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Wu H, Lu Z, Yang Y, Pan R, Zhang Z, Yao X, Zhai Z, Li X, Wu G, Zhai C, Gao H. dPAFS: A nuclease-dead PfAgo-mediated fluorescence sensing platform for genotyping genome-edited rice. Biosens Bioelectron 2025; 278:117364. [PMID: 40090257 DOI: 10.1016/j.bios.2025.117364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 03/04/2025] [Accepted: 03/10/2025] [Indexed: 03/18/2025]
Abstract
Pyrococcus furiosus Argonaute (PfAgo)-mediated nucleic acid detection is a powerful tool for molecular diagnostics, offering ultrahigh sensitivity and single-nucleotide specificity. However, existing PfAgo-based methods require multi-step cleavage processes and the use of molecular beacons, which are cumbersome and costly. Herein, we developed a novel fluorescence sensing platform (dPAFS) based on a nuclease-dead PfAgo mutant (dPfAgo) to simplify PfAgo-mediated detection system significantly. dPfAgo mutants were obtained by site-directed mutagenesis of the key catalytic site residues D628 and D558, and their functionality was confirmed through activity assay. In this sensing system, the gDNA was modified with the quenched group of black hole quencher-1 (BHQ1). Target DNA was amplified with carboxyfluorescein (FAM)-labeled primers and then precisely bound with gDNA-dPfAgo. The formed gDNA-dPfAgo-tDNA ternary complex brought the FAM donor and BHQ1 acceptor into close proximity, inducing fluorescence quenching through fluorescence resonance energy transfer. In a proof-of-concept study, dPAFS successfully genotyped genome-edited rice variants, achieving a limit of detection of 0.1 % for edited-type variant and distinguishing variants of genome-edited rice with single-nucleotide specificity. The dPAFS platform eliminates the need for molecular beacons, offering a simple, cost-efficient, and robust assay for programmable enzyme-mediated molecular diagnoses.
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Affiliation(s)
- Huimin Wu
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China; State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan, 430062, China
| | - Zhiwen Lu
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan, 430062, China
| | - Yao Yang
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Ruxin Pan
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China; State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan, 430062, China
| | - Zini Zhang
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Xiaoqing Yao
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Zhanshan Zhai
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Xiaofei Li
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China
| | - Gang Wu
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China.
| | - Chao Zhai
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Wuhan, 430062, China.
| | - Hongfei Gao
- Key Laboratory of Agricultural Genetically Modified Organisms Traceability of the Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan, 430062, China.
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2
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Wei L, Wang Z, She Y, Fu H. CRISPR/Cas Multiplexed Biosensing: Advances, Challenges, and Perspectives. Anal Chem 2025. [PMID: 40424009 DOI: 10.1021/acs.analchem.4c04428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2025]
Abstract
Clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-associated (Cas) protein systems are renowned for their high sensitivity and specificity, enabling them as a powerful diagnostic toolbox. Multiplexed detection of panels of targets, as opposed to single targets, is imperative for reliable and conclusive disease diagnostics. However, multiplex application of the CRISPR/Cas system has long been hindered by indistinguishable signals from specific targets due to nonspecific chaotic trans-cleavage. To make a breakthrough, substantial efforts have been devoted to CRISPR/Cas-powered multiplexed biosensing strategies, which consequently experienced rapid development over the past five years. This review systematically summarizes recent advances in CRISPR/Cas multiplexed detection encompassing Cas9, Cas12, and Cas13. Key focus issues include multiplex biosensing strategies and their respective advantages and limitations, sensing mechanisms, and detection performance of novel validated examples. Finally, the status and challenges of CRISPR/Cas multiplexed biosensing are critically discussed, and future outlooks are proposed for their potential practical application. This Perspective aims to inspire significant research and promote the development of the next generation of CRISPR/Cas multiplexed biosensing.
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Affiliation(s)
- Luyu Wei
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central Minzu University, Wuhan 430074, China
| | - Zhilong Wang
- Shanghai Institute of Nutrition and Health, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yuanbin She
- State Key Laboratory Breeding Base of Green Chemistry-Synthesis Technology, College of Chemical Engineering, Zhejiang University of Technology, Hangzhou 310032, China
| | - Haiyan Fu
- The Modernization Engineering Technology Research Center of Ethnic Minority Medicine of Hubei Province, School of Pharmaceutical Sciences, South-Central Minzu University, Wuhan 430074, China
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3
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Yu C, Lu B, Tang Y, Zhuang W, Zhao X, Guo L, Meng F, Li B. A dual-position nucleic acid coding strategy for one-pot recognition of a pathogen and multiple drug-resistant mutations. CHEMICAL ENGINEERING JOURNAL 2025; 512:162464. [DOI: 10.1016/j.cej.2025.162464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2025]
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Sun M, Yu Z, Wang S, Qiu J, Huang Y, Chen X, Zhang Y, Wang C, Zhang X, Liang Y, Liu H, She Q, Zhang Y, Han L. Universal Amplification-Free RNA Detection by Integrating CRISPR-Cas10 with Aptameric Graphene Field-Effect Transistor. NANO-MICRO LETTERS 2025; 17:242. [PMID: 40304961 PMCID: PMC12044126 DOI: 10.1007/s40820-025-01730-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2024] [Accepted: 03/09/2025] [Indexed: 05/02/2025]
Abstract
Amplification-free, highly sensitive, and specific nucleic acid detection is crucial for health monitoring and diagnosis. The type III CRISPR-Cas10 system, which provides viral immunity through CRISPR-associated protein effectors, enables a new amplification-free nucleic acid diagnostic tool. In this study, we develop a CRISPR-graphene field-effect transistors (GFETs) biosensor by combining the type III CRISPR-Cas10 system with GFETs for direct nucleic acid detection. This biosensor exploits the target RNA-activated continuous ssDNA cleavage activity of the dCsm3 CRISPR-Cas10 effector and the high charge density of a hairpin DNA reporter on the GFET channel to achieve label-free, amplification-free, highly sensitive, and specific RNA detection. The CRISPR-GFET biosensor exhibits excellent performance in detecting medium-length RNAs and miRNAs, with detection limits at the aM level and a broad linear range of 10-15 to 10-11 M for RNAs and 10-15 to 10-9 M for miRNAs. It shows high sensitivity in throat swabs and serum samples, distinguishing between healthy individuals (N = 5) and breast cancer patients (N = 6) without the need for extraction, purification, or amplification. This platform mitigates risks associated with nucleic acid amplification and cross-contamination, making it a versatile and scalable diagnostic tool for molecular diagnostics in human health.
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Affiliation(s)
- Mingyuan Sun
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Zhenxiao Yu
- CRISPR and Archaea Biology Research Center, State Key Laboratory of Microbial Technology and Microbial Technology Institute, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Shuai Wang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Jiaoyan Qiu
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Yuzhen Huang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Xiaoshuang Chen
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Yunhong Zhang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Chao Wang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Xue Zhang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Yanbo Liang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Hong Liu
- State Key Laboratory of Crystal Materials, Shandong University, Jinan, Shandong, 250100, People's Republic of China
| | - Qunxin She
- CRISPR and Archaea Biology Research Center, State Key Laboratory of Microbial Technology and Microbial Technology Institute, Shandong University, Qingdao, Shandong, 266237, People's Republic of China
| | - Yu Zhang
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China.
- School of Integrated Circuits, Shandong University, Ji'nan, Shandong, 250100, People's Republic of China.
- Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan, 250100, People's Republic of China.
| | - Lin Han
- Institute of Marine Science and Technology, Shandong University, Qingdao, Shandong, 266237, People's Republic of China.
- School of Integrated Circuits, Shandong University, Ji'nan, Shandong, 250100, People's Republic of China.
- Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan, 250100, People's Republic of China.
