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Huynh, B.

Publications and source records attributed to Huynh, B..

3 recordsLinked to original sources

Alpha-synuclein and neuromelanin converge to promote Parkinsons disease pathology

Parkinsons disease (PD) is defined by the preferential degeneration of neuromelanin (NM)-containing dopamine-producing neurons in the substantia nigra (SN), accompanied by intraneuronal inclusions rich in alpha-synuclein (aSYN). However, the mechanistic relationship between NM accumulation and aSYN pathology remains unclear. Here, we reveal a bidirectional pathogenic relationship between aSYN and NM. In human post-mortem midbrain tissue, ventral nigral neurons with high NM content display increased aSYN mRNA expression and are preferentially lost in PD. In a rat model that recapitulates age-dependent, human-like NM accumulation via targeted tyrosinase (TYR) expression, co-expression of aSYN accelerates NM buildup, enhances aSYN oligomerization, and aggravates nigrostriatal degeneration. Mechanistically, aSYN oligomerization in NM-producing rats decreases vesicular dopamine storage and impairs vesicle fusion with the plasma membrane, increasing cytosolic dopamine availability for oxidation into NM. Together, these findings support a pathogenic feedback loop in which elevated aSYN accelerates NM synthesis through disrupted dopamine compartmentalization, while NM accumulation further promotes aSYN aggregation and neuronal loss. This aSYN-NM axis may underlie the preferential vulnerability of pigmented nigral neurons in PD and provide a mechanistic framework for the development of future targeted therapeutics.

neuroscience↗

GenPept-Curated-2025: A Benchmark Dataset for Antimicrobial Peptide Prediction with Homology-Controlled Partitioning

Antimicrobial peptides (AMPs) are promising therapeutic candidates against rising antimicrobial resistance, yet progress in AMP prediction is hampered by the lack of benchmark datasets that address homology leakage, negative set reliability, and distributional diversity. Existing AMP databases, designed as biological repositories, do not enforce the controlled partitioning required for rigorous machine learning evaluation. We present GenPept-Curated-2025, a curated, class-balanced benchmark of 11,000 peptide sequences (5,500 AMP / 5,500 non-AMP) derived from Bacteria, Archaea, and Fungi, and sourced exclusively from GenPept/NCBI Protein. The dataset was constructed through a reproducible pipeline comprising taxonomic scoping, quality control, precursor handling, annotation-based labeling, and Identical Protein Groups (IPG)-based deduplication, with sequence length restricted to 10-200 aa. The AMP proportion varies substantially across length bins (14.2% in [10, 50] aa to 77.1% in [101, 150] aa), identifying length-dependent class imbalance as a distribution shift that benchmarking must account for. The dataset is openly released to support standardized, reproducible, and leakage-free evaluation of AMP prediction models.

bioinformatics↗

The Tactile Receptive Fields of Freely Moving Caenorhabditis elegans Nematodes

Sensory neurons embedded in skin are responsible for the sense of touch. In humans and other mammals, touch sensation depends on thousands of diverse somatosensory neurons. By contrast, Caenorhabditis elegans nematodes have six gentle touch receptor neurons linked to simple behaviors. The classical touch assay uses an eyebrow hair to stimulate freely moving C. elegans, evoking evasive behavioral responses. While this assay has led to the discovery of genes required for touch sensation, it does not provide control over stimulus strength or position. Here, we present an integrated system for performing automated, quantitative touch assays that circumvents these limitations and incorporates automated measurements of behavioral responses. Highly Automated Worm Kicker (HAWK) unites microfabricated silicon force sensors and video analysis with real-time force and position control. Using this system, we stimulated animals along the anterior-posterior axis and compared responses in wild-type and spc-1(dn) transgenic animals, which have a touch defect due to expression of a dominant-negative spectrin protein fragment. As expected from prior studies, delivering large stimuli anterior to the mid-point of the body evoked a reversal, but such a stimulus applied posterior to the mid-point evoked a speed-up. The probability of evoking a response of either kind depended on stimulus strength and location; once initiated, the magnitude and quality of both reversal and speed-up behavioral responses were uncorrelated with stimulus location, strength, or the absence or presence of the spc-1(dn) transgene. Wild-type animals failed to respond when the stimulus was applied near the mid-point. These results establish that stimulus strength and location govern the activation of a stereotyped motor program and that the C. elegans body surface consists of two receptive fields separated by a gap.

animal behavior and cognition↗