Mechanisms of Adeno-Associated Virus Serotype 9 Vector Characterization and Quality Control through Solid-State Nanopores.

Journal: ACS nano
Published Date:

Abstract

Adeno-associated virus (AAV) vectors are excellent gene-delivery carriers in gene therapy; however, improperly packaged capsids produced during manufacturing can reduce potency and raise safety concerns. We introduce a machine-learning-assisted, low-cost, label-free nanopore sensing platform with single-particle resolution to enhance AAV quality control. Using solid-state nanopore (SSN) devices on SixNy membranes, we optimized in vitro conditions for AAV9 detection and classification. We observed pH-dependent capsid denaturation under strong alkaline conditions. Buffer-specific, selective translocation of emptyAAV9 capsids from cargo-loaded samples enabled clear discrimination and revealed potential avenues for in situ filtration. We also observed distinct translocation behaviors between vectors encapsulating single-stranded DNA and those encapsulating self-complementary DNA. In addition, unsupervised clustering algorithms demonstrated high accuracy in distinguishing capsids with truncated genomes from those with full genomes, further facilitating AAV production quality. These findings support practical avenues for AAV filtration and analysis, providing a basis for label-free, high-throughput, precise, and scalable quality control in AAV vector manufacturing.

Authors

  • Navod Thyashan
    Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
  • Janeesha Manawasinghe
    Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
  • Chaoming Gu
    Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
  • Santosh Khatri
    Department of Mechanical Engineering, Southern Methodist University, Dallas, Texas 75205, United States.
  • Christopher Nelson
    Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States.
  • Merve Emecen Sanli
    Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, Texas 75390, United States.
  • Steven J Gray
    Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, Texas 75390, United States.
  • Sangyoup Lee
    Bionic Research Center, Biomedical Research Division, Korea Institute of Science and Technology, Seoul 02792, Republic of Korea.
  • Prashanta Dutta
    School of Mechanical and Materials Engineering, Washington State University, USA. [email protected].
  • George Alexandrakis
    Department of Bioengineering, University of Texas at Arlington, Arlington, Texas 76019, United States.
  • Min Jun Kim
    Department of Mechanical Engineering, Southern Methodist University, Dallas, TX, United Stated of America.