Biology subjects

Park, C.

Publications and source records attributed to Park, C..

At least 37 records · Page 2Linked to original sources

bioRxiv2025

Spatial gene expression maps in vertebrate limbs display conserved and regenerative species-specific features within connective tissue

Regeneration is widespread but sparsely distributed throughout the animal kingdom. Identifying factors that differentiate regenerative and non-regenerative organisms could enable approaches for improving regenerative outcomes in non-regenerative species. Constitutive adult positional information can be required for regeneration, but has been poorly characterized across animals. Here, we generated positional gene expression atlases for the limbs of one regenerative (axolotl) and one non-regenerative (mouse) vertebrate. Regional gene expression signatures in both species are highly overlapping and mirror multiple developmental positional information patterns, particularly along the primary limb axis. These expression signatures are largely harbored in connective tissue, including diverse fibroblast types, in both organisms. We also identified species-specific regional expression patterns, including for Proxima, a novel gene encoding a secreted factor with strong positional expression in axolotl. Positional gene expression similar to developmental patterns also exists between forelimbs and hindlimbs and along anterior-posterior and dorsal-ventral limb axes, although some of these regional expression signatures are stronger in axolotl than in mouse. This work establishes regional atlases of adult vertebrate limbs and suggests that the connective tissue of regenerative and non-regenerative vertebrate limbs share a conserved signature of positional memory, with some signatures more apparent in the regenerative species.

developmental biology↗

bioRxiv2025

Single-Cell Multiomic Profiling Uncovers Radiation Dosage-Sensitive, Cluster-Specific Regulatory Dynamics in Glioblastoma

Glioblastoma (GBM) is an aggressive brain tumor that inevitably recurs after chemoradiotherapy, resulting in poor patient outcomes. Given GBMs cellular heterogeneity, we hypothesized that radiation induces sub-population specific alterations to survive and adapt to radiation stress. We performed integrated single-cell RNA-seq and ATAC-seq analyses in Glioma Stem-Like Cultures three hours after they were exposed to clinically relevant radiation doses. Radiation reshaped the cellular landscape, altering both cell type composition and GBM subtype distribution. Cluster-specific and shared transcriptional programs were induced in a dose-dependent manner, with differentially expressed genes enriching distinct biological pathways. Chromatin accessibility analyses revealed parallel cluster-specific remodeling, with both opening and closing of regulatory elements linked to functional pathway shifts. Notably, 2 Gy and 6 Gy exposures elicited conserved transcriptional profiles in RNA clusters across different radiation doses. Together, these results highlight immediate radiation-induced transcriptional and chromatin remodeling programs in GBM at single-cell resolution and identify conserved cluster-specific adaptations that may underlie therapeutic resistance.

cancer biology↗

bioRxiv2025

Consistent Neural Representation of Affective States between Watching and Recall using fNIRS

People tend to recall similar feelings when remembering the same event. Yet the neural mechanisms by which emotional valence and arousal are represented during perception and later recall remain unclear. Here, we used functional near-infrared spectroscopy to record prefrontal cortex activity while participants viewed and then freely recalled short video clips designed to elicit four affective states (amusement, calmness, disgust, and sadness). Multidimensional scaling revealed that both modality-general (shared across viewing and recall) and modality-specific (unique to each phase) dimensions of valence and arousal were significant, and cross-modal classification successfully decoded valence and arousal. Our results support a hierarchical model in which a stable core affect is preserved across perception and memory, while context-dependent refinements adapt emotional representations during recall. This work highlights fNIRS as a useful tool for studying emotional memory in ecologically valid settings and lays groundwork for multimodal imaging of affective replay.

neuroscience↗

bioRxiv2025

An InDel Genomic Variant within a Bifunctional Super-Enhancer for LINC00636 and CD47 Regulation in Breast Cancer

