2020
Cancer prognosis with shallow tumor RNA sequencing
Milanez-Almeida P, Martins A, Germain R, Tsang J. Cancer prognosis with shallow tumor RNA sequencing. Nature Medicine 2020, 26: 188-192. PMID: 32042193, DOI: 10.1038/s41591-019-0729-3.Peer-Reviewed Original ResearchConceptsCancer prognosisTumor RNA-seq dataTumor RNA sequencingPrediction of outcomeTypes of cancerClinical outcomesRNA sequencingAdverse outcomesRelative riskDisease outcomeOutcome predictionTumor RNA-seqPersonalized oncologyTranscriptional signatureCancer1–3Molecular pathwaysOutcomesPrognosisLongitudinal analysisTranscriptional pathwaysCancer
2016
Robust Inference of Cell-to-Cell Expression Variations from Single- and K-Cell Profiling
Narayanan M, Martins A, Tsang J. Robust Inference of Cell-to-Cell Expression Variations from Single- and K-Cell Profiling. PLOS Computational Biology 2016, 12: e1005016. PMID: 27438699, PMCID: PMC4954693, DOI: 10.1371/journal.pcbi.1005016.Peer-Reviewed Original ResearchMeSH KeywordsComputational BiologyGene Expression ProfilingHumansMacrophagesModels, BiologicalModels, StatisticalRNA, MessengerSingle-Cell AnalysisConceptsSingle-cell expression levelsExpression levelsNovel biological informationSingle cellsKey inflammatory genesExpression variationGene expressionCellular heterogeneityBiological informationRandom poolSingle populationHuman macrophagesBiological conditionsCell populationsGenesMultiplexed technologiesK cellsInflammatory genesCellsBiological varianceQuantifying differencesSensitive technologyContinuous variationRobust inferenceProfiling