Biology subjects

Kim, S. Y.

Publications and source records attributed to Kim, S. Y..

At least 19 recordsLinked to original sources

bioRxiv2026

Imbalance between RNA-binding proteins and the WAVE regulatory complex underlies the toxic gain-of-function effects of the CYFIP2 Arg87Cys variant in neurodevelopmental disorders

Pathogenic variants in cytoplasmic FMR1-interacting protein 2 (CYFIP2) cause neurodevelopmental disorders, with hotspot substitutions at arginine 87 (Arg87) associated with particularly severe symptoms. CYFIP2 functions both as a component of the WAVE (Wiskott-Aldrich syndrome protein family verprolin-homologous protein) regulatory complex (WRC), regulating the actin cytoskeleton, and as an interactor of RNA-binding proteins (RBPs) involved in mRNA processing/translation. Although Arg87 variants reduce CYFIP2 protein stability, heterozygous knock-in mice carrying Arg87Cys (Cyfip2+/R87C) show markedly more severe phenotypes than heterozygous knockout (Cyfip2+/-) mice, supporting a toxic gain-of-function mechanism. However, how the dual roles of CYFIP2 contribute to this mechanism remains unclear. To address this, we examined Cyfip2+/R87C mice at postnatal week 7, before overt neuronal loss and gliosis, focusing on the progressive dispersion of hippocampal cornu ammonis 1 (CA1) pyramidal neurons, a phenotype absent in Cyfip2+/- mice. Single-nucleus RNA sequencing suggested candidate alterations related to translation and cell adhesion/migration in CA1 pyramidal neurons. Complementarily, human embryonic kidney 293T cells expressing CYFIP2 Arg87Cys showed defects in proliferation and morphology, accompanied by altered expression of cell adhesion-related genes. Quantitative proteomic analysis of the CA1 region uncovered an imbalance between CYFIP2-associated protein networks, characterized by increased RBPs and reduced WRC components. Phosphoproteomic analysis further revealed altered phosphorylation of synaptic and translational regulators. Consistently, whole-cell recordings and biocytin-based morphological analyses showed increased frequency of miniature excitatory postsynaptic currents and altered dendritic morphology in Cyfip2+/R87C CA1 pyramidal neurons, most prominently in the more severely dispersed deep-layer neurons. Moreover, the cell adhesion molecule Eph receptor A3 was reduced, possibly as a result of RBP dysregulation. Together, these findings suggest that an imbalance between RBP- and WRC-associated pathways underlies the gain-of-function effects of CYFIP2 Arg87Cys and contributes to early neuronal phenotypes, most notably CA1 layer dispersion. This mechanism, distinct from CYFIP2 haploinsufficiency, supports allele-specific therapeutic strategies for Arg87 variants.

neuroscience↗

bioRxiv2026

PIEZO1 mediates mechanosensing and myofibroblastic activation of synovial fibroblasts in post-traumatic osteoarthritis

Fibrosis and inflammation of the synovium are common pathological features of joint diseases. In osteoarthritis (OA), extensive evidence supports that synovial pathology drives symptoms and disease progression, yet the mechanisms underpinning pathological synovial remodeling, including fibrosis, remain unclear. Here, we identify the mechanosensitive ion channel PIEZO1 as a critical regulator of myofibroblast-like activation of synovial fibroblasts (SFs) in post-traumatic osteoarthritis (PTOA). Using multi-omic assessments in human and murine synovium, a murine model of joint injury, histopathology, and functional in vitro phenotyping, we demonstrate that joint injury triggers expansion of myofibroblast-like SFs concurrent with fibrotic remodeling and mechanical stiffening of the synovium. Myofibroblastic commitment of synovial progenitors was associated with activation of the YAP1 regulon, and PIEZO1 agonism drove nuclear accumulation of YAP1 in SFs. PIEZO1 was enriched in synovia of injured joints, and in cultured SFs pharmacologic PIEZO1 activation promoted SMA enrichment and increased matrix contraction, which were both ablated by YAP1 inhibition. PIEZO1 silencing abrogated TGF-{beta}-induced contractility and markedly altered the transcriptomic response to mechanical loading in vitro, including ECM production and neuroinflammatory programs. In vivo, acute intra-articular pharmacologic PIEZO1 activation induced a pro-fibrotic, pro-inflammatory, and anti-adipogenic transcriptomic program in synovium. Collectively, these findings establish PIEZO1 as a key mediator of the pathogenic activation of SFs and identify aberrant mechanosensing as a mechanism underlying synovial fibrosis in PTOA.

