Methods and applications for single-cell and spatial multi-omics

K Vandereyken, A Sifrim, B Thienpont… - Nature Reviews Genetics, 2023 - nature.com
The joint analysis of the genome, epigenome, transcriptome, proteome and/or metabolome
from single cells is transforming our understanding of cell biology in health and disease. In …

Single‐cell RNA sequencing technologies and applications: A brief overview

D Jovic, X Liang, H Zeng, L Lin, F Xu… - Clinical and …, 2022 - Wiley Online Library
Single‐cell RNA sequencing (scRNA‐seq) technology has become the state‐of‐the‐art
approach for unravelling the heterogeneity and complexity of RNA transcripts within …

Embracing the unknown: disentangling the complexities of the soil microbiome

N Fierer - Nature Reviews Microbiology, 2017 - nature.com
Soil microorganisms are clearly a key component of both natural and managed ecosystems.
Despite the challenges of surviving in soil, a gram of soil can contain thousands of individual …

Eleven grand challenges in single-cell data science

D Lähnemann, J Köster, E Szczurek, DJ McCarthy… - Genome biology, 2020 - Springer
The recent boom in microfluidics and combinatorial indexing strategies, combined with low
sequencing costs, has empowered single-cell sequencing technology. Thousands—or even …

Opportunities and obstacles for deep learning in biology and medicine

T Ching, DS Himmelstein… - Journal of the …, 2018 - royalsocietypublishing.org
Deep learning describes a class of machine learning algorithms that are capable of
combining raw inputs into layers of intermediate features. These algorithms have recently …

A molecular cell atlas of the human lung from single-cell RNA sequencing

KJ Travaglini, AN Nabhan, L Penland, R Sinha… - Nature, 2020 - nature.com
Although single-cell RNA sequencing studies have begun to provide compendia of cell
expression profiles,,,,,,,–, it has been difficult to systematically identify and localize all …

Recovery of nearly 8,000 metagenome-assembled genomes substantially expands the tree of life

DH Parks, C Rinke, M Chuvochina, PA Chaumeil… - Nature …, 2017 - nature.com
Challenges in cultivating microorganisms have limited the phylogenetic diversity of currently
available microbial genomes. This is being addressed by advances in sequencing …

Biology, vulnerabilities and clinical applications of circulating tumour cells

A Ring, BD Nguyen-Sträuli, A Wicki, N Aceto - Nature Reviews Cancer, 2023 - nature.com
In recent years, exceptional technological advances have enabled the identification and
interrogation of rare circulating tumour cells (CTCs) from blood samples of patients, leading …

Single-cell multiomics: technologies and data analysis methods

J Lee, DY Hyeon, D Hwang - Experimental & Molecular Medicine, 2020 - nature.com
Advances in single-cell isolation and barcoding technologies offer unprecedented
opportunities to profile DNA, mRNA, and proteins at a single-cell resolution. Recently, bulk …

Multiplexed droplet single-cell RNA-sequencing using natural genetic variation

HM Kang, M Subramaniam, S Targ, M Nguyen… - Nature …, 2018 - nature.com
Droplet single-cell RNA-sequencing (dscRNA-seq) has enabled rapid, massively parallel
profiling of transcriptomes. However, assessing differential expression across multiple …