Autonomous Needle Navigation in Subretinal Injections via iOCT

Peiyao Zhang, Ji Woong Kim, Peter Gehlbach, Iulian Iordachita, Marin Kobilarov

Research output: Contribution to journalArticlepeer-review

Abstract

Subretinal injection is an effective method for direct delivery of therapeutic agents to treat prevalent subretinal diseases. Among the challenges for surgeons are physiological hand tremor, difficulty resolving single-micron scale depth perception, and lack of tactile feedback. The recent introduction of intraoperative Optical Coherence Tomography (iOCT) enables precise depth information during subretinal surgery. However, even when relying on iOCT, achieving the required micron-scale precision remains a significant surgical challenge. This work presents a robot-assisted workflow for high-precision autonomous needle navigation for subretinal injection. The workflow includes online registration between robot and iOCT coordinates; tool-tip localization in iOCT coordinates using a Convolutional Neural Network (CNN); and tool-tip planning and tracking system using real-time Model Predictive Control (MPC). The proposed workflow is validated using a silicone eye phantom and ex vivo porcine eyes. The experimental results demonstrate that the mean error to reach the user-defined target and the mean procedure duration are within an acceptable precision range. The proposed workflow achieves a 100% success rate for subretinal injection, while maintaining scleral forces at the scleral insertion point below 15 mN throughout the navigation procedures.

Original languageEnglish (US)
Pages (from-to)4154-4161
Number of pages8
JournalIEEE Robotics and Automation Letters
Volume9
Issue number5
DOIs
StatePublished - May 1 2024

Keywords

  • computer vision for medical robotics
  • medical robots and systems
  • Surgical robotics: planning

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Biomedical Engineering
  • Human-Computer Interaction
  • Mechanical Engineering
  • Computer Vision and Pattern Recognition
  • Computer Science Applications
  • Control and Optimization
  • Artificial Intelligence

Fingerprint

Dive into the research topics of 'Autonomous Needle Navigation in Subretinal Injections via iOCT'. Together they form a unique fingerprint.

Cite this