cell biology↗

bioRxiv2026

Cyclin D-CDK4/6 couple proliferation to membrane and mitochondrial protein supply through a DeSI1 phospho-switch

Cyclin D-CDK4/6 complexes drive cell-cycle entry through an RB-E2F-dependent transcriptional program, but how they coordinate proliferation with the membrane and organelle protein supply required for growth is unclear. We identify DeSI1 as a cyclin D-CDK4/6 substrate whose phosphorylation at S25 converts a latent homodimer into an active monomeric deubiquitylase that recognizes hydrophobic proteins such as those bearing transmembrane domains and mitochondrial targeting sequences. Phosphorylated DeSI1 extends the lifetime of newly synthesized hydrophobic proteins that support membrane and mitochondrial capacity. Constitutive DeSI1 activation uncouples this proteostatic program from metabolic supply, creating a cytidine-nucleotide supply-demand imbalance associated with impaired CTP-dependent phospholipid homeostasis, cardiolipin depletion, and mitochondrial decompensation - defects that cytidine reverses. In mice, constitutive DeSI1 activation causes progressive cerebellar degeneration with membrane-protein accumulation, respiratory-chain loss, and phospholipid depletion. These findings define a post-translational mechanism coupling cell-cycle entry to membrane and mitochondrial capacity, and reveal the cost of uncoupling this program from its metabolic support.

cell biology↗

bioRxiv2026

Decorin-mediated Extracellular Matrix Stabilization Maintains Cartilage Integrity During Aging

Aging is a primary risk factor for osteoarthritis (OA), yet the mechanisms that preserve extracellular matrix integrity in long-lived connective tissues remain poorly defined. The function of articular cartilage depends on maintaining extracellular matrix integrity over a lifetime of mechanical use. Here we identify failure of matrix stabilization as an initiating mechanism of age-associated OA. Cartilage-specific deletion of decorin in mature mice disrupted the superficial collagen II fibrillar network, reduced aggrecan retention, and impaired poroelastic fluid pressurization by 9 months of age, preceding substantial transcriptional changes in resident chondrocytes. With advancing age, these matrix defects culminated in cartilage erosion, fibrotic remodeling, and spontaneous OA by 18 months. Mechanistically, decorin attenuated force-induced collagen II fibril realignment and reinforced the superficial fibrillar network, preserving matrix architecture under sustained physiological loading. These findings establish decorin-mediated extracellular matrix stabilization as a critical determinant of cartilage longevity and support a matrix-first model of age-associated degeneration.

biophysics↗

bioRxiv2026

Intracellular pathogen targeting by IL32 elicits cell-autonomous immunity

Interferon-{gamma} safeguards humans against intracellular pathogens, yet how most interferon-stimulated genes protect host cells, and how human-adapted pathogens evade these defenses is unclear1,2. Here, we discover a potent immune surveillance and effector circuit executed by an intracellularly acting cytokine, IL32, that targets and restricts phylogenetically distinct vacuolar pathogens, including the bacterium Chlamydia and the microsporidian Encephalitozoon. Quantitative proteomics coupled to a tailored CRISPR screen, uncovered components of the cysteine/Arg N-degron pathway3 that modify IL32 through oxidation-dependent arginylation, thereby enabling the recruitment of the autophagy machinery to pathogen-containing vacuoles. A forward genetics screen in Chlamydia trachomatis, the leading cause of sexually transmitted bacterial infection, identified the secreted virulence factor IncS as an evasion factor that blocks IL32 targeting and shields this human pathogen from xenophagy. These findings establish an IL32-dependent intracellular sensing mechanism linking IFN{gamma} signaling to N-degron-mediated xenophagy, revealing a broadly relevant axis of human host-pathogen conflict.

immunology↗

bioRxiv2026

FBXL21 regulates diurnal proteostasis and stress response by targeting DNAJB6 and client proteins

