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Energy Manifold Natural Gradient Descent: From Riemannian Optimization to Modern Neuroscience, NeuroAI and Quantum Physics

Dr. Rishabh Pathak
When Geometry, Energy, Artificial Intelligence and Neuroscience Converge Modern Artificial Intelligence is rapidly moving beyond the idea that learning simply means minimizing an error function. Increasingly, researchers are asking a deeper question: what is the structure of the space in which learning takes place? This question becomes particularly important when the system being modelled is constrained, nonlinear, dynamic, or governed by physical principles. A recent work titled “Energy Manifold Natural Gradient Descent: Riemannian Optimization for Neural PDE Solvers” , by Zhangyong Liang and Huanhuan Gao, introduces Energy Manifold Natural Gradient Descent (EMNGD) , a mathematical framework that extends energy-based natural-gradient optimization from unconstrained Euclidean parameter spaces to constrained Riemannian parameter manifolds . At its core, the framework proposes a simple but powerful principle: An optimization algorithm should not only determine how to reduce error; it sh...
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Molecular Properties And Transport Mechanism Of Vesicular Nucleotide Transporter (VNUT)

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Dr. Rishabh Pathak

The Vesicular Nucleotide Transporter (VNUT), also known as SLC17A9, is a transmembrane protein responsible for packaging nucleotides, particularly ATP, into synaptic vesicles for release as neurotransmitters. Here is an overview of the molecular properties and transport mechanism of VNUT:


1.      Molecular Properties:

o    Gene and Protein Structure: The VNUT gene, SLC17A9, encodes the VNUT protein, a member of the SLC17 transporter family. VNUT is a transmembrane protein with 12 transmembrane domains and cytoplasmic N- and C-termini.

o    Subcellular Localization: VNUT is primarily localized to synaptic vesicles in neurons and secretory vesicles in other cell types, where it facilitates the packaging of nucleotides for vesicular release.

2.     Transport Mechanism:

o Substrate Specificity: VNUT is selective for nucleotides, with a preference for ATP as the primary substrate for vesicular packaging. It can also transport other nucleotides like ADP and UTP.

oProton Coupling: VNUT operates through a proton-coupled transport mechanism, where the uptake of nucleotides into vesicles is coupled to the electrochemical gradient of protons across the vesicular membrane.

o Vesicular Acidification: The acidic pH inside synaptic vesicles created by the vesicular H+-ATPase is essential for the transport activity of VNUT, as it drives the nucleotide uptake process.

3.     Regulation:

o pH Sensitivity: VNUT activity is sensitive to changes in vesicular pH, with optimal transport efficiency observed under acidic conditions typical of synaptic vesicles.

o Modulation by Cations: Cations like calcium (Ca2+) and zinc (Zn2+) can modulate VNUT activity, potentially influencing nucleotide loading and synaptic vesicle release.

4.    Physiological Functions:

o Neurotransmission: VNUT plays a crucial role in purinergic neurotransmission by packaging ATP into synaptic vesicles for release as a neurotransmitter or a co-transmitter with classical neurotransmitters like glutamate.

o Synaptic Plasticity: ATP release via VNUT-mediated vesicular exocytosis can modulate synaptic transmission, plasticity, and neuronal excitability, contributing to various physiological processes in the nervous system.

5.     Pathophysiological Implications:

o Neurological Disorders: Dysregulation of VNUT function and purinergic signaling has been implicated in neurological disorders such as chronic pain, epilepsy, and neurodegenerative diseases, highlighting VNUT as a potential therapeutic target.

o  Immune Responses: Extracellular ATP released through VNUT-mediated vesicular exocytosis can also modulate immune responses, inflammation, and the activation of immune cells in the brain and periphery.

Understanding the molecular properties and transport mechanism of VNUT provides insights into the fundamental processes of nucleotide packaging and release in synaptic vesicles, with implications for neurotransmission, synaptic function, and the pathophysiology of neurological and immune-related disorders. Further research on VNUT regulation and its role in health and disease may uncover novel therapeutic strategies targeting purinergic signaling pathways.

 

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