Publications
Publications of 2020
The works of 2020 by the lab's members during their time here, from their ORCID records, Crossref and Europe PMC.
33 publications6 preprintsLater: 2021Earlier: 2019All publications
202033 publications
Topic: Deep learning and generative models [DEPRECATED] Theislab sfaira Model Repository
A sparse deep learning approach for automatic segmentation of human vasculature in multispectral optoacoustic tomography
Conditional out-of-distribution generation for unpaired data using transfer VAE
Identification and characterization of distinct brown adipocyte subtypes in C57BL/6J mice
Self-supervised retinal thickness prediction enables deep learning from unlabelled data to boost classification of diabetic retinopathy
Inhibition of LTβR signalling activates WNT-induced regeneration in lung
Predicting single-cell gene expression profiles of imaging flow cytometry data with machine learning
Asthma in farm children is more determined by genetic polymorphisms and in non‐farm children by environmental factors
LifeTime and improving European healthcare through cell-based interceptive medicine
Protocol of a population-based prospective COVID-19 cohort study Munich, Germany (KoCo19)
Identification and characterization of distinct murine brown adipocyte lineages
Wnt/PCP-primed intestinal stem cells directly differentiate into enteroendocrine or Paneth cells
Generalizing RNA velocity to transient cell states through dynamical modeling
Predicting antigen specificity of single T cells based on TCR CDR3 regions
Alveolar regeneration through a Krt8+ transitional stem cell state that persists in human lung fibrosis
In vivo identification of apoptotic and extracellular vesicle‐bound live cells using image‐based deep learning
Query to reference single-cell integration with transfer learning
Post-surgical adhesions are triggered by calcium-dependent membrane bridges between mesothelial surfaces
The proteome landscape of the kingdoms of life
Alterations of multiple alveolar macrophage states in chronic obstructive pulmonary disease
SARS-CoV-2 Receptor ACE2 Is an Interferon-Stimulated Gene in Human Airway Epithelial Cells and Is Detected in Specific Cell Subsets across Tissues
Chronic Wnt Signaling Contributes to Lung Epithelial Senescence and Aging
Automatic identification of relevant genes from low-dimensional embeddings of single-cell RNA-seq data
The single-cell eQTLGen consortium
Model-based analysis of response and resistance factors of cetuximab treatment in gastric cancer cell lines
Epithelial Planar Bipolarity Emerges from Notch-Mediated Asymmetric Inhibition of Emx2
Targeted pharmacological therapy restores β-cell function for diabetes remission
Eleven grand challenges in single-cell data science
DeepWAS: Multivariate genotype-phenotype associations by directly integrating regulatory information using deep learning
IL‐17C amplifies epithelial inflammation in human psoriasis and atopic eczema
Cell-type specific impact of glucocorticoid receptor activation on the developing brain
Learning Tn5 Sequence Bias from ATAC-seq on Naked Chromatin