Circadian regulation of proteostasis, a key determinant of muscle health, remains poorly understood. Here, we identified DNAJB6, an Hsp40 (DnaJ) co-chaperone, as a substrate of the circadian E3 ligase FBXL21. FBXL21 mediated the ubiquitination-dependent proteasomal degradation of both DNAJB6 and its client proteins including Desmin; causative mutations of DNAJB6 in myopathies, however, rendered resistance to FBXL21-directed degradation. Fbxl21 KO C2C12 cells displayed aberrant accumulation of Desmin, and showed aggravated cytoplasmic accumulation of TDP-43, another DNAJB6 client protein, in heat shock response. Under timed exercise as a physiological stressor, WT mice displayed robust diurnal rhythms in the levels of stress granule markers (G3BP1 and FUS) and TDP-43 as a function of exercise timing. In contrast, the Fbxl21 hypomorph Psttm mutant mice showed elevated expression of these proteins without exercise, which was exacerbated under exercise-induced stress conditions; importantly, these abnormalities were rescued by skeletal muscle-specific FBXL21 expression. Our study elucidates a novel diurnal regulatory mechanism of skeletal muscle proteostasis via FBXL21 as a chaperone-linked E3 ligase, highlighting the FBXL21-DNAJB6 axis as a potential therapeutic target for myopathies.

cell biology↗

bioRxiv2026

DHHC3-dependent S-Acylation of CRY1 regulates its subcellular localization and repressor function in the circadian clock

The circadian clock is essential for maintaining cellular homeostasis and physiological fitness. At the molecular level, core clock proteins function via transcriptional-translational feedback loops in the cellular oscillator, and are highly regulated by post-translational modifications. Our unbiased screening of core clock proteins revealed that Cryptochrome 1 (CRY1), the central transcriptional repressor in the circadian clock, undergoes a novel post-translational modification known as S-acylation. We show that this reversible lipidation of CRY1 is required for its nuclear import and interaction with key clock components. Further, we mapped four cysteine residues as CRY1 S-acylation sites and identified DHHC3 as the primary protein acyltransferase for CRY1. Importantly, loss of CRY1 S-acylation, either via cysteine mutagenesis or genetic deletion of DHHC3, impaired CRY1 repressor function and consequently cellular circadian rhythms, suggesting that dynamic S-acylation couples cytoplasmic regulation of CRY1 and its transcriptional repressor function in the nucleus. Together, our findings identify S-acylation as a previously unknown post-translational modification of CRY1 critical for circadian clock function and establish DHHC3 as a pivotal circadian regulatory enzyme. Targeting CRY1 S-acylation or its regulatory enzymes may constitute an innovative therapeutic approach against clock-associated diseases.

biochemistry↗

bioRxiv2026

Cryptochrome Loss Drives COPD-like Lung Pathology through Disrupted Alveolar Epithelial Proliferation and Immune Homeostasis

Chronic obstructive pulmonary disease (COPD) is a progressive lung disease characterized by alveolar destruction, impaired epithelial regeneration and chronic inflammation. While circadian disruption has been linked to COPD pathogenesis, the cellular mechanisms remain unclear. Here, we identify the core clock components Cryptochrome 1 and 2 (Cry1/2) as essential regulators of alveolar epithelial cell proliferation and pulmonary immune homeostasis. Cry1/2 double knockout (dKO) mice exhibit spontaneous emphysema-like pathology, including airspace enlargement, increased lung compliance, and inflammatory cell infiltration without environmental insults. Mechanistically, Cry1/2-deficient alveolar epithelial cells display reduced proliferative capacity, and transcriptomic profiling revealed a pronounced shift toward a more proximal airway-like phenotype. Notably, these cells share a gene signature with human COPD lungs in pathways involving immune regulation. Furthermore, Cry1/2-deficient macrophages show elevated responsiveness to LPS. Bone marrow (BM) transplantation revealed that mice receiving Cry1/2 dKO BM suffer from enhanced lung inflammation without airspace enlargement, supporting a critical role of epithelial Cry1/2 in maintaining alveolar integrity. Importantly, treatment with Nobiletin, a circadian rhythm-modulating compound, mitigates NF-{kappa}B activation and ameliorates lung inflammation and structural damage in Cry1/2 dKO mice. These findings establish CRY1/2 as critical circadian regulators of epithelial cell proliferation and immune homeostasis, and highlight the therapeutic potential of targeting circadian pathways in COPD.

