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Unlocking plant bioactive pathways: omics data harnessing and machine learning assisting 揭示植物生物活性途径:omics 数据利用和机器学习辅助
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-09 DOI: 10.1016/j.copbio.2024.103135
Mickael Durand , Sébastien Besseau , Nicolas Papon , Vincent Courdavault

Plant bioactives hold immense potential in the medicine and food industry. The recent advancements in omics applied in deciphering specialized metabolic pathways underscore the importance of high-quality genome releases and the wealth of data in metabolomics and transcriptomics. While harnessing data, whether integrated or standalone, has proven successful in unveiling plant natural product (PNP) biosynthetic pathways, the democratization of machine learning in biology opens exciting new opportunities for enhancing the exploration of these pathways. This review highlights the recent breakthroughs in disrupting plant-specialized biosynthetic pathways through the utilization of omics data harnessing and machine learning techniques.

植物生物活性物质在医药和食品工业中蕴藏着巨大的潜力。最近,应用于破译特殊代谢途径的全息技术取得了进展,这凸显了高质量基因组发布以及代谢组学和转录组学中大量数据的重要性。事实证明,利用数据(无论是整合数据还是独立数据)成功地揭示了植物天然产物(PNP)的生物合成途径,而生物学中机器学习的民主化则为加强对这些途径的探索提供了令人兴奋的新机遇。本综述重点介绍了最近通过利用 omics 数据利用和机器学习技术,在破坏植物专业生物合成途径方面取得的突破。
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引用次数: 0
Technologies for the discovery of G protein–coupled receptor–targeting biologics 发现 G 蛋白偶联受体靶向生物制剂的技术
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-09 DOI: 10.1016/j.copbio.2024.103138
McKenna L Downey , Pamela Peralta-Yahya

G protein–coupled receptors (GPCRs) are important pharmaceutical targets, working as entry points for signaling pathways involved in metabolic, neurological, and cardiovascular diseases. Although small molecules remain the major GPCR drug type, biologic therapeutics, such as peptides and antibodies, are increasingly found among clinical trials and Food and Drug Administration (FDA)-approved drugs. Here, we review state-of-the-art technologies for the engineering of biologics that target GPCRs, as well as proof-of-principle technologies that are ripe for this application. Looking ahead, inexpensive DNA synthesis will enable the routine generation of computationally predesigned libraries for use in display assays for the rapid discovery of GPCR binders. Advances in synthetic biology are enabling the increased throughput of functional GPCR assays to the point that they can be used to directly identify biologics that modulate GPCR activity. Finally, we give an overview of adjacent technologies that are ripe for application to discover biologics that target human GPCRs.

G 蛋白偶联受体(GPCR)是重要的药物靶点,是代谢、神经和心血管疾病信号通路的入口。尽管小分子药物仍然是 GPCR 的主要药物类型,但在临床试验和食品药品管理局 (FDA) 批准的药物中,肽和抗体等生物治疗药物也越来越多。在此,我们回顾了针对 GPCR 的生物制剂工程学的最新技术,以及成熟的原理验证技术。展望未来,廉价的 DNA 合成技术将使计算预设计文库的常规生成成为可能,这些文库可用于快速发现 GPCR 结合体的显示检测。合成生物学的进步使功能性 GPCR 检测的通量不断提高,以至于可以直接用于鉴定调节 GPCR 活性的生物制剂。最后,我们概述了邻近的技术,这些技术已经成熟,可以用于发现针对人类 GPCR 的生物制剂。
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引用次数: 0
Sourcing DNA parts for synthetic biology applications in plants 为植物合成生物学应用寻找 DNA 部件
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-08 DOI: 10.1016/j.copbio.2024.103140
Katie Vollen , Chengsong Zhao , Jose M Alonso, Anna N Stepanova

Transgenic approaches are now standard in plant biology research aiming to characterize gene function or improve crops. Recent advances in DNA synthesis and assembly make constructing transgenes a routine task. What remains nontrivial is the selection of the DNA parts and optimization of the transgene design. Early career researchers and seasoned molecular biologists alike often face difficult decisions on what promoter or terminator to use, what tag to include, and where to place it. This review aims to inform about the current approaches being employed to identify and characterize DNA parts with the desired functionalities and give general advice on basic construct design. Furthermore, we hope to share the excitement about new experimental and computational tools being developed in this field.