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5
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Liu H, Lv MM, Li X, Su M, Nie YG, Ying ZM. Ligation-recognition triggered RPA-Cas12a cis-cleavage fluorogenic RNA aptamer for one-pot and label-free detection of MicroRNA in breast cancer. Biosens Bioelectron 2025; 272:117106. [PMID: 39740588 DOI: 10.1016/j.bios.2024.117106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Revised: 12/21/2024] [Accepted: 12/26/2024] [Indexed: 01/02/2025]
Abstract
"One-pot" assays which combine amplification with CRISPR/Cas12a system are in constant attracted for biosensors development. Herein, we present a one-pot isothermal assay that Ligation-recognition triggered Recombinase Polymerase Amplification (RPA)-CRISPR/Cas12a cis-cleavage (LRPA-CRISPR) fluorescent biosensor for sensitive, specific, and label-free miRNA detection. Firstly, we reveal the programmed double-stranded DNA amplicons, which utilized the ligation-recognition and polymerization to form and amplified by the RPA system. Meanwhile, we enabled exponential ligation-recognition triggered recombinase polymerase amplification of miRNA-21 sequences and exploited the cis-cleavage mechanism of Cas12a with transcription to generate functional Mango RNA for signal output. This assay can be completed within 40 min and can allow a limit of detection of 3.43 aM for miRNA-21 detection, owing to the RPA with transcription amplification and enables to product the functional Mango RNA aptamer by in vitro transcription that binds to the TO1-Biotin fluorogenic dye. Moreover, our method exhibits the advantages of self-supply crRNA, label-free, excellent specificity, and universal detection platform via the design of one-pot detection in serum and cell samples, showing tremendous potential in biomarkers diagnostics of breast cancer.
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Affiliation(s)
- Hao Liu
- Key Laboratory for Green Organic Synthesis and Application of Hunan Province, Key Laboratory of Environmentally Friendly Chemistry and Application of Ministry of Education, College of Chemistry, Xiangtan University, Xiangtan, 411105, China
| | - Meng-Mei Lv
- Hunan Provincial Key Laboratory of Regional Hereditary Birth Defect Prevention and Control, Changsha Hospital for Maternal & Child Health Care Affiliated to Hunan Normal University, Changsha, Hunan, 410000, China
| | - Xiang Li
- Key Laboratory for Green Organic Synthesis and Application of Hunan Province, Key Laboratory of Environmentally Friendly Chemistry and Application of Ministry of Education, College of Chemistry, Xiangtan University, Xiangtan, 411105, China
| | - Mei Su
- Key Laboratory for Green Organic Synthesis and Application of Hunan Province, Key Laboratory of Environmentally Friendly Chemistry and Application of Ministry of Education, College of Chemistry, Xiangtan University, Xiangtan, 411105, China
| | - Yin-Gang Nie
- Key Laboratory for Green Organic Synthesis and Application of Hunan Province, Key Laboratory of Environmentally Friendly Chemistry and Application of Ministry of Education, College of Chemistry, Xiangtan University, Xiangtan, 411105, China
| | - Zhan-Ming Ying
- Key Laboratory for Green Organic Synthesis and Application of Hunan Province, Key Laboratory of Environmentally Friendly Chemistry and Application of Ministry of Education, College of Chemistry, Xiangtan University, Xiangtan, 411105, China.
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6
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Wang Z, Zhu X, Jiang T, Sun Q, Zhao X, Suryoprabowo S, Liu S, Hu Q. Alkaline Phosphatase-Regulated DNAzyme Cleavage Coupled with CRISPR/Cas12a for Quantitative Detection of Deoxynivalenol in Agricultural Crops. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:4904-4912. [PMID: 39937074 DOI: 10.1021/acs.jafc.4c10262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/13/2025]
Abstract
Sensitive and simplified detection of a mycotoxin such as deoxynivalenol (DON) is crucial for food safety. In recent years, the CRISPR/Cas technology has demonstrated significant potential in detecting non-nucleic acids. Herein, we present a triple enzyme-assisted fluorescence immunoassay (TEFIA) that integrates alkaline phosphatase (ALP)-regulated DNAzyme cleavage with the CRISPR/Cas12a assay for the accurate detection of mycotoxin. By employing this method for detecting DON, we exhibit a low detection limit of 0.05 ng/mL and a satisfactory linear response between 0.1 and 10 ng/mL. This performance exceeds the conventional sensitivity levels found in traditional methods. TEFIA also demonstrates a good correlation with ic-ELISA for testing DON in real samples. Thus, it offers a robust and efficient detection platform for DON in complex matrices. Furthermore, TEFIA can be employed to identify various targets of interest by merely altering the antibody-antigen pairs, indicating its great potential in a wide range of applications.
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Affiliation(s)
- Zhongxing Wang
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
- School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences), Jinan 250014, China
| | - Xiaoyan Zhu
- Shandong Center for Disease Control and Prevention, Jinan 250014, China
| | - Ting Jiang
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
| | - Qinglei Sun
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
| | - Xinxin Zhao
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
- School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences), Jinan 250014, China
| | - Steven Suryoprabowo
- Food Technology Department, Faculty of Engineering, Bina Nusantara University, Jakarta 11480, Indonesia
| | - Shuhua Liu
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
| | - Qiongzheng Hu
- Qilu University of Technology (Shandong Academy of Sciences), Shandong Analysis and Test Center, Jinan 250014, China
- School of Pharmaceutical Sciences, Qilu University of Technology (Shandong Academy of Sciences), Jinan 250014, China
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7
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Du Q, Zhang H, Bi Y, Wang H, Zhou X, Shi P, Lv S, Bi S. N-Deficient B-Doped g-C 3N 4/CdS Heterojunction-Based PEC-FL Biosensor Assisted by CRISPR-Cas12a System for Ultrasensitive Determination of microRNA. Anal Chem 2025; 97:4049-4056. [PMID: 39946489 DOI: 10.1021/acs.analchem.4c05841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2025]
Abstract
Near-infrared light (NIR)-driven photoelectrochemical (PEC) processes are mainly faced with the limitation of weak photocurrents. Here, N-deficient B-doped g-C3N4/CdS (NB-g-C3N4/CdS) is proposed to construct a NIR-driven PEC biosensor assisted by CRISPR-Cas12a system for the determination of microRNA-21 (miRNA-21). To promote the optical absorption as well as the separation of photogenerated electrons and holes of g-C3N4, NB-g-C3N4/CdS is constructed via engineering the electronic and band structure in terms of N defect, B doping, and heterojunction, achieving high PEC performance. To obtain the high luminescence efficiency for exciting NB-g-C3N4/CdS under NIR, the core-shell NaYF4:Yb3+, Tm3+@NaYF4 upconversion nanoparticles (UCNPs) with repaired defects are prepared. Furthermore, the rolling circle amplification (RCA)-assisted CRISPR-Cas12a system is integrated to fragment the DNA on UCNPs, achieving sensitive detection of miRNA-21. On the one hand, the uncleavaged signal probes on UCNPs combined with NB-g-C3N4/CdS through π-π stacking interaction, generating photocurrents under the irradiation of NIR. On the other hand, the cleavaged signal probes which cannot link with NB-g-C3N4/CdS exhibited the fluorescence (FL) signals. The proposed PEC-FL dual-mode biosensor provides a mutual authentication of testing results and demonstrates ultrasensitivity (the detection limit of 1.1 fM for PEC mode and 7.0 fM for FL mode) and excellent specificity, which is promising in the clinical analysis of miRNA.
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Affiliation(s)
- Qingyu Du
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Haoyu Zhang
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Yingna Bi
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Huijie Wang
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Xuemin Zhou
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Pengfei Shi
- Shandong Provincial Key Laboratory of Detection Technology for Tumor Markers, College of Medicine, Linyi University, Linyi 276000, P. R. China
| | - Shuzhen Lv
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
| | - Sai Bi
- College of Chemistry and Chemical Engineering, Key Laboratory of Shandong Provincial Universities for Functional Molecules and Materials, Qingdao University, Qingdao 266071, P. R. China
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8
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Li QN, Cui YX, Dai ZQ, Yao ZL, Li MY, Cai QL, Kong DM. Activator Strand Modifications in CRISPR/Cas12a: Unlocking the Potential for Casp-3-Targeted Biosensing and Imaging Analysis of Apoptosis. Anal Chem 2025; 97:4194-4201. [PMID: 39937146 DOI: 10.1021/acs.analchem.4c06591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/13/2025]
Abstract
The CRISPR/Cas12a system has emerged as a powerful tool in biosensing due to its unique trans-cleavage activity. This study conducted an in-depth investigation of the modulatory capabilities of this system, particularly focusing on the 5'-end modifications of the activator strand, and found that introducing a hairpin structure (HP) at the 5'-end of the activator strand, which was designed based on the RESET effect, can effectively suppress the activator strand's ability to activate the trans-cleavage activity of the CRISPR/Cas12a system. This suppression is independent of the HP's relation to the activator strand and the type of linker used (DNA, RNA or peptide). Detaching the HP from the activator strand restores the system's activity. These findings enrich the development of CRISPR/Cas12a-based biosensors, and expand their application beyond DNA-based target detection to peptide sequence-based target recognition. Based on this discovery, we constructed a sensitive biosensor for caspase-3 (Casp-3), a key executor in apoptosis, by linking the HP to the activator strand with a peptide linker containing a Casp-3 recognition site. The proposed biosensor has been validated for its sensitivity and specificity in detecting Casp-3, as well as for monitoring drug-induced apoptosis through the imaging of Casp-3 in living cells, providing a valuable tool for studying the apoptotic process, screening drugs, assessing drug efficacy, and evaluating treatment outcomes. This strategy also shows promise for detecting other peptide-based targets, broadening the horizons for early disease biomarker detection and timely therapeutic interventions.
