Artificial intelligence in cancer research, diagnosis and therapy

O Elemento, C Leslie, J Lundin, G Tourassi - Nature Reviews Cancer, 2021 - nature.com
Artificial intelligence and machine learning techniques are breaking into biomedical
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

S Ma, B Zhang, LM LaFave, AS Earl, Z Chiang, Y Hu… - Cell, 2020 - cell.com
Cell differentiation and function are regulated across multiple layers of gene regulation,
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 …

[HTML][HTML] SEACells infers transcriptional and epigenomic cellular states from single-cell genomics data

S Persad, ZN Choo, C Dien, N Sohail, I Masilionis… - Nature …, 2023 - nature.com
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 …

[HTML][HTML] Epigenomic state transitions characterize tumor progression in mouse lung adenocarcinoma

LM LaFave, VK Kartha, S Ma, K Meli, I Del Priore… - Cancer cell, 2020 - cell.com
Regulatory networks that maintain functional, differentiated cell states are often dysregulated
in tumor development. Here, we use single-cell epigenomics to profile chromatin state …

Sequential regulatory activity prediction across chromosomes with convolutional neural networks

DR Kelley, YA Reshef, M Bileschi, D Belanger… - Genome …, 2018 - genome.cshlp.org
Models for predicting phenotypic outcomes from genotypes have important applications to
understanding genomic function and improving human health. Here, we develop a machine …

[HTML][HTML] Functional inference of gene regulation using single-cell multi-omics

VK Kartha, FM Duarte, Y Hu, S Ma, JG Chew… - Cell genomics, 2022 - cell.com
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 …

Lineage-specific and single-cell chromatin accessibility charts human hematopoiesis and leukemia evolution

MR Corces, JD Buenrostro, B Wu, PG Greenside… - Nature …, 2016 - nature.com
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 …

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 …

Network-based approaches for analysis of complex biological systems

D Chasman, AF Siahpirani, S Roy - Current opinion in biotechnology, 2016 - Elsevier
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 …