In Silico Exploration of Metabolite-Derived Soft Materials Using a Chemical Reaction Network

IF 7.2 2区 材料科学 Q2 CHEMISTRY, PHYSICAL
Shruti Iyer,  and , Nicholas E. Jackson*, 
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Abstract

Future soft materials and polymer chemistries will require innovative nonpetroleum sourcing pathways. While leveraging microbial metabolites derived from biological feedstocks possesses high potential in many avenues of chemical development, the applicability of this paradigm to the specifics of soft materials chemistry is unclear. Here, we construct a chemical reaction network based on databases of common microbial metabolites and the USPTO reaction set to examine what is possible in the chemical space of metabolite-derived chemistries of relevance to soft materials. We observe that the accessible chemical space of our chemical reaction network possesses strong microbe-specific chemical diversity and that this space saturates rapidly within three synthetic steps applied to the original microbial metabolites. Importantly, we show that the chemical space accessible from metabolite precursors possesses significant overlap with existing petrochemical building blocks, known and proposed synthetically feasible polymer monomers, and the chemical space of common organic semiconductors and redox active materials. The biases induced by the metabolite and reaction databases that parametrize our reaction network are analyzed as a function of chemical functional groups, and pathways toward broader sets of chemistries and reactions are outlined. This work introduces a computational framework for soft materials discovery with the potential to accelerate the identification of soft materials relevant to metabolic engineering targets and nonpetroleum sourcing pathways for existing soft materials.

Abstract Image

利用化学反应网络对代谢产物衍生软材料进行硅学探索
未来的软材料和聚合物化学需要创新的非石油来源途径。虽然利用从生物原料中提取的微生物代谢物在许多化学开发领域都具有巨大潜力,但这种模式是否适用于软材料化学的具体领域尚不清楚。在此,我们以常见微生物代谢物数据库和美国专利商标局反应集为基础,构建了一个化学反应网络,以研究代谢物衍生化学与软材料相关的化学空间的可能性。我们观察到,我们的化学反应网络可访问的化学空间具有很强的微生物特异性化学多样性,并且在应用于原始微生物代谢物的三个合成步骤内,该空间迅速饱和。重要的是,我们发现代谢物前体可获取的化学空间与现有的石油化工构件、已知和拟议的合成可行聚合物单体以及常见有机半导体和氧化还原活性材料的化学空间有很大的重叠。我们分析了作为反应网络参数的代谢物和反应数据库在化学官能团作用下产生的偏差,并概述了通向更广泛的化学物质和反应集的途径。这项研究为软材料的发现引入了一个计算框架,有望加快与代谢工程目标相关的软材料的鉴定,以及现有软材料的非石油来源途径。
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来源期刊
Chemistry of Materials
Chemistry of Materials 工程技术-材料科学:综合
CiteScore
14.10
自引率
5.80%
发文量
929
审稿时长
1.5 months
期刊介绍: The journal Chemistry of Materials focuses on publishing original research at the intersection of materials science and chemistry. The studies published in the journal involve chemistry as a prominent component and explore topics such as the design, synthesis, characterization, processing, understanding, and application of functional or potentially functional materials. The journal covers various areas of interest, including inorganic and organic solid-state chemistry, nanomaterials, biomaterials, thin films and polymers, and composite/hybrid materials. The journal particularly seeks papers that highlight the creation or development of innovative materials with novel optical, electrical, magnetic, catalytic, or mechanical properties. It is essential that manuscripts on these topics have a primary focus on the chemistry of materials and represent a significant advancement compared to prior research. Before external reviews are sought, submitted manuscripts undergo a review process by a minimum of two editors to ensure their appropriateness for the journal and the presence of sufficient evidence of a significant advance that will be of broad interest to the materials chemistry community.
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