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Affiliation(s)
- Qing-Nan Li
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Yun-Xi Cui
- College of Life Sciences, Nankai University, 94 Weijin Road, Nankai District, Tianjin 300071, China
| | - Zhi-Qi Dai
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Zhi-Li Yao
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin 300211, P. R. China
| | - Man-Ying Li
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Qi-Liang Cai
- Department of Urology, Tianjin Institute of Urology, The Second Hospital of Tianjin Medical University, Tianjin 300211, P. R. China
| | - De-Ming Kong
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
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Hu T, Ke X, Yu Y, Feng H, Zhang S, Cui Y, Zhang B, He M, Tang Y, Liu L, Lin Y, Ji Q, Chen C, Xu C, Hu C. NAPTUNE: nucleic acids and protein biomarkers testing via ultra-sensitive nucleases escalation. Nat Commun 2025; 16:1331. [PMID: 39900931 PMCID: PMC11790866 DOI: 10.1038/s41467-025-56653-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 01/23/2025] [Indexed: 02/05/2025] Open
Abstract
In an era where swift and precise diagnostic capabilities are paramount, we introduce NAPTUNE (Nucleic acids and Protein Biomarkers Testing via Ultra-sensitive Nucleases Escalation), an innovative platform for the amplification-free detection of nucleic acids and protein biomarkers in less than 45 minutes. Using a tandem cascade of endonucleases, NAPTUNE employs apurinic/apyrimidinic endonuclease 1 (APE1) to generate DNA guides, enabling the detection of target nucleic acids at femtomolar levels. The sensitivity is elevated to attomolar levels through the action of Pyrococcus furiosus Argonaute (PfAgo), which intensifies probe cleavage, thereby boosting both sensitivity and specificity within an innovative in-situ cascade circuit. This technology not only streamlines rapid, onsite diagnostics without pre-amplification but also demonstrates exceptional accuracy in identifying a broad spectrum of nucleic acids and crucial cancer-related protein biomarkers directly from clinical samples. The development of a portable device for point-of-care testing further underscores NAPTUNE's potential to transform diagnostic processes, especially in resource-limited environments, marking a significant diversity forward in medical diagnostics and patient care.
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Affiliation(s)
- Tao Hu
- Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China.
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore.
- School of Basic Medical Sciences & Forensic Medicine, Hangzhou Medical College, Hangzhou, China.
| | - Xinxin Ke
- Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China
| | - Yingying Yu
- Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China
| | - Hongmei Feng
- Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, China
- School of Basic Medical Sciences & Forensic Medicine, Hangzhou Medical College, Hangzhou, China
| | - Senfeng Zhang
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore
| | - Yinuo Cui
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore
| | - Boyang Zhang
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore
| | - Min He
- Department of Surgical Oncology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yinbing Tang
- Department of Surgical Oncology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Lei Liu
- Department of Pathology, Children's Hospital, National Clinical Research Center for Child Health, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yu Lin
- International Peace Maternity & Child Health Hospital, Shanghai Municipal Key Clinical Specialty, Institute of Embryo-Fetal Original Adult Disease, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Quanquan Ji
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Chuanxia Chen
- School of Materials Science and Engineering University of Jinan, Jinan, China.
| | | | - Chunyi Hu
- Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore.
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
- Precision Medicine Translational Research Programme (TRP), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
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10
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Wang C, Xu X, Yao W, Wang L, Pang X, Xu S, Luo X. Programmable DNA Nanoswitch-Regulated Plasmonic CRISPR/Cas12a-Gold Nanostars Reporter Platform for Nucleic Acid and Non-Nucleic Acid Biomarker Analysis Assisted by a Spatial Confinement Effect. NANO LETTERS 2025; 25:1666-1672. [PMID: 39812375 DOI: 10.1021/acs.nanolett.4c05829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2025]
Abstract
CRISPR/Cas 12a system based nucleic acid and non-nucleic acid targets detection faces two challenges including (1) multiple crRNAs are needed for multiple biomarkers detection and (2) insufficient sensitivity resulted from photobleaching of fluorescent dyes and the low kinetic cleavage rate for a traditional single-strand (ssDNA) reporter. To address these limitations, we developed a programmable DNA nanoswitch (NS)-regulated plasmonic CRISPR/Cas12a-gold nanostars (Au NSTs) reporter platform for detection of nucleic acid and non-nucleic acid biomarkers with the assistance of the spatial confinement effect. Through simply programming the target recognition sequence in NS, only one crRNA is required to detect both nucleic acid and non-nucleic acid biomarkers. The detection limit decreased by ∼196-fold for miRNA-375 and 122-fold for prostate-specific antigen (PSA), respectively. Moreover, versatile evaluation of miRNA-375 and PSA in clinical urine samples can also be achieved, according to which prostate cancer and healthy groups can be well identified.
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Affiliation(s)
- Congkai Wang
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Xiaohan Xu
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Wang Yao
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Lei Wang
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Xiaozhe Pang
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Shenghao Xu
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
| | - Xiliang Luo
- Key Laboratory of Optic-electric Sensing and Analytical Chemistry for Life Science, MOE; College of Chemistry and Molecular Engineering, Qingdao University of Science and Technology, Qingdao 266042, P. R. China
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11
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Dong J, Hou C, Deng L, Gu T, Zhu S, Hou J, Huo D. CRISPR/Cas12a-Powered Electrochemical Platform for Dual-miRNA Detection via an AND Logic Circuit. Anal Chem 2025; 97:1028-1036. [PMID: 39718242 DOI: 10.1021/acs.analchem.4c06256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2024]
Abstract
The CRISPR/Cas technology shows great potential in molecular detection and diagnostics. However, it is still challenging to detect multiple targets simultaneously using the CRISPR-Cas system. Herein, we ingeniously leverage the synergistic effect of two short single-stranded DNA activators to construct a CRISPR/Cas12a-driven electrochemical sensing platform based on an AND logic circuit ("AND" LC-CRISPR) for the simultaneous detection of dual miRNAs. Specifically, the exponential amplification reaction products triggered by the dual-specific miRNAs are designed as binary inputs to bind with Cas12a/crRNA, forming an AND logic circuit and activating the trans-cleavage ability of the CRISPR-Cas12a system. Subsequently, the hairpin probe biogate on the surface of the functionalized electrochemical signal probe (MB@HP-Fe-MOF) is cleaved by activated Cas12a, leading to the release of the encapsulated electroactive signal molecule methylene blue, thereby generating a strong electrochemical signal. As a result, this "AND" LC-CRISPR sensing platform, requiring only a single crRNA assembled with Cas12a, achieves simultaneous detection of miRNA-155 and miRNA-21 at concentrations as low as 3.2 fM. Moreover, the platform allows easy adjustment of the AND logic circuit inputs according to different detection targets, allowing it to be easily expanded for the analysis and diagnosis of other multibiomarkers. This approach demonstrates promising potential for future applications in intelligent diagnostic medicine.
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Affiliation(s)
- Jiangbo Dong
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Changjun Hou
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Liyuan Deng
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Tao Gu
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Shuyu Zhu
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Jingzhou Hou
- Postdoctoral Research Station, Chongqing University, Bioengineering College of Chongqing University, Chongqing 400044, PR China
| | - Danqun Huo
- Key Laboratory for Biorheological Science and Technology of Ministry of Education, Bioengineering College of Chongqing University, Chongqing 400044, PR China
- Postdoctoral Research Station, Chongqing University, Bioengineering College of Chongqing University, Chongqing 400044, PR China
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Zhao J, Kong D, Zhang G, Zhang S, Wu Y, Dai C, Chen Y, Yang Y, Liu Y, Wei D. An Efficient CRISPR/Cas Cooperative Shearing Platform for Clinical Diagnostics Applications. Angew Chem Int Ed Engl 2024; 63:e202411705. [PMID: 39394860 DOI: 10.1002/anie.202411705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Revised: 10/05/2024] [Accepted: 10/07/2024] [Indexed: 10/14/2024]
Abstract
The CRISPR/Cas system is a powerful genome editing tool and possesses widespread applications in molecular diagnostics, therapeutics and genetic engineering. But easy folding of the target sequences causes remarkable deterioration of the recognition and shear efficiency in the case of single Cas-CRISPR RNA (crRNA) duplex. Here, we develop a CRISPR/Cas cooperative shearing (CRISPR-CS) system. Compared with traditional CRISPR/Cas system, two CRISPR/Cas-crRNA duplexes simultaneously recognize different sites in the target sequence, increasing recognition possibility and shearing efficiency. Cooperative shearing cuts more methylene blue-ssDNA reporters on the electrode, enabling unamplified nucleic acid electrochemical assay in less than 5 minutes with a detection limit of 9.5×10-20 M, 2 to 9 orders of magnitude lower than those of other electrochemical assays. The CRISPR-CS platform detects monkeypox, human papilloma virus and amyotrophic lateral sclerosis with an accuracy up to 98.1 %, demonstrating the potential application of the efficient cooperative shearing.