genetics↗

bioRxiv2026

Long-Lasting Electrohydrodynamically Printed Transparent Soft Microelectrode for Implantable Biointerfaces

Reliable and scalable soft implantable neural interface fabrication remains a key challenge for chronic bioelectronic applications. Here, we present a transparent soft microelectrode fabricated with electrohydrodynamic (EHD) printing, utilizing the fluorinated polymer poly(vinylidene fluoride-co-hexafluoropropylene) (PVDF-HFP) and poly (3, 4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT: PSS) to form seamless, selectively patterned multilayer structures with low impedance and long-term stability. Controlled in situ curing during printing yields dense, void-free substrate and encapsulation layers, suppressing interfacial defects and ionic pathways, while maintaining high optical transparency (>60%) with PEDOT:PSS. The printed microelectrodes exhibit low impedance, high charge storage and injection capacities, and stable electrochemical behavior under biomimetic conditions. In addition, the devices demonstrate robust mechanical and electromechanical stability under cyclic deformation in both dry and wet environments, as well as under prolonged electrical stimulation. Accelerated aging studies project multi-year operational lifetimes, and in vitro/in vivo biocompatibility assessments confirm excellent tissue integration. These results establish EHD-printed fluorinated polymer-based microelectrodes as a scalable and durable platform for chronic implantable biointerfaces. ToC O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=182 SRC="FIGDIR/small/726391v1_ufig1.gif" ALT="Figure 1"> View larger version (79K): org.highwire.dtl.DTLVardef@f4f717org.highwire.dtl.DTLVardef@8a34a1org.highwire.dtl.DTLVardef@185540dorg.highwire.dtl.DTLVardef@51462a_HPS_FORMAT_FIGEXP M_FIG C_FIG This report presents an electrohydrodynamically printed transparent soft microelectrode for chronic purposes. Electrohydrodynamic printing promotes seamless multilayer structures with selective deposition and long-term mechanical stability. The devices show low impedance, high charge capacity, and robust electrochemical/electromechanical properties. Accelerated aging projects [~]7.2 year lifetimes, and XPS/SEM-EDS confirm strong ion barrier properties and biocompatibility for chronic implantation.

bioengineering↗

bioRxiv2026

Validation of tissue-specific RNAi systems in C. elegans reveals a converging role for polyubiquitin UBQ-1/UBC in vitellogenin metabolism and lifespan

Numerous studies in C. elegans have taken advantage of gene silencing RNAi libraries and tissue-specific RNAi systems to temporally and spatially understand gene function. Tissue-specific RNAi strains were created via tissue-specific functional expression of a key gene in the RNAi system in a presumably RNAi insensitive correspondingly mutated background. Here, we tested the level of RNAi insensitivity across different commonly used RNAi-defective mutants (rde-1 and sid-1) using lifespan analyses. Remarkably, while we found similarly important lifespan shortening in wild-type animals by silencing the polyubiquitin gene ubq-1 (UBC) at both 20{degrees}C and 25{degrees}C, we found wide and temperature-sensitive variations in RNAi sensitivity across different rde-1 and sid-1 strains from substantial sensitivity to complete insensitivity. This riveting finding warrants a re-evaluation of the tissue-specific interpretations in numerous tissue-specific RNAi studies in C. elegans. Using validated tissue-specific RNAi systems, we determined that proteasomal burden largely differs between the germline and the soma. Notably, gonadally accumulating vitellogenin proteins substantially contributed to the total polyubiquitinated proteins observed during aging. Interestingly, we found that UBQ-1 was essential to maintain the transcription of highly expressed genes, including vitellogenins, supporting a broad and key role for polyubiquitin beyond proteostasis. Altogether, we authenticated commonly used tissue-specific RNAi systems and uncovered a new approach to improve RNAi insensitivity in RNAi-defective strains. With validated tissue-specific RNAi strains, we spatially analyzed proteasomal function and age-related polyubiquitinated protein accumulation and revealed a converging regulatory link between UBQ-1, vitellogenin metabolism and lifespan in C. elegans.

