CRISPR-Responsive Reprogrammable Label-Free Fluorescent Nanoclusters for ML-Assisted Pathogenic Genome Detection on Solid Substrates

IF 12.1 2区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Small Pub Date : 2025-03-04 DOI:10.1002/smll.202500784
Emmett Hanson, Nabeel Kalla, Ram Jeevan Tharu, Mikail M. Demir, Betul H. Tok, M. Abdullah Canbaz, Mehmet V. Yigit
{"title":"CRISPR-Responsive Reprogrammable Label-Free Fluorescent Nanoclusters for ML-Assisted Pathogenic Genome Detection on Solid Substrates","authors":"Emmett Hanson,&nbsp;Nabeel Kalla,&nbsp;Ram Jeevan Tharu,&nbsp;Mikail M. Demir,&nbsp;Betul H. Tok,&nbsp;M. Abdullah Canbaz,&nbsp;Mehmet V. Yigit","doi":"10.1002/smll.202500784","DOIUrl":null,"url":null,"abstract":"<p>The development of a paper-based genome detection assay using target-responsive DNA-templated silver nanoclusters (DFN-1) is presented. The reported nanoclusters exhibit intrinsic fluorescence, which is regulated by the cleavage of the DNA template surrounding the silver core. To enable the nanoclusters to respond to a specific genome, CRISPR-Cas12a is employed for highly specific and programmable digestion of the nanoclusters. Upon detection of the target, the DNA template is cleaved by the CRISPR-Cas12a complex, leading to a reduction in fluorescence. This assay successfully demonstrates for the detection of the <i>Salmonella </i>genome in the liquid phase and on 2 mm solid filter paper discs. By altering only the crRNA in the CRISPR complex, the assay is programmed to detect two different <i>Salmonella</i> serotypes. The selectivity of the assay is evaluated in DNA mixtures with and without the target genomic fragments. The assay also demonstrates the detection of as little as 33 copies of the full <i>Salmonella</i> genome by incorporating an isothermal amplification step. Furthermore, 60 unknown samples with different target content in standard 344 well plates are evaluated. The results are analyzed using custom-developed machine-learning algorithms, successfully detecting the presence of the target with 100% prediction accuracy.</p>","PeriodicalId":228,"journal":{"name":"Small","volume":"21 15","pages":""},"PeriodicalIF":12.1000,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Small","FirstCategoryId":"88","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/smll.202500784","RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

Abstract

The development of a paper-based genome detection assay using target-responsive DNA-templated silver nanoclusters (DFN-1) is presented. The reported nanoclusters exhibit intrinsic fluorescence, which is regulated by the cleavage of the DNA template surrounding the silver core. To enable the nanoclusters to respond to a specific genome, CRISPR-Cas12a is employed for highly specific and programmable digestion of the nanoclusters. Upon detection of the target, the DNA template is cleaved by the CRISPR-Cas12a complex, leading to a reduction in fluorescence. This assay successfully demonstrates for the detection of the Salmonella genome in the liquid phase and on 2 mm solid filter paper discs. By altering only the crRNA in the CRISPR complex, the assay is programmed to detect two different Salmonella serotypes. The selectivity of the assay is evaluated in DNA mixtures with and without the target genomic fragments. The assay also demonstrates the detection of as little as 33 copies of the full Salmonella genome by incorporating an isothermal amplification step. Furthermore, 60 unknown samples with different target content in standard 344 well plates are evaluated. The results are analyzed using custom-developed machine-learning algorithms, successfully detecting the presence of the target with 100% prediction accuracy.

Abstract Image

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
在固体底物上用于ml辅助病原基因组检测的crispr响应可编程无标记荧光纳米团簇
提出了一种基于纸张的基因组检测方法,使用靶向性dna模板银纳米簇(ddn -1)。所报道的纳米团簇表现出固有的荧光,这是由围绕银核的DNA模板的切割调节的。为了使纳米簇能够响应特定的基因组,CRISPR-Cas12a被用于高度特异性和可编程的纳米簇消化。检测到靶标后,DNA模板被CRISPR-Cas12a复合物切割,导致荧光减少。本实验成功地证明了在液相和2mm固体滤纸圆盘上检测沙门氏菌基因组。通过仅改变CRISPR复合体中的crRNA,该检测程序可检测两种不同的沙门氏菌血清型。在含有和不含目标基因组片段的DNA混合物中评估该测定的选择性。该分析还表明,通过结合等温扩增步骤,可以检测到少至33个完整沙门氏菌基因组拷贝。并对标准344孔板中60个不同靶含量的未知样品进行了评价。使用定制开发的机器学习算法对结果进行分析,成功地以100%的预测精度检测到目标的存在。
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
Small
Small 工程技术-材料科学:综合
CiteScore
17.70
自引率
3.80%
发文量
1830
审稿时长
2.1 months
期刊介绍: Small serves as an exceptional platform for both experimental and theoretical studies in fundamental and applied interdisciplinary research at the nano- and microscale. The journal offers a compelling mix of peer-reviewed Research Articles, Reviews, Perspectives, and Comments. With a remarkable 2022 Journal Impact Factor of 13.3 (Journal Citation Reports from Clarivate Analytics, 2023), Small remains among the top multidisciplinary journals, covering a wide range of topics at the interface of materials science, chemistry, physics, engineering, medicine, and biology. Small's readership includes biochemists, biologists, biomedical scientists, chemists, engineers, information technologists, materials scientists, physicists, and theoreticians alike.
期刊最新文献
Intrinsic and Water-Triggered Hydrophilicity in Tween 20-PDMS Composites for Dynamic and Long-Term Wettability Control. Local Strain Triggers Polymorphic Phase Transformation in Layered Materials: A Case Study of Lead Oxide. Multiscale Structural Engineering in Electromagnetic Wave Absorption Materials: From Atomic Defects to Macroscopic Structures. Design of Phosphate-Based Gel Electrolytes Toward Stabilizing the Lithium Metal Battery Interface. A Biomimetic Micro-Nano System Maximizing 'Active Transport and Retention' Effect in Solid Tumors.
×
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:604180095
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