Publications
Publications of 2019
The works of 2019 by the lab's members during their time here, from their ORCID records, Crossref and Europe PMC.
42 publications3 preprintsLater: 2020Earlier: 2018All publications
201942 publications
Topic: Brain and mental health Topic: Cell fate and dynamicsEstablishment of a high-resolution 3D modeling system for studying pancreatic epithelial cell biology in vitro
Topic: Open-source softwareggplot.multistats: Multiple Summary Statistics for Binned Stats/Geometries
Topic: Open-source softwareknn.covertree: An Accurate kNN Implementation with Multiple Distance Measures
Topic: Cell fate and dynamicsAldh1b1 expression defines progenitor cells in the adult pancreas and is required for Kras-induced pancreatic cancer
Topic: Statistical inferenceMPRAnalyze: statistical framework for massively parallel reporter assays
Topic: Data integrationPheno-seq – linking visual features and gene expression in 3D cell culture systems
Topic: Single-cell genomicsBART-Seq: cost-effective massively parallelized targeted sequencing for genomics, transcriptomics, and single-cell analysis
Topic: Deep learning and generative modelsscGen predicts single-cell perturbation responses
Topic: Cell fate and dynamicsLongitudinal single cell transcriptomics reveals Krt8+ alveolar epithelial progenitors in lung regeneration
Topic: Benchmarks and best practicesEvaluation of Deep Learning Strategies for Nucleus Segmentation in Fluorescence Images
Topic: Single-cell genomicsscSLAM-seq reveals core features of transcription dynamics in single cells
Topic: Single-cell genomicsFaculty Opinions recommendation of Deep generative modeling for single-cell transcriptomics.
Topic: Single-cell genomicsMeeting the Challenges of High-Dimensional Single-Cell Data Analysis in Immunology
Topic: Cell atlasesThe Human Lung Cell Atlas: A High-Resolution Reference Map of the Human Lung in Health and Disease
Topic: Single-cell genomicsA cellular census of human lungs identifies novel cell states in health and in asthma
Topic: Cell fate and dynamicsConcepts and limitations for learning developmental trajectories from single cell genomics
Topic: Cell fate and dynamicsComprehensive single cell mRNA profiling reveals a detailed roadmap for pancreatic endocrinogenesis
Topic: Networks and graphsInferring Interaction Networks From Multi-Omics Data
Topic: Bulk omics and geneticsIntegrated analysis of environmental and genetic influences on cord blood DNA methylation in new-borns
Topic: Benchmarks and best practicesCurrent best practices in single‐cell RNA‐seq analysis: a tutorial
Topic: Benchmarks and best practicesDeep learning does not outperform classical machine learning for cell-type annotation
Topic: Metabolism and diabetesDynamic modelling of an ACADS genotype in fatty acid oxidation – Application of cellular models for the analysis of common genetic variants
Topic: Cell fate and dynamicsA map of β-cell differentiation pathways supports cell therapies for diabetes
Topic: ImagingAltered relaxation times in MRI indicate bronchopulmonary dysplasia
Topic: Immunity and inflammationCommon patterns of gene regulation associated with Cesarean section and the development of islet autoimmunity – indications of immune cell activation
Topic: Deep learning and generative modelsDeep learning: new computational modelling techniques for genomics
Topic: Cell fate and dynamicsInferring population dynamics from single-cell RNA-sequencing time series data
Topic: Immunity and inflammationA strategy for high‐dimensional multivariable analysis classifies childhood asthma phenotypes from genetic, immunological, and environmental factors
Topic: Single-cell genomicsPAGA: graph abstraction reconciles clustering with trajectory inference through a topology preserving map of single cells
Topic: Single-cell genomicsAn atlas of the aging lung mapped by single cell transcriptomics and deep tissue proteomics
Topic: Perturbation responsesIRE1α-XBP1s pathway promotes prostate cancer by activating c-MYC signaling
Topic: Deep learning and generative modelsSingle-cell RNA-seq denoising using a deep count autoencoder
Topic: Immunity and inflammationA cellular census of healthy lung and asthmatic airway wall identifies novel cell states in health and disease
Topic: Immunity and inflammationEditorial: Integrative Computational Systems Biology Approaches in Immunology and Medicine
Topic: Deep learning and generative modelsArtificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation
Topic: Deep learning and generative modelsArtificial Neural Networks and Machine Learning – ICANN 2019: Workshop and Special Sessions
Topic: Gene regulationWHAT SHAPES THE CHILD'S EPIGENOME: GENOTYPE, PRENATAL ENVIRONMENT OR BOTH?
Topic: Brain and mental healthPOLYGENIC BURDEN ANALYSIS OF LONGITUDINAL CLUSTERS OF PSYCHOPATHOLOGICAL FEATURES IN A CROSS-DIAGNOSTIC GROUP OF INDIVIDUALS WITH SEVERE MENTAL ILLNESS
Topic: Gene regulationGENOTYPE, PRENATAL ENVIRONMENT OR BOTH–WHAT SHAPES THE NEWBORN'S EPIGENOME?
Topic: Brain and mental healthF96POLYGENIC RISK SCORE ANALYSIS OF TRAJECTORIES OF COGNITIVE PERFORMANCE IN PSYCHIATRIC PATIENTS
Topic: Brain and mental healthSA125POLYGENIC BURDEN ANALYSIS OF LONGITUDINAL CLUSTERS OF PSYCHOPATHOLOGICAL FEATURES IN A CROSS-DIAGNOSTIC GROUP OF INDIVIDUALS WITH SEVERE MENTAL ILLNESS