Paper List
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MCP-AI: Protocol-Driven Intelligence Framework for Autonomous Reasoning in Healthcare
This paper addresses the critical gap in healthcare AI systems that lack contextual reasoning, long-term state management, and verifiable workflows by...
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Model Gateway: Model Management Platform for Model-Driven Drug Discovery
This paper addresses the critical bottleneck of fragmented, ad-hoc model management in pharmaceutical research by providing a centralized, scalable ML...
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Tree Thinking in the Genomic Era: Unifying Models Across Cells, Populations, and Species
This paper addresses the fragmentation of tree-based inference methods across biological scales by identifying shared algorithmic principles and stati...
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SSDLabeler: Realistic semi-synthetic data generation for multi-label artifact classification in EEG
This paper addresses the core challenge of training robust multi-label EEG artifact classifiers by overcoming the scarcity and limited diversity of ma...
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Decoding Selective Auditory Attention to Musical Elements in Ecologically Valid Music Listening
This paper addresses the core challenge of objectively quantifying listeners' selective attention to specific musical components (e.g., vocals, drums,...
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Physics-Guided Surrogate Modeling for Machine Learning–Driven DLD Design Optimization
This paper addresses the core bottleneck of translating microfluidic DLD devices from research prototypes to clinical applications by replacing weeks-...
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Mechanistic Interpretability of Antibody Language Models Using SAEs
This work addresses the core challenge of achieving both interpretability and controllable generation in domain-specific protein language models, spec...
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Fluctuating Environments Favor Extreme Dormancy Strategies and Penalize Intermediate Ones
This paper addresses the core challenge of determining how organisms should tune dormancy duration to match the temporal autocorrelation of their envi...
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.