2023
Machine learning-based cluster analysis of immune cell subtypes and breast cancer survival
Wang Z, Katsaros D, Wang J, Biglio N, Hernandez B, Fei P, Lu L, Risch H, Yu H. Machine learning-based cluster analysis of immune cell subtypes and breast cancer survival. Scientific Reports 2023, 13: 18962. PMID: 37923775, PMCID: PMC10624674, DOI: 10.1038/s41598-023-45932-4.Peer-Reviewed Original ResearchConceptsImmune cell clustersT cellsHost immunityImmune cellsUnsupervised hierarchical clusteringImmune responseCD8-positive T cellsMemory CD4 T cellsCox regression survival analysisRegulatory T cellsPositive T cellsCD4 T cellsDifferent immune cellsDistinct immune responsesBreast cancer survivalImmune cell subtypesMemory B cellsImmune cell typesRegression survival analysisCell clustersBreast cancer progressionT cell receptor signalingCytokine stormOverall survivalFavorable survival
2019
Genome-wide association and transcriptome studies identify target genes and risk loci for breast cancer
Ferreira MA, Gamazon ER, Al-Ejeh F, Aittomäki K, Andrulis IL, Anton-Culver H, Arason A, Arndt V, Aronson KJ, Arun BK, Asseryanis E, Azzollini J, Balmaña J, Barnes DR, Barrowdale D, Beckmann MW, Behrens S, Benitez J, Bermisheva M, Białkowska K, Blomqvist C, Bogdanova NV, Bojesen SE, Bolla MK, Borg A, Brauch H, Brenner H, Broeks A, Burwinkel B, Caldés T, Caligo MA, Campa D, Campbell I, Canzian F, Carter J, Carter BD, Castelao JE, Chang-Claude J, Chanock SJ, Christiansen H, Chung WK, Claes KBM, Clarke CL, Couch F, Cox A, Cross S, Czene K, Daly M, de la Hoya M, Dennis J, Devilee P, Diez O, Dörk T, Dunning A, Dwek M, Eccles D, Ejlertsen B, Ellberg C, Engel C, Eriksson M, Fasching P, Fletcher O, Flyger H, Friedman E, Frost D, Gabrielson M, Gago-Dominguez M, Ganz P, Gapstur S, Garber J, García-Closas M, García-Sáenz J, Gaudet M, Giles G, Glendon G, Godwin A, Goldberg M, Goldgar D, González-Neira A, Greene M, Gronwald J, Guénel P, Haiman C, Hall P, Hamann U, He W, Heyworth J, Hogervorst F, Hollestelle A, Hoover R, Hopper J, Hulick P, Humphreys K, Imyanitov E, Isaacs C, Jakimovska M, Jakubowska A, James P, Janavicius R, Jankowitz R, John E, Johnson N, Joseph V, Karlan B, Khusnutdinova E, Kiiski J, Ko Y, Jones M, Konstantopoulou I, Kristensen V, Laitman Y, Lambrechts D, Lazaro C, Leslie G, Lester J, Lesueur F, Lindström S, Long J, Loud J, Lubiński J, Makalic E, Mannermaa A, Manoochehri M, Margolin S, Maurer T, Mavroudis D, McGuffog L, Meindl A, Menon U, Michailidou K, Miller A, Montagna M, Moreno F, Moserle L, Mulligan A, Nathanson K, Neuhausen S, Nevanlinna H, Nevelsteen I, Nielsen F, Nikitina-Zake L, Nussbaum R, Offit K, Olah E, Olopade O, Olsson H, Osorio A, Papp J, Park-Simon T, Parsons M, Pedersen I, Peixoto A, Peterlongo P, Pharoah P, Plaseska-Karanfilska D, Poppe B, Presneau N, Radice P, Rantala J, Rennert G, Risch H, Saloustros E, Sanden K, Sawyer E, Schmidt M, Schmutzler R, Sharma P, Shu X, Simard J, Singer C, Soucy P, Southey M, Spinelli J, Spurdle A, Stone J, Swerdlow A, Tapper W, Taylor J, Teixeira M, Terry M, Teulé A, Thomassen M, Thöne K, Thull D, Tischkowitz M, Toland A, Torres D, Truong T, Tung N, Vachon C, van Asperen C, van den Ouweland A, van Rensburg E, Vega A, Viel A, Wang Q, Wappenschmidt B, Weitzel J, Wendt C, Winqvist R, Yang X, Yannoukakos D, Ziogas A, Kraft P, Antoniou A, Zheng W, Easton D, Milne R, Beesley J, Chenevix-Trench G. Genome-wide association and transcriptome studies identify target genes and risk loci for breast cancer. Nature Communications 2019, 10: 1741. PMID: 30988301, PMCID: PMC6465407, DOI: 10.1038/s41467-018-08053-5.Peer-Reviewed Original ResearchConceptsExpression quantitative trait lociGenome-wide association studiesTarget genesMultiple expression quantitative trait lociBreast cancer risk variantsPrevious genome-wide association studyQuantitative trait lociGenome-wide associationGene-based testsBreast cancerBreast cancer susceptibility lociCancer susceptibility lociRisk-associated variantsImmune cellsTrait lociTranscriptome studiesRisk lociGene expressionAssociation studiesOverall breast cancer riskSusceptibility lociMultiple tissuesBreast cancer riskNegative breast cancerRisk variants
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