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Affiliation(s)
- Junhong Zhao
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Derong Kong
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Guanghui Zhang
- Department of Laboratory Medicine, Shenzhen Hengsheng Hospital, Shenzhen, Guangdong, 518102, P. R. China
| | - Shen Zhang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yungen Wu
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Changhao Dai
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yiheng Chen
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yuetong Yang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yunqi Liu
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Dacheng Wei
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
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Di Carlo E, Sorrentino C. State of the art CRISPR-based strategies for cancer diagnostics and treatment. Biomark Res 2024; 12:156. [PMID: 39696697 DOI: 10.1186/s40364-024-00701-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 11/29/2024] [Indexed: 12/20/2024] Open
Abstract
Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) technology is a groundbreaking and dynamic molecular tool for DNA and RNA "surgery". CRISPR/Cas9 is the most widely applied system in oncology research. It is a major advancement in genome manipulation due to its precision, efficiency, scalability and versatility compared to previous gene editing methods. It has shown great potential not only in the targeting of oncogenes or genes coding for immune checkpoint molecules, and in engineering T cells, but also in targeting epigenomic disturbances, which contribute to cancer development and progression. It has proven useful for detecting genetic mutations, enabling the large-scale screening of genes involved in tumor onset, progression and drug resistance, and in speeding up the development of highly targeted therapies tailored to the genetic and immunological profiles of the patient's tumor. Furthermore, the recently discovered Cas12 and Cas13 systems have expanded Cas9-based editing applications, providing new opportunities in the diagnosis and treatment of cancer. In addition to traditional cis-cleavage, they exhibit trans-cleavage activity, which enables their use as sensitive and specific diagnostic tools. Diagnostic platforms like DETECTR, which employs the Cas12 enzyme, that cuts single-stranded DNA reporters, and SHERLOCK, which uses Cas12, or Cas13, that specifically target and cleave single-stranded RNA, can be exploited to speed up and advance oncological diagnostics. Overall, CRISPR platform has the great potential to improve molecular diagnostics and the functionality and safety of engineered cellular medicines. Here, we will emphasize the potentially transformative impact of CRISPR technology in the field of oncology compared to traditional treatments, diagnostic and prognostic approaches, and highlight the opportunities and challenges raised by using the newly introduced CRISPR-based systems for cancer diagnosis and therapy.
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Affiliation(s)
- Emma Di Carlo
- Department of Medicine and Sciences of Aging, "G. d'Annunzio University" of Chieti- Pescara, Via dei Vestini, Chieti, 66100, Italy.
- Anatomic Pathology and Immuno-Oncology Unit, Center for Advanced Studies and Technology (CAST), "G. d'Annunzio" University of Chieti-Pescara, Via L. Polacchi 11, Chieti, 66100, Italy.
| | - Carlo Sorrentino
- Department of Medicine and Sciences of Aging, "G. d'Annunzio University" of Chieti- Pescara, Via dei Vestini, Chieti, 66100, Italy
- Anatomic Pathology and Immuno-Oncology Unit, Center for Advanced Studies and Technology (CAST), "G. d'Annunzio" University of Chieti-Pescara, Via L. Polacchi 11, Chieti, 66100, Italy
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Min YH, Hong Y, Kim CH, Lee KH, Shin YB, Byun JY. Split Probe-Induced Protein Translational Amplification for Nucleic Acid Detection. ACS APPLIED BIO MATERIALS 2024; 7:8389-8397. [PMID: 39546461 DOI: 10.1021/acsabm.4c01187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2024]
Abstract
Nucleic acid detection is important in a wide range of applications, including disease diagnosis, genetic testing, biotechnological research, environmental monitoring, and forensic science. However, the application of nucleic acid detection in various fields is hindered by the lack of sensitive, accurate, and inexpensive methods. This study introduces a simple approach to enhance the sensitivity for the accurate detection of nucleic acids. Our approach combined a split-probe strategy with in vitro translational amplification of reporter protein for signal generation to detect nucleic acids with high sensitivity and selectivity. This approach enables target-mediated translational amplification of reporter proteins by linking split probes in the presence of a target microRNA (miRNA). In particular, the fluorescence split-probe sensor adopts a reporter protein with various fluorescence wavelength regions, enabling the simultaneous detection of multiple target miRNAs. Moreover, luminescence detection by merely altering the reporter protein sequence can substantially enhance the sensitivity of detection of target miRNAs. Using this system, we analyzed and quantified target miRNAs in the total RNA extracted from cell lines and cell-derived extracellular vesicles with high specificity and accuracy. This split-probe sensor has potential as a powerful tool for the simple, sensitive, and specific detection of various target nucleic acids.
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Affiliation(s)
- Yoo-Hong Min
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
- Department of Biology, Chungnam National University, Daejeon 34134, Korea
| | - Yoonseo Hong
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
| | - Cheol-Hee Kim
- Department of Biology, Chungnam National University, Daejeon 34134, Korea
| | - Kyung-Ho Lee
- Apteasy MJ Inc., 333 Cheomdangwagi-ro, Technopark, Gwangju 61008, Korea
| | - Yong-Beom Shin
- Department of Nanobiotechnology, KRIBB School of Biotechnology, University of Science and Technology, Daejeon 34113, Republic of Korea
- Bionanotechnology Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
- BioNano Health Guard Research Center (H-GUARD), Daejeon 34109, Korea
| | - Ju-Young Byun
- Critical Diseases Diagnostics Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
- Department of Nanobiotechnology, KRIBB School of Biotechnology, University of Science and Technology, Daejeon 34113, Republic of Korea
- Bionanotechnology Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon 34141, Republic of Korea
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15
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Lécuyer E, Sauvageau M, Kothe U, Unrau PJ, Damha MJ, Perreault J, Abou Elela S, Bayfield MA, Claycomb JM, Scott MS. Canada's contributions to RNA research: past, present, and future perspectives. Biochem Cell Biol 2024; 102:472-491. [PMID: 39320985 DOI: 10.1139/bcb-2024-0176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/27/2024] Open
Abstract
The field of RNA research has provided profound insights into the basic mechanisms modulating the function and adaption of biological systems. RNA has also been at the center stage in the development of transformative biotechnological and medical applications, perhaps most notably was the advent of mRNA vaccines that were critical in helping humanity through the Covid-19 pandemic. Unbeknownst to many, Canada boasts a diverse community of RNA scientists, spanning multiple disciplines and locations, whose cutting-edge research has established a rich track record of contributions across various aspects of RNA science over many decades. Through this position paper, we seek to highlight key contributions made by Canadian investigators to the RNA field, via both thematic and historical viewpoints. We also discuss initiatives underway to organize and enhance the impact of the Canadian RNA research community, particularly focusing on the creation of the not-for-profit organization RNA Canada ARN. Considering the strategic importance of RNA research in biology and medicine, and its considerable potential to help address major challenges facing humanity, sustained support of this sector will be critical to help Canadian scientists play key roles in the ongoing RNA revolution and the many benefits this could bring about to Canada.
