Proof of Concept

Overview


POIROT by UTokyo 2024 is a system that specifically recognizes microRNA biomarker, amplifies, and quantifies. The series of processes is illustrated in the image below.

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Figure 1. Overview of POIROT

POIROT can be divided into Amplification, Detection, and Lateral Flow Assay (LFA). We have developed unique methods, especially in Amplification and Detection, and demonstrated the validity of these concepts through enough Wet Lab experiments. The substantial experimental data has provided a strong basis of the model, allowing us to explore the broad applicability of POIROT to various biomarker miRNAs.

Moreover, POIROT is a cell-free system. Therefore, concerns regarding GMOs are minimal, and rapid societal implementation is counted on. For societal implementation, see Entrepreneurship.

Amplification and Detection


Overview

MiRNA Amplification and Detection system forms the foundation of POIROT. Our contribution can be divided into four parts. Namely, Sensitivity, Specificity, Robustness, and Versatility. Each of four is the key of POIROT.

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Figure 2. What is important for POIROT

Sensitivity

MiRNAs present in tear fluid are at extremely low concentrations (at the fM order), so require high sensitivity for detection.

  • We successfully developed a unique amplification system and detected 1 fM of miRNA in artificial tear fluid using fluorescence measurement.
  • Through a unique method connecting amplification and EcoCas3, we achieved the detection of nucleic acids at 1 fM.
  • We successfully constructed a model that represents our unique amplification system.

The concentration of miRNA in tear fluid is extremely low. Total concentration is estimated to be in the hundreds of fM 1. Given that, POIROT needs to detect target miRNAs at approximately 1 fM with amplification. We designed a method that connects TWJ-SDA 2 with Multistep-SDA 3. No experiments connecting these methods have been reported so far.

These amplification systems are original, necessitating the development of a new model. Dry Lab conducted fitting the experimental data, reproduced the experimental results. By doing so, Dry Lab aimed to optimize template concentration. This model is by no means an armchair philosophy.

We then proceeded with amplification. In previous research by Yoshimi et al. 4, nucleic acid amplification was performed in a two-pot reaction using the LAMP before mixing the Cas3 solution. We combined the amplification system with the Cas3 system and successfully developed a detection system. We constructed a one-pot system. One-pot reaction is more user-friendly because no operation is needed during reaction.

By connecting TWJ-SDA and Multistep-SDA, we successfully amplified biomarker miRNA in artificial tear fluid with the concentration-dependent at the fM order.

mechanism: TWJ-SDA > 3step-SDA

Figure 3. Mechanism: TWJ-SDA > 3step-SDA

Experiment: TWJ-SDA > 3step-SDA

Figure 4. Experiment data: TWJ-SDA > 3step-SDA

Furthermore, we combined the amplification system with the Cas3 system, achieving one-pot nucleic acid detection. By connecting 3step-SDA and the Cas3 system using a uniquely developed sequence, we successfully detected nucleic acids at 1 fM.
For more detail, see Wet_Results.

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Figure 5. Mechanism: 3step-SDA > Cas3

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Figure 6. Experiment data: 3step-SDA > Cas3

Additionally, we conducted fitting to establish a model based on experimental data. This allowed us to verify various combinations of amplification methods in silico. By doing so, we demonstrated that the connection of TWJ-SDA > 3step-SDA is optimal for amplification. Furthermore, we were able to propose the optimal template concentration ratio to develop amplification efficiency.
For more detail, click here:

Specificity

POIROT must distinguish between target miRNA and similar sequences potentially present in tear fluid and amplify only the target.

  • Dry Lab developed software that profiles miRNAs present in tear fluid and comprehensively lists similar sequences.
  • We experimentally demonstrated the dependence of amplification specificity using the TWJ on the position of mutations and provided theoretical support through modeling.
  • By incorporating TWJ-SDA into the amplification system, we successfully developed a high-specificity amplification system.

Dry Lab developed software to profile miRNAs in tear fluid and developed similar sequences to the input miRNA. Using this software, we found that tear fluid would contain miRNAs with one or two nucleotide substitutions from the biomarker miRNA.
For more detail, see Software.

