Biology subjects

Ou, Q.

Publications and source records attributed to Ou, Q..

7 recordsLinked to original sources

bioRxiv2026

EnzCast: Prediction of Patient-Specific Enzymatic Kinetics through Multi-Modal Deep Learning and Isoform-Resolved Bayesian Inference based on Single-Cell Transcriptomics

Enzyme kinetic parameters underpin mechanistic biology but remain sparse in physiological context. We present EnzCast, a multi-modal framework jointly predicting Km, kcat, kcat/Km, and Ki from protein sequence, 3D structure, substrate chemistry, and experimental conditions, paired with IsoKin, an isoform-resolved Bayesian framework converting EnzCast priors into patient-specific in vivo kinetics. Trained on KinBench, the largest curated kinetics database, task-adaptive EnzCast achieved R2 = 0.413, 0.455, 0.227, and 0.105 for Km, Ki, kcat, and kcat/Km, surpassing all baselines on catalytic tasks. Systematic condition scans recovered compartment-specific pH direction inversion and pathway-level temperature responses. In a 20-patient colorectal cancer single-cell cohort, IsoKin reduced posterior uncertainty by 73.3% and 77.3%, revealing cell-type-specific rewiring. Orthogonal validation--scFEA flux, DepMap essentiality (permutation P = 0.0008) and TCGA survival-- provided mixed but directionally consistent support. Together, EnzCast and IsoKin bridge in vitro prediction, condition-aware biochemical interrogation and patient-resolved in vivo inference.

bioinformatics↗

bioRxiv2025

A New Model of Heart Failure with Preserved Ejection Fraction Induced by Metabolic Syndrome in Ossabaw Miniature Swine

A major obstacle to progress in heart failure with preserved ejection fraction (HFpEF) is the paucity of clinically relevant animal models. We developed a large, translationally relevant model in Ossabaw minipigs, which are genetically predisposed to the metabolic syndrome (MetS). Pigs were fed a "Western diet" high in calories, fructose, fat, cholesterol, and salt and received 1-2 deoxy-corticosterone acetate (DOCA) depots (n=10). After 6 months, they exhibited liver function abnormalities and marked increases in body weight, arterial blood pressure, serum cholesterol and triglycerides, and plasma glucose and insulin levels (glucose tolerance test), indicating the development of a full MetS. Echocardiography demonstrated no change in LV ejection fraction but progressive concentric LV hypertrophy and left atrial dilatation. Doppler echocardiography showed increased E/e ratio and increased peak early (E) and peak late atrial (A) transmitral inflow velocities, with no change in E/A ratio. Right heart catheterization demonstrated increased central venous pressure, pulmonary arterial systolic pressure, and pulmonary capillary wedge pressure. Clinically, pigs exhibited impaired exercise capacity, assessed by treadmill tests, associated with chronotropic incompetence. Pathologic examination showed significant myocardial fibrosis, myocyte hypertrophy, and liver fibrosis. In contrast, lean pigs fed a standard diet (n=3) did not show any changes at 6 months. The Ossabaw porcine model described herein is unique in that it recapitulates the entire constellation of major multiorgan comorbidities and hemodynamic, clinical, and metabolic features of MetS-driven human HFpEF: obesity, arterial hypertension, hyperlipidemia, glucose intolerance, insulin resistance, liver fibrosis and dysfunction, pulmonary hypertension, increased LV filling pressures, concentric LV hypertrophy, LV diastolic dysfunction with preserved systolic function, and impaired exercise capacity. Because of its high clinical relevance, this model is well-suited for exploring the pathophysiology of MetS-driven HFpEF and the efficacy of new therapies.

developmental biology↗

bioRxiv2024

RIPK4 driven by TP53 mutations promotes resistance to redox stress of CRC by phosphorylating MTHFD1

