Gene regulatory network inference in the era of single-cell multi-omics

P Badia-i-Mompel, L Wessels, S Müller-Dott… - Nature Reviews …, 2023 - nature.com
The interplay between chromatin, transcription factors and genes generates complex
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …

Spatial profiling technologies illuminate the tumor microenvironment

O Elhanani, R Ben-Uri, L Keren - Cancer cell, 2023 - cell.com
The tumor microenvironment (TME) is composed of many different cellular and acellular
components that together drive tumor growth, invasion, metastasis, and response to …

[HTML][HTML] An integrated cell atlas of the lung in health and disease

L Sikkema, C Ramírez-Suástegui, DC Strobl… - Nature medicine, 2023 - nature.com
Single-cell technologies have transformed our understanding of human tissues. Yet, studies
typically capture only a limited number of donors and disagree on cell type definitions …

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

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

Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning

NF Greenwald, G Miller, E Moen, A Kong, A Kagel… - Nature …, 2022 - nature.com
A principal challenge in the analysis of tissue imaging data is cell segmentation—the task of
identifying the precise boundary of every cell in an image. To address this problem we …

[HTML][HTML] An atlas of healthy and injured cell states and niches in the human kidney

BB Lake, R Menon, S Winfree, Q Hu, R Melo Ferreira… - Nature, 2023 - nature.com
Understanding kidney disease relies on defining the complexity of cell types and states, their
associated molecular profiles and interactions within tissue neighbourhoods. Here we …

[HTML][HTML] Imaging intact human organs with local resolution of cellular structures using hierarchical phase-contrast tomography

CL Walsh, P Tafforeau, WL Wagner, DJ Jafree… - Nature …, 2021 - nature.com
Imaging intact human organs from the organ to the cellular scale in three dimensions is a
goal of biomedical imaging. To meet this challenge, we developed hierarchical phase …

The human proteoform project: defining the human proteome

LM Smith, JN Agar, J Chamot-Rooke, PO Danis… - Science …, 2021 - science.org
Proteins are the primary effectors of function in biology, and thus, complete knowledge of
their structure and properties is fundamental to deciphering function in basic and …

Advances and prospects for the Human BioMolecular Atlas Program (HuBMAP)

S Jain, L Pei, JM Spraggins, M Angelo, JP Carson… - Nature cell …, 2023 - nature.com
Abstract The Human BioMolecular Atlas Program (HuBMAP) aims to create a multi-scale
spatial atlas of the healthy human body at single-cell resolution by applying advanced …

Cell segmentation in imaging-based spatial transcriptomics

V Petukhov, RJ Xu, RA Soldatov, P Cadinu… - Nature …, 2022 - nature.com
Single-molecule spatial transcriptomics protocols based on in situ sequencing or
multiplexed RNA fluorescent hybridization can reveal detailed tissue organization. However …