Biology subjects

Sun, Y.

Publications and source records attributed to Sun, Y..

At least 55 records · Page 3Linked to original sources

bioRxiv2026

A native single-transcript TnpB architecture enables efficient virus-induced genome editing and visual screening of heritable progeny harboring phenotypically silent edits

TnpB are ultra-compact RNA-guided nucleases, yet most reported systems require separate expression of the nuclease and cognate reRNA, eroding their size advantage and restricting viral delivery in plants. Here we demonstrate that ISDra2 TnpB harnesses its native overlapping architecture in which the reRNA sequence resides within the 3' coding region of TnpB, processing its own mRNA to generate functional reRNA and enabling single-transcript genome editing in plants. Only a 7-bp conserved motif followed by a 16-20 bp spacer directly downstream of the coding sequence suffices for editing, requiring no exogenous ribozymes or independent guide promoters. This ultra-compact design enables simultaneous packaging of the editing system and an NbPDS silencing module into a single TRV vector, achieving robust editing in systemic Nicotiana benthamiana tissues and establishing a dual VIGE-VIGS strategy for direct visual selection of heritable, transgene-free edited progeny via distinct albino phenotypes, reducing laborious large-scale genotyping even for targets lacking inherent visible traits.

plant biology↗

bioRxiv2026

Metagenomic and metabolomic analysis of a bryozoan-associated microbial complex from the Hanjiang River, China

Background Bryozoans are ancient colonial animals that have existed for over 470 million years and are widely distributed across aquatic environments. Recently, many spherical colloids (average diameter{approx}1 meter in diameter), containing bryozoans and diverse microorganisms, were found in the Hanjiang river in China. In this study, we investigated these bryozoan-dominated microbial complexes using metagenomic sequencing, metabolomic profiling, and complementary approaches. Results The results revealed that the microbial structure dominated by bryophytes included eukaryotes such as fungi, microalgae, and small parasites etc., as well as prokaryotes such as bacteria and viruses. All members form a highly integrated consortium that collaboratively maintains community function and stability, which displayed the shape and structure of a regular microbial complex and increased in size. Additionally, the results suggested the predominately presence of Proteobacteria were particularly abundant and are known to produce bryostatins in response to bryozoan signals. Interesting, it was implied that a decrease or even a loss in virulence occurs when pathogenic microorganisms become members of the complex. This is the first study focusing on the composition and metabolites of the unusual microorganism complex. The results discovered the close and intriguing connections within the microbial communities dominated by the ancient organism bryozoan through multi-omics technologies. It showed that both eukaryotes and prokaryotes can coordinate or compete, thereby forming a stable composite structure.

zoology↗

bioRxiv2026

Ancient tandem duplication of CYCLOIDEA is associated with the evolution of capitulum development in Asteraceae

Asteraceae is one of the largest and most diverse families of flowering plants. Much of their evolutionary success is attributed to their unique inflorescence structure-the capitulum. Despite their profound adaptive and taxonomic significance, the evolutionary genetic mechanisms underlying Asteraceae capitulum diversification remains poorly understood. We integrated comparative genomic analyses of 35 Asteraceae genomes with developmental transcriptome profiling of ray and disc florets. Our results uncovered a deeply conserved CYC2e-CYC2c-CYC2d-CYC2g-CYC2b tandem gene cluster that is prevalent across the Asteraceae family. We demonstrated that this tandem cluster arose during the early evolutionary diversification of Asteraceae. Subsequent lineage-specific gene retention and loss events have reshaped the composition of this cluster across different Asteraceae lineages. Notably, key members of this cluster, particularly CYC2c, CYC2d, and CYC2g, are preferentially retained in lineages with ray florets, which is consistent with their roles in regulating the ray floret development. Collectively, our findings establish a mechanistic link between the evolutionary divergence, spatiotemporal expression differentiation of the CYC2 tandem cluster as a key genetic driver underlying the morphological diversification and evolutionary success of Asteraceae.