Thus, POIROT must distinguish between similar sequences and amplify only the target miRNA. Wet Lab conducted experiments using subsets of target miRNAs and Single Nucleotide Polymorphisms (SNPs) with substitutions at various positions. Additionally, Dry Lab used these results to build a model for TWJ-SDA, aiming to provide a theoretical basis for the specificity based on the position of mutations in the miRNA.

As shown in the figure below, we measured the amplification curves by comparing TWJ and Non-Junction (NJ), using subsets and SNPs as targets.

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Figure 7. Mechanism of TWJ / Figure 8. Mechanism of NJ

Results were plotted below.

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Figure 9. - Figure 12.

We proved that the formation of the TWJ complex enables high specificity. In particular, for the let-7 series, which are subsets of let-7b, no statistically significant difference was observed compared to the negative control. For more details, see Wet_Results.

Dry Lab attempted to reproduce these results and concluded that the high specificity of TWJ lies in the delicate thermodynamic stability of the TWJ complex. Based on this model analysis, it became possible to design template and helper sequences for even more target-specific amplification by forming an appropriately thermodynamically stable tripartite complex.

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Figure 13. The comparison of the specificity when \(a_1, a_3\) are varied in Model 2 (mismatch-1)

For more detail, click here.

Robustness

Robustness is essential for delivering reliable test results at home.

  • We experimentally compared the robustness of various methods and adopted 3step-SDA, a method that balances both robustness and sensitivity.
  • Through analysis using our unique model, we also evaluated the robustness of POIROT against temperature change, which is difficult to demonstrate experimentally, thereby proving the reliability of the system.
  • MD simulation also showed that TWJ-SDA > 3step-SDA is robust, by evaluating the stability between dsDNA and Cas3.

POIROT is a POC device. Therefore, in order to ensure accurate results despite minor environmental fluctuations, a robust amplification mechanism is required. During the process of determining the amplification mechanism, the Dry Lab evaluated the robustness of various amplification methods and explored a better one that could maintain both robustness and specificity.
Also, Dry lab evaluated the robustness of Cas3's activity using Molecular Dynamics (MD) Simulation.

Through investigations of prior research 5, experimental results from Wet Lab, simulation outcomes from Dry Lab, it was shown that two amplification systems, TWJ-SDA > EXPAR and TWJ-SDA > 3step-SDA, provided sufficient amplification efficiency and a high positive-to-negative ratio (P/N ratio) for this project. Consequently, these two amplification systems were proposed as the final candidates. ODE-based simulations were conducted to compare the two systems' robustness to time and enzyme.
For time robustness, the change in amplification efficiency and the positive-to-negative ratio was analyzed as the reaction time varied. For enzyme robustness, the impact of varying enzyme activity was examined. The results demonstrated that in all six indicators (2x3), TWJ-SDA > 3step-SDA showed superior robustness. Therefore, TWJ-SDA > 3step-SDA was proposed as the amplification system to be used in the project.
For more detail, see Model_Specificity.
Using the Molecular Dynamics (MD) simulation on the Cascade-crRNA-DNA complex and the Cas12a-crRNA-DNA complex, Dry Lab evaluated the stability between CRISPR-Cas and dsDNA, final product of amplification. For more details, see MD Simulation.

Versatility

The application of POIROT extends beyond glaucoma. POIROT can specifically recognize a wide range of miRNAs.

  • From our unique model, we have established the principle for designing appropriate template and helper sequences for any miRNA.

The potential applications of POIROT are not limited to detecting and quantifying biomarker miRNAs for glaucoma. By combining miRNA profiling software with a theoretical understanding of the specificity of recognition within the TWJ complex, we can design appropriate templates and helpers for a comprehensive miRNAs.
Furthermore, the template sequences used to connect multistep-SDA and Cas3 can be universally applied. These template sequences have been registered in the Parts for future iGEMer.
Also, we developed a Software to propose a proper template and sequence for various miRNA. To see about our Software, click here;

To demonstrate the potential for sequence design, we designed sequences targeting three miRNAs that have been reported as biomarkers for glaucoma. We selected hsa-miR-10b-5p, hsa-miR-375, and hsa-miR-30d-5p (referred to as Biomarker 1, 2, and 3, respectively) as targets. For each of these biomarker miRNAs, we performed TWJ-SDA and measured the fluorescence intensity corresponding to each biomarker.

