Biology subjects

Mu, D.

Publications and source records attributed to Mu, D..

8 recordsLinked to original sources

bioRxiv2026

Evaluating the added value of sequence models in noncoding RNA assays: a baseline-aware framework

Sequence models are evaluated against non-coding RNA assay read-outs, but prediction alone does not show what their features add to an explicit baseline. We estimated model-added-last changes in AUROC for lncRNA labels and cross-validated Spearman correlation for miRNA repression, fixing members and chromosome folds across available sources. In cross-cell CRISPRi (n = 2961), AlphaGenome increased AUROC from 0.6426 to 0.7551; adding K562 accessibility changed these values to 0.7282 and 0.7534. Corrected-source Cas13 increments ranged from -0.0161 to +0.0130 (n = 871). Separate post-audit comparisons tested fixed sequence composition, broader regularization and TargetScan aggregate identity. With expanded regularization, composition improved four baselines but reduced Cas13 AUROC by 0.0365. RNA-FM's increment was -0.0014 for CRISPRi and +0.000044 for HEK293FT after composition adjustment; small signs changed with regularization. On the same 1227 HeLa members, replacing a seed-family aggregate with an identity-supported mature-miRNA aggregate increased baseline Spearman from 0.4140 to 0.4799. RNA-FM then added 0.0170, or 0.0014 after composition adjustment. These source-row aggregates lack experimental transcript/site alignment. The results support testing baseline content, identity and regularization before interpreting residual model increments. Negative or near-zero increments do not establish absent information or equivalence. Resampling summaries remain conditional descriptions or non-joint sensitivities; calibrated confirmation, justified practical-size thresholds and pretraining-overlap verification were unavailable.

bioinformatics↗

bioRxiv2026

Combination of engineered cell type-specific promoters and a high-efficiency AAV capsid restores hearing in adult DFNB1 mice model with demonstrated safety in nonhuman primate

A major challenge in gene therapy for GJB2-related hearing loss (DFNB1)--the most common form of hereditary deafness--is achieving efficient and precise connexin 26 delivery. Herein, we engineered two cell type-specific promoters (GJB2-1 and WFS1-2274) and developed an AAV capsid, AAV-MAS012, with enhanced transduction efficiency in mature cochlear cells. Our AAV-mediated gene therapy systems restored hearing of low-to-mid-frequencies in newborn Gjb2 cKO mice to wild-type levels and maintained for 45 weeks. Additionally, our therapeutic systems restored low-to-mid-frequencies hearing function to wild-type levels in adult Gjb2 cKO mice. A humanized version of the therapy, AAV-MAS012-WFS1-2274-hGJB2, rescued hearing function in two distinct Gjb2-deficient mouse models, and demonstrated a favorable safety profile in nonhuman primates. This study represents the first successful hearing restoration in adult Gjb2-deficient mice. The significant therapeutic efficacy of the humanized gene therapy system shows great potential for clinical translation in DFNB1 patients.

genetics↗

bioRxiv2025

Integrated Bioinformatics analysis and Metabolomic Responses in finding novel therapeutic approach to treat viral myocarditis