Highly accessible genomic super-enhancers often drive tumor-promoting programs, yet the impact of genomic variation within these regulatory elements remains unclear. Here, we identified a bifunctional super-enhancer that regulates the expression of cancer-promoting genes LINC00636 and CD47 in breast cancer. We discovered that a common germline insertion variant within the super-enhancer is associated with reduced chromatin accessibility at the super-enhancer locus. Deletion of the insertion in breast cancer cells increased chromatin accessibility, leading to upregulation of LINC00636 and CD47, enhanced resistance to nutrient-deprivation-induced apoptosis (mediated by CD47), activation of senescence (driven by elevated LINC00636), delayed cell death, and reduced infiltration of CD80 pro-inflammatory macrophages, changes that represent tumor-promoting features. Together, our findings uncover a common insertion-deletion variant that fine-tunes the regulatory activity of a bifunctional super-enhancer, suggest a protective role for the insertion allele, and establish a novel function for LINC00636 in senescence and breast cancer.

genomics↗

bioRxiv2025

Anti-CD206 CAR T Cell Treatment Restores Fibrosis-Induced Loss of Dermal White Adipose Tissue

Fibrosis drives pathology in the chronic autoimmune disease systemic sclerosis (SSc), which has the highest case fatality rate of any systemic autoimmune disease with no validated biomarkers or curative treatments. Our prior work has shown that CD206+ macrophages and dermal fibroblasts engage in cooperative mechanisms of inflammatory and fibrotic activation in SSc. Here, we designed a targeted immunotherapeutic approach to eliminate CD206+ macrophages using chimeric antigen receptor (CAR) T cells. We demonstrate that systemic delivery of a single dose of anti-CD206 CAR T cells restores dermal white adipose tissue (DWAT) in vivo. Notably, loss of subcutaneous fat is a well-recognized but poorly understood aspect of SSc pathogenesis that precedes the development of fibrosis and is driven by changes in lineage commitment of adipose-derived stem cells (ADSCs). Using snRNA-seq and a newly-developed in vitro co-culture model, we report that CD206high macrophages mediate ADSC shift from adipocytic to fibrotic activation in part through an IL-6-dependent mechanism. This report implicates a novel function for macrophages in the regulation of early SSc pathogenesis and is the first to establish the therapeutic efficacy of using CAR T cell immunotherapy to target macrophages in the treatment of SSc skin disease.

synthetic biology↗

bioRxiv2025

Non-integrating direct reprogramming generates therapeutic endothelial cells with sustained vascular regeneration capacity enhanced by nanomatrix delivery

RationaleDirect reprogramming of fibroblasts into endothelial cells (rECs) using ETV2 shows promise for vascular regeneration. However, current approaches using integrating viral vectors pose clinical translation barriers, and poor long-term cell survival limits therapeutic efficacy. ObjectiveTo develop a clinically compatible method for generating rECs using non-integrating adenoviral ETV2 (Ad-ETV2) and enhance their engraftment and therapeutic efficacy through peptide amphiphile (PA) nanomatrix encapsulation. Methods and ResultsHuman dermal fibroblasts were reprogrammed using Ad-ETV2 and characterized by flow cytometry, RNA sequencing, and functional assays. Therapeutic efficacy was evaluated in murine hindlimb ischemia with or without PA-RGDS encapsulation over 12 months. Ad-ETV2 induced robust endothelial gene expression (CDH5, KDR, PECAM1) within 6 days, with 40-50% reprogramming efficiency. KDR+ Ad-rECs demonstrated functional endothelial properties including Ac-LDL uptake, tube formation, and exceptional proangiogenic factor secretion (200-fold higher HGF than HUVECs). RNA sequencing revealed rapid transcriptional reprogramming with fibroblast gene suppression and endothelial/angiogenic gene activation. In hindlimb ischemia, Ad-rECs significantly enhanced blood flow recovery and capillary density versus controls. Long-term analysis revealed sustained vascular contribution through three mechanisms: direct incorporation, perivascular support, and vessel guidance, persisting throughout 12 months--the longest reported follow-up for reprogrammed cells. PA-RGDS encapsulation markedly improved cell retention; while 75% of cells were lost by 3 months, retention stabilized thereafter with minimal additional loss through 12 months. ConclusionsAdenoviral ETV2 delivery enables efficient generation of clinically compatible rECs without genomic integration. These cells demonstrate potent and sustained therapeutic efficacy through multiple vascular regeneration mechanisms. PA-RGDS encapsulation significantly enhances long-term engraftment, establishing this combined approach as a promising platform for treating ischemic cardiovascular diseases.

