Abstract

Soft tissue cutting is used for incision, separation and removal of tissues or cells. Due to the high deformation of soft tissues resulting from their viscoelasticity, it is challenging to accurately cut the tissue along a desired path and control the force applied to the tissue for reducing invasiveness, especially at the microscale. This paper presents a robotic biopsy system for cutting and collecting trophectoderm (TE) cells from a blastocyst (Day 5 embryo). The system, for the first time, enables TE cell junction detection for laser ablation throughout the blastocyst biopsy process by using U-Net with a modified Dice loss. A dynamics model taking into account cell mechanical properties was established to describe the motion of the TE cells inside a biopsy micropipette. Based on the model, an integral-based adaptive control method was developed for TE cell aspiration and positioning inside the biopsy micropipette. Experimental results revealed that the controller was capable of effectively compensating for the cell positioning error by updating the varying system parameters according to the update law. The biopsy success rate was 100% and the average biopsy time is 25 s. Compared to manual blastocyst biopsy, the robotic biopsy system reduced the necessary number of laser pulses ( <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\sim$</tex-math></inline-formula> 5 vs. <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$\sim$</tex-math></inline-formula> 7), reduced the number of lost nuclei in the collected TE cells (8% vs. 36%), and shortened the blastocyst.s recovery time (35 min vs. 50 min), indicating lower invasiveness to both the blastocyst and the collected TE cells.

Full Text
Published version (Free)

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call