Biology subjects

Kim, J.

Publications and source records attributed to Kim, J..

At least 37 records · Page 2Linked to original sources

bioRxiv2026

Ketogenic diet is protective during endotoxin-induced lung injury through the elevation of BHB

Acute respiratory distress syndrome (ARDS) is marked by severe pulmonary edema and concomitant hypoxia, affecting hundreds of thousands of people a year, especially those in critical care conditions or suffering from septic shock. Previous studies have implicated that the ketogenic diet, a high-fat and low-carbohydrate diet, modulates inflammatory responses. However, the impact of the ketogenic diet on septic ARDS outcomes is unknown. Here, we demonstrated that mice on a ketogenic diet showed strikingly reduced lung injury and inflammation compared to those on a control diet during a murine model of endotoxin-induced lung injury, induced by intratracheal lipopolysaccharide (LPS) injection. Immune mass cytometry studies on lung tissue indicated that the ketogenic diet reduces immune cell infiltration. Treating mice with beta-hydroxybutyrate (BHB), the primary metabolite of ketogenesis, after the onset of ARDS reduced pulmonary edema and lung inflammation, as well as NF-kB activity, suggesting strong therapeutic potential. By multiplex analysis in bronchial alveolar lavage fluid, we observed that the ketogenic diet or BHB administration attenuates the chemotaxis and activation of immune cells. Altogether, our findings reveal that the ketogenic diet provides lung protection during endotoxin-induced lung injury through BHB.

physiology↗

bioRxiv2026

Ductal myofibroblasts reactivate contractile program to stabilize alveolar architecture during lung regeneration

The alveolar sac architecture is essential for efficient gas exchange and must be precisely maintained throughout life; however, how this delicate structure is preserved during adult regeneration remains poorly understood. Using a mouse pneumonectomy model, we found that Lgr6+ Hhip+ ductal myofibroblasts, a poorly characterized mesenchymal population, are indispensable for maintaining alveolar integrity during lung regrowth. Comprehensive characterization using single-cell transcriptomics, mouse genetics, and pharmacological assays demonstrated that these ductal myofibroblasts secrete myogenic factors, most notably CCN4, to reactivate a myogenic program that converts them into contractile PA-DMFs, thereby preserving alveolar architecture. Lineage-tracing further revealed that these ductal myofibroblasts originate from embryonic MCAM- SMA+ distal progenitors via subepithelial TGF-{beta} signaling, serving as a lifelong guardian of alveolar structural integrity. Notably, cross-species analysis identified an analogous population of LGR6+ fibromyocytes in human respiratory bronchioles. Together, these findings indicate ductal myofibroblasts as a developmentally programmed cell population that reactivate a contractile program to structurally support the regeneration of adult lungs.

developmental biology↗

bioRxiv2026

A climate-resilient microalga, Desmodesmus ecotolerans sp. nov., for biophotovoltaic applications

Microalgae are promising biological platforms for sustainable energy production because they can convert photosynthetic activity into electricity in biophotovoltaic (BPV) systems. Identifying strains that grow well at elevated temperatures and under reduced irradiance is an important step toward BPV applications in seasonally variable environments. Microalgae were isolated from Seondong Lake (Seoul, Republic of Korea) during three sampling periods and screened for growth at different temperatures. Among 45 isolates, KHUC-11 showed the highest weighted growth index based on growth rates at 25, 30, and 35 under dark conditions and was selected for further characterization. Phylogenetic reconstruction of the 45S rRNA gene cluster, internal transcribed spacer 2 (ITS2) secondary-structure comparison, and morphological characterization supported the description of KHUC-11 as Desmodesmus ecotolerans sp. nov. D. ecotolerans produced more biomass than Chlamydomonas reinhardtii CC-125 under both moderate- and low-light conditions. Under low light, its final dry biomass concentrations were 1.81 and 1.58 times those of CC-125 under mixotrophic and photoautotrophic conditions, respectively. Despite its smaller cell size, D. ecotolerans showed higher photosynthetic performance than CC-125, and screen-printed electrode (SPE)-based electrochemical assays demonstrated enhanced anodic current generation and CV-derived estimated power output. Taken together, these findings identify D. ecotolerans as a novel climate-resilient Desmodesmus species with bioelectrochemical properties that support further evaluation for BPV applications.

microbiology↗

bioRxiv2026

Pectin is a critical contributor to the mechanical properties of Chara cell walls

