Best practices for single-cell analysis across modalities

L Heumos, AC Schaar, C Lance, A Litinetskaya… - Nature Reviews …, 2023 - nature.com
Recent advances in single-cell technologies have enabled high-throughput molecular
profiling of cells across modalities and locations. Single-cell transcriptomics data can now …

The technological landscape and applications of single-cell multi-omics

A Baysoy, Z Bai, R Satija, R Fan - Nature Reviews Molecular Cell …, 2023 - nature.com
Single-cell multi-omics technologies and methods characterize cell states and activities by
simultaneously integrating various single-modality omics methods that profile the …

scGPT: toward building a foundation model for single-cell multi-omics using generative AI

H Cui, C Wang, H Maan, K Pang, F Luo, N Duan… - Nature …, 2024 - nature.com
Generative pretrained models have achieved remarkable success in various domains such
as language and computer vision. Specifically, the combination of large-scale diverse …

Dictionary learning for integrative, multimodal and scalable single-cell analysis

Y Hao, T Stuart, MH Kowalski, S Choudhary… - Nature …, 2024 - nature.com
Map** single-cell sequencing profiles to comprehensive reference datasets provides a
powerful alternative to unsupervised analysis. However, most reference datasets are …

Multi-omics single-cell data integration and regulatory inference with graph-linked embedding

ZJ Cao, G Gao - Nature Biotechnology, 2022 - nature.com
Despite the emergence of experimental methods for simultaneous measurement of multiple
omics modalities in single cells, most single-cell datasets include only one modality. A major …

Single-cell chromatin state analysis with Signac

T Stuart, A Srivastava, S Madad, CA Lareau, R Satija - Nature methods, 2021 - nature.com
The recent development of experimental methods for measuring chromatin state at single-
cell resolution has created a need for computational tools capable of analyzing these …

Chromatin accessibility profiling by ATAC-seq

FC Grandi, H Modi, L Kampman, MR Corces - Nature protocols, 2022 - nature.com
The assay for transposase-accessible chromatin using sequencing (ATAC-seq) provides a
simple and scalable way to detect the unique chromatin landscape associated with a cell …

Comparative cellular analysis of motor cortex in human, marmoset and mouse

TE Bakken, NL Jorstad, Q Hu, BB Lake, W Tian… - Nature, 2021 - nature.com
The primary motor cortex (M1) is essential for voluntary fine-motor control and is functionally
conserved across mammals. Here, using high-throughput transcriptomic and epigenomic …

Single-cell analyses reveal key immune cell subsets associated with response to PD-L1 blockade in triple-negative breast cancer

Y Zhang, H Chen, H Mo, X Hu, R Gao, Y Zhao, B Liu… - Cancer cell, 2021 - cell.com
In triple-negative breast cancer (TNBC), the benefit of combining chemotherapy with
checkpoint inhibitors is still not very clear. We utilize single-cell RNA-and ATAC-sequencing …

A multimodal cell census and atlas of the mammalian primary motor cortex

Principal manuscript editors, Analysis coordination… - Nature, 2021 - nature.com
Here we report the generation of a multimodal cell census and atlas of the mammalian
primary motor cortex as the initial product of the BRAIN Initiative Cell Census Network …