This study investigates advanced colorectal cancer (CRC), focusing on its tendency for distant metastasis and chemotherapy resistance. It highlights the importance of PANoptosis, a cell death pathway, and the role of the Receptor-interacting serine/threonine-protein kinase (RIPK) family in tumor progression. RIPK4s tissue-specific functions in cancer cell behavior are emphasized, including its influence on invasion, migration, and oxidative stress resistance. The study reveals the critical balance of reactive oxygen species (ROS) in cancer cells, linked to antioxidant defenses and NADPH production for survival. A key finding is the connection between TP53 mutations in CRC and increased RIPK4 expression, which enhances MTHFD1 phosphorylation, boosts NADPH production, reduces ROS, and promotes resistance to PANoptosis, leading to metastasis. The research identifies the molecular basis of CRC metastasis, showing how RIPK4 regulates MTHFD1 to resist PANoptosis, offering new therapeutic targets for metastatic CRC and potential improvements in patient outcomes.

molecular biology↗

bioRxiv2021

Muscle systems and motility of early animals highlighted by cnidarians from the basal Cambrian

Although fossil evidence suggest that various animal groups were able to move actively through their environment in the early stages of their evolution, virtually no direct information is available on the nature of their muscle systems. The origin of jellyfish swimming, for example, is of great concern to biologists. Exceptionally preserved muscles are described here in benthic peridermal olivooid medusozoans from the basal Cambrian of China (Kuanchuanpu Formation, ca. 535 Ma) that have direct equivalent in modern medusozoans. They consist of circular fibers distributed over the bell surface (subumbrella) and most probably have a myoepithelial origin. This is the oldest record of a muscle system in cnidarians and more generally in animals. This basic system was probably co-opted by younger early Cambrian jellyfish to develop capacities for the jet-propelled swimming within the water column. Additional lines of fossil evidence obtained from ecdysozoans (worms and panarthropods) show that the muscle systems of early animals underwent a rapid diversification through the early Cambrian and increased their capacity to colonize a wide range of habitats both within the water column and sediment at a critical time of their evolutionary radiation.

evolutionary biology↗

bioRxiv2021

Survival mechanism of a novel marine multistress-tolerant Meyerozyma guilliermondii GXDK6 under high NaCl stress as revealed by integrative omics analysis

A novel strain named Meyerozyma guilliermondii GXDK6 was provided in this work, which was confirmed to survive independently under high salt stress (12% NaCl) or co-stress condition of strong acid (pH 3.0) and high salts (10% NaCl) without sterilization. Its survival mechanism under high salt stress was revealed by integrated omics for the first time. Whole-genome analysis showed that 14 genes (e.g., GPD1 and FPS1) of GXDK6 relevant to salt tolerance were annotated and known to belong to various salt-resistant mechanisms (e.g., regulation of cell signal transduction and glycerol metabolism controls). Transcriptome sequencing results indicated that 1220 genes (accounting for 10.15%) of GXDK6 were differentially transcribed (p < 0.05) when GXDK6 growth was under 10% stress for 16 h, including important novel salt-tolerant-related genes (e.g., RTM1 and YHB1). Proteomics analysis demonstrated that 1005 proteins (accounting for 27.26%) of GXDK6 were differentially expressed (p < 0.05) when GXDK6 was stressed by 10% NaCl. Some of the differentially expressed proteins were defined as the novel salt-tolerant related proteins (e.g., sugar transporter STL1 and NADPH-dependent methylglyoxal reductase). Metabolomic analysis results showed that 63 types of metabolites (e.g., D-mannose, glycerol and inositol phosphate) of GXDK6 were up- or downregulated when stressed by 10% NaCl. Among them, D-mannose is one of the important metabolites that could enhance the salt-tolerance survival of GXDK6. IMPORTANCEMicrobial contamination is a huge obstacle in industrial fermentation. The emergence of multistress-tolerant microorganism is expected to realize industrial fermentation without sterilization by controlling specific conditions. However, microorganisms eligible for non-sterile fermentation are required to survive independently under the selected special conditions for the fermentation conditions to be controlled to avoid microbial contamination. Here, a novel marine Meyerozyma guilliermondii was presented, which is able to survive well under high salt stress, its survival mechanism was systematically revealed by integrated omics technology. In addition, finding that NaCl stress could also stimulate the biosynthesis of functional metabolites from GXDK6 (e.g., calcitriol and didemnin B). Among the functional metabolites, calcitriol biosynthesis via microbial method was rarely reported. Thus, its biosynthetic mechanism was further revealed. The findings in this study contributed to understanding the survival mechanism of M. guilliermondii under high salt stress, and the development of new molecular drugs from M. guilliermondii GXDK6. Graphic abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=98 SRC="FIGDIR/small/450280v1_ufig1.gif" ALT="Figure 1"> View larger version (36K): org.highwire.dtl.DTLVardef@928135org.highwire.dtl.DTLVardef@60c713org.highwire.dtl.DTLVardef@1adb19dorg.highwire.dtl.DTLVardef@67caaa_HPS_FORMAT_FIGEXP M_FIG C_FIG

