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67 Publications

Showing 1-10 of 67 results
Liu (Zhe) LabO'Shea Lab
10/11/26 | Plasticity-induced actin polymerization positions endocytic compartments at the bases of stimulated spines
Wong VC, Walpita D, Liu ZJ, O’Shea EK
bioRxiv. 2026 Oct 11:. doi: 10.64898/2026.10.08.756800

The endocytic pathway plays key roles in facilitating and regulating synaptic plasticity, but how its components are organized at spines undergoing plasticity is not fully understood. Here we use live-cell imaging and single-particle tracking to examine the localization of endosomes and lysosomes in response to plasticity-inducing stimuli. We find that endosomes and lysosomes are positioned and retained near the bases of stimulated spines after the induction of structural plasticity in a manner dependent on actin polymerization in the dendritic shaft. Spines with endocytic compartments near their bases exhibit greater glutamate receptor turnover and more sustained enlargement after stimulation than spines lacking them. These results suggest that actin polymerization in the dendritic shaft acts as a hub to organize critical cellular machinery at the bases of spines undergoing synaptic plasticity.

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Liu (Zhe) Lab
08/22/26 | Single-particle tracking reveals neuronal activity-dependent shuttling of ARC/ARG3.1 protein between cytoplasmic clusters and the nucleus
Abrahamsen AD, Fevang H, Qian Y, Gandin V, Liu ZJ, Testa I, Bramham CR
bioRxiv. 2026 Aug 22:. doi: 10.64898/2026.08.18.745435

The activity-regulated cytoskeleton-associated protein (ARC/ARG3.1) is a key regulator of synaptic plasticity and has both synaptic and nuclear functions. ARC is known to undergo nuclear import and export, yet the dynamic transport behavior of individual ARC particles remains unknown. Using live-cell single-particle tracking, we directly visualize ARC nucleocytoplasmic transport and shuttling in primary hippocampal neurons. Synaptic activation by chemical long-term potentiation (cLTP) treatment increases shuttling behavior and reveals a previously underappreciated organization of ARC within the neuronal cell body cytoplasm, characterized by perinuclear ARC clusters. Disruption of the N-terminal ARC oligomerization motif markedly reduced both perinuclear cluster formation and nucleocytoplasmic shuttling. Together, these findings reveal an activity-dependent relationship between ARC self-assembly, perinuclear organization, and nucleocytoplasmic trafficking, providing a potential mechanism for coordinating the synaptic and nuclear functions of ARC during neuronal plasticity.

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Clapham LabBetzig LabLiu (Zhe) Lab
05/22/26 | A multimodal adaptive optical microscope for in vivo imaging from molecules to organisms
Fu T, Liu G, Milkie DE, Ruan X, Görlitz F, Shi Y, Ferro V, Divekar NS, Wang W, York HM, Kilic V, Mueller M, Liang Y, Daugird TA, Gacha-Garay MJ, Larkin KA, Adikes RC, Harrison N, Shirazinejad C, Williams S, Nourse JL, Sheu S, Gao L, Li T, Mondal C, Achour K, Hercule W, Stabley D, Emmerich K, Dong P, Drubin D, Liu ZJ, Clapham D, Mumm JS, Koyama M, Killilea A, Bravo-Cordero JJ, Keene CD, Luo L, Kirchhausen T, Pathak MM, Arumugam S, Nunez JK, Gao R, Matus DQ, Martin BL, Swinburne IA, Betzig E, Legant WR, Upadhyayula S
Nat Methods. 2026 May 22:. doi: 10.1038/s41592-026-03066-1

Understanding biological systems requires observing features and processes across vast spatial and temporal scales, spanning nanometers to centimeters and milliseconds to days, often using multiple imaging modalities within complex native microenvironments. Yet, achieving this comprehensive view is challenging because microscopes optimized for specific tasks typically lack versatility due to inherent optical and sample handling tradeoffs, and frequently suffer performance degradation from sample-induced optical aberrations in multicellular contexts. Here, we present Multimodal Optical Scope with Adaptive Imaging Correction (MOSAIC), a reconfigurable microscope that integrates multiple advanced imaging techniques including light-sheet, label-free, super-resolution and multiphoton, all equipped with adaptive optics. MOSAIC enables noninvasive imaging of subcellular dynamics in both cultured cells and live multicellular organisms, nanoscale mapping of molecular architectures across millimeter-scale expanded tissues and structural/functional neural imaging within live mice. MOSAIC facilitates correlative studies across biological scales within the same specimen, providing an integrated platform for broad biological investigation.

