Jul 2026· DNA and Cell Biology· Vol 45, pp. 431 - 449· 0 citations· 172 references
Medicine
TL;DR
It is argued that the next evolution of scRNA-seq must integrate three essential pillars: temporal dynamics, spatial information, and evolutionary conservation.
Abstract
The advent of single-cell RNA sequencing (scRNA-seq) has fundamentally transformed biological research, converting our understanding of cellular diversity from a purely conceptual idea into a quantifiable, applicable, and observable reality. Early efforts successfully created catalogs of cell types across diverse tissues and species, delivering an effective inventory of the components that make up complex animal systems. Yet the field now stands at a crossroads; rather than bringing clarity, the ever-growing number of cellular atlases threatens to flood and overwhelm it. In this review, we argue that the next evolution of scRNA-seq must integrate three essential pillars: temporal dynamics, spatial information, and evolutionary conservation. We have entered the era of predictive biology, moving beyond simple inventories to build dynamic, multispecies, spatially resolved comparative meta-atlases. This new approach seeks not only to understand the fundamental processes of development, physiology, and disease but also to predict cellular behaviors and their evolutionary trajectories, ultimately achieving a mechanistic understanding of life’s complexity.
MILK is presented, a scalable computational framework that organizes high-dimensional single-cell populations into unified tree representations that establish the hierarchical organization of biological data as a scalable and unifying representation of cellular identity, enabling integrative analysis of single-cell gen...
Brett Kiyota, Chaehyeon Lee, Hao-Yang Yao et al.· bioRxiv· 0 citations
This review provides a physiology-centered blueprint for applying single-cell RNA sequencing, single-nucleus RNA sequencing, and spatial transcriptomics to non-model species and critically evaluates dissociation and preservation bias, genome annotation, seasonal and ecological variation, biological replication, pseudor...
Adnan Amin, W. Zaman· Functional & Integrative Gen...· 0 citations
The cellular innovations underlying vertebrate gastrointestinal diversification remain largely unknown. Here, we constructed a single-cell and spatial transcriptomic atlas comprising nearly 1 million cells from 10 species, spanning 500 million years of vertebrate evolution. Analysis of conserved gene co-expression modu...
A "cellular spatiotemporal dogma" governs the zygote's programmed development into a complete plant and its adaptation to various environmental stresses, representing the set of principles describing how gene expression, cell identity, and function are coordinated across physical spatial contexts and temporal developme...
Aging reshapes the human body at the cellular level, yet how cell identity, morphology, and spatial organization remodel across organs and the adult lifespan remains poorly mapped, at a scale and lifespan coverage that molecular spatial assays cannot yet reach. Treating the GTEx histopathology archive as a population-s...
Ernesto Abila, Yimin Zheng, Z. Bagó-Horváth et al.· bioRxiv· 0 citations
This manuscript explores the current landscape of single-cell RNA sequencing (scRNA-seq), highlighting key studies that have leveraged this technology to advance biological understanding for clinical purposes through the construction of gene regulatory networks (GRNs) from single-cell transcriptomic data.
J. López-Castiblanco, L. López-Kleine, Yesid Cuesta-Astroz· Journal of Investigative Med...· 0 citations
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