MRS Meetings and Events

 

SB08.03.10 2022 MRS Fall Meeting

Machine Learning Enabled Biofabrication

When and Where

Nov 28, 2022
8:00pm - 10:00pm

Hynes, Level 1, Hall A

Presenter

Co-Author(s)

Ruishan Liu1,Sebastian Timmler1,Yang Cao1,Yifei Pan1,Yan Yan Shery Huang1

University of Cambridge1

Abstract

Ruishan Liu1,Sebastian Timmler1,Yang Cao1,Yifei Pan1,Yan Yan Shery Huang1

University of Cambridge1
The versatility and consistency of tissue engineering scaffolds could be vastly enhanced by converging different 3D printing, biofabrication, and data-driven techniques into a single process flow. Here, we report additive manufacturing of three-dimensional fibrous devices via integrating fused filament deposition and low-voltage electrospinning patterning. Polylactic acid scaffolds and gelatin fibres (with 3-5 um diameter and 150 um inter-fibre pitch) were printed automatically without manual stacking. Fibroblast cell line and brain cancer cell line were seeded onto the three-dimensional fibres. Cell attachment and proliferation experiments demonstrated good biocompatibility of the culture devices manufactured. We subsequently applied a machine learning model to find the correlations between operating parameters and fibre device quality. Future work involving multi-functional fibres deposition is proposed to accelerate the application of fibrous devices in tissue engineering and drug discovery applications.

Symposium Organizers

Gianluca Maria Farinola, Universita' degli Studi di Bari Aldo Moro
Chiara Ghezzi, University of Massachusetts Lowell
Fiorenzo Omenetto, Tufts University
Silvia Vignolini, University of Cambridge

Symposium Support

Gold
Science Advances | AAAS

Session Chairs

Gianluca Maria Farinola
Chiara Ghezzi

In this Session

SB08.03.01
An Autopilot Single Polymer Jet Self-Constructing Organ-Scale-Mimicking 3D Electrospun Scaffolds for Tissue Engineering Applications

SB08.03.03
Tyrosinase-Mediated Redox System for Tissue Engineering

SB08.03.05
Exploring the Diverse Morphology of Porous Poly(lactic Acid) Fibers for Developing Long-Term Controlled Antibiotic Delivery Systems

SB08.03.06
Radiopacified and Hyaluronan Enhanced Polyethylene for Use as Artificial Heart Valve Leaflets

SB08.03.08
Functions of Prolyl Hydroxylation in Elastin

SB08.03.09
Crocodile Skin-Inspired Stretchable Piezoresistive Pressure Sensor

SB08.03.10
Machine Learning Enabled Biofabrication

SB08.03.11
Universal Coating for Spheroid Culturing on Arbitrary Materials

SB08.03.12
Tuning the Elastic Modulus of Ionically Crosslinked Alginate Hydrogels

SB08.03.13
Fabricating Stretchable Paper-Based Substrates with a Core-Sheath Structure for Papertronics

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Publishing Alliance

MRS publishes with Springer Nature