Cellulose has long been viewed as the major load-bearing component in plant primary cell walls. Recent studies, however, suggest that pectin plays a significant role in cell wall mechanics despite a kPa-scaled modulus. Here we quantify the mechanical properties of centimeter-sized internodal cell walls of Chara corallina following treatments to remove calcium crosslinks or digest pectin. We also characterize the flow of water and gas through the cell wall as a function of pressure. We found that removal of calcium crosslinks did not affect wall strength and stress-relaxation behavior, yet it decreased the elastic modulus and increased permeability to water. In contrast, pectin removal had a dramatic impact on all measurements. Samples from which pectin had been removed exhibited lower strength and stiffness and had greater stress relaxation under constant strain. Pectin removal increased the permeability of the cell wall to water above that observed when calcium was removed and reduced the pressure at which gas "tunnels" through the cell wall ~ 2-fold. Our findings support the idea that pectin locally restricts the movement of cellulose microfibrils, with implications for understanding functional properties of primary cell walls in vascular plants and developing high-performance double-network materials.

biophysics↗

bioRxiv2026

Impaired Peroxisome Import Drives Cellular Senescence through SCAF1-Dependent Suppression of Mitoribosome Biogenesis

Communication between peroxisomes and mitochondria is essential for cellular metabolic homeostasis, yet how peroxisomal import stress impacts mitochondria function during aging and cellular senescence remains poorly defined. Using a genome-wide CRISPR screening in HEK293 cells under peroxisome import stress, we identified SCAF1 (SR-related CTD-associated factor 1) a known canonical nuclear pre-mRNA splicing factor, as an essential regulator of mitochondrial homeostasis. Under peroxisome stress SCAF1 undergoes proteolytic processing and translocates to the mitochondria, where its N-terminal region acts as an autonomous repressor module that blocks mitoribosomal subunit joining. Consequently, SCAF1 depletion accelerates subunit joining and elevates oxidative phosphorylation protein levels, whereas its overexpression in IMR90 fibroblast cells triggers robust cellular senescence characterized by increased senescence associated {beta} gal staining. Together, our findings uncover a stress-responsive peroxisome-to-mitochondria signaling axis mediated by SCAF1 translocation. This pathway directly modulates mitoribosome assembly to maintain translational homeostasis, providing a precise molecular mechanism for how upstream peroxisomal decline drives downstream mitochondrial dysfunction and cellular senescence.

cell biology↗

bioRxiv2026

The gut-liver axis and the role of bacteria in severe dengue virus infection in mice

Patients with severe dengue virus (DENV) infection can experience hemorrhage, shock and organ damage that coincides with defervescence and declining viremia. In addition to vascular leak, published work has shown that gut barrier permeability and elevated serum lipopolysaccharide (LPS) levels correlate with DENV disease severity. We previously described profound gut pathology in a mouse model of infection. This led to the hypothesis that a loss of gut epithelial barrier integrity and the influx of microbial products contribute to exacerbated inflammation and severe dengue disease. Consistent with this, here we demonstrated that DENV2 infection of AG129 mice compromised the gut epithelial barrier, promoted bacterial translocation, and induced microbial changes indicative of dysbiosis, including a reduced abundance of putatively beneficial microbial taxa and disrupted microbial circadian oscillations. Depleting gut bacteria with antibiotics from 1-day post-infection sharply reduced gut pathology as well as viral RNA in the proximal colon and liver, and the number of infected Kupffer cells in the liver. There was no evidence for systemic suppression of viral replication. We propose that viral infection of intestinal macrophages leads to inflammatory damage and mucosal barrier breakdown, dysbiosis and gut leak, with gut bacteria-dependent products promoting the susceptibility of Kupffer cells to DENV infection. Given the importance of liver damage in severe and fatal dengue disease, therapies that protect the gut barrier may help reduce disease severity.

microbiology↗

bioRxiv2026

Comprehensive analysis of ammonia and biogenic amines in ecologically diverse systems with high-resolution mass spectrometry