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Affiliation(s)
- Eric Lécuyer
- Institut de Recherches Cliniques de Montréal (IRCM), Montréal, QC, Canada
- Département de Biochimie et de Médecine Moléculaire, Université de Montréal, Montréal, QC, Canada
- Division of Experimental Medicine, McGill University, Montréal, QC, Canada
| | - Martin Sauvageau
- Institut de Recherches Cliniques de Montréal (IRCM), Montréal, QC, Canada
- Département de Biochimie et de Médecine Moléculaire, Université de Montréal, Montréal, QC, Canada
- Department of Biochemistry, McGill University, Montréal, QC, Canada
| | - Ute Kothe
- Department of Chemistry, University of Manitoba, Winnipeg, MB, Canada
| | - Peter J Unrau
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada
| | - Masad J Damha
- Department of Chemistry, McGill University, Montréal, QC, Canada
| | - Jonathan Perreault
- Centre Armand-Frappier Santé Biotechnologie, Institut National de la Recherche Scientifique (INRS), Laval, QC, Canada
| | - Sherif Abou Elela
- Département de Microbiologie et Infectiologie, Université de Sherbrooke, Sherbrooke, QC, Canada
| | | | - Julie M Claycomb
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Michelle S Scott
- Département de Biochimie et de Génomique Fonctionnelle, Université de Sherbrooke, Sherbrooke, QC, Canada
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16
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Hu R, Yang W, Li J, Jiang L, Li M, Zhang M, Kang Y, Cheng X, Zhu S, Zhao L, He W, Guo M, Ding S, Wu H, Cheng W. Multiple RNA Rapid In Situ Imaging Based on Cas9 Code Key System. SMALL METHODS 2024; 8:e2400195. [PMID: 38699929 DOI: 10.1002/smtd.202400195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 03/29/2024] [Indexed: 05/05/2024]
Abstract
Existing RNA in situ imaging strategies mostly utilize parallel repetitive nucleic acid self-assembly to achieve multiple analysis, with limitations of complicated systems and cumbersome steps. Here, a Cas9 code key system with key probe (KP) encoder and CRISPR/Cas9 signal exporter is developed. This system triggers T-protospacer adjacent motif (T-PAM structural transitions of multiple KP encoders to form coding products with uniform single-guide RNA (sgRNA) target sequences as tandem nodes. Only single sgRNA/Cas9 complex is required to cleave multiple coding products, enabling efficient "many-to-one" tandem signaling, and non-collateral cleavage activity-dependent automatic signaling output through active introduction of mismatched bases. Compared with conventional parallel multiple signaling analysis model, the proposed system greatly simplifies reaction process and enhances detection efficiency. Further, a rapid multiple RNA in situ imaging system is developed by combining the Cas9 code key system with a T-strand displacement amplification (T-SDA) signal amplifier. The constructed system is applied to tumor cells and clinicopathology slices, generating clear multi-mRNA imaging profiles in less than an hour with just one step. Therefore, this work provides reliable technical support for clinical tumor typing and molecular mechanism investigation.
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Affiliation(s)
- Ruiwei Hu
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Wei Yang
- Laboratory Medicine Center, Department of Clinical Laboratory, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, China
| | - Jia Li
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Lanxin Jiang
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Menghan Li
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Mengxuan Zhang
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Yuexi Kang
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Xiaoxue Cheng
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Shasha Zhu
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Lina Zhao
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Wen He
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Minghui Guo
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Shijia Ding
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Haiping Wu
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Wei Cheng
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
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17
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Huang Z, Wei L, Zhou Y, Li Y, Chen Y. Guide DNA dephosphorylation-modulated Pyrococcus furiosus Argonaute fluorescence biosensor for the detection of alkaline phosphatase and aflatoxins B 1. Biosens Bioelectron 2024; 265:116692. [PMID: 39208510 DOI: 10.1016/j.bios.2024.116692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 08/16/2024] [Accepted: 08/19/2024] [Indexed: 09/04/2024]
Abstract
Foodborne hazardous factors pose a significant risk to public health, emphasizing the need for the development of sensitive and user-friendly detection strategies to effectively manage and control these risks in the food supply chain. Pyrococcus furiosus argonaute (PfAgo)-based biosensing approaches have been extensively explored due to its built-in signal amplification. However, the property that PfAgo is a DNA-guided DNA endonuclease has enabled almost all the existing PfAgo-based reports to be used for the detection of nucleic acids. To lend PfAgo toolbox to extended non-nucleic acid detection, we systematically investigated the mechanism characteristic of PfAgo' preference for guide DNA (gDNA) and proposed a gDNA dephosphorylation-modulated PfAgo sensor for the detection of non-nucleic acid targets. Our results indicated that PfAgo exhibits preference for 5'-phosphorylated gDNA at a specific ratio of PfAgo to gDNA concentration. Leveraging this PfAgo' preference and the dephosphorylation activity of alkaline phosphatase (ALP), ALP could be detected as low as 2.7 U/L. Furthermore, the PfAgo was coupled with immunolabelled ALP to develop a PfAgo-based fluorescence immunosensor, which achieves aflatoxins B1 detection with a detection limit of 29.89 pg/mL and exhibits satisfactory recoveries in wheat and maize samples. The developed method broadens the application scope of PfAgo toolbox, and provides a simple, sensitive, and universal detection platform for a variety targets.
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Affiliation(s)
- Zhengzhang Huang
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China
| | - Luyu Wei
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China
| | - Yanan Zhou
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China
| | - Yingjun Li
- College of Life Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
| | - Yiping Chen
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan, 430070, Hubei, China; Academy of Food Interdisciplinary Science, School of Food Science and Technology, Dalian Polytechnic University, Dalian, 116034, Liaoning, China; State Key Laboratory of Marine Food Processing and Safety Control, Dalian Polytechnic University, Dalian, 116034, Liaoning, China.
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18
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Zhao L, Deng X, Li Y, Zhao Q, Xiao L, Xue J, Chen A, Cheng W, Zhao M. Binding-driven forward tearing protospacer activated CRISPR-Cas12a system and applications for microRNA detection. J Nanobiotechnology 2024; 22:684. [PMID: 39516870 PMCID: PMC11545271 DOI: 10.1186/s12951-024-02915-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 10/09/2024] [Indexed: 11/16/2024] Open
Abstract
CRISPR-Cas12a system, characterized by its precise sequence recognition and cleavage activity, has emerged as a powerful and programmable tool for molecular diagnostics. However, current CRISPR-Cas12a-based nucleic acid detection methods, particularly microRNA (miRNA) detection, necessitate additional bio-engineering strategies to exert control over Cas12a activity. Herein, we propose an engineered target-responsive hairpin DNA activator (TRHDA) to mediate forward tearing protospacer activated CRISPR-Cas12a system, which enables direct miRNA detection with high specificity and sensitivity. Target miRNA specifically binding to hairpin DNA can drive forward tearing protospacer in the stem sequence of hairpin structure, facilitating the complementarity between crRNA spacer and protospacer to activate Cas12a. Upon the hairpin DNA as input-responsive activator of Cas12a, a universal biosensing method enables the multiple miRNAs (miR-21, let-7a, miR-30a) detection and also has exceptional capability in identifying single-base mismatches and distinguishing homologous let-7/miR-30 family members. Besides, TRHDA-mediated Cas12a-powered biosensing has realized the evaluation of miR-21 expression levels in diverse cellular contexts by intracellular imaging. Considering the easy programmability of hairpin DNA in responsive region, this strategy could expand for the other target molecules detection (e.g., proteins, micromolecules, peptides, exosomes), which offers significant implications for biomarkers diagnostics utilizing the CRISPR-Cas12a system toolbox.
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Affiliation(s)
- Lina Zhao
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Xiangyu Deng
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, Chongqing, 401331, China
| | - Yuqing Li
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Qing Zhao
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Lizhu Xiao
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China
| | - Jianjiang Xue
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, Chongqing, 401331, China
| | - Anyi Chen
- School of Public Health, Chongqing Medical University, Chongqing, 400016, China.
| | - Wei Cheng
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400042, China
| | - Min Zhao
- Key Laboratory of Clinical Laboratory Diagnostics (Ministry of Education), College of Laboratory Medicine, Chongqing Medical University, Chongqing, 400016, China.
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19
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Capin J, Chabert E, Zuñiga A, Bonnet J. Microbial biosensors for diagnostics, surveillance and epidemiology: Today's achievements and tomorrow's prospects. Microb Biotechnol 2024; 17:e70047. [PMID: 39548716 PMCID: PMC11568237 DOI: 10.1111/1751-7915.70047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Accepted: 10/21/2024] [Indexed: 11/18/2024] Open
Abstract
Microbial biosensors hold great promise for engineering high-performance, field-deployable and affordable detection devices for medical and environmental applications. This review explores recent advances in the field, highlighting new sensing strategies and modalities for whole-cell biosensors as well as the remarkable expansion of microbial cell-free systems. We also discuss improvements in robustness that have enhanced the ability of biosensors to withstand the challenging conditions found in biological samples. However, limitations remain in expanding the detection repertoire, particularly for proteins. We anticipate that the AI-powered revolution in protein design will streamline the engineering of custom-made sensing modules and unlock the full potential of microbial biosensors.