 

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Funke LabLiu (Zhe) LabScientific Computing
02/13/26 | Machine learning-guided spatial omics for tissue-scale discovery of cell-type-specific architectures
Lian Y, Adjavon D, Kawase T, Kim J, Fleishman G, Preibisch S, Funke J, Liu ZJ
bioRxiv. 2026 Feb 13:. doi: 10.64898/2026.02.12.705598

Multiplexed protein imaging enables spatially resolved analysis of molecular organization in tissues, but existing spatial proteomics platforms remain constrained in scalability, throughput, and integration with RNA measurements and interpretable computational analysis. Here, we present an integrated spatial omics framework that combines highly multiplexed protein and RNA imaging with explainable machine learning to map cell-type-specific molecular and structural architectures at tissue scale. Using this platform, we simultaneously profiled up to 46 proteins and 79 RNA species across \~370,000 cells in intact mouse brain tissue at diffraction-limited subcellular resolution (\~260 nm). We developed a scalable, open-source computational pipeline for large-scale image processing and analysis, and show that nuclear protein and chromatin features alone are sufficient to accurately classify brain cell types and their spatial organization. Incorporation of explainable deep learning further enabled identification of human-interpretable, cell-type-specific subnuclear structural features directly from imaging data, with independent quantitative validation. Together, this integrated experimental and computational framework enables tissue-scale spatial proteomics-based cell-type classification and structural feature discovery, providing a broadly applicable platform for mechanistic studies, high-content screening, and translational applications.

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Liu (Zhe) Lab
09/01/25 | Surrogate selection oversamples expanded T cell clonotypes
Peng Yu , Yumin Lian , Elliot Xie , Cindy L. Zuleger , Richard J. Albertini , Mark R. Albertini , Michael A. Newton
The Annals of Applied Statistics. 2025 Sept 01;19:1884 – 1907. doi: 10.1214/25-AOAS2032

Surrogate selection is an experimental design that without sequencing any DNA can restrict a sample of cells to those carrying certain genomic mutations. In immunological disease studies, this design may provide a relatively easy approach to enrich a lymphocyte sample with cells relevant to the disease response because the emergence of neutral mutations associates with the proliferation history of clonal subpopulations. A statistical analysis of clonotype sizes provides a structured, quantitative perspective on this useful property of surrogate selection. Our model specification couples within-clonotype birth-death processes with an exchangeable model across clonotypes. Beyond enrichment questions about the surrogate selection design, our framework enables a study of sampling properties of elementary sample diversity statistics; it also points to new statistics that may usefully measure the burden of somatic genomic alterations associated with clonal expansion. We examine statistical properties of immunological samples governed by the coupled model specification, and we illustrate calculations in surrogate selection studies of melanoma and in single-cell genomic studies of T cell repertoires.

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Liu (Zhe) Lab
05/28/25 | High-resolution imaging of RNA and proteins in thick tissues using cycleHCR.
Kim J, Liu ZJ
Nat Rev Genet. 2025 May 28:. doi: 10.1038/s41576-025-00860-z
02/20/25 | Deep-tissue transcriptomics and subcellular imaging at high spatial resolution
Gandin V, Kim J, Yang L, Lian Y, Kawase T, Hu A, Rokicki K, Fleishman G, Tillberg P, Aguilera Castrejon A, Stringer C, Preibisch S, Liu ZJ
Science. 2025 Feb 20:. doi: 10.1126/science.adq2084

Limited color channels in fluorescence microscopy have long constrained spatial analysis in biological specimens. Here, we introduce cycle Hybridization Chain Reaction (HCR), a method that integrates multicycle DNA barcoding with HCR to overcome this limitation. cycleHCR enables highly multiplexed imaging of RNA and proteins using a unified barcode system. Whole-embryo transcriptomics imaging achieved precise three-dimensional gene expression and cell fate mapping across a specimen depth of ~310 μm. When combined with expansion microscopy, cycleHCR revealed an intricate network of 10 subcellular structures in mouse embryonic fibroblasts. In mouse hippocampal slices, multiplex RNA and protein imaging uncovered complex gene expression gradients and cell-type-specific nuclear structural variations. cycleHCR provides a quantitative framework for elucidating spatial regulation in deep tissue contexts for research and potentially diagnostic applications.