The acquisition of sufficient nitrogen for growth, as well as the disposal of highly toxic nitrogen-containing degradation products, represent serious metabolic challenges in all multicellular organisms and microbial ecosystems. Understanding these processes requires a broadly applicable system to accurately quantify the concentration of a wide spectrum of biological amines and inorganic nitrogen-containing compounds. To date, this has been challenging due to limited specificity, selectivity, breadth and/or sensitivity of assays. Here we present a simple, optimized method based on liquid chromatography and high-resolution mass spectrometry, with an accompanying analysis pipeline, for the accurate quantification of more than 30 of these compounds, including ammonia. We demonstrate the effectiveness of this method in quantifying relevant nitrogen-containing compounds in mouse and human gut content, bacterial cultures, algal symbiosis in a cnidarian and freshwater ecosystem samples. As a proof-of-concept, we applied the method to study the influence of the gut microbiome on cecal nitrogen distribution in mice with different gnotobiotic microbiomes. This revealed a profound influence of gut microbiota composition on amino acid, ammonia, and amine concentrations in the upper large intestine. Overall, we provide a broadly applicable approach that can be used across microbial ecology fields to generate novel insights into the biology of nitrogen assimilation, exchange, and disposal.

microbiology↗

bioRxiv2026

Agentic campaign control for high-throughput de novo binder design

Progress in artificial intelligence has produced a rapidly growing ecosystem of methods for de novo protein design. With access to many specialized and often complementary tools, how does one use them effectively, especially with a finite compute budget? Here, we introduce Target-adaptive Rescue-Explore-eXploit (T-REX), an agentic protein binder design framework that orchestrates multiple state-of-the-art protein generative models and structure evaluators. Over the course of a design campaign, T-REX leverages large language model (LLM) agents to reason over accumulating outcomes and decide whether to rescue promising candidates, explore alternative settings, or exploit productive routes, while a deterministic controller validates and schedules proposed actions.

bioengineering↗

bioRxiv2026

The RNA modification N6-methyladenosine restrains SIRPα to license myeloid efferocytosis in atherosclerosis

Background: Macrophages participate in atherosclerotic plaque development, progression and resolution, integrating lipid and inflammatory cues to balance tissue damage and repair. Despite considerable understanding of macrophage function in atherosclerosis, the underlying regulatory mechanisms governing these responses continue to evolve. Emerging evidence implicates epitranscriptomic gene regulation by the RNA modification N6-methyladenosine (m6A) in control of context specific immune responses, but its role in atherosclerosis is not well-defined. Methods: We integrated m6A quantitative trait loci (m6A QTLs) with Coronary Artery Disease (CAD) GWAS summary statistics. Using Oxford Nanopore direct RNA sequencing and MeRIP-seq, we constructed a high-resolution map of m6A modifications in macrophages. To determine the functional consequences of myeloid m6A loss in-vivo, we generated a myeloid-specific loss-of-function mouse model of m6A (Mettl14f/f LysMCre) and performed atherosclerosis studies using bone marrow transplantation into irradiated Ldlr-/- mice. Atherosclerosis lesions were analyzed using light microscopy and immunofluorescence imaging, with complementary in-vitro mechanistic studies performed in murine bone marrow derived macrophages (BMDMs). Results: m6A quantitative trait loci (m6A-QTLs) were enriched in CAD GWAS loci relevant to immune and lipid function, implicating m6A regulation in human CAD genetics. Using Oxford Nanopore direct RNA sequencing in conjunction with public MeRIP-sequencing data, we generated a single-base resolution, stoichiometric map of m6A modification in macrophages, nominating genes central to macrophage biology in atherosclerosis as high-confidence m6A targets. Myeloid specific deletion of the m6A "writer" complex subunit Mettl14 drove the development of larger, more necrotic and unstable atherosclerotic plaques on an Ldlr-/- background compared with Mettl14f/f controls, establishing an atheroprotective role for myeloid m6A. Loss of myeloid Mettl14 impaired macrophage efferocytosis in atherosclerotic plaques, in a dexamethasone-induced apoptosis in the thymus and in-vitro. Molecularly, m6A methylation of the "don't eat me" antiphagocytic receptor SIRP RNA suppressed its protein expression. Conclusions: These findings identify the myeloid m6A - SIRP axis as a novel homeostatic regulator of efferocytosis and establish epitranscriptomic remodeling as a crucial layer of macrophage regulation in atherosclerosis.

physiology↗

bioRxiv2026

Human body-site-stratified fungal genomic catalogs enhancing human mycobiome analysis