genetics↗

bioRxiv2026

Mechano-activation of synovial fibroblasts and macrophages during OA progression in the dynamically stiffening synovial microenvironment

ObjectiveDuring osteoarthritis (OA) progression, the synovial membrane undergoes profound structural and compositional remodeling and fibrosis. We sought to elucidate how evolving synovial microenvironmental mechanics during fibrotic remodeling influence cell behavior and drive the progression of synovial pathology. MethodsSkeletally-mature male C57BL/6J mice were subjected to destabilization of the medial meniscus (DMM). To control for surgical confounders, both sham-operated and unoperated mice were included, with evaluation at 4- and 8-weeks. Synovial micromechanics were quantified via atomic force microscopy (AFM). Single-cell RNA sequencing (scRNA-seq), RNA fluorescence in situ hybridization (FISH), and flow cytometry were employed to investigate cellular heterogeneity, spatial organization, and crosstalk within fibrotic and non-fibrotic synovial niches. ResultsProgressive fibrotic remodeling and marked matrix stiffening were observed in DMM-operated synovium but absent in sham- and un-operated controls. While both sham and DMM joints mounted an acute stromal and immune response to surgery, these changes resolved over time in sham conditions but persisted in DMM synovium. During disease progression, distinct functional subsets of synovial fibroblasts and immune cells emerged, with mechanosignalling pathways and distinct immune cell-fibroblast crosstalk robustly activated within DMM-induced fibrotic microenvironments. ConclusionThis study demonstrates the complex cellular dynamics and crosstalk that differentiate the evolution of the pathological synovial response in the fibrotic DMM condition relative to surgical sham controls. Our findings highlight mechanotransduction as a central mechanism driving OA synovial pathogenesis and underscore the utility of the DMM model as a platform to dissect the molecular underpinnings of synovial fibrosis.

bioengineering↗

bioRxiv2026

Connectome analysis reveals brain-wide processing of visual features in Drosophila

Sensory processing relies on an intricate interplay between specialized sensory circuits and the broader brain. Leveraging the whole-brain Drosophila melanogaster connectome, we analyzed long-range projections linking the optic lobe (OL)--the principal visual center--reciprocally with the central brain and the contralateral OL to determine how visual features are computed by a brainwide network. By quantifying synaptic polarity and connectivity, we classified the projection neurons into feedforward, feedback, and bilateral groups. Feedforward neurons form an information bottleneck, consolidating diverse visual features from the OL and distributing them through modular pathways for higher-order processing. Feedback neurons densely innervate OL structures, conveying contextual signals in the central brain via precise recurrent loops. Bilateral neurons link local visual circuits across the two OLs, providing a substrate for inter-ocular processing. These findings reveal how early visual pathways interface with brainwide circuits to support diverse brain functions and enable context-dependent flexibility in sensory computation. HighlightsO_LIWhole-brain connectome analysis identifies three streams of brainwide visual processing C_LIO_LIFeedforward neurons form a bottleneck and distribute features for higher processing C_LIO_LIFeedback neurons modulate early vision via layer-specific recurrent loops C_LIO_LIBilateral neurons bridge both optic lobes to enable inter-ocular processing C_LI

neuroscience↗

bioRxiv2026

Chronic ER Stress Disrupts Mitochondrial-Associated ER Membrane Integrity in Corneal Endothelial Cells.

