Generalizable Metamaterials Design Techniques Inspire Efficient Mycelial Materials Inverse Design.

IF 5.5 2区 医学 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Biomaterials Science & Engineering Pub Date : 2025-04-14 Epub Date: 2025-02-03 DOI:10.1021/acsbiomaterials.4c01986
Joseph Zavorskas, Harley Edwards, Mark R Marten, Steven Harris, Ranjan Srivastava
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Abstract

Fungal mycelial materials can mimic numerous nonrenewable materials; they are even capable of outperforming certain materials at their own applications. Fungi's versatility makes mock leather, bricks, wood, foam, meats, and many other products possible. That said, there is currently a critical need to develop efficient mycelial materials design techniques. In mycelial materials, and the wider field of biomaterials, design is primarily limited to costly forward techniques. New mycelial materials could be developed faster and cheaper with robust inverse design techniques, which are not currently used within the field. However, computational inverse design techniques will not be tractable unless clear and concrete design parameters are defined for fungi, derived from genotype and bulk phenotype characteristics. Through mycelial materials case studies and a comprehensive review of metamaterials design techniques, we identify three critical needs that must be addressed to implement computational inverse design in mycelial materials. These critical needs are the following: 1) heuristic search/optimization algorithms, 2) efficient mathematical modeling, and 3) dimensionality reduction techniques. Metamaterials researchers already use many of these computational techniques that can be adapted for mycelial materials inverse design. Then, we suggest mycelium-specific parameters as well as how to measure and use them. Ultimately, based on a review of metamaterials research and the current state of mycelial materials design, we synthesize a generalizable inverse design paradigm that can be applied to mycelial materials or related design fields.

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可推广的超材料设计技术激发高效菌丝材料逆设计。
真菌菌丝材料可以模拟许多不可再生材料;它们甚至能够在自己的应用中超越某些材料。真菌的多功能性使仿皮革、砖、木材、泡沫、肉类和许多其他产品成为可能。也就是说,目前迫切需要开发高效的菌丝材料设计技术。在菌丝体材料和更广泛的生物材料领域,设计主要局限于昂贵的前沿技术。利用稳健的逆设计技术,新的菌丝材料可以更快、更便宜地开发出来,而这种技术目前还没有在该领域使用。然而,计算逆设计技术将不易于处理,除非明确和具体的设计参数为真菌定义,源自基因型和整体表型特征。通过对菌丝材料的案例研究和对超材料设计技术的全面回顾,我们确定了在菌丝材料中实现计算逆设计必须解决的三个关键需求。这些关键需求如下:1)启发式搜索/优化算法,2)高效的数学建模,以及3)降维技术。超材料研究人员已经使用了许多可以用于菌丝材料逆设计的计算技术。然后,我们提出了菌丝体特异性参数以及如何测量和使用这些参数。最后,在回顾超材料研究和菌丝材料设计现状的基础上,我们综合了一种可应用于菌丝材料或相关设计领域的可推广的逆设计范式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Biomaterials Science & Engineering
ACS Biomaterials Science & Engineering Materials Science-Biomaterials
CiteScore
10.30
自引率
3.40%
发文量
413
期刊介绍: ACS Biomaterials Science & Engineering is the leading journal in the field of biomaterials, serving as an international forum for publishing cutting-edge research and innovative ideas on a broad range of topics: Applications and Health – implantable tissues and devices, prosthesis, health risks, toxicology Bio-interactions and Bio-compatibility – material-biology interactions, chemical/morphological/structural communication, mechanobiology, signaling and biological responses, immuno-engineering, calcification, coatings, corrosion and degradation of biomaterials and devices, biophysical regulation of cell functions Characterization, Synthesis, and Modification – new biomaterials, bioinspired and biomimetic approaches to biomaterials, exploiting structural hierarchy and architectural control, combinatorial strategies for biomaterials discovery, genetic biomaterials design, synthetic biology, new composite systems, bionics, polymer synthesis Controlled Release and Delivery Systems – biomaterial-based drug and gene delivery, bio-responsive delivery of regulatory molecules, pharmaceutical engineering Healthcare Advances – clinical translation, regulatory issues, patient safety, emerging trends Imaging and Diagnostics – imaging agents and probes, theranostics, biosensors, monitoring Manufacturing and Technology – 3D printing, inks, organ-on-a-chip, bioreactor/perfusion systems, microdevices, BioMEMS, optics and electronics interfaces with biomaterials, systems integration Modeling and Informatics Tools – scaling methods to guide biomaterial design, predictive algorithms for structure-function, biomechanics, integrating bioinformatics with biomaterials discovery, metabolomics in the context of biomaterials Tissue Engineering and Regenerative Medicine – basic and applied studies, cell therapies, scaffolds, vascularization, bioartificial organs, transplantation and functionality, cellular agriculture
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