Current human mycobiome profiling relies largely on marker-based methods with limited sensitivity, whereas genome-based approaches require computationally intensive alignment against broad fungal references. Here, we present MycobiomeDB, a unified fungal genome catalog, and derive body-site-specific catalogs for the gut, oral cavity, skin, and vagina through metagenome-guided stratification. Using these catalogs, we developed site-specific MycoProfilers that improved taxonomic recall and better distinguished disease-associated mycobiomes from healthy controls than existing methods.

microbiology↗

bioRxiv2026

Blockade of Kv3.1 by MK-801, a PCP-Derivative NMDA Receptor Inhibitor: Implications for Models of Schizophrenia

MK-801, a phencyclidine (PCP) derivative also known as dizocilpine, is a potent noncompetitive antagonist of the N-Methyl-D-aspartate receptor (NMDAr). The NMDAr plays a critical role in mediating excitatory synaptic transmission in the central nervous system (CNS) and is important in regulating synaptic plasticity, learning, and memory. MK-801 is known to induce schizophrenia-like phenotypes in animal models by blocking the NMDAr. Several studies have reported that the cognitive impairment associated with schizophrenia is linked to functional defects of ion channels in parvalbumin-positive GABAergic interneurons. Kv3.1 is a voltage-gated K+ (Kv) channel involved in the rapid repolarization of the action potential in neurons; it is richly expressed in parvalbumin-positive GABAergic interneurons and is associated with fast, repetitive spike generation. A decrease of Kv3.1 in the CNS has been reported to be associated with schizophrenia. In the present study, the effect of MK-801 on Kv3.1 was investigated using the whole-cell patch-clamp technique in Chinese hamster ovary (CHO) cells stably expressing Kv3.1. MK-801 caused a concentration-dependent inhibition of Kv3.1, with an IC50 of 10.81 M and a Hill coefficient of 0.89. The blocking potency was stronger at depolarized potentials, indicating a voltage-dependent block. MK-801 also produced a use-dependent block, inducing progressive inhibition with repeated stimulation at increased frequencies (1 Hz and 2 Hz), consistent with a delay in recovery from inactivation of Kv3.1 in the presence of MK-801. In addition, MK-801 induced a hyperpolarizing shift in the voltage dependence of the steady-state inactivation curve of Kv3.1. Taken together, these results indicate that MK-801 blocks Kv3.1 expressed in CHO cells in a concentration-, voltage-, and state-dependent manner. Given the importance of Kv3.1 in parvalbumin-positive, fast-spiking GABAergic interneurons, these findings suggest that MK-801 may alter the firing patterns of these inhibitory neurons, contributing to the onset and symptoms of schizophrenia.

pharmacology and toxicology↗

bioRxiv2026

Information processing-like phenotype of human brain organoids

Human brain organoids recapitulate key physiological features and functions of the human brain and hold remarkable potential for studying neurological diseases. Despite clinical evidence suggesting that neurodegenerative diseases impair the information-processing ability of the human brain, the capacity of brain organoids for information processing and its relationship to neural network function remain largely unexplored. Here, we test and quantify information-processing-like properties of human cortical organoids using a task-based functional phenotyping framework (Brainopheno). We demonstrate the pattern-processing-like phenotype of cortical organoids through the representation and classification of evoked neural activities in response to distinct spatial input stimulation patterns via a microelectrode array (MEA) system. Moreover, this functional phenotype emerges with network maturation and is disrupted by pharmacological perturbations, linking classification performance to the functional integrity of organoid neural networks (ONNs). Importantly, this functional phenotype also reveals functional deficits in ONNs altered by a familial Alzheimer's disease (AD)-associated gene mutation (APP) and by monocytes from patients with sporadic AD. This work may establish a new quantifiable functional phenotype of neural organoids and provide a framework to bridge molecular and cellular profiles with neural circuit function for basic neurology, disease phenotyping, and therapeutic development.

bioengineering↗

bioRxiv2026

Human iPSCs and iPSC-Derived Endothelial Cells from PAD Patients and Healthy Donors Exhibit Comparable Characteristics and Potency: Implications for Autologous Cell Therapy in Peripheral Artery Disease