转基因方法现已成为植物生物学研究的标准方法,目的是鉴定基因功能或改良作物。DNA 合成和组装技术的最新进展使转基因的构建成为一项常规工作。但 DNA 部分的选择和转基因设计的优化仍然不是一件容易的事。无论是职业生涯初期的研究人员,还是经验丰富的分子生物学家,都经常面临着难以抉择的问题:使用什么样的启动子或终止子、加入什么样的标记以及将标记置于何处。本综述旨在介绍目前采用的方法,以识别和鉴定具有所需功能的 DNA 部分,并就基本构建设计提供一般性建议。此外,我们还希望与大家分享这一领域正在开发的新实验和计算工具。
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引用次数: 0
Phytosensors: harnessing plants to understand the world around us 植物传感器:利用植物了解我们周围的世界
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-04 DOI: 10.1016/j.copbio.2024.103134
Alexander C Pfotenhauer , Scott C Lenaghan

Although plants are sessile, their ubiquitous distribution, ability to harness energy from the sun, and ability to sense above and belowground signals make them ideal candidates for biosensor development. Synthetic biology has allowed scientists to reimagine biosensors as engineered devices that are focused on accomplishing novel tasks. As such, a new wave of plant-based sensors, phytosensors, are being engineered as multi-component sense-and-report devices that can alert human operators to a variety of hazards. While phytosensors are intrinsically tied to agriculture, a new generation of phytosensors has been envisioned to function in the built environment and even in austere environments, such as space. In this review, we will explore the current state of the art with regard to phytosensor engineering.

虽然植物是无梗的,但它们无处不在的分布、利用太阳能量的能力以及感知地上地下信号的能力,使它们成为生物传感器开发的理想候选者。合成生物学使科学家们能够将生物传感器重新想象为专注于完成新任务的工程设备。因此,新一轮以植物为基础的传感器--植物传感器--正在被设计成多组件感知和报告设备,可以提醒人类操作员注意各种危险。虽然植物传感器与农业有着内在联系,但新一代植物传感器已被设想在建筑环境甚至太空等恶劣环境中发挥作用。在本综述中,我们将探讨植物传感器工程方面的技术现状。
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引用次数: 0
Reconstitution and optimization of complex plant natural product biosynthetic pathways in microbial expression systems 在微生物表达系统中重建和优化复杂的植物天然产物生物合成途径
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-04 DOI: 10.1016/j.copbio.2024.103136
Jucan Gao , Yuanwei Gou , Lei Huang , Jiazhang Lian

Plant natural products (PNPs) are a diverse group of chemical compounds synthesized by plants for various biological purposes and play a significant role in the fields of medicine, agriculture, and industry. In recent years, the development of synthetic biology promises the production of PNPs in microbial expression systems in a sustainable, low-cost, and large-scale manner. This review first introduces multiplex genome editing and PNP pathway assembly in microbial expression systems. Then recent technologies and examples geared toward improving PNP biosynthetic efficiency are discussed from three aspects: pathway optimization, chassis optimization, and modular coculture engineering. Finally, the review is concluded with future perspectives on the combination of machine learning and BioFoundry for the reconstitution and optimization of PNP microbial cell factories.

植物天然产物(PNPs)是植物为各种生物学目的合成的一类化学物质,在医药、农业和工业领域发挥着重要作用。近年来,合成生物学的发展有望在微生物表达系统中以可持续、低成本和大规模的方式生产 PNPs。本综述首先介绍了微生物表达系统中的多重基因组编辑和 PNP 通路组装。然后从途径优化、底盘优化和模块化共培养工程三个方面讨论了提高 PNP 生物合成效率的最新技术和实例。最后,本综述总结了机器学习与 BioFoundry 在重组和优化 PNP 微生物细胞工厂方面的未来展望。
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引用次数: 0
Building Synthetic Yeast Factories to Produce Fat-soluble Antioxidants 建造合成酵母工厂生产脂溶性抗氧化剂
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-03 DOI: 10.1016/j.copbio.2024.103129
Yuxin Zhao , Zhanyi Yao , Vedika Desai , Dan Chen , Zengyi Shao