cell biology↗

bioRxiv2025

Engineering Antibody-Drug Conjugates targeting an Adhesion GPCR, CD97

Adhesion G protein-coupled receptors (aGPCRs) are key cell-adhesion molecules involved in many cellular functions and contribute to human diseases, including cancer. aGPCRs are characterized by large extracellular regions that could serve as readily accessible antigens. However, the potential of aGPCRs as targets for biologic therapeutics has not been extensively explored. CD97, also known as ADGRE5, is an aGPCR that is upregulated in various cancer types, including acute myeloid leukemia (AML) and glioblastoma (GBM), and their respective cancer stem cells. Here, we developed antibody-drug conjugates (ADCs) targeting CD97 and assessed their efficacy against AML and GBM cells. We generated a panel of synthetic human antibodies targeting distinct epitopes of CD97, from which we identified an antibody that was efficiently internalized. This antibody binds to all isoforms of human CD97 but not to its close homolog, EMR2. Structure determination by single-particle cryo-electron microscopy revealed that this antibody targets the CD97 GPCR autoproteolysis-inducing (GAIN) domain, whose presence is conserved in aGPCRs, through an unconventional binding mode where it extensively utilizes the light chain framework for antigen recognition. Screening of conjugation methods and payloads resulted in a stable ADC that effectively killed AML and GBM cell lines, as well as patient-derived GBM stem cells, with minimal cytotoxicity against peripheral blood mononuclear cells from healthy donors. Our study demonstrates the therapeutic potential of targeting CD97, as well as the aGPCR GAIN domain in general, and broadens our mechanistic understanding of antibody-antigen interactions.

biochemistry↗

bioRxiv2025

Connectomic reconstruction from hippocampal CA3 reveals spatially graded mossy fiber inputs and selective feedforward inhibition to pyramidal cells

The mossy fiber (MF) connections to pyramidal cells in hippocampal CA3 are hypothesized to participate in pattern separation and memory encoding, yet no large-scale neuronal wiring diagram exists for these connections. We assembled a 3D electron microscopy volume ([~]1x1x0.1mm3) from mouse hippocampal CA3. By proofreading and automated segmentation, we reconstructed and classified all soma-containing neurons--including 1,815 pyramidal cells and 229 inhibitory cells--and over 55,000 MFs. Pyramidal cells receive more numerous MF inputs along a proximodistal gradient. Some distal cells show surprisingly high convergence via relatively small terminals with fewer vesicles. Pyramidal cells share significantly more MF inputs than networks randomized by degree-preserving swap, and are better approximated by networks randomized by proximity-preserving swap. We identify a feedforward inhibitory circuit from MFs via perisomatic interneurons that selectively target a pyramidal subtype. We demonstrated large-scale mapping across levels in the hippocampus--from circuits to cell types to vesicles. The dataset is shared through Pyr, an online platform for hippocampal connectomics.

neuroscience↗

bioRxiv2025

The systemic JIA synovial fluid environment supports development and prevalence of specific inflammatory T helper cell phenotypes