 

Preprint: https://doi.org/10.1101/2024.05.17.594641

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08/15/24 | Plasticity-induced actin polymerization in the dendritic shaft regulates intracellular AMPA receptor trafficking.
Wong VC, Houlihan PR, Liu H, Walpita D, DeSantis MC, Liu Z, O'Shea EK
Elife. 2024 Aug 15;13:. doi: 10.7554/eLife.80622

AMPA-type receptors (AMPARs) are rapidly inserted into synapses undergoing plasticity to increase synaptic transmission, but it is not fully understood if and how AMPAR-containing vesicles are selectively trafficked to these synapses. Here, we developed a strategy to label AMPAR GluA1 subunits expressed from their endogenous loci in cultured rat hippocampal neurons and characterized the motion of GluA1-containing vesicles using single-particle tracking and mathematical modeling. We find that GluA1-containing vesicles are confined and concentrated near sites of stimulation-induced structural plasticity. We show that confinement is mediated by actin polymerization, which hinders the active transport of GluA1-containing vesicles along the length of the dendritic shaft by modulating the rheological properties of the cytoplasm. Actin polymerization also facilitates myosin-mediated transport of GluA1-containing vesicles to exocytic sites. We conclude that neurons utilize F-actin to increase vesicular GluA1 reservoirs and promote exocytosis proximal to the sites of synaptic activity.

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07/24/24 | Cohesin prevents cross-domain gene coactivation.
Dong P, Zhang S, Gandin V, Xie L, Wang L, Lemire AL, Li W, Otsuna H, Kawase T, Lander AD, Chang HY, Liu ZJ
Nat Genet. 2024 Jul 24:. doi: 10.1038/s41588-024-01852-1

The contrast between the disruption of genome topology after cohesin loss and the lack of downstream gene expression changes instigates intense debates regarding the structure-function relationship between genome and gene regulation. Here, by analyzing transcriptome and chromatin accessibility at the single-cell level, we discover that, instead of dictating population-wide gene expression levels, cohesin supplies a general function to neutralize stochastic coexpression tendencies of cis-linked genes in single cells. Notably, cohesin loss induces widespread gene coactivation and chromatin co-opening tens of million bases apart in cis. Spatial genome and protein imaging reveals that cohesin prevents gene co-bursting along the chromosome and blocks spatial mixing of transcriptional hubs. Single-molecule imaging shows that cohesin confines the exploration of diverse enhancer and core promoter binding transcriptional regulators. Together, these results support that cohesin arranges nuclear topology to control gene coexpression in single cells.

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Liu (Zhe) Lab
07/04/24 | CRISPR-array-mediated imaging of non-repetitive and multiplex genomic loci in living cells.
Yang L, Min Y, Liu Y, Gao B, Liu X, Huang Y, Wang H, Yang L, Liu ZJ, Chen L
Nat Methods. 2024 Jul 04:. doi: 10.1038/s41592-024-02333-3

Dynamic imaging of genomic loci is key for understanding gene regulation, but methods for imaging genomes, in particular non-repetitive DNAs, are limited. We developed CRISPRdelight, a DNA-labeling system based on endonuclease-deficient CRISPR-Cas12a (dCas12a), with an engineered CRISPR array to track DNA location and motion. CRISPRdelight enables robust imaging of all examined 12 non-repetitive genomic loci in different cell lines. We revealed the confined movement of the CCAT1 locus (chr8q24) at the nuclear periphery for repressed expression and active motion in the interior nucleus for transcription. We uncovered the selective repositioning of HSP gene loci to nuclear speckles, including a remarkable relocation of HSPH1 (chr13q12) for elevated transcription during stresses. Combining CRISPR-dCas12a and RNA aptamers allowed multiplex imaging of four types of satellite DNA loci with a single array, revealing their spatial proximity to the nucleolus-associated domain. CRISPRdelight is a user-friendly and robust system for imaging and tracking genomic dynamics and regulation.

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