Artificial intelligence in cancer research, diagnosis and therapy
Artificial intelligence and machine learning techniques are breaking into biomedical
research and health care, which importantly includes cancer research and oncology, where …
research and health care, which importantly includes cancer research and oncology, where …
[HTML][HTML] Chromatin potential identified by shared single-cell profiling of RNA and chromatin
Cell differentiation and function are regulated across multiple layers of gene regulation,
including modulation of gene expression by changes in chromatin accessibility. However …
including modulation of gene expression by changes in chromatin accessibility. However …
Phenotypic heterogeneity driven by plasticity of the intermediate EMT state governs disease progression and metastasis in breast cancer
MS Brown, B Abdollahi, OM Wilkins, H Lu… - Science …, 2022 - science.org
The epithelial-to-mesenchymal transition (EMT) is frequently co-opted by cancer cells to
enhance migratory and invasive cell traits. It is a key contributor to heterogeneity …
enhance migratory and invasive cell traits. It is a key contributor to heterogeneity …
[HTML][HTML] SEACells infers transcriptional and epigenomic cellular states from single-cell genomics data
Metacells are cell groupings derived from single-cell sequencing data that represent highly
granular, distinct cell states. Here we present single-cell aggregation of cell states …
granular, distinct cell states. Here we present single-cell aggregation of cell states …
[HTML][HTML] Epigenomic state transitions characterize tumor progression in mouse lung adenocarcinoma
Regulatory networks that maintain functional, differentiated cell states are often dysregulated
in tumor development. Here, we use single-cell epigenomics to profile chromatin state …
in tumor development. Here, we use single-cell epigenomics to profile chromatin state …
Sequential regulatory activity prediction across chromosomes with convolutional neural networks
Models for predicting phenotypic outcomes from genotypes have important applications to
understanding genomic function and improving human health. Here, we develop a machine …
understanding genomic function and improving human health. Here, we develop a machine …
[HTML][HTML] Functional inference of gene regulation using single-cell multi-omics
Cells require coordinated control over gene expression when responding to environmental
stimuli. Here we apply scATAC-seq and single-cell RNA sequencing (scRNA-seq) in resting …
stimuli. Here we apply scATAC-seq and single-cell RNA sequencing (scRNA-seq) in resting …
Lineage-specific and single-cell chromatin accessibility charts human hematopoiesis and leukemia evolution
We define the chromatin accessibility and transcriptional landscapes in 13 human primary
blood cell types that span the hematopoietic hierarchy. Exploiting the finding that the …
blood cell types that span the hematopoietic hierarchy. Exploiting the finding that the …
Epigenetic control of innate and adaptive immune memory
CM Lau, NM Adams, CD Geary, OE Weizman… - Nature …, 2018 - nature.com
Clonal expansion and immunological memory are hallmark features of the mammalian
adaptive immune response and essential for prolonged host control of pathogens. Recent …
adaptive immune response and essential for prolonged host control of pathogens. Recent …
Network-based approaches for analysis of complex biological systems
Cells function and respond to changes in their environment by the coordinated activity of
their molecular components, including mRNAs, proteins and metabolites. At the heart of …
their molecular components, including mRNAs, proteins and metabolites. At the heart of …