Nature Communications · 2022 · 175 citations · 45 references
MedicineHematologyOncologyCancer GeneticsMedical GeneticsMolecular OncologyCancer CytogeneticsClinical CytogeneticsMinimal Residual DiseaseMolecular Classification Of TumorsPatient StratificationRisk StratificationAml Risk AssessmentCytogenetic AberrationsCytogenetic AbnormalitiesCytogenetic Prognostic MarkersCytogenetic Risk StratificationDisease Classification SystemsLeukemia ClassificationLeukemia Cytogenetics
Clinical recommendations for Acute Myeloid Leukemia (AML) classification and risk-stratification remain heavily reliant on cytogenetic findings at diagnosis, which are present in <50% of patients. Using comprehensive molecular profiling data from 3,653 patients we characterize and validate 16 molecular classes describing 100% of AML patients. Each class represents diverse biological AML subgroups, and is associated with distinct clinical presentation, likelihood of response to induction chemotherapy, risk of relapse and death over time. Secondary AML-2, emerges as the second largest class (24%), associates with high-risk disease, poor prognosis irrespective of flow Minimal Residual Disease (MRD) negativity, and derives significant benefit from transplantation. Guided by class membership we derive a 3-tier risk-stratification score that re-stratifies 26% of patients as compared to standard of care. This results in a unified framework for disease classification and risk-stratification in AML that relies on information from cytogenetics and 32 genes. Last, we develop an open-access patient-tailored clinical decision support tool.
45
Fast and accurate short read alignment with Burrows–Wheeler transform
Heng Li, Richard Durbin · Bioinformatics · 2009 · 62.8K citations · Full text
Ethan Cerami, Jianjiong Gao, Uğur Doğrusöz et al. · Cancer Discovery · 2012 · 18.4K citations · Full text
Medicine, Bioinformatics, Oncology +15
COSMIC: the Catalogue Of Somatic Mutations In Cancer
John Tate, Sally Bamford, Harry Jubb et al. · Nucleic Acids Research · 2018 · 5.3K citations · Full text
Genomic Classification and Prognosis in Acute Myeloid Leukemia
Elli Papaemmanuil, Moritz Gerstung, Lars Bullinger et al. · New England Journal of Medicine · 2016 · 4.4K citations · Full text
Life Sciences, Genetics, Oncology +14
ClinVar: public archive of relationships among sequence variation and human phenotype
Melissa Landrum, Jennifer M. Lee, Wonhee Jang et al. · Nucleic Acids Research · 2013 · 3.7K citations · Full text