ObjectiveThe potential involvement of adaptive immunity in systemic juvenile idiopathic arthritis (sJIA) pathophysiology remains an intriguing question. Here, we investigated whether and how the inflammatory environment in sJIA versus JIA synovial fluid (SF) may differentially impact T helper (Th) cell polarization and activation. MethodsSF samples from sJIA and JIA patients (both n=7) were tested in various cell culture setups, with or without recombinant cytokines or cytokine-blocking drugs, to assess their effects on healthy donor Th cell activation. We analyzed cellular surface marker, transcription factor, and effector molecule expression using flow cytometry, Luminex, ELISA, and qRT-PCR. ResultsBoth sJIA and JIA SF revealed highly pro-inflammatory profiles. Compared to JIA, sJIA SF demonstrated markedly elevated IL-1{beta}, IL-18, GM-CSF, S100A9, and MPO levels, while JIA SF showed trends toward higher soluble FasL and IL-17A concentrations. Notably, sJIA SF significantly increased CD4 T cell ICOS expression and expanded CXCR3posCCR6pos Th cells, whereas JIA SF favored expansion of CXCR3negCCR6pos Th cells and CCR6pos Th cell expansion was sensitive to IL-1 blockade. Systemic JIA SF selectively sustained a IFN{gamma}/IL-21 expressing T peripheral helper (Tph) phenotype, particularly associated with IL-1{beta}, IL-18, and GM-CSF SF levels. Spiking JIA SF with a cocktail of these cytokines recapitulated some T cellular phenotypic features observed in sJIA SF cultures. ConclusionJIA and sJIA SF drive distinct Th cell polarization, including differential and sustained Tf/ph cell activation. These findings complement our earlier observations in sJIA peripheral blood and demonstrate the impact of the SF inflammatory matrix on immune cell activation. What is already known on this topicO_LISystemic juvenile idiopathic arthritis (sJIA, Stills Disease) is initially hallmarked by innate immunity driving systemic inflammation C_LIO_LIWith further disease course sJIA can progress to chronic destructive arthritis with several studies suggesting an involvement of adaptive immunity in this process. C_LIO_LIIn a previous study we linked T follicular/peripheral helper (Tfh/Tph) cells in sJIA patients blood to arthritis and self-reactive antibody signatures in patients with longer disease duration C_LI What this study addsO_LIOur study demonstrates that sJIA versus JIA synovial fluid (SF) can drive differential T helper cell (Th cell) polarization and activation. C_LIO_LIOur data imply that sJIA SF promotes the self-sustenance of Th cells with a Tph phenotype characterized by IFN{gamma}, IL-21 and c-MAF expression. C_LIO_LIIL-1{beta}, IL-18, and GM-CSF levels in sJIA SF can be associated with Tph perseverance, and recapitulate sJIA Tph features when spiked into JIA SF. C_LI How this study might affect research, practice or policyO_LIThe present data complement our earlier observations from sJIA peripheral blood and strengthen the biphasic model hypothesis regarding sJIA progression C_LIO_LIWhile both JIA and sJIA patients can develop clinically similar arthritis, our data demonstrate how the respective local inflammatory environments can differentially impact and shape T cell immunity. C_LIO_LIOur data suggest a combined and early targeting of both IL-1{beta} and IL-18 in sJIA may be effective in preventing the generation of inflammatory T cell subsets with the potential to drive chronic arthritis through a joint-localized, adaptive immune response. C_LI

immunology↗

bioRxiv2025

Flow-sensitive HEG1 controls eNOS activity to prevent endothelial dysfunction, hypertension, and atherosclerosis

Hypertension (HTN), the chronic elevation of blood pressure, accounts for more atherosclerotic cardiovascular disease deaths than any other modifiable risk factor.1 In the arteries, stable blood flow (s-flow) drives healthy, atheroprotective endothelial cell (EC) functions including nitric oxide (NO) production, barrier function, and anti-inflammatory programs via the action of flow-sensitive proteins. We showed that s-flow stimulates Heart-of-Glass 1 (HEG1) protein expression, localization to cell-cell junctions, and secretion from ECs.2 We found that conditional, endothelial cell-specific knockout of (Heg1ECKO) exacerbates atherosclerosis2, however the mechanism was unknown. Here, we report a new role of HEG1 in controlling EC dysfunction, hypertension and atherosclerosis. We discover a novel mechanism: HEG1 regulates NO bioavailability via a flow-dependent HEG1-eNOS interaction (endothelial nitric oxide synthase, NOS3). Heg1ECKO develops spontaneous hypertension and severe atherosclerosis, both of which are effectively treated by Angiotensin-Converting Enzyme inhibition (ACEi). UK BioBank and Swedish cohort studies reveal that plasma HEG1 levels are associated with hypertension and cardiovascular disease risk.3,4 Our findings suggest HEG1 may serve as a biomarker to advance personalized therapies for EC dysfunction, hypertension, and atherosclerosis.

physiology↗

bioRxiv2025

Synthetic auxotrophy reveals metabolic regulation of plasma cell generation, affinity maturation, and cytokine receptor signaling