PurposeFuchs endothelial corneal dystrophy (FECD) is an age-related degenerative disease of the corneal endothelium cells (CEnCs), affecting 4% of the US population over 40. While Endoplasmic reticulum (ER) and mitochondrial stress have been independently associated with FECD pathogenesis, few studies have examined ER-mitochondrial interactions/ER-mitochondrial contact sites/mitochondria-associated ER membrane (MAM), or MAM proteins, and their contribution to ER and mitochondrial stress in FECD. This study aims to characterize alterations in MAMs and identify key MAM proteins associated with ER and mitochondrial stress in FECD. MethodHuman corneal endothelial cell line (HCEnC-21T) and Fuchs corneal endothelial cell line (F35T) were cultured and subjected to ER stressor tunicamycin (1, 10 g/ml) for 6 and 24 hours. MAM proteins were isolated by subcellular fractionation, and key ER and mitochondrial-damage-sensor proteins, such as PERK and Parkin, respectively, were identified by immunoblotting. ER-mitochondrial contact sites were quantified using the MAM plasmid and transmission electron microscopy (TEM) in normal and Fuchs cell lines, as well as in human tissues under chronic ER stress. ResultsER-mitochondrial contact distance significantly increased in Fuchs tissues compared with normal tissues, and a similar increase was observed in 21T cell line after tunicamycin treatment. There was a significant increase in the intensity of the MAM plasmid upon tunicamycin treatment at 6 hours in the 21T cell line compared to the non-treated control. However, MAM plasmid intensity significantly decreased at 24 hours compared to 6 hours post-tunicamycin treatment in 21T cell line. Analysis of MAM function by quantifying phosphatidylserine synthase 1 (PSS1 [gene PTDSS1]) expression in 21T cells showed a reduction in PTDSS1 expression after 24 hours of tunicamycin treatment. ER stress protein PERK and mitochondria damage sensor protein (Parkin) significantly increased in the MAM fraction after tunicamycin at 24 hours in 21T cell line. ConclusionsFuchs cell lines and tissues demonstrate decreased ER-mitochondrial interactions/MAMs, which are also seen in 21T cell line after chronic ER stress. Under chronic ER stress, ER and mitochondrial stress mediator proteins are translocated to MAM. This study highlights the importance of MAMs as a potential mediator of ER-mitochondria crosstalk in degenerating corneal endothelial cells for FECD.

cell biology↗

bioRxiv2025

Lung derived extracellular vesicles have distinct pro-repair effects, depending on the age of their source tissue

Many age-related lung diseases encompass aberrant repair mechanisms. To develop novel treatments for these diseases, it is critical to understand how biology and repair signals are altered in aged lungs. Extracellular vesicles (EVs) carry bioactive signals reflecting their source tissue; therefore, we used EVs derived from precision-cut lung slices (PCLS) as tools to investigate differences in lung biology and repair signals that occur upon ageing and injury. We compared the physicochemical properties and biological content of four groups of EVs, obtained from uninjured and injured, young and aged PCLS. Treatment with EVs obtained from young, uninjured (YU) PCLS decreased apoptotic cells in both young and aged spatially injured (AIR)-PCLS. YU EVs also increased the percentage of alveolar progenitor cells in aged AIR-PCLS, indicating that aged lungs retain the capacity to mount a repair response, if provided with the right biological cues. Small RNA sequencing revealed the miRNA content of each EV group is altered, depending on the physiological conditions of their source tissue. Bioinformatic analysis of the target genes regulated by differentially expressed miRNAs identified enrichment of genes required for lung development and repair. These findings pave the way for future therapeutic strategies to repair or regenerate aged lungs.

cell biology↗

bioRxiv2025

A tailored in vivo CRISPR screen identifies BAP1 as a potent tumor suppressor of soft tissue sarcoma

Undifferentiated pleomorphic sarcoma (UPS) is one of the most common soft tissue sarcomas (STS) in adults. Despite decades of research, therapeutic advancements for STS, including UPS, have remained limited. The genetic complexity of UPS, characterized by the absence of recurrent driver oncogene mutations, has hindered the development of effective targeted therapies beyond conventional chemotherapy and immunotherapy. To address this challenge, we conducted a customized in vivo CRISPR/Cas9 screen in mice to systematically identify potential tumor suppressors involved in UPS development. Our screen revealed BRCA1-associated protein 1 (Bap1) as a potent tumor suppressor in STS. Using total RNA sequencing, multiplex immunohistochemistry, and flow cytometry, we found that Bap1-deficient mouse sarcomas exhibit significant immune suppression. Further analysis indicated that polo-like kinase 1 (Plk1) is essential for the survival of Bap1-deficient sarcomas. Treatment with volasertib, a Plk1 inhibitor, markedly inhibited tumor growth in both syngeneic and spontaneous mouse models of Bap1-loss sarcoma. In conclusion, our findings suggest that PLK1 inhibition, or combined with immunotherapy, may represent a promising targeted therapeutic strategy for tumors lacking BAP1.

