Paper List
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Discovery of a Hematopoietic Manifold in scGPT Yields a Method for Extracting Performant Algorithms from Biological Foundation Model Internals
This work addresses the core challenge of extracting reusable, interpretable, and high-performance biological algorithms from the opaque internal repr...
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MS2MetGAN: Latent-space adversarial training for metabolite–spectrum matching in MS/MS database search
This paper addresses the critical bottleneck in metabolite identification: the generation of high-quality negative training samples that are structura...
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Toward Robust, Reproducible, and Widely Accessible Intracranial Language Brain-Computer Interfaces: A Comprehensive Review of Neural Mechanisms, Hardware, Algorithms, Evaluation, Clinical Pathways and Future Directions
This review addresses the core challenge of fragmented and heterogeneous evidence that hinders the clinical translation of intracranial language BCIs,...
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Less Is More in Chemotherapy of Breast Cancer
通过纳入细胞周期时滞和竞争项,解决了现有肿瘤-免疫模型的过度简化问题,以定量比较化疗方案。
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Fold-CP: A Context Parallelism Framework for Biomolecular Modeling
This paper addresses the critical bottleneck of GPU memory limitations that restrict AlphaFold 3-like models to processing only a few thousand residue...
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Open Biomedical Knowledge Graphs at Scale: Construction, Federation, and AI Agent Access with Samyama Graph Database
This paper addresses the core pain point of fragmented biomedical data by constructing and federating large-scale, open knowledge graphs to enable sea...
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Predictive Analytics for Foot Ulcers Using Time-Series Temperature and Pressure Data
This paper addresses the critical need for continuous, real-time monitoring of diabetic foot health by developing an unsupervised anomaly detection fr...
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Hypothesis-Based Particle Detection for Accurate Nanoparticle Counting and Digital Diagnostics
This paper addresses the core challenge of achieving accurate, interpretable, and training-free nanoparticle counting in digital diagnostic assays, wh...
A mechanical bifurcation constrains the evolution of cell sheet folding in the family Volvocaceae
Département de Physique, École Normale Supérieure, Paris, France | Max Planck Institute for the Physics of Complex Systems, Dresden, Germany | Center for Systems Biology Dresden, Germany | Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
30秒速读
IN SHORT: This paper addresses the core problem of why there is an evolutionary gap in species with intermediate cell numbers (e.g., 256 cells) in Volvocaceae, linking it to a mechanical bifurcation that prevents simple inversion strategies beyond a critical size.
核心创新
- Methodology Developed a novel continuum elastic sheet model for cell sheet inversion, parameterizing cell shape changes as intrinsic curvature variations.
- Biology Identified and quantified a mechanical bifurcation (critical intrinsic curvature k1) that acts as a constraint, making inversion impossible for parameter sets extrapolated to 256+ cells.
- Theory Proposed that the evolution of complex inversion programs in Volvox (e.g., type-A/B) was a necessary adaptation to circumvent this fundamental physical constraint, linking developmental mechanics to evolutionary trajectories.
主要结论
- A mechanical bifurcation in the elastic sheet model defines a critical intrinsic curvature (k1); inversion is only possible for k > k1. Parameters for P. californica (k ≈ 2.5 ± 0.4) satisfy this.
- Allometric scaling (h ∝ N^{-1/4}, ξ ≈ 1.14 ± 0.06) and geometric extrapolation predict that for N ≥ 256 cells, the required parameters fall outside the inversion-possible regime (k < k1).
- The absence of species with ~256 cells and the evolution of complex inversion in Volvox are direct consequences of this bifurcation, demonstrating how physics can constrain evolutionary possibilities.
摘要: The processes of morphogenesis that give rise to the shapes of organs and organisms during development are often driven by mechanical instabilities. Can such mechanical bifurcations also drive or constrain the evolution of these processes in the first place? We discover an instance of these constraints in the green algae of the family Volvocaceae. During their development, their bowl-shaped embryonic cell sheet turns itself inside out. This inversion is driven by a simple wave of cell wedging in the genus Pleodorina (16–128 cells) and more complex programmes of cell shape changes in Volvox (∼400–50 000 cells). However, no species with intermediate cell numbers (256 cells) have been described. Here, we relate this gap to a mechanical bifurcation: Focusing on the inversion of Pleodorina californica (64 cells), we develop a continuum model, in which the cell shape changes driving inversion appear as changes of the intrinsic curvature of an elastic surface. A mechanical bifurcation in this model predicts that inversion is only possible in a subset of its parameter space. Strikingly, parameters estimated for P. californica fall into this possible subset, but those that we extrapolate to 256 or more cells using allometric observations and a model of cell cleavage in Volvocaceae do not. Our work thus suggests that the more complex inversion strategies of Volvox are an evolutionary necessity to obviate this bifurcation and indicates more broadly how mechanical bifurcations can drive the evolution of morphogenesis.