Fat-soluble antioxidants play a vital role in protecting the body against oxidative stress and damage. The rapid advancements in metabolic engineering and synthetic biology have offered a promising avenue for economically producing fat-soluble antioxidants by engineering microbial chassis. This review provides an overview of the recent progress in engineering yeast microbial factories to produce three main groups of lipophilic antioxidants: carotenoids, vitamin E, and stilbenoids. In addition to discussing the classic strategies employed to improve precursor availability and alleviate carbon flux competition, this review delves deeper into the innovative approaches focusing on enzyme engineering, product sequestration, subcellular compartmentalization, multistage fermentation, and morphology engineering. We conclude the review by highlighting the prospects of microbial engineering for lipophilic antioxidant production.

脂溶性抗氧化剂在保护人体免受氧化压力和损害方面发挥着重要作用。代谢工程和合成生物学的飞速发展为通过微生物底盘工程经济地生产脂溶性抗氧化剂提供了广阔的前景。本综述概述了在酵母微生物工厂工程化生产三大类亲脂性抗氧化剂(类胡萝卜素、维生素 E 和类芪)方面的最新进展。除了讨论为提高前体可用性和缓解碳通量竞争而采用的经典策略外,本综述还深入探讨了创新方法,重点是酶工程、产物螯合、亚细胞区隔、多级发酵和形态工程。最后,我们强调了亲脂性抗氧化剂生产的微生物工程前景。
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引用次数: 0
Synthetic reprogramming of plant developmental and biochemical pathways 植物发育和生化途径的合成重编程
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-30 DOI: 10.1016/j.copbio.2024.103139
Shammi Akter , Oscar Castaneda-Méndez , Jesús Beltrán

Plant synthetic biology (Plant SynBio) is an emerging field with the potential to enhance agriculture, human health, and sustainability. Integrating genetic tools and engineering principles, Plant SynBio aims to manipulate cellular functions and construct novel biochemical pathways to develop plants with new phenotypic traits, enhanced yield, and be able to produce natural products and pharmaceuticals. This review compiles research efforts in reprogramming plant developmental and biochemical pathways. We highlight studies leveraging new gene expression toolkits to alter plant architecture for improved performance in model and crop systems and to produce useful metabolites in plant tissues. Furthermore, we provide insights into the challenges and opportunities associated with the adoption of Plant SynBio in addressing complex issues impacting agriculture and human health.

植物合成生物学(Plant SynBio)是一个新兴领域,具有促进农业、人类健康和可持续发展的潜力。植物合成生物学整合了遗传工具和工程原理,旨在操纵细胞功能和构建新型生化途径,从而培育出具有新表型性状的植物,提高产量,并能够生产天然产品和药品。本综述汇编了重编程植物发育和生化途径方面的研究工作。我们重点介绍了利用新的基因表达工具包改变植物结构以提高其在模型和作物系统中的表现以及在植物组织中生产有用代谢物的研究。此外,我们还深入探讨了采用植物合成生物技术解决影响农业和人类健康的复杂问题所面临的挑战和机遇。
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引用次数: 0
‘From metabolism to metabolism’: holistic considerations on B-vitamin interactions, biofortification, and deficiencies 从新陈代谢到新陈代谢":对 B 族维生素相互作用、生物强化和缺乏症的整体考虑
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1016/j.copbio.2024.103132
Lisa De Zanetti, Dominique Van Der Straeten

In the post-Green Revolution era, disparities in dietary access, rising obesity rates, demographic shifts, adoption of plant-based diets, and the impact of climate change collectively contribute to a progressive decline in dietary nutritional value, exacerbating B vitamin deficiencies across both low- and high-income countries. While the prevailing focus of biofortification has been on three micronutrients — provitamin A, iron, and zinc — utilizing conventional breeding, it is imperative to diversify biofortification strategies to combat micronutrient malnutrition. Metabolic engineering, facilitated by biotechnological tools, presents a promising avenue, contingent upon advances in fundamental knowledge, technological innovation, regulatory updates, and sustained public funding. Recognizing the intricate metabolic interplay of B vitamins in plants and humans, a comprehensive ‘from metabolism to metabolism’ approach is crucial for designing effective biofortification strategies that target multiple vitamins. This holistic perspective also extends beyond individual crops to encompass the entire food chain, a complex socioeconomic ecosystem that necessitates a paradigm shift, prioritizing quality over quantity.