evolutionary biology↗

bioRxiv2026

A patient-centric therapeutic paradigm uncouples prostate cancer suppression from systemic metabolic collapse

The clinical benefits of cancer therapies are often compromised by the tolerable adverse effects that impair systemic organismal health and may evolve into latent life threats. Here, we identified profound abiraterone-induced but androgen-independent metabolic perturbations in prostate cancer patients and developed Lifehug-9892 to balance tumor therapy with systemic metabolic homeostasis. By integrating population cohorts with high-resolution metabolomics, we demonstrate that abiraterone induces profound systemic lipidomic dysregulation, characterized by the massive, pathological accumulation of desmosterol. Abiraterone inhibits but stabilizes DHCR24, leading to a metabolic trap in patients showing elevated levels of both desmosterol and cholesterol. Desmosterol accumulation is highly lipotoxic, potently triggering endothelial cell senescence and necrosis, macrophage foam cell formation, murine atherosclerosis, and hepatic senescence. To mechanistically uncouple and therapeutically rescue this systemic metabolic collapse, Lifehug-9892 was rationally designed to selectively retain on-target CYP17A1 inhibition while completely sparing DHCR24 function. Lifehug-9892 maintains potent tumor-suppressive activity while fully preserving the desmosterol-cholesterol metabolic axis and preventing systemic cardiovascular and hepatic damage. Our study uncovers a critical mechanistic link between drug-induced metabolic dysregulation and organismal health in cancer patients, providing a biochemical framework for developing patient-centric targeted therapies that preserve host homeostasis.

cancer biology↗

bioRxiv2026

Generation of an induced pluripotent stem cell line from a patient with immune checkpoint inhibitor-induced myocarditis and concurrent type I diabetes

Immune checkpoint inhibitor-induced myocarditis (ICIM) is a severe immune-related adverse event with heterogeneous clinical presentations and potential genetic susceptibility. Here, we established a human induced pluripotent stem cell (iPSC) line from an ICIM patient with an HLA-type distinct from previously reported line, who developed concurrent type I diabetes following ICI treatment. This line exhibited typical morphology, normal female karyotype, pluripotency, trilineage differentiation into all three germ layers, Sendai virus clearance, and no mycoplasma contamination. Given the fulminant nature and diverse clinical presentations of ICIM, expanding the repertoire of iPSC lines are critical for investigating ICIM heterogeneity and its underlying mechanisms.

developmental biology↗

bioRxiv2026

A Conserved SIFamide Circuit Functions as the Insect Vagus Nerve

The insect functional homolog of the mammalian vagus nerve has remained elusive. Here, we identify the SIFamide (SIFa) peptidergic circuit as this homolog in Drosophila melanogaster. SIFa neurons project the longest axons from the brain to the hindgut ampulla, forming synapses with peripheral SIFa-receptor (SIFaR) neurons originating in the abdominal ganglion. This circuit is functionally plastic: sexual experience enhances synaptic strength at the hindgut, increasing excretion while reducing mating duration to to favor energy conservation and metabolic recovery. Mechanistically, this shift involves octopaminergic/tyraminergic gating and SIFa-mediated modulation of Adipokinetic Hormone (AKH) from the corpora cardiaca. We further uncover a feedback loop in which SIFaR/Allatostatin-A (AstA) neurons project back to the brain, signaling hindgut physiological status to SIFa neurons via AstA-R1. This hindgut projection is conserved across diverse insect orders. Thus, the SIFa-SIFaR circuit constitutes an evolutionarily conserved "insect vagus nerve" that integrates metabolic state and reproductive history to optimize survival strategies.