BackgroundMyocarditis is one of the most common health problems in young people. Despite imaging techniques and endomyocardial biopsies advancing, there is still inadequate for myocarditis characterization. Some studies have shown that myocarditis is closely associated with mitochondrial dysfunction. Therefore, this study was aimed to identify mitochondrial-related biomarkers and gene regulatory networks in myocarditis and potential therapeutic targets. MethodsWe downloaded GSE95368 dataset from GEO to get myocarditis gene expression profiles, then used EdgeR and AI algorithm for bioinformatics analysis of DEGs functions. Established CVB3-induced mouse myocarditis model via intraperitoneal injection, and assessed energy metabolism differences using targeted metabolomics. CVB3 stimulus induced myocarditis in H9C2 cells. We assessed mitochondrial dysfunction (ATP, MMP) with commercial kits, MAPK8 release via ELISA, and MAPK8, p-PI3K, p-AKT levels by western blot. Furthermore, a total of 8 patients primarily diagnosed with myocarditis were enrolled, and levels of MAPK8 and CK in serum were detected. SP600125, an inhibitor of MAPK8, was administrated to CVB3-infected mice to study its potential protective effect in viral myocarditis. ResultsWe obtained 77 DEGs enriched in myocarditis. Analysis yielded 11 modules, MEpurple module genes linked to myocarditis progression were identified via WGCNA. MAPK8, NAMPT and ALB are associated with mitochondrial function. CVB3-infected mice showed cardiac inflammation and high MAPK8 expression in serum or heart tissues.The target metabolism results indicated altered central carbon metabolism distinguished CVB3 group from control, with higher D-Glucose-1-phosphate and D-Glucose-6-phosphate and lower L-Cystine, dCMP, IMP and Xylulose-5-phosphate levels. CVB3 treatment caused mitochondrial dysfunction in H9C2 cells (decreased ATP, MMP), and increased MAPK expression. Western blot showed MAPK8 consolidated the levels of p-PI3K and p-AKT. CK activity was notably higher in myocarditis patients than healthy individuals. MAPK8 levels in myocarditis patients serum also exceeded those in healthy individuals. Pearson analysis indicated that MAPK8 and CK may contribute to myocarditis progression via distinct mechanisms. In CVB3-infected mouse model with SP600125 treatment, cardiac inflammation and MAPK8, p-PI3k, p-AKT expression were reduced, confirming MAPK8s crucial role in viral myocarditis. ConclusionOur study identified MAPK8 as a key biomarker of myocarditis, and it may be a potential therapeutic target for myocarditis.

pathology↗

bioRxiv2024

PAM-flexible adenine base editing rescues hearing loss in a humanized MPZL2 mouse model harboring an East Asian founder mutation

Hearing loss is one of the most prevalent sensory disorders, but no commercial biological treatments are currently available. Here, we identified an East Asia-specific founder mutation, the homozygous c.220C>T mutation in MPZL2, that contributes to a significant proportion of hereditary deafness cases in our cohort study. We found that the disease-causing mutation could be targetable by adenine base editors (ABEs) that enable A{middle dot}T-to-G{middle dot}C base corrections without DNA double-strand breaks. To demonstrate this, we developed a humanized mouse model (hMPZL2Q74X/Q74X) that recapitulates human MPZL2 deafness and leads to progressive hearing loss. A PAM-flexible ABE variant with reduced bystander and off-target effects (ABE8eWQ-SpRY:sgRNA3) was packaged in dual adeno-associated viruses (AAVs) and injected into the inner ear of hMPZL2Q74X/Q74X mice and effectively corrected the mutation. This treatment significantly restored hearing function, improved inner ear structural integrity, and reversed altered gene expression. Base editing may hold therapeutic potential for hereditary deafness, including most cases of MPZL2 deafness.

genetics↗

bioRxiv2023

Developing tree improvement strategies for challenging environmental stresses under global climate change: a review from traditional tree breeding to genomics of adaptive traits for the quaking aspen

Quaking or trembling aspen in North America and Euro-Asia (Populus tremuloides and P. tremula, respectively) are both widely distributed species with a long history of scientific research and tree improvement work in areas such as carbon sequestration, biomass, bioenergy, wood, and fiber, as well as studies evaluating the social, economic, and ecological benefits of the species. This chapter reviews the ecological genetics and genomics of quaking aspens adaptive traits with a broad perspective of the relationship between phenotypic variation and genetic (G) and environmental (E) effects as well as their interactions (GxE). Based on recent studies, several adaptive traits are discussed, including spring and fall phenology and stress tolerance to environmental factors such as frost, salinity, drought, heat, UV radiation, etc. We also conducted a meta-analysis of empirical studies on adaptive traits of P. tremuloides and its sister species, as research using P. tremuloides as a true "model species" is currently limited. However, molecular tools and experimental designs in the form of different common gardens constitute an integrated pathway for the development of traits and varieties/populations to promote reforestation under changing climatic conditions.

genetics↗

bioRxiv2023

SARS-CoV-2 Envelope protein triggers depression and dysosmia via TLR2 mediated neuroinflammation