The efficiencies with which activated B lymphocytes proliferate and develop into antibody (Ab)-secreting plasma cells are critical determinants of adaptive humoral immunity and sustain certain autoimmune diseases. Specific pathways in intermediary metabolism, or their substrate supply, influence lymphocyte differentiation and function. We now show that although stringent restriction of glutamine supply decreases proliferation and differentiation of B cells into plasma cells, glutaminolysis - a major means of metabolism of this amino acid - was only conditionally crucial in B cells and the Ab responses derived from them. Strikingly, Gls, the gene encoding the main glutaminase of lymphocytes, promoted anti-NP Ab responses at the primary and recall phases if either glucose uptake into B cells or pyruvate into their mitochondria was also impaired but otherwise was dispensable. This synthetic auxotrophy, i.e., conditional requirement of glutaminase for processes in addition to survival and proliferation, involved support to a progressive expansion of mitochondrial respiration followed by plasma cell differentiation. Surprisingly, impairment of glutaminase and the mitochondrial pyruvate channel decreased IL-21 stimulation of STAT3 phosphorylation as well as interferon stimulation of STAT1 activation. Together, our findings establish not only a powerful collaboration of metabolic pathways in programming increased respiration and the development of Ab-secreting cells, but also reveal modulation of cytokine receptor signaling by metabolism.

immunology↗

bioRxiv2025

Induction of TFEB promotes Kupffer cell survival and reduces lipid accumulation and inflammation in MASLD

Kupffer cells (KCs) are the tissue-resident macrophage of the liver where they serve a critical role in maintaining liver tissue homeostasis and as a filter for circulation. The composition of liver macrophages changes during metabolic dysfunction-associated liver disease (MASLD), with the loss of resident KCs being a hallmark of disease progression. The mechanism(s) and consequences of KC death in metabolic liver disease have yet to be defined. Transcription factor EB (TFEB) is a master regulator of lysosome function and lipid metabolism which has been shown to protect macrophages from lipid stress in atherosclerosis. We hypothesized that TFEB would improve KC fitness in MASLD. To investigate this possibility, we created a transgenic mice in which TFEB was induced specifically in KCs. We found that TFEB induction protected KCs from cell death in two mouse models of MASLD. KC preservation through TFEB induction reduced liver steatosis via a mechanism that was dependent on macrophage lysosomal lipolysis and mitochondrial fatty acid oxidation. The protection from cell death in TFEB KCs was the result of reduced oxidative stress and ferroptosis through a mechanism that involved enhanced NADPH levels. Together, we provide evidence that TFEB promotes KC fitness during MASLD and orchestrates beneficial effects on liver pathology, thus providing potential targets to develop cell-specific therapeutics.

immunology↗

bioRxiv2025

Disturbed Flow Induces Reprogramming of Endothelial Cells to Immune-like and Foam Cells under Hypercholesterolemia during Atherogenesis

BackgroundAtherosclerosis occurs preferentially in the arteries exposed to disturbed flow (d-flow), while the stable flow (s-flow) regions are protected even under hypercholesterolemic conditions. We recently showed that d-flow alone initiates flow-induced reprogramming of endothelial cells (FIRE), including the novel concept of partial endothelial-to-immune-cell-like transition (partial EndIT), but was not validated using a genetic lineage-tracing model. Here, we tested and validated the two-hit hypothesis that d-flow is an initial instigator of partial FIRE but requires hypercholesterolemia to induce a full-blown FIRE and atherosclerotic plaque development. MethodsMice were treated with adeno-associated virus expressing proprotein convertase subtilisin/kexin type 9 and a Western diet to induce hypercholesterolemia and/or partial carotid ligation (PCL) surgery to expose the left common carotid artery (LCA) to d-flow. Single-cell RNA sequencing (scRNA-seq) analysis was performed using cells obtained from the intima and leftover LCAs and the control right common carotid arteries at 2 and 4 weeks post-PCL. Comprehensive immunohistochemical staining was performed on EC-specific confetti mice treated with PCL and hypercholesterolemic conditions at 4 weeks post-PCL to validate endothelial reprogramming. ResultsAtherosclerotic plaques developed by d-flow under hypercholesterolemia at 2 and 4 weeks post-PCL, but not by d-flow or hypercholesterolemia alone, as expected. The scRNA-seq results of 98,553 single cells from 95 mice revealed 25 cell clusters; 5 EC, 3 vascular smooth muscle cell (SMC), 5 macrophage (M{Phi}), and additional fibroblast, T cell, natural killer cell, dendritic cell, neutrophil, and B cell clusters. Our scRNA-seq analyses showed that d-flow under hypercholesterolemia transitioned healthy ECs to full immune-like (EndIT) and, more surprisingly, foam cells (EndFT), in addition to inflammatory and mesenchymal cells (EndMT). Further, EC-derived foam cells shared remarkably similar transcriptomic profiles with foam cells derived from SMCs and M{Phi}s. Comprehensive lineage-tracing studies using immunohistochemical staining of canonical protein and lipid markers in the EC-specific confetti mice clearly demonstrated direct evidence supporting the novel FIRE hypothesis, including EndIT and EndFT, when d-flow was combined with hypercholesterolemia. Further, reanalysis of the publicly available human carotid plaque scRNA-seq and Perturb-seq datasets supported the FIRE hypothesis and a potential mechanistic link between the genes and FIRE. ConclusionWe provide evidence supporting the two-hit hypothesis: ECs in d-flow regions, such as the branching points, are partially reprogrammed, while hypercholesterolemia alone has minimal endothelial reprogramming effects. Under hypercholesterolemia, d-flow fully reprograms arterial ECs, including the novel EndIT and EndFT, in addition to inflammation and EndMT, during atherogenesis. This single-cell atlas provides a crucial roadmap for developing novel mechanistic understanding and therapeutics targeting flow-sensitive genes, proteins, and pathways of atherosclerosis.