neuroscience↗

bioRxiv2026

TRAPPC8 Is an Endogenous Brake on UFMylation That Suppresses Tauopathy

UFMylation, a ubiquitin-like protein modification, drives tau spread through the brain, but what keeps this process in check has remained unclear. We show that TRAPPC8 acts as a natural brake on UFMylation, binding directly to the E1 enzyme UBA5 to dampen pathway activity. In Alzheimer's disease brain tissue, TRAPPC8 is reduced while UFMylation is elevated, suggesting this brake fails as disease progresses. Sustaining UFMylation in human iPSC-derived neurons increased tau aggregation and spread while disrupting lysosomal function and lipid balance. Restoring TRAPPC8-UBA5 binding reversed these defects through the lysosomal protein CLN8, which restored lysosomal function and reduced tau pathology. Notably, expressing just the UBA5-binding region of TRAPPC8 was enough to suppress tau pathology in vivo, marking it as a promising therapeutic target.

neuroscience↗

bioRxiv2026

RegFM: an interpretable context-aware foundation model for human transcriptional regulation

Transcriptional regulation is governed by interactions between cis-regulatory elements (CREs) and trans-acting regulators in a context-specific manner. Although DNA and single-cell foundation models have enabled modeling regulatory biology at scale, most represent either sequence or cellular state alone, limiting their ability to capture context-dependent gene regulation. Here we present RegFM, a context-aware foundation model for human transcriptional regulation. RegFM treats transcriptional regulation as a dialogue between cis-regulatory sequences (e.g., CREs) and trans-acting regulators (e.g., transcription factors (TFs) and chromatin regulators (CRs)) by coupling long-range CRE representations with TFs and CRs activity. Trained on large-scale ENCODE and CELLxGENE transcriptomic profiles, RegFM learns gene-centered regulatory representations that generalize across unseen cellular contexts. In a wide range of tasks, including gene expression prediction, cis-regulatory element annotation, bivalent promoter and dosage-sensitivity classification, and perturbation-response prediction, RegFM consistently improves over existing methods. RegFM emerges as a scalable and interpretable framework for modeling human transcriptional regulation and provides insights into context-dependent gene regulatory programs.

genomics↗

bioRxiv2026

ApoE4 Promotes Thrombosis via Endothelial Cell ApoER2 and PP2A Activation

Background: APOE4, the variant of apolipoprotein E carried by 25% of individuals, is a common genetic risk factor for cardiovascular disease (CVD). Although ApoE classically participates in lipid transport, APOE4-associated risk goes beyond impact on circulating lipids. Life-threatening CVD events including myocardial infarction and stroke are driven by atherogenesis and thrombosis. In mice ApoE4 increases atherosclerosis severity, but whether other major drivers of CVD events are influenced by ApoE4 is unknown. Methods: GWAS data for venous thromboembolism (VTE) were analyzed. In humanized APOE3 (hE3) and APOE4 (hE4) mice, thrombosis was assessed by intravital microscopy (IVM) in the mesenteric microcirculation and by inferior vena cava (IVC) partial ligation. Actions of ApoE3 versus ApoE4 on endothelial cells (EC) and their underpinnings were studied in cultured human and mouse aortic EC, interrogating interactomes with immunoprecipitation-mass spectrometry and quantifying the secretion of Von Willebrand Factor (vWF), a critical initiator of thrombosis. Single cell transcriptomics datasets were queried do localize endothelial cell gene expression. Results: GWAS showed that APOE4 is associated with increased VTE risk, and whereas plasma lipids were similar, both microvascular and venous thrombosis were markedly increased in hE4 compared to hE3 mice. In cultured EC, whereas ApoE3 attenuated vWF secretion, it was enhanced by ApoE4, and both processes were mediated by ApoE receptor 2 (ApoER2). ApoE4, but not ApoE3, suppressed VEGF eNOS activation and NO production by causing the recruitment of the protein phosphatase 2A (PP2A) catalytic subunit to ApoER2 and the activation of PP2A. PP2A deletion prevented ApoE4-induced eNOS antagonism and vWF secretion by preserving Akt activation, and the NO donor spermine NONOate negated apoE4 stimulation of vWF secretion. PP2A activity was increased in hE4 aortas and IVC, and EC ApoER2 deletion or pharmacologic PP2A inhibition fully prevented exaggerated thrombosis in hE4 mice. In human great saphenous vein ApoER2 is primarily expressed in valvular endothelium. Conclusions: APOE4 is a risk allele for thrombosis, and ApoE4 is prothrombotic in microvasculature and veins in mice. Mechanistically, the ApoE4-EC ApoER2 tandem enhances vWF secretion by recruiting and activating PP2A and antagonizing eNOS, resulting in exaggerated thrombosis. In human veins ApoER2 is expressed in valvular endothelium, which is the most common site of initiation of venous thrombosis. Targeting these processes may afford protection from both primary thrombotic disorders like VTE and acute CVD events such as myocardial infarction and stroke in 25% of the population.