microbiology↗

bioRxiv2021

SUMOylation of GMFB regulates the stability and function of GMF in RPE cells under oxidative stress and inflammation

Glia maturation factor beta (GMFB) is a growth and differentiation factor that act as an intracellular regulator of signal transduction pathways. The SUMOylation is a post-translational modification (PTM) that plays a key role in protein subcellular localization, stability, transcription, and enzymatic activity. Recent studies have highlighted the importance of SUMOylation in the inflammation and progression of numerous diseases. But little is known about the relationship between GMFB and SUMOylation. Here we first report that GMFB can be mono-SUMOylated at multiple sites by the covalent addition of a single SUMO1 protein, and identified K20, K35, K58, and K97 as major SUMO acceptor sites. We also found that SUMOylation leading to increased stability and trans-localization of GMFB. Furthermore, RNA-seq data and Real-time quantitative polymerase chain reaction (rt-qPCR) also indicated that the SUMOylated GMFB upregulated multiple pathways, including the cytokine-cytokin receptor interaction, NOD-like receptor signaling pathway, TNF signaling pathway, RIG-I-like receptor signaling pathway, and NF-kappa B signaling pathway. Our studies intend to provide a novel direction for the study into the biofunction of GMFB, SUMOylated GMFB and the mechanism, clinical therapy, and prognosis of inflammation-related RPE disorders like age-related macular degeneration (AMD) and diabetic retinopathy (DR).

biochemistry↗

bioRxiv2020

Heart Slice Culture System Reliably Demonstrates Clinical Drug-Related Cardiotoxicity

The limited availability of human heart tissue and its complex cell composition are major limiting factors for reliable testing drug efficacy, toxicity and understanding mechanism. Recently, we developed a functional human and pig heart slice biomimetic culture system that fully preserves the viability and functionality of 300 {micro}m heart slices for 6 days. Here, we tested the reliability of this culture system in delineating the mechanisms of known anti-cancer drugs that cause cardiomyopathy. We tested three anti-cancer drugs (doxorubicin, trastuzumab, and sunitinib) associated with different mechanisms leading to cardiotoxicity at three concentrations and assessed the effect of these drugs on heart slice viability, structure, function and transcriptome. Slices incubated with any of these drugs for 48 h showed significant loss in viability, cardiomyocyte structure and functionality. Mechanistically, RNA sequencing demonstrated a significant downregulation of cardiac genes and upregulation of oxidative response in doxorubicin-treated tissues. Trastuzumab treatment caused major downregulation in cardiac muscle contraction-related genes, consistent with its clinically known direct effect on cardiomyocytes. Interestingly, sunitinib treatment resulted in significant downregulation of angiogenesis-related genes in line with its mechanism of action. Heart slices are not only able to demonstrate the expected toxicity of doxorubicin and trastuzumab similar to hiPS-derived-cardiomyocytes; they are superior in detecting sunitinib cardiotoxicity phenotypes and mechanism in the clinically relevant concentration range, 100 nM - 1 {micro}M. These results indicate that heart slice tissue culture models have the potential to become a reliable platform for testing drug toxicity and mechanism of action.

cell biology↗