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Figure 14. - Figure 16.

For each biomarker, we calculated the S/N ratio (fluorescence with target / without target). Here, we present only the experimental results for Biomarker 2. For more detail, see Wet_Results.

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Figure 17.

From these results, we were able to experimentally identify appropriate templates and helpers that conduct sequence-dependent amplification for the three miRNAs we used. Using this experimental data, Dry Lab improved the ODE model and developed software to assist in designing optimal template and helper sequences for TWJ.
For more detail, click here:

In addition to that, POIROT works at 37 ℃ isothermally. No temperature change is needed.

LFA


Overview

The miRNA amplification and detection system we developed is a highly useful system capable of detecting concentrations as low as 1 fM. However, the experiments described above were conducted through fluorescence intensity measurements, which require expensive equipment, making this approach unsuitable for home use.
The one missing piece for POIROT is a module for visualization. To address this, we focused on the Lateral Flow Assay (LFA), a simple yet reliable method for visual detection.

Preliminary experiments conducted by the Wet Lab revealed that even when using commercially available strips, improper tuning can lead to false positives or, conversely, negative results under conditions where a positive outcome should be observed.

Wet lab assembled the LFA with reference to CONAN developed by Yoshimi et al. 4.The strip used was pre-installed with AuNPs with rb anti FITC antibody on the conjugate pad, streptavidin on the control line (C-line), and anti rb antibody on the test line (T-line). FITC-ssDNA-Biotin was used as a reporter 6. When CRISPR-Cas3 is activated, the ssDNA within the reporter molecule is cleaved, producing FITC-labeled reporter fragments and biotin-labeled reporter fragments. Using this, both the T-line and C-line turn red if the test is positive, and only the C-line turns red if the test is negative.

References


  1. Weber, J. A., Baxter, D. H., Zhang, S., Huang, D. Y., Huang, K. H., Lee, M. J., Galas, D. J., & Wang, K. (2010). The MicroRNA spectrum in 12 body fluids. Clinical Chemistry, 56(11), 1733-1741. https://doi.org/10.1373/clinchem.2010.147405

  2. Qing, Z., Feng, C.,Feng, X., Yongxi, Z., & Chunhai, F. (2014). Target-Triggered Three-Way Junction Structure and Polymerase/Nicking Enzyme Synergetic Isothermal Quadratic DNA Machine for Highly Specific, One-Step, and Rapid MicroRNA Detection at Attomolar Level. Anal. Chem. 2014, 86, 16, 8098-8105. https://doi.org/10.1021/ac501038r

  3. Komiya, K., Noda, C. & Yamamura, M. (2024). Characterization of Cascaded DNA Generation Reaction for Amplifying DNA Signal.New Gener. Comput. 42, 237-252. https://doi.org/10.1007/s00354-024-00249-2

  4. Yoshimi, K., Takeshita, K., Yamayoshi, S., Shibumura, S., Yamauchi, Y., Yamamoto, M., Yotsuyanagi, H., Kawaoka, Y., & Mashimo, T. (2022). CRISPR-Cas3-based diagnostics for SARS-CoV-2 and influenza virus.iScience 25, 103830, 1-13. https://doi.org/10.1016/j.isci.2022.103830

  5. Komiya, K., Noda, C., & Zamamura, M. (2024). Characterization of cascaded DNA generation reaction for amplifying DNA signal. New Generation Computing, 1-16. https://doi.org/10.1007/s00354-024-00249-2

  6. Milenia Biotec GmbH. (n.d.). CRISPR/Cas-based Detection Methods and HybriDetect: Universal Test Strips - Individual Readout. https://www.milenia-biotec.com/uploads/2019/07/improved-CRISPR-readout_final-1.pdf

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