pathology↗

bioRxiv2026

Patterns and environmental drivers of amphibian alpha and beta diversity in the Huangshan Mountains, southern Anhui, China

Understanding the spatial patterns of biodiversity and their environmental determinants is fundamental to ecology and conservation, particularly in mountainous transitional zones where species assemblages can shift rapidly. Amphibians, as highly sensitive organisms, are excellent indicators of environmental change, yet quantitative assessments of their diversity in the Huangshan Mountains-a biodiversity hotspot at the junction of the Palaearctic and Oriental realms in southern Anhui, China-remain limited. We conducted systematic line-transect surveys across 200 grids (5 km x 5 km) during the spring and autumn of 2023 and 2024, recording a total of 10,342 individuals belonging to 23 species, 20 genera, 9 families, and 2 orders. Three species (Fejervarya multistriata, Microhyla fissipes, and Bufo gargarizans) were identified as dominant, and two nationally protected species (Hoplobatrachus chinensis and Andrias davidianus) were detected. Inter-annual alpha diversity did not differ significantly, but pronounced seasonal variation was observed, with spring supporting higher Shannon-Wiener and Pielou evenness than autumn in both years. Using generalized additive models and model averaging, we found that annual precipitation and the normalized difference vegetation index (NDVI) were consistently the strongest positive predictors of Shannon-Wiener diversity, Simpson dominance, and species richness, while species richness also declined significantly with increasing human footprint. Total beta diversity (Soerensen dissimilarity) was very high (0.981) and overwhelmingly driven by species turnover (97.86%) rather than nestedness. Partial Mantel tests and distance-based redundancy analysis further revealed that environmental distances-particularly annual precipitation-significantly shaped overall beta diversity and its turnover component after accounting for geographic distance. These results highlight the predominant role of climatic and vegetation gradients in structuring amphibian assemblages in this subtropical mountainous region, providing baseline data to inform local conservation strategies.

ecology↗

bioRxiv2026

A genome-wide CRISPR activation map of surface protein expression in human CD4 T cells

Surface proteins define T cell identity and function, but the abundance of each protein is not determined by transcription alone. Existing genome-wide CRISPR screens in primary human T cells either profile the transcriptome or isolate cells based on a single functional or protein phenotype. Here we present SCITO-Perturb-seq, a novel platform that couples combinatorial-indexed single-cell cytometry sequencing with pooled CRISPR activation (CRISPRa) to map the causal regulation of 201 surface proteins across 3.6 million human CD4 T cells. We find that 16% of activated genes significantly alter the expression of at least one surface protein. By applying semi-nonnegative matrix factorization to the perturbation effect matrix, we identified five modules corresponding to known CD4 T cell states. Notably, these modules group surface proteins by their shared response to perturbation, revealing coordinated regulation of proteins that are not co-expressed in unperturbed cells. SCITO-Perturb-seq represents the first genome-wide CRISPRa screen paired with direct, high-dimensional surface protein profiling, providing a comprehensive regulatory map of the CD4 T cell surface proteome.

