A linear programming-based strategy to save pipette tips in automated DNA assembly

IF 3.2 4区 生物学 Q1 Agricultural and Biological Sciences Synthetic Biology Pub Date : 2021-10-15 DOI:10.1093/synbio/ysac004
Kirill Sechkar, Z. Tuza, G. Stan
{"title":"A linear programming-based strategy to save pipette tips in automated DNA assembly","authors":"Kirill Sechkar, Z. Tuza, G. Stan","doi":"10.1093/synbio/ysac004","DOIUrl":null,"url":null,"abstract":"Laboratory automation and mathematical optimisation are key to improving the efficiency of synthetic biology research. While there are algorithms optimising the construct designs and synthesis strategies for DNA assembly, the optimisation of how DNA assembly reaction mixes are prepared remains largely unexplored. Here, we focus on reducing the pipette tip consumption of a liquid-handling robot as it delivers DNA parts across a multi-well plate where several constructs are being assembled in parallel. We propose a linear programming formulation of this problem based on the capacitated vehicle routing problem, along with an algorithm which applies a linear programming solver to our formulation, hence providing a strategy to prepare a given set of DNA assembly mixes using fewer pipette tips. The algorithm performed well in randomly generated and real-life scenarios concerning several modular DNA assembly standards, proving capable of reducing the pipette tip consumption by up to 61% in large-scale cases. Combining automatic process optimisation and robotic liquid-handling, our strategy promises to greatly improve the efficiency of DNA assembly, either used alone or in combination with other algorithmic methods.","PeriodicalId":22158,"journal":{"name":"Synthetic Biology","volume":"51 1","pages":""},"PeriodicalIF":3.2000,"publicationDate":"2021-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Synthetic Biology","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1093/synbio/ysac004","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Agricultural and Biological Sciences","Score":null,"Total":0}
引用次数: 3

Abstract

Laboratory automation and mathematical optimisation are key to improving the efficiency of synthetic biology research. While there are algorithms optimising the construct designs and synthesis strategies for DNA assembly, the optimisation of how DNA assembly reaction mixes are prepared remains largely unexplored. Here, we focus on reducing the pipette tip consumption of a liquid-handling robot as it delivers DNA parts across a multi-well plate where several constructs are being assembled in parallel. We propose a linear programming formulation of this problem based on the capacitated vehicle routing problem, along with an algorithm which applies a linear programming solver to our formulation, hence providing a strategy to prepare a given set of DNA assembly mixes using fewer pipette tips. The algorithm performed well in randomly generated and real-life scenarios concerning several modular DNA assembly standards, proving capable of reducing the pipette tip consumption by up to 61% in large-scale cases. Combining automatic process optimisation and robotic liquid-handling, our strategy promises to greatly improve the efficiency of DNA assembly, either used alone or in combination with other algorithmic methods.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
一种基于线性规划的策略来保存自动DNA组装中的移液器尖端
实验室自动化和数学优化是提高合成生物学研究效率的关键。虽然有优化DNA组装的结构设计和合成策略的算法,但如何优化DNA组装反应混合物的制备仍在很大程度上未被探索。在这里,我们的重点是减少液体处理机器人的移液器尖端消耗,因为它通过多孔板传递DNA部分,其中多个结构正在平行组装。我们提出了一个基于有能力车辆路线问题的线性规划公式,以及一个将线性规划求解器应用于我们的公式的算法,从而提供了一种使用更少的移液管尖端制备给定DNA组装混合物的策略。该算法在涉及多种模块化DNA组装标准的随机生成和现实场景中表现良好,证明能够在大规模情况下将移液器尖端消耗减少61%。结合自动过程优化和机器人液体处理,我们的策略有望大大提高DNA组装的效率,无论是单独使用还是与其他算法方法结合使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Synthetic Biology
Synthetic Biology Agricultural and Biological Sciences-Agricultural and Biological Sciences (miscellaneous)
CiteScore
4.50
自引率
3.10%
发文量
28
审稿时长
25 weeks
期刊最新文献
Utilizing a Cell-free Protein Synthesis Platform for the Biosynthesis of a Natural Product, Caffeine Advancing reproducibility can ease the ‘hard truths’ of synthetic biology Efficient and iterative retron-mediated in vivo recombineering in Escherichia coli Xer recombination for the automatic deletion of selectable marker genes from plasmids in enteric bacteria Development of synthetic biotics as treatment for human diseases
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1