BACKGROUND: Peripheral artery disease (PAD) can lead to amputation in advanced cases, making cell therapy using human induced pluripotent stem cells (hiPSCs) a promising therapeutic option. hiPSC-derived endothelial cells (hiPSC-ECs) have shown favorable effects in treating experimental ischemic cardiovascular disease. An autologous approach for PAD patients is preferable to avoid immunological reactions. However, it is yet unknown whether hiPSCs and hiPSC-ECs derived from PAD patients have similar characteristics and potency compared to those derived from non-PAD donors. Therefore, we explored whether there are significant differences in the characteristics and potency of hiPSCs and hiPSC-ECs between non-PAD donors and PAD patients. METHODS: We generated hiPSCs from the blood of non-PAD donors and patients with PAD. We determined the pluripotency of hiPSCs using qRT-PCR, flow cytometry, immunostaining, RNA-seq, and teratoma formation assay. The genetic stability of hiPSCs was confirmed by G-banding karyotyping. We then differentiated hiPSCs into endothelial cells (ECs) in a clinically compatible manner. We compared the characteristics and therapeutic potency of hiPSC-ECs derived from non-PAD and PAD groups using qRT-PCR, flow cytometry, immunostaining, and RNA-seq. In vitro endothelial functions were determined by nitric oxide (NO) production and capillary network formation. Therapeutic potency and incorporation of engrafted hiPSC-ECs were evaluated in a hindlimb ischemia model. RESULTS: We successfully generated hiPSCs from the blood of seven non-PAD donors and eight PAD patients. Both non-PAD and PAD-derived hiPSCs exhibited similar expression levels of pluripotency markers. All hiPSCs, regardless of the group, formed teratomas and showed normal karyotypes. RNA-seq analyses revealed similar gene expression profiles between the groups. hiPSC-ECs derived from both non-PAD and PAD donors exhibited similar expression levels of EC markers at both the gene and protein levels. RNA-seq analyses showed no significant overall differences in gene expression profiles between the groups. Functional analyses demonstrated similar endothelial characteristics and function in hiPSC-ECs from both groups. Both groups showed similar perfusion recovery, limb salvage, and vessel-forming capacity. Engrafted hiPSC-ECs from both groups also exhibited similar angiogenic and vessel-forming capabilities. CONCLUSIONS: Our study demonstrated no significant differences in hiPSCs and hiPSC-ECs derived from non-PAD donors and PAD patients in terms of molecular and cell biological characteristics, therapeutic effects, and vessel-forming capability. Our study indicates that hiPSCs and hiPSC-ECs derived from PAD patients can serve as a novel platform for autologous cell therapy.

cell biology↗

bioRxiv2026

A Single-Cell Framework for Classifying Human Th17 Pathogenicity Links Acylcarnitine Metabolism to Non-Pathogenic Inflammation in Type 2 Diabetes

Based on in vitro and animal studies, Th17 cells are classified as pathogenic (pTh17) or non-pathogenic (nTh17), but the inability to identify these subsets in primary human samples limits translation. We developed a single-cell ELISA to enrich human Th17s, enabling transcriptomic and flow-cytometric classification. nTh17 cells predominated in Type 2 diabetes and exhibited signatures of acylcarnitine synthesis, while knockdown of CPT1A demonstrated that acylcarnitine metabolism regulates Th17 pathogenicity.

immunology↗

bioRxiv2026

Sex and APOE Genotype Differentially Shape Microglial Transcriptomic Profiles Across the Hippocampus and Cortex

Female sex and the APOEe4 allele are top risk factors for Alzheimers disease (AD). Microglia play a role in the pathogenesis of AD, yet how sex and APOE genotype affect microglia remain poorly understood. Here, we characterized the transcriptomic and morphological profiles in the hippocampus and cortex of microglia from humanized APOEe3 and APOEe4 mice of males and females. The hAPOEe4 genotype was associated with sex-dependent effects on microglia co-expression modules in both brain regions, involving cellular stress and immunometabolism processes. In females, a hippocampal cell cycle module was supported by reduced microglial proliferation. Cortical modules were enriched for lipid metabolism and immune-related processes whose expression decreased in females but increased in male hAPOEe4. Male, but not female, hAPOEe4 microglia shifted toward an ameboid state in both regions. Together, these findings reveal sex-dependent microglial responses to APOEe4 across brain regions and highlight the need to incorporate sex-specific approaches into AD research.

neuroscience↗

bioRxiv2026

Enhancing Mycobacterial Clearance via Heterologous BCG Prime Boost Strategy Using Recombinant Mycobacterium smegmatis