BackgroundDepression and dysosmia have been regarded as the main neurological symptoms in COVID-19 patients, the mechanism of which remains unclear. Current studies have demonstrated that SARS-CoV-2 envelope protein served as a pro-inflammatory factor as sensed by Toll like receptor 2 (TLR2), suggesting the viral infection independent pathological feature of E protein. In this study, we aim to determine the role of E protein in depression, dysosmia and associated neuroinflammation in central nervous system (CNS). MethodsDepression and olfactory function were observed in both female and male mice as receiving intracisternal injection of envelope protein. Immunohistochemistry was applied in conjunction with RT-PCR to assess the glial activation, blood-brain barrier status and mediators synthesis in cortex, hippocampus and olfactory bulb. TLR2 was pharmacologically blocked to determine its role in E protein related depression and dysosmia. ResultsIntracisternal injection of envelope protein evoked depression and dysosmia in both female and male mice. Immunohistochemistry suggested that envelope protein upregulated IBA1 and GFAP in cortex, hippocampus and olfactory bulb, while ZO-1 was downregulated. Moreover, IL-1{beta}, TNF-, IL-6, CCL2, MMP2 and CSF1 were upregulated in both cortex and hippocampus, whereas IL-1{beta}, IL-6 and CCL2 were upregulated in olfactory bulb. Furtherly, inhibiting microglia, but not astrocyte, alleviated depression and dysosmia induced by envelope protein. Finally, RT-PCR and immunohistochemistry suggested that TLR2 was upregulated in cortex, hippocampus and olfactory bulb, the blocking of which mitigated depression and dysosmia induced by envelope protein. ConclusionsOur study demonstrates that envelope protein could directly induce depression and dysosmia together with obvious neuroinflammation in CNS. TLR2 mediated depression and dysosmia induced by envelope protein, which could serve as a promising therapeutic target for neurological manifestation in COVID-19 patients.

neuroscience↗

bioRxiv2021

Geraniol Enhances Inhibitory Inputs to Paraventricular Thalamic Nucleus and Induces Sedation in Mice

Geraniol (GE), a plant-derived acyclic monoterpene, shows a wide variety of beneficial effects. Notably, recent studies have reported the potential sedative effects of GE in fish and rats. However, the mechanisms of GE in sedation remain elusive. Here, we found that GE reduced locomotion, relieved pentylenetetrazol (PTZ)-induced seizures, altered the electroencephalogram (EEG), and facilitated general anesthesia in mice. Meanwhile, GE decreased c-Fos expression and suppressed the calcium activity in the paraventricular thalamic nucleus (PVT). Microinjection of GE into the PVT reduced locomotion and facilitated propofol-induced anesthesia. Furthermore, the electrophysiology results showed that GE-induced dramatic membrane hyperpolarization and suppressed the neuronal activity of PVT neurons, mainly by prolonging spontaneous inhibitory postsynaptic currents and inducing tonic inhibitory currents via GABAA receptors. Our study revealed that GE enhances inhibitory inputs to PVT neurons and induces sedation in mice. These findings provide a potential candidate for further development of sedatives and anesthetics. Graphic Summary O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=156 SRC="FIGDIR/small/441289v1_ufig1.gif" ALT="Figure 1"> View larger version (37K): org.highwire.dtl.DTLVardef@fd8424org.highwire.dtl.DTLVardef@1ee77caorg.highwire.dtl.DTLVardef@faab42org.highwire.dtl.DTLVardef@101b921_HPS_FORMAT_FIGEXP M_FIG C_FIG

neuroscience↗

bioRxiv2021

PBN-PVT projection modulates negative emotions in mice

Long-lasting negative affections dampen enthusiasm for life, and dealing with negative affective states is essential for individual survival. The parabrachial nucleus (PBN) and the thalamic paraventricular nucleus (PVT) are critical for modulating affective states in mice. However, the functional role of the PBN-PVT projection in modulating affective states remains elusive. Here, we show that the PBN neurons send dense projection fibers to the PVT and form direct excitatory synapses with the PVT neurons. Activation of the PBN-PVT projection or PVT-projecting PBN neurons induces robust anxiety-like, aversion-like, and fear-like behaviors without affecting nociceptive behaviors. Inhibition of the PBN-PVT projection or PVT-projecting PBN neurons reduces fear-like and aversion-like behaviors. Furthermore, the PVT neurons innervated by the PBN are activated by aversive stimulation, and activation of PBN-PVT projection enhances the neuronal activity of PVT neurons in response to the aversive stimulus. Activation of these downstream PVT neurons induces anxiety-like behavior behaviors. Thus, our study indicates that the PBN-PVT projection modulates negative affective states in mice.

neuroscience↗