cell biology↗

bioRxiv2025

SoEM-Web: a user-friendly platform for the analysis and visualization of small-organelle-enriched metagenomics data

BackgroundMarine microeukaryotes play a crucial role in global biogeochemical cycles and ecosystem functioning. However, their diversity and distribution patterns remain poorly understood. To improve the biodiversity assessment of environmental samples, we recently developed a PCR-free, small-organelle-enriched metagenomics (SoEM) method, accompanied by a bioinformatics workflow for analyzing SoEM metagenomic data. However, the complexity of these analyses typically requires extensive bioinformatics expertise, potentially limiting their broader adoption. MethodsTo address this challenge, we present SoEM-Web, a user-friendly web application for the interactive analysis, classification, and visualization of SoEM metagenomic data. SoEM-Web integrates all necessary procedures, including raw sequencing data preprocessing, paired-end read merging, automated taxonomic identification, and diversity visualization, into a streamlined workflow accessible through an intuitive interface. This application is designed to facilitate SoEM data analysis for researchers who may not have advanced bioinformatics skills. ResultsWe demonstrated the capabilities of SoEM-Web by reanalyzing previously published datasets. This reanalysis not only confirmed the utility of the platform but also revealed additional taxa, emphasizing the value of updated reference datasets. The application successfully simplifies complex bioinformatics processes, enhancing accessibility and reproducibility in marine microeukaryote diversity research. SoEM-Web aims to enhance accessibility and reproducibility in marine microeukaryote diversity research. The web server is freely available at http://compsysbio.re.kr/soem-web/.

bioinformatics↗

bioRxiv2024

CHD4 Interacts With TBX5 to Maintain the Gene Regulatory Network of Postnatal Atrial Cardiomyocytes

Atrial fibrillation (AF) is the most common sustained arrhythmia, affecting 59 million individuals worldwide. Impairment of atrial cardiomyocyte (aCM) gene regulatory mechanisms predisposes to atrial fibrillation. The transcription factor TBX5 is essential for normal atrial rhythm, and its inactivation causes loss of aCM enhancer accessibility, looping, and transcriptional identity. Here we investigated the mechanisms by which TBX5 regulates chromatin organization. We found that TBX5 recruits CHD4, a chromatin remodeling ATPase, to 33,170 genomic regions (TBX5-enhanced CHD4 sites). As a component of the NuRD complex, CHD4 functions to repress gene transcription. However, combined snRNA-seq and snATAC-seq of CHD4 knockout (KO) and control aCMs revealed that CHD4 has both gene activator and repressor functions. Genes repressed by CHD4 in aCMs included sarcomeric proteins from non-CM cell lineages. Genes activated by CHD4 in aCMs were characterized by TBX5-enhanced CHD4 recruitment, which enhanced chromatin accessibility and promoted the expression of aCM identity genes. This mechanism of TBX5 recruitment of CHD4 was critical for sinus rhythm because Chd4AKO mice had increased vulnerability to AF from electrical pacing and a fraction had spontaneous AF. Our findings reveal that CHD4 is essential for maintaining aCM gene expression, aCM identity, and atrial rhythm homeostasis.