cancer biology↗

bioRxiv2025

MARRVEL-MCP enables natural language variant interpretation through autonomous workflow construction

AO_SCPLOWBSTRACTC_SCPLOWRare disease variant interpretation requires navigating multiple genomic databases with strict input formats and synthesizing heterogeneous evidence, creating barriers for non-experts and cognitive burdens even for specialists. MARRVEL exemplifies this challenge by requiring precise queries (e.g., HGVS notation) and returning complex, difficult-to-synthesize outputs. To address this input-output asymmetry, we developed MARRVEL-MCP, a natural language interface enabling large language models (LLMs) to perform end-to-end variant interpretation via structured tool access. This work demonstrates the impact of context engineering--the deliberate design of domain-aware tool environments and information scaffolding--in reshaping the role of model scale in genomics. MARRVEL-MCP equips LLMs with 39 tools spanning gene and variant utilities, pathogenicity databases, phenotype resources, expression atlases, ortholog data, and literature APIs. Without hard-coded pipelines, LLMs autonomously infer workflows, performing named-entity recognition, identifier normalization, and multi-database synthesis from narrative queries. Using 45 expert-curated questions, lightweight models (3B-20B parameters) with MARRVEL-MCP matched or outperformed larger models lacking tool access. A 20B-parameter model (gpt-oss-20b) achieved a 95% pass rate versus 33% without MARRVEL-MCP, approaching state-of-the-art proprietary performance. Although accuracy remains below the 100% required for autonomous diagnosis and token usage is considerable, these results show that well-designed context can compensate for limited model capacity. These findings establish context engineering as a core principle for biomedical AI, enabling efficient, scalable integration of LLMs with curated genomic resources. MARRVEL-MCP is available at https://github.com/hyunhwan-bcm/MARRVEL_MCP/.

bioinformatics↗

bioRxiv2025

Genome writing to dissect consequences of SVA retrotransposon disease X-Linked Dystonia Parkinsonism

Human retrotransposon insertions are often associated with diseases. In the case of the neurodegenerative X-Linked Dystonia-Parkinsonism disease, a human-specific SINE-VNTR-Alu subfamily F retrotransposon was inserted in intron 32 of the TAF1 gene. Here, we genomically rewrote a portion of the mouse Taf1 allele with the corresponding 78-kb XDP patient derived TAF1 allele. In mESCs, the presence of the intronic SVAs--rather than the hybrid gene structure--reduces hyTAF1 levels. This leads to transcriptional downregulation of genes with TATA box enriched in their promoters and triggering apoptosis. Chromatin and transcriptome profiling revealed that intronic SVAs are actively transcribed, forming barriers that likely impede transcription elongation. In mice, neuronal lineage TAF1 humanization resulted lethality of male progeny within two months. XDP male mice had severe atrophy centered on the striatum--the same affected brain region in XDP patients. Lastly, CRISPRa-mediated activation of hyTAF1 restored mESC viability, suggesting boosting TAF1 transcription as a therapeutic approach.

genetics↗

bioRxiv2025

Asymmetric distribution of mitochondrial Ca2+ regulators specifies compartment-specific mitochondrial function and neuronal development

Neuronal polarization is essential for functional compartmentalization, enabling dendritic synaptic integration and axonal action potential generation. While structural differences in mitochondria across compartments have been identified, their functional distinctions remain unclear. Here, we uncovered compartment-specific mitochondrial Ca2+ dynamics and their molecular determinants. In axonal mitochondria, Ca2+ uptake through MCU occurs independently of ER-stored Ca2+ release, with faster matrix Ca2+ clearance than dendritic mitochondria, where Ca2+ uptake predominantly originates from ER Ca2+. The ER-independent mitochondrial Ca2+ uptake in axonal mitochondria is mediated by enriched MCU-regulating proteins, MICU1 and MICU2, while higher NCLX expression facilitates rapid Ca2+ clearance. Moreover, NCLX knockdown, which functionally mimics a mental retardation-associated mutation, caused more significant axonal branching defects compared to dendrites in vivo, aligning with its enrichment in axons. These findings highlight fundamental Ca2+-modulating features and developmental importance of neuronal mitochondria in a compartment-specific manner and reveal the key underlying molecular mechanisms.

neuroscience↗