Bacille Calmette-Guerin (BCG) remains the only licensed tuberculosis (TB) vaccine, yet its protective efficacy against adult pulmonary TB is limited. To overcome this, we evaluated a novel recombinant Mycobacterium smegmatis (rMs) booster vaccine expressing Ag85B and ESAT-6 via the pMyong2 vector, combined with oat-derived {beta}-glucan adjuvant, to enhance BCG-primed immunity. BALB/c mice were primed with BCG and boosted twice with homologous BCG or varying doses of rMs with or without {beta}-glucan. Five weeks post-booster, mice were challenged intraperitoneally with M. tuberculosis H37Ra. Systemic bacterial clearance in liver tissue, cell-mediated immunity IFN-{gamma}, IL-17a, and antibody responses IgG, IgG2c, IgA were evaluated 3 weeks post-challenge. All rMs booster groups (rMs, high-dose rMs H, low-dose with {beta}-glucan, rMs {beta}) achieved complete systemic clearance of H37Ra with no detectable CFUs (colony forming unit), significantly outperforming mock-vaccinated and repeated BCG groups (**p < 0.01). Repeated BCG revaccination showed higher bacterial loads than single BCG (***p < 0.001), confirming no booster effect. Low-dose rMs with {beta}-glucan maintained 100% survival and total bacterial elimination despite a 50% dose reduction. Immune markers did not strictly correlate with clearance. Homologous BCG revaccination provides no additive protection, whereas pMyong2-based rMs confers robust systemic bacterial clearance. Adjuvanting with {beta}-glucan enables dose reduction while preserving maximum efficacy, establishing rMs as a promising heterologous TB booster candidate.

immunology↗

bioRxiv2026

Excessive cholesterol accumulation in microglia increases neuronal synaptic vulnerability to amyloid-beta

Cholesterol efflux is an important determinant of cellular lipid homeostasis. However, how microglial excessive cholesterol accumulation affects neuronal synaptic integrity remains poorly understood, particularly in the context of Alzheimer's disease. Here, we utilized a conditional knockout mouse model targeting the cholesterol transporters ABCA1 and ABCG1 in microglia. The microglia-specific ABCA1/ABCG1 deficiency triggered marked cholesterol accumulation, microglial hypertrophy, downregulation of the homeostatic marker P2ry12, and upregulation of the reactivity-associated marker CD11b, indicating shift toward a reactive phenotype. This phenotype was accompanied by increased reactive oxygen species, consistent with enhanced oxidative stress in ABCA1/ABCG1-deficient microglia compared with control. Using organotypic hippocampal slice cultures, we investigated the downstream neuronal outcomes of microglial ABCA1/ABCG1 deficiency. Under basal conditions, microglial ABCA1/ABCG1 knockdown did not significantly alter dendritic spine density in CA1 pyramidal neurons. However, upon exposure to amyloid-beta (A{beta}) stress, microglial ABCA1/ABCG1 deficiency markedly exacerbated dendritic spine loss in CA1 pyramidal neurons. Taken together, our findings highlight an important role for ABCA1/ABCG1-dependent cholesterol efflux in maintaining microglial homeostasis and limiting neuronal synaptic vulnerability to A{beta}-associated stress. These results support further investigation of microglial cholesterol transport as a potential target for preserving synaptic resilience in Alzheimer's disease.

neuroscience↗

bioRxiv2026

AI-driven framework modeling perturbation in brain organoids reveals candidate genes for autism

Autism gene discovery is constrained by the rarity and heterogeneity of damaging variants, requiring large cohorts to identify susceptibility genes. Neural organoids and single-cell foundation models enable perturbation modeling in neurodevelopmental contexts. Here, we show that perturbation-informed foundation modeling of neural organoids can provide functional context for prioritizing candidate genes with genomic and clinical support. We constructed a 3.6-million-cell organoid atlas and trained models to predict genome-wide perturbation responses. Benchmarking 17 models identified a telencephalic neuron-specific model best preserving autism-relevant perturbation structure. Genome-wide profiling revealed two clusters associated with mid-fetal synaptic neuronal processes and early radial glia ubiquitin signaling. These clusters were supported by damaging-variant enrichment and clinical phenotypes across 89,916 family-based samples. Logistic-regression prioritization identified 343 candidates, including 167 in the key clusters, with convergence across TADA signals and recurrent evidence for NBEA and KLHDC10. This framework integrates predicted perturbation effects with genomic evidence to support autism candidate prioritization.

bioinformatics↗