在后绿色革命时代,膳食获取方面的差异、肥胖率的上升、人口结构的变化、植物性膳食的采用以及气候变化的影响共同导致了膳食营养价值的逐步下降,加剧了低收入和高收入国家的 B 族维生素缺乏症。虽然生物强化的主要重点是利用常规育种方法强化三种微量营养素--维生素 A、铁和锌,但当务之急是使生物强化战略多样化,以应对微量营养素营养不良问题。在生物技术手段的推动下,代谢工程是一条大有可为的途径,但这取决于基础知识的进步、技术创新、监管更新和持续的公共资金投入。由于 B 族维生素在植物和人类体内的代谢作用错综复杂,因此采用 "从代谢到代谢 "的综合方法对于设计针对多种维生素的有效生物强化战略至关重要。这种全面的视角还超越了单个作物,涵盖了整个食物链,这是一个复杂的社会经济生态系统,有必要转变模式,将质量置于数量之上。
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引用次数: 0
Cutting-edge plant natural product pathway elucidation 前沿植物天然产物途径阐释
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1016/j.copbio.2024.103137
Jianing Han , Emma Parker Miller , Sijin Li

Plant natural products (PNPs) play important roles in plant physiology and have been applied across diverse fields of human society. Understanding their biosynthetic pathways informs plant evolution and meanwhile enables sustainable production through metabolic engineering. However, the discovery of PNP biosynthetic pathways remains challenging due to the diversity of enzymes involved and limitations in traditional gene mining approaches. In this review, we will summarize state-of-the-art strategies and recent examples for predicting and characterizing PNP biosynthetic pathways, respectively, with multiomics-guided tools and heterologous host systems and share our perspectives on the systematic pipelines integrating these various bioinformatic and biochemical approaches.

植物天然产物(PNPs)在植物生理学中发挥着重要作用,并已应用于人类社会的各个领域。了解它们的生物合成途径有助于植物进化,同时还能通过代谢工程实现可持续生产。然而,由于涉及酶的多样性和传统基因挖掘方法的局限性,PNP 生物合成途径的发现仍具有挑战性。在这篇综述中,我们将总结利用多组学指导工具和异源宿主系统分别预测和表征 PNP 生物合成途径的最先进策略和最新实例,并分享我们对整合这些不同生物信息学和生物化学方法的系统管道的看法。
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引用次数: 0
Coupling and uncoupling growth and product formation for producing chemicals 用于生产化学品的耦合和非耦合生长及产品形成
IF 7.7 2区 工程技术 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-18 DOI: 10.1016/j.copbio.2024.103133
Yoshihiro Toya, Hiroshi Shimizu

Microbial fermentation employs two strategies: growth- and nongrowth-coupled productions. Stoichiometric metabolic models with flux balance analysis enable pathway engineering to couple target synthesis with growth, yielding numerous successful results. Growth-coupled engineering also contributes to improving bottleneck flux through subsequent adaptive evolution. However, because growth-coupled production inevitably shares resources between biomass and target syntheses, the cost-effective production of bulk chemicals mandates a nongrowth-coupled approach. In such processes, understanding how and when to transition the metabolic state from growth to production modes becomes crucial, as does maintaining cellular activity during the nongrowing state to achieve high productivity. In this paper, we review recent technologies for growth-coupled and nongrowth-coupled production, considering their advantages and disadvantages.

微生物发酵采用两种策略:生长耦合和非生长耦合生产。具有通量平衡分析功能的计量代谢模型使通路工程能够将目标合成与生长结合起来,并取得了许多成功的结果。生长耦合工程还有助于通过随后的适应性进化改善瓶颈通量。然而,由于生长耦合生产不可避免地要在生物质和目标合成之间共享资源,因此要想经济高效地生产大宗化学品,就必须采用非生长耦合方法。在此类过程中,了解如何以及何时将代谢状态从生长模式过渡到生产模式至关重要,而在非生长状态下保持细胞活性以实现高生产率也同样重要。在本文中,我们回顾了生长耦合和非生长耦合生产的最新技术,并考虑了它们的优缺点。
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引用次数: 0
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Current opinion in biotechnology
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