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Affiliation(s)
- Julien Capin
- Centre de Biologie Structurale (CBS)University of Montpellier, INSERM U1054, CNRS UMR5048MontpellierFrance
| | - Emile Chabert
- Centre de Biologie Structurale (CBS)University of Montpellier, INSERM U1054, CNRS UMR5048MontpellierFrance
| | - Ana Zuñiga
- Centre de Biologie Structurale (CBS)University of Montpellier, INSERM U1054, CNRS UMR5048MontpellierFrance
| | - Jerome Bonnet
- Centre de Biologie Structurale (CBS)University of Montpellier, INSERM U1054, CNRS UMR5048MontpellierFrance
- INSERM ART SynbioTechnology Research Accelerator for Synthetic BiologyMontpellierFrance
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20
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Hu H, Liu L, Wei XY, Duan JJ, Deng JY, Pei DS. Revolutionizing aquatic eco-environmental monitoring: Utilizing the RPA-Cas-FQ detection platform for zooplankton. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 929:172414. [PMID: 38631624 DOI: 10.1016/j.scitotenv.2024.172414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 03/15/2024] [Accepted: 04/10/2024] [Indexed: 04/19/2024]
Abstract
The integration of recombinase polymerase amplification (RPA) with CRISPR/Cas technology has revolutionized molecular diagnostics and pathogen detection due to its unparalleled sensitivity and trans-cleavage ability. However, its potential in the ecological and environmental monitoring scenarios for aquatic ecosystems remains largely unexplored, particularly in accurate qualitative/quantitative detection, and its actual performance in handling complex real environmental samples. Using zooplankton as a model, we have successfully optimized the RPA-CRISPR/Cas12a fluorescence detection platform (RPA-Cas-FQ), providing several crucial "technical tips". Our findings indicate the sensitivity of CRISPR/Cas12a alone is 5 × 109 copies/reaction, which can be dramatically increased to 5 copies/reaction when combined with RPA. The optimized RPA-Cas-FQ enables reliable qualitative and semi-quantitative detection within 50 min, and exhibits a good linear relationship between fluorescence intensity and DNA concentration (R2 = 0.956-0.974***). Additionally, we developed a rapid and straightforward identification procedure for single zooplankton by incorporating heat-lysis and DNA-barcode techniques. We evaluated the platform's effectiveness using real environmental DNA (eDNA) samples from the Three Gorges Reservoir, confirming its practicality. The eDNA-RPA-Cas-FQ demonstrated strong consistency (Kappa = 0.43***) with eDNA-Metabarcoding in detecting species presence/absence in the reservoir. Furthermore, the two semi-quantitative eDNA technologies showed a strong positive correlation (R2 = 0.58-0.87***). This platform also has the potential to monitor environmental pollutants by selecting appropriate indicator species. The novel insights and methodologies presented in this study represent a significant advancement in meeting the complex needs of aquatic ecosystem protection and monitoring.
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Affiliation(s)
- Huan Hu
- Chongqing Jiaotong University, Chongqing 400074, China; Chongqing Institute of Green and Intelligent Technology, Chongqing School of University of Chinese Academy of Sciences, Chinese Academy of Sciences, Chongqing 400714, China
| | - Li Liu
- Key Laboratory of Engineering Biology for Low-Carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Xing-Yi Wei
- Chongqing Jiaotong University, Chongqing 400074, China; Chongqing Institute of Green and Intelligent Technology, Chongqing School of University of Chinese Academy of Sciences, Chinese Academy of Sciences, Chongqing 400714, China
| | - Jin-Jing Duan
- Chongqing Miankai Biotechnology Research Institute Co., Ltd., Chongqing 400025, China; School of Public Health, Chongqing Medical University, Chongqing 400016, China
| | - Jiao-Yun Deng
- School of Public Health, Chongqing Medical University, Chongqing 400016, China
| | - De-Sheng Pei
- School of Public Health, Chongqing Medical University, Chongqing 400016, China.
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21
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Mu X, Li J, Xiao S, Huang Y, Zhao S, Tian J. CRISPR/Cas12a-mediated DNA-AgNC label-free logical gate for multiple microRNAs' assay. Mikrochim Acta 2024; 191:376. [PMID: 38849560 DOI: 10.1007/s00604-024-06452-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 05/20/2024] [Indexed: 06/09/2024]
Abstract
CRISPR/Cas system has been widely applied in the assay of disease-related nucleic acids. However, it is still challenging to use CRISPR/Cas system to detect multiple nucleic acids at the same time. Herein, we combined the preponderance of DNA logic circuit, label-free, and CRISPR/Cas technology to construct a label-free "AND" logical gate for multiple microRNAs detection with high specificity and sensitivity. With the simultaneous input of miRNA-155 and miRNA-141, the logic gate starts, and the activation chain of Cas12a is destroyed; thus, the activity is inhibited and the fluorescence of the signal probe ssDNA-AgNCs is turned on. The detection limit of this method for simultaneous quantitative detection of double target is 84 fmol/L (S/N = 3). In this "AND" logic gate, it is only necessary for the design of a simple DNA hairpin probe, which is inexpensive and easy, and since this method involves only one signal output, the data processing is very simple. What is more important, in this strategy two types of microRNAs can be monitored simultaneously by only using CRISPR/Cas12a and a type of crRNA, which offers a new design concept for the exploitation of single CRISPR/Cas system for multiple nucleic acid assays.
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Affiliation(s)
- Xiaomei Mu
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China
| | - Jinshen Li
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China
| | - Shixiu Xiao
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China
| | - Yong Huang
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China
| | - Shulin Zhao
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China
| | - Jianniao Tian
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources (Ministry of Education of China), Collaborative Innovation Center for Guangxi Ethnic Medicine, School of Chemistry and Pharmaceutical Sciences, Guangxi Normal University, Guilin, 541004, China.
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22
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Kan X, Wu Y, Zhang X, Zeng Z, Lou C, Wu L, Huang X, Wang X, Huang B. Palm Multidiagnostic of Mycoplasma pneumoniae, Chlamydia pneumoniae, Haemophilus influenzae, and Streptococcus pneumoniae Using One-Tube CRISPR/Cas12a. Transbound Emerg Dis 2024; 2024:5002521. [PMID: 40303012 PMCID: PMC12019929 DOI: 10.1155/2024/5002521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2023] [Revised: 04/26/2024] [Accepted: 05/11/2024] [Indexed: 05/02/2025]
Abstract
The recent high incidence of Mycoplasma pneumoniae (Mp) infections has raised widespread public health concerns. Therefore, rapid and accurate diagnosis of respiratory pathogenic microbial infections is of paramount importance to provide clinicians with accurate diagnostic insights and guide clinical medication. In response to this urgent need, we developed a one-tube Palm CRISPR/Cas12a Diagnostic (PaCD) method. This method facilitates the rapid detection of Mp infections, as well as three other prevalent respiratory pathogens, Chlamydia pneumoniae (Cp), Haemophilus influenzae (Hi), and Streptococcus pneumoniae (SP). In addition, 3D printing was employed to fabricate a compact detection device that includes a temperature control module set at 39°C and a blue light irradiation module, significantly enhancing the feasibility of point-of-care testing. The PaCD diagnostic process takes only 30 min with a detection limit of 50 copies/test, making it suitable for analysis of sputum and throat swab samples. PaCD demonstrated 100% concordance (72/72) with next-generation sequencing and exhibited high concordance with computed tomography test results. These findings demonstrate the clinical feasibility of PaCD for the rapid and accurate diagnosis of infections caused by four prevalent respiratory pathogens, offering theoretical insights into the versatile application of point-of-care tests for the detection of other respiratory pathogens in various clinical scenarios.
