Research

AI-driven Simulation and Design Lab

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Nucleic acid nanostructures utilize nucleic acid building blocks and their inherent nature to form base-specific Watson-Crick interactions between complementary nucleic acids, allowing for the implementation of precise and complex shapes with sub-nanometer scale precision. We are interested in understanding the fundamental mechanisms of nucleic acid self-assembly and establishing the design principles for molecular machines and robots based on nucleic acids.

DNA/RNA Robotics and Machines

Creating an autonomous robot that performs a complicated task at the molecular level is the ultimate goal of nanotechnology. DNA/RNA origami has the advantage of creating dynamic nanostructures, which is extremely difficult to realize using other materials or nanofabrication methods because their geometric and kinetic properties are well understood. Here we aim to design high-performance kinematic nanorobots for reconfigurable DNA/RNA origami nanostructures based on our multiscale computational analysis methods. Such nanorobots, triggered by ion concentration, temperature, or light with a specific wavelength, can be used for sensing, manipulating, and transporting nanomaterials with a single-molecule scale.



Publications

  • Taehwi Kim, Chanseok Lee, Jae Young Lee, and Do-Nyun Kim. "Controlling chiroptical responses via chemo-mechanical deformation of DNA origami structures." ACS Nano (2024).
  • Myoungseok Kim, Chanseok Lee, Kyounghwa Jeon, Jae Young Lee, Young-Joo Kim, Jae Gyung Lee, Hyunsu Kim, Maenghyo Cho, and Do-Nyun Kim. "Harnessing a paper-folding mechanism for reconfigurable DNA origami." Nature (2023).
  • *Chanseok Lee, *Young-Joo Kim, Kyung Soo Kim, Jae Young Lee, and Do-Nyun Kim. "Modulating the chemo-mechanical response of structured DNA assemblies through binding molecules." Nucleic Acids Research (2021).
  • Young-Joo Kim, Junho Park, Jae Young Lee, and Do-Nyun Kim. "Programming ultrasensitive threshold response through chemomechanical instability." Nature Communications (2021).
  • Chanseok Lee, Jae Young Lee, and Do-Nyun Kim. "Polymorphic design of DNA origami structures through mechanical control of modular components", Nature Communications (2017).

AI-powered Multiscale Analysis & Design

Performing a full atomic-scale simulation for structural DNA/RNA assemblies is inhibited by the high computational cost. On the other hand, simplified structural modeling often suffers from determining proper model parameters. We have been developing multiscale modeling and analysis methods by systematically identifying sequence-dependent properties of structural DNA/RNA motifs using molecular dynamics simulation and incorporating them into finite-element-based structural models. In this way, we can predict the three-dimensional shape and physical properties of DNA/RNA nanostructures quickly, thereby streamlining nucleic acid sequence design to fit the target shape. Recently, we've extended our research to include AI-driven structural analysis and design of nucleic acid nanostructures. By leveraging machine learning with accumulated data on 3D shapes and analysis results, we automate and optimize the process of analyzing and designing nucleic acid structures, enhancing efficiency and accuracy.





Publications

  • *Chien Truong-Quoc, *Jae Young Lee, Kyung Soo Kim, and Do-Nyun Kim. "Prediction of DNA origami shape using graph neural network." Nature Materials (2024).
  • Jae Young Lee, Yanggyun Kim, and Do-Nyun Kim. "Predicting the effect of binding molecules on the shape and mechanical properties of structured DNA assemblies." Nature Communications (2024).
  • Jae Young Lee, Heeyuen Koh, and Do-Nyun Kim. "A computational model for structural dynamics and reconfiguration of DNA assemblies." Nature Communications (2023).
  • Jae Gyung Lee, Kyung Soo Kim, Jae Young Lee, and Do-Nyun Kim. "Predicting the free-form shape of structured DNA assemblies from their lattice-based design blueprint." ACS Nano (2022).
  • Jae Young Lee, Myoungseok Kim, Chanseok Lee, and Do-Nyun Kim. "Characterizing and harnessing the mechanical properties of short single-stranded DNA in structured assemblies." ACS Nano (2021).
  • Jae Young Lee, Jae Gyung Lee, Giseok Yun, Chanseok Lee, Young-Joo Kim, Kyung Soo Kim, Tae Hwi Kim, and Do-Nyun Kim. "Rapid computational analysis of DNA origami assemblies at near-atomic resolution." ACS Nano (2021).
  • Jae Young Lee, Young-Joo Kim, Chanseok Lee, Jae Gyung Lee, Hiromasa Yagyu, Osamu Tabata, and Do-Nyun Kim. "Investigating the sequence-dependent mechanical properties of DNA nicks for applications in twisted DNA nanostructure design." Nucleic Acids Research (2019).
  • *Keyao Pan, *Do-Nyun Kim, Fei Zhang, Matthew R. Adendorff, Hao Yan, and Mark Bathe. "Lattice-free prediction of three-dimensional structure of programmed DNA assemblies." Nature Communications (2014).
  • Do-Nyun Kim, Fabian Kilchherr, Hendrik Dietz, and Mark Bathe. "Quantitative prediction of 3D solution shape and flexibility of nucleic acid nanostructures." Nucleic Acids Research (2011).
  • Carlos Ernesto Castro, Fabian Kilchherr, Do-Nyun Kim, Enrique Lin Shiao, Tobias Wauer, Philipp Wortmann, Mark Bathe, and Hendrik Dietz. "A primer to scaffolded DNA origami." Nature Methods (2011).

DNA/RNA Origami for Biological Applications

Nucleic acid nanostructures that use nucleic acids, which are essentially biomolecules, as building blocks have excellent bio-compatibility as well as diversity of functions. Since the breakthrough demonstration of DNA/RNA origami's ability to create intricate shapes and diverse functionalities, numerous biological applications have been explored, including drug delivery, modulation of bio-signal pathways, and disease diagnostics. Based on our experience in various DNA/RNA origami structures and advanced structural analysis technology, our group is actively engaged in investigating bio-applications such as intracellular substance/drug delivery, cell cryoprotection, and immunotherapy.








Publications

  • Kyounghwa Jeon, Chanseok Lee, Jae Young Lee, and Do-Nyun Kim. "DNA hydrogels with programmable condensation, expansion, and degradation for molecular carriers." ACS Applied Materials & Interfaces (2024).
  • *Chanseok Lee, *Yedam Lee, Woo Hyuk Jung, Tae-Yeon Kim, Taehwi Kim, Do-Nyun Kim, and Dong June Ahn. "Peptide-DNA origami as a cryoprotectant for cell preservation." Science Advances (2022).
  • *Sungho Do, *Chanseok Lee, Taehyun Lee, Do-Nyun Kim, and Yongdae Shin. "Engineering DNA-based synthetic condensates with programmable material properties, compositions, and functionalities." Science Advances (2022).
  • *Chanseok Lee, *Sungho Do, Jae Young Lee, Minju Kim, Sang Moon Kim, Yongdae Shin, and Do-Nyun Kim. "Formation of non-base-pairing DNA microgels using directed phase transition of amphiphilic monomers." Nucleic Acids Research (2022).
  • Taehyun Lee, Sungho Do, Jae Gyung Lee, Do-Nyun Kim, and Yongdae Shin. "The flexibility-based modulation of DNA nanostar phase separation." Nanoscale (2021).