Balanced Inhibition Keeps Neural Networks Learning Flexibly
12 November 2025
Hebbian plasticity enables neural networks to learn associations, but our study found a limitation: when output patterns become weakly correlated with input patterns, it can lead to a 'frozen' network structure, reducing its capacity to store diverse associations and limiting its learning flexibility. We show that locally balanced inhibition counteracts this by dynamically regulating inhibitory input, preventing the over-strengthening of shared weights, thereby restoring robust and flexible learning. This highlights the crucial role of inhibitory mechanisms in maintaining the brain's adaptive learning capacity.
Visible Light Catalysis: A Sustainable Route to N-Heterocycles
12 November 2025
Nitrogen-containing heterocycles are vital compounds used across medicine, agriculture, and materials science. This has driven the search for practical and eco-friendly synthesis methods. Visible-light catalysis offers a promising solution due to its inherent abundance, ease of use, and significant potential for industrial applications.
Deep-Sea Giant Viruses Thrive and Adapt in the Ocean's Dark Zones
12 November 2025
Scientists have discovered that giant viruses, long known to impact surface marine ecosystems, are not only present but actively thriving in the deep, aphotic layers of the ocean. Through both local and global analyses, researchers identified numerous deep-sea specific viral lineages that exhibit persistent activity and possess unique genetic adaptations for survival in these challenging environments. These findings expand our understanding of giant virus ecology in the dark ocean.
Boosting Synapse Formation in Human iPSC Motor Neurons for Better Disease Modeling
12 November 2025
Researchers have developed a new method to significantly enhance the formation and function of synapses in human induced pluripotent stem cell (iPSC)-derived motor neurons. By optimizing differentiation protocols and using specific glutamatergic modulators, this approach creates robust in vitro models, enabling detailed studies of human motor neuron physiology and disease-related synapse dysfunction without relying on animal models.
Magnetic Moments and Vibrations: Unraveling the Pressure-Induced Dance in FeGe
11 November 2025
A first-principles study reveals a direct correlation between the magnetic moment and lattice vibrations in cubic FeGe under pressure. This connection, originating from electron-phonon matrix elements, offers a new understanding of how magnetism influences material properties, distinct from mechanisms seen in related compounds.
New AI Model Boosts Cancer Treatment Potential by Pinpointing Gene Weaknesses
11 November 2025
KG-SLomics is an advanced AI model that predicts synthetic lethality (SL) in cancer by integrating a vastly updated knowledge graph with multiomics data. This approach identifies critical gene pairs whose combined alteration leads to cancer cell death, offering a promising strategy to target otherwise 'undruggable' cancer mutations. By outperforming existing methods and suggesting novel therapeutic targets, KG-SLomics demonstrates significant clinical potential for personalized cancer therapies.
ADK Fusions Emerge as Key Drivers and Therapeutic Targets in HR+/HER2- Breast Cancer
11 November 2025
A new study identifies ADK fusion genes, particularly KAT6B::ADK, as novel and recurrent drivers in hormone receptor-positive/HER2-negative breast cancer. These fusions enhance metastatic potential and tamoxifen resistance, but patient-derived organoids show increased sensitivity to ADK inhibitors, suggesting a promising new pathway for targeted therapies.
New Glider Species Face Conservation Gaps Due to Research Bias
11 November 2025
Recent taxonomic revisions have reclassified the greater glider into three distinct species, but a systematic review reveals a significant research bias towards only one. This uneven distribution of ecological knowledge threatens effective, species-specific conservation for the newly recognized central and northern gliders, demanding targeted research.
Engineered Metamaterials Unlock New Era of Wave Control
11 November 2025
Topological elastic metamaterials, artificial composites designed with engineered microstructures, represent a pioneering field in the manipulation of elastic waves. By leveraging topological principles, these materials achieve robust waveguiding and high-performance vibration control, surpassing conventional elastic materials. This rapidly evolving field holds significant promise for diverse practical applications, including energy harvesting and advanced wave control systems.
New GCM Model Unlocks Interpretable Cooperation and Performance in Multiagent AI
11 November 2025
A novel approach called Graph Cooperation Modeling (GCM) addresses the challenge of opaque decision-making in multiagent reinforcement learning (MARL) by explicitly capturing collaborative relationships through graph structures. This method not only enhances understanding of agent interactions but also delivers significant performance improvements, particularly in complex cooperative tasks. GCM offers a pathway to more trustworthy and effective AI systems by revealing underlying cooperative patterns.
Overcoming Drug Resistance in Lung Cancer: New Strategies Emerge
11 November 2025
Resistance to EGFR tyrosine kinase inhibitors (TKIs) is a major challenge in treating EGFR-mutant non-small cell lung cancer (NSCLC). This review explores molecular mechanisms of resistance and highlights innovative treatment approaches, including combination therapies and molecular monitoring. The goal is to improve patient outcomes through a deeper understanding and proactive management of resistance.