genomics↗

bioRxiv2026

Pseudouridines in the U2 Branch Site Recognition Region Differentially Contribute to Branch Site Recognition during Pre-mRNA Splicing

Pseudouridines ({Psi}s) are highly enriched in conserved, functionally critical regions of spliceosomal snRNAs, particularly within the U2 branch site recognition region (BSRR), which contains six {Psi}s in humans and three in S. cerevisiae. To investigate how U2 BSRR pseudouridylation influences branch site sequence (BSS) recognition, we developed a large-scale, high-throughput screening system in S. cerevisiae that allows a library of pre-mRNAs with randomized BSSs to be spliced in distinct U2 BSRR pseudouridylation backgrounds. Screening and next-generation sequencing (NGS) revealed that different U2 pseudouridylation backgrounds exhibit distinct recognition patterns and efficiencies for specific BSSs. Notably, {Psi}42 and {Psi}44 generally enhanced splicing, whereas {Psi}38 alone, and in some contexts together with {Psi}35, consistently impaired BSS recognition. The differential effects were validated using endogenous S. cerevisiae genes. In addition, splicing assays with engineered pre-mRNA constructs guided by the screening results demonstrated that BSRR {Psi}s directly influence BSS selection, supporting a model in which U2 pseudouridylation modulates BSS recognition and could contribute to alternative splicing in more complex eukaryotes. Finally, synthetic-lethality analyses with a Prp5 mutant, together with Prp5-U2-pre-mRNA binding assays, indicate that U2 BSRR {Psi}s are critical for Prp5 recruitment and, consequently, for proper U2-BSS interactions during spliceosome assembly. Collectively, these findings establish U2 pseudouridylation as a key determinant of branch site recognition and spliceosome function.

molecular biology↗

bioRxiv2026

Phagocytic activity of perivascular cell promotes CNS injury pathology

Injury, stroke, and neurological diseases cause persistent accumulation of cellular debris that deteriorates lesion microenvironment and impedes central nervous system (CNS) repair. Debris clearance in the injured CNS has long been attributed primarily to microglia and infiltrating macrophages. Here, we identify perivascular cells as previously unrecognized phagocytes that expand after injury and exhibit robust phagocytic activity. Perivascular cell phagocytosis is conserved across multiple mouse models of CNS injury and human stroke lesions. These cells exhibit key hallmarks of phagocytosis, including LC3-associated phagocytosis for efficient lysosomal degradation. Mechanistically, phosphatidylserine serves as the eat-me signal and Axl mediates myelin debris uptake. Myelin phagocytosis drives perivascular cell proliferation, fibrosis and lesion progression. Genetic deletion of Axl in perivascular cells or pharmacological inhibition with the FDA-approved Axl inhibitor Gilteritinib reduces pathology and improves functional recovery after spinal cord injury. Together, these findings establish Axl-dependent perivascular cell phagocytosis as a therapeutic target for CNS repair.

neuroscience↗

bioRxiv2026

Directed evolution of the Drosophila microbiome improves intestinal health and extends lifespan

The gut microbiome and its bacterially derived metabolites are known to affect many aspects of the host organisms health, including metabolism, immune response, intestinal inflammation, oxidative stress, and even lifespan. Because pathological changes in the gut microbiome and these functions are associated with aging, many have hypothesized that we could protect against aging by generating beneficial changes to the gut microbiome. Here, we directed evolution outside of the host (ex vivo) and generated a Drosophila gut microbiome resistant to paraquat, a toxin that causes oxidative stress. Compared to a control microbiome, this paraquat-resistant (PQR) microbiome transplanted back into the Drosophila gut endowed the host with multiple health benefits: increased resistance to dietary paraquat, reduced age-related pathologies in the gut, and extended lifespan. We identified the beneficial species of the PQR microbiome as Lactiplantibacillus plantarum and further identified mutations specific to lifespan-extending isolates linked to greater production of acetate. Directly feeding this short-chain fatty acid, acetate, to Drosophila was sufficient to recapitulate an extended lifespan, similar to that induced by gut colonization of PQR bacteria in the gut. These results serve as a proof of principle that increasing the resistance of the microbiome to oxidative stress via directed ex vivo evolution could serve as a therapeutic strategy to protect against aging.

