• Dna methylation-based subtype prediction for pediatric acute lymphoblastic leukemia 

      Nordlund, Jessica; Bäcklin, Christopher L.; Zachariadis, Vasilios; Cavelier, Lucia; Dahlberg, Johan; Öfverholm, Ingegerd; Barbany, Gisela; Nordgren, Ann; Overnäs, Elin; Abrahamsson, Jonas; Flægstad, Trond; Heyman, Mats M.; Jónsson, Ólafur G.; Kanerva, Jukka; Larsson, Rolf; Palle, Josefine; Schmiegelow, Kjeld; Gustafsson, Mats G.; Lönnerholm, Gudmar; Forestier, Erik; Syvänen, Ann-Christine (Journal article; Tidsskriftartikkel; Peer reviewed, 2015-02-17)
      Background: We present a method that utilizes DNA methylation profiling for prediction of the cytogenetic subtypes of acute lymphoblastic leukemia (ALL) cells from pediatric ALL patients. The primary aim of our study was to improve risk stratification of ALL patients into treatment groups using DNA methylation as a complement to current diagnostic methods. A secondary aim was to gain insight into ...
    • Multimodal classification of molecular subtypes in pediatric acute lymphoblastic leukemia 

      Krali, Olga; Marincevic-Zuniga, Yanara; Arvidsson, Gustav; Enblad, Anna Pia; Lundmark, Anders; Sayyab, Shumaila; Zachariadis, Vasilios; Heinäniemi, Merja; Suhonen, Janne; Oksa, Laura; Vepsäläinen, Kaisa; Öfverholm, Ingegerd; Barbany, Gisela; Nordgren, Ann; Lilljebjörn, Henrik; Fioretos, Thoas; Madsen, Hans O.; Marquart, Hanne Vibeke; Flægstad, Trond; Forestier, Erik; Jónsson, Ólafur G.; Kanerva, Jukka; Lohi, Olli; Norén-Nyström, Ulrika; Schmiegelow, Kjeld; Harila, Arja; Heyman, Mats; Lönnerholm, Gudmar; Syvänen, Ann-Christine; Nordlund, Jessica (Journal article; Tidsskriftartikkel; Peer reviewed, 2023-12-08)
      Genomic analyses have redefined the molecular subgrouping of pediatric acute lymphoblastic leukemia (ALL). Molecular subgroups guide risk-stratification and targeted therapies, but outcomes of recently identified subtypes are often unclear, owing to limited cases with comprehensive profiling and cross-protocol studies. We developed a machine learning tool (ALLIUM) for the molecular subclassification ...