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Profiling cell identity and tissue architecture with single-cell and spatial transcriptomics
Single-cell transcriptomics has broadened our understanding of cellular diversity and gene
expression dynamics in healthy and diseased tissues. Recently, spatial transcriptomics has …
expression dynamics in healthy and diseased tissues. Recently, spatial transcriptomics has …
A comprehensive survey of dimensionality reduction and clustering methods for single-cell and spatial transcriptomics data
Y Sun, L Kong, J Huang, H Deng, X Bian… - Briefings in …, 2024 - academic.oup.com
In recent years, the application of single-cell transcriptomics and spatial transcriptomics
analysis techniques has become increasingly widespread. Whether dealing with single-cell …
analysis techniques has become increasingly widespread. Whether dealing with single-cell …
Benchmarking clustering, alignment, and integration methods for spatial transcriptomics
Background Spatial transcriptomics (ST) is advancing our understanding of complex tissues
and organisms. However, building a robust clustering algorithm to define spatially coherent …
and organisms. However, building a robust clustering algorithm to define spatially coherent …
Multi-slice spatial transcriptome domain analysis with SpaDo
With the rapid advancements in spatial transcriptome sequencing, multiple tissue slices are
now available, enabling the integration and interpretation of spatial cellular landscapes …
now available, enabling the integration and interpretation of spatial cellular landscapes …
Granzyme K+CD8+ T cells interact with fibroblasts to promote neutrophilic inflammation in nasal polyps
CL Guo, CS Wang, ZC Wang, FF Liu, L Liu… - Nature …, 2024 - nature.com
Sophisticated interactions between stromal and immune cells play crucial roles in various
biological and pathological processes. In chronic rhinosinusitis with nasal polyps …
biological and pathological processes. In chronic rhinosinusitis with nasal polyps …
NiCo identifies extrinsic drivers of cell state modulation by niche covariation analysis
Cell states are modulated by intrinsic driving forces such as gene expression noise and
extrinsic signals from the tissue microenvironment. The distinction between intrinsic and …
extrinsic signals from the tissue microenvironment. The distinction between intrinsic and …
MNMST: topology of cell networks leverages identification of spatial domains from spatial transcriptomics data
Advances in spatial transcriptomics provide an unprecedented opportunity to reveal the
structure and function of biology systems. However, current algorithms fail to address the …
structure and function of biology systems. However, current algorithms fail to address the …
Shared and unique transcriptomic signatures of antidepressant and probiotics action in the mammalian brain
Understanding the shared and divergent mechanisms across antidepressant (AD) classes
and probiotics is critical for improving treatment for mood disorders. Here we examine the …
and probiotics is critical for improving treatment for mood disorders. Here we examine the …
StaVia: spatially and temporally aware cartography with higher-order random walks for cell atlases
Single-cell atlases pose daunting computational challenges pertaining to the integration of
spatial and temporal information and the visualization of trajectories across large atlases …
spatial and temporal information and the visualization of trajectories across large atlases …
Large-scale characterization of cell niches in spatial atlases using bio-inspired graph learning
Spatial omics holds great potential to elucidate tissue architecture by dissecting underlying
cell niches and cellular interactions. However, we lack an end-to-end computational …
cell niches and cellular interactions. However, we lack an end-to-end computational …