physiology↗

bioRxiv2026

Evolution-inspired multi-objective Bayesian optimization for protein engineering

Protein engineering requires efficient navigation of vast sequence spaces under limited evaluation budgets, especially when multiple properties must be optimized simultaneously. We developed Evolution-inspired Multi-Objective Bayesian Optimization (EvoMOBO), an active-learning framework that integrates path-dependent sequence generation, global competition among generated variants, and explicit multi-objective optimization. Benchmarking against state-of-the-art methods on complete steroid receptor DNA-binding domain and ParD3 antitoxin landscapes demonstrated robust target-region enrichment, Pareto-front advancement, and sequence diversity across two- and three-objective tasks. In the DBD landscape, simulation-derived geometric descriptors served as labels for both initialization and iterative updating, enriching variants with favorable measured activities without experimental labels. Building on this validation, we applied EvoMOBO to two enzyme-engineering tasks using simulation-derived mechanistic descriptors, with experiments reserved for final validation. For an old yellow enzyme (GkOYE), 16 of 26 tested variants outperformed the wild type, and the best increased non-native oxidative dehydrogenation conversion from 17.5% to 95%. For a formate oxidase (AoFOx), EvoMOBO identified aggregation-resistant variants, two of which nearly doubled diethyl phthalate degradation in a photoenzymatic cascade. Together, these results establish EvoMOBO as a modular framework for multi-objective protein engineering using experimental or mechanism-derived labels.

bioengineering↗

bioRxiv2026

Repurposing the Antiviral Agent Pibrentasvir: In Vitro Synergistic Effects in Combination with Different Azole Antifungal Agents

ObjectiveTo investigate the combined effects of multiple drugs and provide more therapeutic options for invasive fungal infections, this study evaluated the in vitro susceptibility of Aspergillus spp., Candida auris, Cryptococcus neoformans, and Exophiala dermatitidis to pibrentasvir (PIB) in combination with itraconazole (ITR), voriconazole (VOR), posaconazole (POS), or fluconazole (FLU). MethodsAccording to the M27-A3 and M38-A2 guidelines established by the Clinical and Laboratory Standards Institute (CLSI), the in vitro antifungal activities of PIB combined with ITR, VOR, POS, or FLU against 78 clinical isolates, including Aspergillus spp., E. dermatitidis, C. auris, and C. neoformans, were determined. The minimum inhibitory concentrations (MICs) and fractional inhibitory concentration indices (FICIs) were calculated to evaluate the synergistic effects. ResultsPIB alone exhibited no antifungal activity. Significant synergistic effects were observed when PIB was combined with azole antifungal agents. The PIB-POS combination showed synergistic effects against Aspergillus spp. (27/41, 65.90%), C. auris (9/10, 90.00%), C. neoformans (2/9, 22.20%), and E. dermatitidis (11/18, 61.11%). The PIB-ITR combination also showed synergistic effects against Aspergillus spp. (18/41, 43.9%), C. auris (9/10, 90.0%), C. neoformans (2/9, 22.2%), and E. dermatitidis (10/18, 55.5%). Synergistic effects were less frequently observed with the PIB-VOR or PIB-FLU combinations, and no antagonistic effects were observed. ConclusionThis study demonstrates that PIB acts as an azole sensitizer, with the strongest synergistic effects observed when combined with POS or ITR, providing a new research direction for combination therapy against invasive fungal infections.

microbiology↗

bioRxiv2026

A single-cell and multi-platform spatial atlas of the human pancreas resolves a transformation-associated epithelial axis and a recurrent boundary-organized tumour microenvironment

