"by":[127,233],"Na\u00efve":[128],"Bayes":[129],"Classifiers.":[130],"With":[131],"this":[132],"classification":[133,194],"method,":[134],"our":[135,182,243],"framework,":[136],"called":[137],"Minimally":[138],"Invasive":[139],"Multiple":[140],"Marker":[141],"(MIMM)":[142],"approach,":[143],"yielded":[144],"specificity":[146,198],"96.2%,":[148],"sensitivity":[150,202],"84.5%,":[152],"accuracy":[155,206],"90.3%,":[157],"respective":[159],"area":[160,211],"under":[161,212],"ROC":[163,214],"curve":[164,215],"0.957.":[166],"Detailed":[167],"analysis":[168],"revealed":[169],"prediction":[171],"performs":[172],"particularly":[173],"well":[174],"low-grade":[176],"I)":[178],"consistent":[180],"goal":[183],"stage":[186],"detection.":[188],"these":[190],"result":[195,306],"97.5%,":[200],"91.3%,":[204],"95.6%,":[208],"0.971":[217],"12":[224],"only.":[227],"This":[228],"detected":[232,252],"subset":[235],"selection":[236],"method":[237],"based":[238],"Mutual":[240],"Information.":[241],"Remarkably,":[242],"study":[244],"proves":[245],"inclusion":[248],"non-specific":[250,267],"antigens,":[251],"not":[253],"only":[254],"but":[257],"also":[258],"normal":[260],"sera,":[261],"increases":[262],"significantly,":[265],"antigens":[268],"contribute":[269],"additional":[270],"diagnostic":[271],"information.":[272],"CONCLUSION:":[273],"offers":[276],"possibility":[278],"screen":[280],"members":[281],"risk":[283],"groups":[284],"matter":[287],"routine":[289],"such":[290],"hopefully":[293],"can":[294],"be":[295],"diagnosed":[296],"immediately":[297],"after":[298],"genesis.":[300],"detection":[303],"will":[304],"finally":[305],"higher":[309],"cure-":[310],"lower":[312],"morbidity-rate.":[313]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":4}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