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Affiliation(s)
| | - Yue Wu
- Zhejiang LabHangzhou311121China
| | - Xiyue Zhang
- Respiratory DepartmentHangzhou First People's HospitalHangzhou310006China
| | | | - Chen Lou
- School of The First Clinical Medical SciencesWenzhou Medical UniversityWenzhou325035China
| | - Lina Wu
- School of Food Science and Pharmaceutical EngineeringNanjing Normal UniversityNanjing210023China
| | | | - Xinjie Wang
- Shenzhen BranchGuangdong Laboratory of Lingnan Modern AgricultureGenome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs; Agricultural Genomics Institute at ShenzhenChinese Academy of Agricultural SciencesShenzhen518000China
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23
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Zhang J, Li Z, Guo C, Guan X, Avery L, Banach D, Liu C. Intrinsic RNA Targeting Triggers Indiscriminate DNase Activity of CRISPR-Cas12a. Angew Chem Int Ed Engl 2024; 63:e202403123. [PMID: 38516796 PMCID: PMC11073899 DOI: 10.1002/anie.202403123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 03/18/2024] [Accepted: 03/19/2024] [Indexed: 03/23/2024]
Abstract
The CRISPR-Cas12a system has emerged as a powerful tool for next-generation nucleic acid-based molecular diagnostics. However, it has long been believed to be effective only on DNA targets. Here, we investigate the intrinsic RNA-enabled trans-cleavage activity of AsCas12a and LbCas12a and discover that they can be directly activated by full-size RNA targets, although LbCas12a exhibits weaker trans-cleavage activity than AsCas12a on both single-stranded DNA and RNA substrates. Remarkably, we find that the RNA-activated Cas12a possesses higher specificity in recognizing mutated target sequences compared to DNA activation. Based on these findings, we develop the "Universal Nuclease for Identification of Virus Empowered by RNA-Sensing" (UNIVERSE) assay for nucleic acid testing. We incorporate a T7 transcription step into this assay, thereby eliminating the requirement for a protospacer adjacent motif (PAM) sequence in the target. Additionally, we successfully detect multiple PAM-less targets in HIV clinical samples that are undetectable by the conventional Cas12a assay based on double-stranded DNA activation, demonstrating unrestricted target selection with the UNIVERSE assay. We further validate the clinical utility of the UNIVERSE assay by testing both HIV RNA and HPV 16 DNA in clinical samples. We envision that the intrinsic RNA targeting capability may bring a paradigm shift in Cas12a-based nucleic acid detection and further enhance the understanding of CRISPR-Cas biochemistry.
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Affiliation(s)
- Jiongyu Zhang
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
- Department of Biomedical Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Ziyue Li
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
- Department of Biomedical Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Chong Guo
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
- Department of Biomedical Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Xin Guan
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
- Department of Biomedical Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Lori Avery
- Department of Pathology and Laboratory Medicine, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
| | - David Banach
- Department of Medicine, Division of Infectious Diseases, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
| | - Changchun Liu
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, Connecticut 06030, United States
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24
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Littleford-Colquhoun B, Kartzinel TR. A CRISPR-based strategy for targeted sequencing in biodiversity science. Mol Ecol Resour 2024; 24:e13920. [PMID: 38153158 DOI: 10.1111/1755-0998.13920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 11/10/2023] [Accepted: 12/13/2023] [Indexed: 12/29/2023]
Abstract
Many applications in molecular ecology require the ability to match specific DNA sequences from single- or mixed-species samples with a diagnostic reference library. Widely used methods for DNA barcoding and metabarcoding employ PCR and amplicon sequencing to identify taxa based on target sequences, but the target-specific enrichment capabilities of CRISPR-Cas systems may offer advantages in some applications. We identified 54,837 CRISPR-Cas guide RNAs that may be useful for enriching chloroplast DNA across phylogenetically diverse plant species. We tested a subset of 17 guide RNAs in vitro to enrich plant DNA strands ranging in size from diagnostic DNA barcodes of 1,428 bp to entire chloroplast genomes of 121,284 bp. We used an Oxford Nanopore sequencer to evaluate sequencing success based on both single- and mixed-species samples, which yielded mean chloroplast sequence lengths of 2,530-11,367 bp, depending on the experiment. In comparison to mixed-species experiments, single-species experiments yielded more on-target sequence reads and greater mean pairwise identity between contigs and the plant species' reference genomes. But nevertheless, these mixed-species experiments yielded sufficient data to provide ≥48-fold increase in sequence length and better estimates of relative abundance for a commercially prepared mixture of plant species compared to DNA metabarcoding based on the chloroplast trnL-P6 marker. Prior work developed CRISPR-based enrichment protocols for long-read sequencing and our experiments pioneered its use for plant DNA barcoding and chloroplast assemblies that may have advantages over workflows that require PCR and short-read sequencing. Future work would benefit from continuing to develop in vitro and in silico methods for CRISPR-based analyses of mixed-species samples, especially when the appropriate reference genomes for contig assembly cannot be known a priori.
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Affiliation(s)
- Bethan Littleford-Colquhoun
- Department of Ecology, Evolution, and Organismal Biology, Brown University, Providence, Rhode Island, USA
- Institute at Brown for Environment and Society, Brown University, Providence, Rhode Island, USA
| | - Tyler R Kartzinel
- Department of Ecology, Evolution, and Organismal Biology, Brown University, Providence, Rhode Island, USA
- Institute at Brown for Environment and Society, Brown University, Providence, Rhode Island, USA
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25
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Liu Z, Xu J, Huang S, Dai W, Zhang W, Li L, Xiao X, Wu T. Gene point mutation information translation and detection: Leveraging single base extension and CRISPR/Cas12a. Biosens Bioelectron 2024; 247:115936. [PMID: 38142668 DOI: 10.1016/j.bios.2023.115936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 11/30/2023] [Accepted: 12/15/2023] [Indexed: 12/26/2023]
Abstract
Gene point mutations play a significant role in the development of cancer. Therefore, developing a sensitive, specific, and universally applicable method for detecting gene point mutation is crucial for clinical diagnosis, prognosis, and cancer treatment. Recently, gene point mutation detection methods based on CRISPR/Cas12a detection have emerged. However, existing methods generally lack universality and specificity. In this study, we have developed a CRISPR/Cas12a-based method that combines improved allele-specific polymerase chain reaction and single base extension to translate the point mutation information in the target dsDNA into length information in ssDNA activators to overcome the limitations associated with PAM sequences in the CRISPR/Cas12a system. Our method achieved a detection limit of 0.002% for clinically significant EGFR T790M mutation. The CRISPR/Cas12a system we constructed demonstrates high sensitivity, specificity, and universality in detecting gene point mutations, making it a promising tool for clinical cancer screening.
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Affiliation(s)
- Zhujun Liu
- School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Jie Xu
- School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Shan Huang
- School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Wei Dai
- School of Life Science and Technology, Wuhan Polytechnic University, Wuhan, 430023, China
| | - Wei Zhang
- Institute of Reproductive Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Longjie Li
- School of Life Science and Technology, Wuhan Polytechnic University, Wuhan, 430023, China
| | - Xianjin Xiao
- Institute of Reproductive Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Tongbo Wu
- School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
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26
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Moon J, Liu C. Asymmetric CRISPR enabling cascade signal amplification for nucleic acid detection by competitive crRNA. Nat Commun 2023; 14:7504. [PMID: 37980404 PMCID: PMC10657364 DOI: 10.1038/s41467-023-43389-7] [Citation(s) in RCA: 42] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 11/08/2023] [Indexed: 11/20/2023] Open
Abstract
Nucleic acid detection powered by CRISPR technology provides a rapid, sensitive, and deployable approach to molecular diagnostics. While exciting, there remain challenges limiting its practical applications, such as the need for pre-amplification and the lack of quantitative ability. Here, we develop an asymmetric CRISPR assay for cascade signal amplification detection of nucleic acids by leveraging the asymmetric trans-cleavage behavior of competitive crRNA. We discover that the competitive reaction between a full-sized crRNA and split crRNA for CRISPR-Cas12a can induce cascade signal amplification, significantly improving the target detection signal. In addition, we find that CRISPR-Cas12a can recognize fragmented RNA/DNA targets, enabling direct RNA detection by Cas12a. Based on these findings, we apply our asymmetric CRISPR assay to quantitatively detect microRNA without the need for pre-amplification, achieving a detection sensitivity of 856 aM. Moreover, using this method, we analyze and quantify miR-19a biomarker in plasma samples from bladder cancer patients. This asymmetric CRISPR assay has the potential to be widely applied for simple and sensitive nucleic acid detection in various diagnostic settings.
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Affiliation(s)
- Jeong Moon
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, CT, 06032, US
| | - Changchun Liu
- Department of Biomedical Engineering, University of Connecticut Health Center, Farmington, CT, 06032, US.