genomics↗

bioRxiv2024

scMoE: single-cell Multi-Modal Multi-Task Learning via Sparse Mixture-of-Experts

Recent advances in measuring high-dimensional modalities, including protein levels and DNA accessibility, at the single-cell level have prompted the need for frameworks capable of handling multi-modal data while simultaneously addressing multiple tasks. Despite these advancements, much of the work in the single-cell domain remains limited, often focusing on either a single-modal or single-task perspective. A few recent studies have ventured into multimodal, multi-task learning, but we identified a [circled1] Optimization Conflict issue, leading to suboptimal results when integrating additional modalities, which is undesirable. Furthermore, there is a [circled2] Costly Interpretability challenge, as current approaches predominantly rely on costly post-hoc methods like SHAP. Motivated by these challenges, we introduce scMoE1, a novel framework that, for the first time, applies Sparse Mixture-of-Experts (SMoE) within the single-cell domain. This is achieved by incorporating an SMoE layer into a transformer block with a cross-attention module. Thanks to its design, scMoE inherently possesses mechanistic interpretability, a critical aspect for understanding underlying mechanisms when handling biological data. Furthermore, from a post-hoc perspective, we enhance interpretability by extending the concept of activation vectors (CAVs). Extensive experiments on simulated datasets, such as Dyngen, and real-world multi-modal single-cell datasets, including {DBiT-seq, Patch-seq, ATAC-seq}, demonstrate the effectiveness of scMoE. Source code of scMoE is available at: https://github.com/UNITES-Lab/scMoE.

bioinformatics↗

bioRxiv2024

Structuring Role of Tau-Tubulin Co-Condensates in Early Microtubule Organization

Tau protein, a key microtubule-associated protein in neurons, is traditionally known for stabilizing microtubules. However, its recently discovered ability to undergo liquid-liquid phase separation (LLPS) reveals a broader, dynamic role in nucleating and organizing microtubule networks. Here, using a combination of real-time imaging and a geometric approach based on Voronoi tessellation, we examined how tau condensation leads to clustering and local tubulin enrichment, supporting microtubule organization. Our observations show that tau-tubulin co-condensates not only initiate nucleation and branching of microtubules but also drive the networks gradual evolution through a "dynamic weaving" process. By generating Voronoi diagrams from super-resolution and confocal microscopy images of the stabilized network, we quantitatively mapped tubulin enrichment as a function of tau density, revealing that high-density tau clusters, approximately 0.2 m in size, correlate with tubulin-rich spots at equilibrium. Overall, these findings provide new insights into tau-tubulin co-condensates as dynamic structuring elements, whose liquid-like properties continuously reshape the microtubule network, creating a flexible and adaptive architecture essential for cellular function.

biophysics↗

bioRxiv2024

Tau condensation on DNA and localization on centromeres: A potential link to cell division

Tau protein, traditionally recognized for stabilizing microtubules and forming pathological aggregates, has recently been observed to form condensates in various contexts. While its condensation with RNA has been well studied, the interaction between tau and DNA, along with its biological significance, remains less explored. Here, using single-molecule experiments, we found that tau binds stably to naked DNA at nanomolar concentrations, leading to the local co- condensation of tau and DNA. These tau condensates on DNA can also interface with microtubules, leveraging taus known role in promoting microtubule growth and organization. The dynamic nature of these condensates facilitates the remodeling of the DNA-microtubule assembly. Interestingly, two phosphomimetic tau mutants, T231D/S235D and S262D, retained their affinity for DNA but differed in their ability to link microtubules to DNA. Furthermore, imaging of HEK-293 and SH-SY5Y cells in early mitosis revealed that tau localizes on centromeres, poised to capture nascent mitotic spindles. Building on these observations, we speculate that tau may play a novel role in mitosis, where tau clusters facilitate the early registration of mitotic spindles to chromosomes before kinetochore-mediated attachment. We also discuss the potential implications of this model in conditions where abnormal cell cycle re-entry and tau activity may disrupt cell division.

biophysics↗