Most pancreatic ductal adenocarcinoma (PDAC) single-cell and spatial studies analyze one cohort or platform, obscuring recurrent biology. We assembled a human pancreas single-cell and single-nucleus reference of 1,186,130 cells from 19 studies and interpreted 176 Visium sections comprising 458,877 spots across non-diseased pancreas, chronic pancreatitis, PanIN, IPMN, primary PDAC and metastasis. Marker-supported labels were used after two RNA-based copy- number callers failed known-diploid controls. BANKSY domains, two reference-mapping methods and sample-level analyses resolved a cross-sectional epithelial axis extending from acinar-rich to malignant tissue. Five trajectory algorithms recovered similar ordering on a shared embedding; their consensus was interpreted as transformation-associated, not temporal or clonal. Malignant regions were globally segregated from fibroblast and myeloid compartments. Signed- distance analysis refined this pattern into a malignant core, a CAF/myeloid surround beginning at the tumour boundary and a more distal lymphoid compartment. Candidate extracellular-matrix communication, led by COLLAGEN, LAMININ and FN1, concentrated at the interface. Changes were reproduced in six patient-matched Normal-tumour pairs using exact patient-level tests. Visium HD resolved the same organization at single-cell resolution and showed that 8-um bins distorted immune-adjacency estimates. Xenium also revealed recurrent neighbourhoods but sample-specific stromal boundaries. We provide a confound-aware framework for identifying recurrent epithelial and microenvironmental organization in PDAC.

cancer biology↗

bioRxiv2026

CENO: A Genome-Scale World Model for Evolutionary Sequence Interpretation and Programmable Regulatory Design

DNA encodes biological function across a continuum of sequence scales, from single-nucleotide and motif-level grammar to regulatory neighborhoods, chromatin-scale organization and evolutionary constraint. A useful model of genomes should therefore do more than classify short sequence windows: it should maintain nucleotide-resolution state over long contexts, score counterfactual mutations, condition on homologous sequence evidence and generate candidates that can be evaluated against structural or functional objectives. We define such a system operationally as a genomic world model: a general-purpose generative model of genome sequence space that unifies sequence understanding and sequence design through a shared state and likelihood interface. Here we introduce CENO, a family of long-context generative genomic world models designed to preserve local DNA grammar while extending usable context to regulatory and chromatin scales. CENO combines Mamba sequence-mixing layers, sparse attention layers and mixture-of-experts capacity in a single autoregressive backbone, and is trained at 300M, 600M and 1B parameter scales with a staged curriculum that progresses from 8k-token cross-domain genomic pretraining to 131k- and 1M-token whole-genome long-context continuation. We evaluate CENO under a unified world-model benchmark paradigm spanning retrieval, representation, counterfactual perturbation, reconstruction, evolutionary conditioning and design. CENO retains practical long-context inference and retrieves distal sequence in synthetic assays. In zero-shot long-context analyses, without task-specific fine-tuning, long-context continuation yields annotation- and chromatin-boundary-associated attention patterns and frozen-state representations that generalize across human cell types and mouse cell or tissue settings. To incorporate evolutionary information, we further post-train CENO on packed real multiple-sequence-alignment contexts and score variants by reference-mutant likelihood deltas, improving matched variant-effect prediction and producing evolutionary enrichment signals across species. Complementing these perturbation-based variant tests, we evaluate zero-shot long-sequence generation by partial-gene continuation, asking whether the model can recover withheld gene-scale sequence structure across eukaryotic, bacterial and archaeal species; recovery improves with model scale and later whole-genome long-context training. Finally, we use CENO as the backbone for a cell-type-specific enhancer design workflow in mouse cortex, coupling a CENO-based accessibility oracle with conditional supervised fine-tuning and oracle-guided reinforcement learning. Together, CENO provides a genome-scale sequence world-model framework for sequence interpretation, evolutionary reasoning, gene-scale reconstruction and programmable regulatory sequence generation.

genomics↗