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27
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Zhao R, Luo W, Wu Y, Zhang L, Liu X, Li J, Yang Y, Wang L, Wang L, Han X, Wang Z, Zhang J, Lv K, Chen T, Xie G. Unmodificated stepless regulation of CRISPR/Cas12a multi-performance. Nucleic Acids Res 2023; 51:10795-10807. [PMID: 37757856 PMCID: PMC10602922 DOI: 10.1093/nar/gkad748] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 08/26/2023] [Accepted: 09/01/2023] [Indexed: 09/29/2023] Open
Abstract
As CRISPR technology is promoted to more fine-divided molecular biology applications, its inherent performance finds it increasingly difficult to cope with diverse needs in these different fields, and how to more accurately control the performance has become a key issue to develop CRISPR technology to a new stage. Herein, we propose a CRISPR/Cas12a regulation strategy based on the powerful programmability of nucleic acid nanotechnology. Unlike previous difficult and rigid regulation of core components Cas nuclease and crRNA, only a simple switch of different external RNA accessories is required to change the reaction kinetics or thermodynamics, thereby finely and almost steplessly regulating multi-performance of CRISPR/Cas12a including activity, speed, specificity, compatibility, programmability and sensitivity. In particular, the significantly improved specificity is expected to mark advance the accuracy of molecular detection and the safety of gene editing. In addition, this strategy was applied to regulate the delayed activation of Cas12a, overcoming the compatibility problem of the one-pot assay without any physical separation or external stimulation, and demonstrating great potential for fine-grained control of CRISPR. This simple but powerful CRISPR regulation strategy without any component modification has pioneering flexibility and versatility, and will unlock the potential for deeper applications of CRISPR technology in many finely divided fields.
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Affiliation(s)
- Rong Zhao
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Wang Luo
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - You Wu
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Li Zhang
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Xin Liu
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Junjie Li
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Yujun Yang
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Li Wang
- The Center for Clinical Molecular Medical Detection, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Luojia Wang
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Xiaole Han
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Zhongzhong Wang
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Jianhong Zhang
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Ke Lv
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Tingmei Chen
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
| | - Guoming Xie
- Key Laboratory of Clinical Laboratory Diagnostics (Chinese Ministry of Education), College of Laboratory Medicine, Chongqing Medical Laboratory Microfluidics and SPRi Engineering Research Center, Chongqing Medical University, Chongqing 400016, PR China
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28
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Li QN, Wang DX, Han GM, Liu B, Tang AN, Kong DM. Low-Background CRISPR/Cas12a Sensors for Versatile Live-Cell Biosensing. Anal Chem 2023; 95:15725-15735. [PMID: 37819747 DOI: 10.1021/acs.analchem.3c03131] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/13/2023]
Abstract
The trans-cleavage activity of CRISPR/Cas12a has been widely used in biosensing. However, many CRISPR/Cas12a-based biosensors, especially those that work in "on-off-on" mode, usually suffer from high background and thus impossible intracellular application. Herein, this problem is efficiently overcome by elaborately designing the activator strand (AS) of CRISPR/Cas12a using the "RESET" effect found by our group. The activation ability of the as-designed AS to CRISPR/Cas12a can be easily inhibited, thus assuring a low background for subsequent biosensing applications, which not only benefits the detection sensitivity improvement of CRISPR/Cas12a-based biosensors but also promotes their applications in live cells as well as makes it possible to design high-performance biosensors with greatly improved flexibility, thus achieving the analysis of a wide range of targets. As examples, by using different strategies such as strand displacement, strand cleavage, and aptamer-substrate interaction to reactivate the inhibited enzyme activity, several CRISPR/Cas12a-based biosensing systems are developed for the sensitive and specific detection of different targets, including nucleic acid (miR-21), biological small molecules (ATP), and enzymes (hOGG1), giving the detection limits of 0.96 pM, 8.6 μM, and 8.3 × 10-5 U/mL, respectively. Thanks to the low background, these biosensors are demonstrated to work well for the accurate imaging analysis of different biomolecules in live cells. Moreover, we also demonstrate that these sensing systems can be easily combined with lateral flow assay (LFA), thus holding great potential in point-of-care testing, especially in poorly equipped or nonlaboratory environments.
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Affiliation(s)
- Qing-Nan Li
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Dong-Xia Wang
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Gui-Mei Han
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - Bo Liu
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - An-Na Tang
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
| | - De-Ming Kong
- State Key Laboratory of Medicinal Chemical Biology, Tianjin Key Laboratory of Biosensing and Molecular Recognition, Research Centre for Analytical Sciences, College of Chemistry, Nankai University, Tianjin 300071, P. R. China
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Yang C, Shitamukai A, Yang S, Kawaguchi A. Advanced Techniques Using In Vivo Electroporation to Study the Molecular Mechanisms of Cerebral Development Disorders. Int J Mol Sci 2023; 24:14128. [PMID: 37762431 PMCID: PMC10531473 DOI: 10.3390/ijms241814128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 09/12/2023] [Accepted: 09/13/2023] [Indexed: 09/29/2023] Open
Abstract
The mammalian cerebral cortex undergoes a strictly regulated developmental process. Detailed in situ visualizations, imaging of these dynamic processes, and in vivo functional gene studies significantly enhance our understanding of brain development and related disorders. This review introduces basic techniques and recent advancements in in vivo electroporation for investigating the molecular mechanisms underlying cerebral diseases. In utero electroporation (IUE) is extensively used to visualize and modify these processes, including the forced expression of pathological mutants in human diseases; thus, this method can be used to establish animal disease models. The advent of advanced techniques, such as genome editing, including de novo knockout, knock-in, epigenetic editing, and spatiotemporal gene regulation, has further expanded our list of investigative tools. These tools include the iON expression switch for the precise control of timing and copy numbers of exogenous genes and TEMPO for investigating the temporal effects of genes. We also introduce the iGONAD method, an improved genome editing via oviductal nucleic acid delivery approach, as a novel genome-editing technique that has accelerated brain development exploration. These advanced in vivo electroporation methods are expected to provide valuable insights into pathological conditions associated with human brain disorders.
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Affiliation(s)
- Chen Yang
- Human Anatomy and Histology and Embryology, School of Basic Medicine, Harbin Medical University, Harbin 150081, China
- Department of Human Morphology, Okayama University Graduate School of Medicine, Density and Pharmaceutical Sciences, Okayama 700-8558, Japan
| | - Atsunori Shitamukai
- Department of Human Morphology, Okayama University Graduate School of Medicine, Density and Pharmaceutical Sciences, Okayama 700-8558, Japan
| | - Shucai Yang
- Human Anatomy and Histology and Embryology, School of Basic Medicine, Harbin Medical University, Harbin 150081, China
| | - Ayano Kawaguchi
- Department of Human Morphology, Okayama University Graduate School of Medicine, Density and Pharmaceutical Sciences, Okayama 700-8558, Japan
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Senthil Kumar K, Miskovic V, Blasiak A, Sundar R, Pedrocchi ALG, Pearson AT, Prelaj A, Ho D. Artificial Intelligence in Clinical Oncology: From Data to Digital Pathology and Treatment. Am Soc Clin Oncol Educ Book 2023; 43:e390084. [PMID: 37235822 DOI: 10.1200/edbk_390084] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Recently, a wide spectrum of artificial intelligence (AI)-based applications in the broader categories of digital pathology, biomarker development, and treatment have been explored. In the domain of digital pathology, these have included novel analytical strategies for realizing new information derived from standard histology to guide treatment selection and biomarker development to predict treatment selection and response. In therapeutics, these have included AI-driven drug target discovery, drug design and repurposing, combination regimen optimization, modulated dosing, and beyond. Given the continued advances that are emerging, it is important to develop workflows that seamlessly combine the various segments of AI innovation to comprehensively augment the diagnostic and interventional arsenal of the clinical oncology community. To overcome challenges that remain with regard to the ideation, validation, and deployment of AI in clinical oncology, recommendations toward bringing this workflow to fruition are also provided from clinical, engineering, implementation, and health care economics considerations. Ultimately, this work proposes frameworks that can potentially integrate these domains toward the sustainable adoption of practice-changing AI by the clinical oncology community to drive improved patient outcomes.
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Affiliation(s)
- Kirthika Senthil Kumar
- The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- The N.1 Institute for Health (N.1), National University of Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore
| | - Vanja Miskovic
- Department of Electronics, Informatics, and Bioengineering, Politecnico di Milano, Milan, Italy
- Department of Medical Oncology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Agata Blasiak
- The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- The N.1 Institute for Health (N.1), National University of Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Raghav Sundar
- The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- The N.1 Institute for Health (N.1), National University of Singapore, Singapore
- Department of Haematology-Oncology, National University Cancer Institute, National University Hospital
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Singapore Gastric Cancer Consortium, Singapore
- NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore
| | | | - Alexander T Pearson
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, IL
- University of Chicago Comprehensive Cancer Center, Chicago, IL
| | - Arsela Prelaj
- Department of Electronics, Informatics, and Bioengineering, Politecnico di Milano, Milan, Italy
- Department of Medical Oncology, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Dean Ho
- The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- The N.1 Institute for Health (N.1), National University of Singapore, Singapore
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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