Computational principles and challenges in single-cell data integration

R Argelaguet, ASE Cuomo, O Stegle… - Nature biotechnology, 2021 - nature.com
The development of single-cell multimodal assays provides a powerful tool for investigating
multiple dimensions of cellular heterogeneity, enabling new insights into development …

Integrating genetic and non-genetic determinants of cancer evolution by single-cell multi-omics

AS Nam, R Chaligne, DA Landau - Nature Reviews Genetics, 2021 - nature.com
Cancer represents an evolutionary process through which growing malignant populations
genetically diversify, leading to tumour progression, relapse and resistance to therapy. In …

Genome-wide enhancer maps link risk variants to disease genes

J Nasser, DT Bergman, CP Fulco, P Guckelberger… - Nature, 2021 - nature.com
Genome-wide association studies (GWAS) have identified thousands of noncoding loci that
are associated with human diseases and complex traits, each of which could reveal insights …

Scalable, multimodal profiling of chromatin accessibility, gene expression and protein levels in single cells

EP Mimitou, CA Lareau, KY Chen… - Nature …, 2021 - nature.com
Recent technological advances have enabled massively parallel chromatin profiling with
scATAC-seq (single-cell assay for transposase accessible chromatin by sequencing). Here …

Joint probabilistic modeling of single-cell multi-omic data with totalVI

A Gayoso, Z Steier, R Lopez, J Regier, KL Nazor… - Nature …, 2021 - nature.com
The paired measurement of RNA and surface proteins in single cells with cellular indexing
of transcriptomes and epitopes by sequencing (CITE-seq) is a promising approach to …

[HTML][HTML] ArchR is a scalable software package for integrative single-cell chromatin accessibility analysis

JM Granja, MR Corces, SE Pierce, ST Bagdatli… - Nature …, 2021 - nature.com
The advent of single-cell chromatin accessibility profiling has accelerated the ability to map
gene regulatory landscapes but has outpaced the development of scalable software to …

[HTML][HTML] Chromatin and gene-regulatory dynamics of the developing human cerebral cortex at single-cell resolution

AE Trevino, F Müller, J Andersen, L Sundaram… - Cell, 2021 - cell.com
Genetic perturbations of cortical development can lead to neurodevelopmental disease,
including autism spectrum disorder (ASD). To identify genomic regions crucial to …

Multi-omic profiling reveals widespread dysregulation of innate immunity and hematopoiesis in COVID-19

AJ Wilk, MJ Lee, B Wei, B Parks, R Pi… - Journal of Experimental …, 2021 - rupress.org
Our understanding of protective versus pathological immune responses to SARS-CoV-2, the
virus that causes coronavirus disease 2019 (COVID-19), is limited by inadequate profiling of …

Massively parallel single-cell mitochondrial DNA genotyping and chromatin profiling

CA Lareau, LS Ludwig, C Muus, SH Gohil, T Zhao… - Nature …, 2021 - nature.com
Natural mitochondrial DNA (mtDNA) mutations enable the inference of clonal relationships
among cells. mtDNA can be profiled along with measures of cell state, but has not yet been …

[HTML][HTML] Single cell transcriptional and chromatin accessibility profiling redefine cellular heterogeneity in the adult human kidney

Y Muto, PC Wilson, N Ledru, H Wu, H Dimke… - Nature …, 2021 - nature.com
The integration of single cell transcriptome and chromatin accessibility datasets enables a
deeper understanding of cell heterogeneity. We performed single nucleus ATAC (snATAC …