Parameter studies for highly concentrated spheroid printing considering nozzle clogging and printing resolution with two-way coupled fluid-particle simulations

Spheroid-based bioprinting is essential for reproducing high-cell-density tissues where cell–cell interactions are critical, such as pancreatic tissue. Although spheroids more effectively mimic the in vivo microenvironment compared to conventional culture systems, nozzle clogging remains a major technical challenge that compromises printing resolution and consistency. In this study, we integrated two-way coupled fluid-particle simulations with experimental validation to systematically analyze key factors influencing clogging and resolution stability in high-concentration spheroid printing. Using pancreatic-derived extracellular matrix (pdECM)-based bioink, we analyzed wall shear stress (WSS) and relative velocity distributions under various nozzle geometries and pneumatic conditions. PDMS molding techniques were applied to visualise internal nozzle structures, enabling precise comparisons between experimental and simulation results. Tapered nozzles, particularly 25G and 22G configurations, exhibited more uniform flow characteristics than cylindrical nozzles of equivalent gauge, resulting in reduced shear stress and minimised spheroid aggregation near the nozzle outlet. Optimised nozzle geometry and pneumatic control promoted uniform spheroid distribution while maintaining structural integrity. Notably, the 25G tapered nozzle maintained comparable printing resolution to the 24G cylindrical nozzle while demonstrating significantly more stable extrusion with reduced clogging risk, confirming that nozzle geometry optimisation can simultaneously address both resolution and clogging challenges.

Authors

Institutions

Publication Details

Journal
Virtual and Physical Prototyping
Published
2026-08-03
DOI
https://doi.org/10.1080/17452759.2026.2690846
Primary Topic
3D Printing in Biomedical Research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Parameter studies for highly concentrated spheroid printing considering nozzle clogging and printing resolution with two-way coupled fluid-particle simulations

Jae‐Seong Lee, Jinah Jang, Jaewook Kim, Byoung Soo Kim et al.
Virtual and Physical Prototyping
3D Printing in Biomedical Research
article

Parameter studies for highly concentrated spheroid printing considering nozzle clogging and printing resolution with two-way coupled fluid-particle simulations

Jae‐Seong Lee, Jinah Jang, Jaewook Kim, Byoung Soo Kim, Dong-Woo Cho
article en

Abstract

Spheroid-based bioprinting is essential for reproducing high-cell-density tissues where cell–cell interactions are critical, such as pancreatic tissue. Although spheroids more effectively mimic the in vivo microenvironment compared to conventional culture systems, nozzle clogging remains a major technical challenge that compromises printing resolution and consistency. In this study, we integrated two-way coupled fluid-particle simulations with experimental validation to systematically analyze key factors influencing clogging and resolution stability in high-concentration spheroid printing. Using pancreatic-derived extracellular matrix (pdECM)-based bioink, we analyzed wall shear stress (WSS) and relative velocity distributions under various nozzle geometries and pneumatic conditions. PDMS molding techniques were applied to visualise internal nozzle structures, enabling precise comparisons between experimental and simulation results. Tapered nozzles, particularly 25G and 22G configurations, exhibited more uniform flow characteristics than cylindrical nozzles of equivalent gauge, resulting in reduced shear stress and minimised spheroid aggregation near the nozzle outlet. Optimised nozzle geometry and pneumatic control promoted uniform spheroid distribution while maintaining structural integrity. Notably, the 25G tapered nozzle maintained comparable printing resolution to the 24G cylindrical nozzle while demonstrating significantly more stable extrusion with reduced clogging risk, confirming that nozzle geometry optimisation can simultaneously address both resolution and clogging challenges.

Virtual and Physical PrototypingVol. 21(1)
Pohang University of Science and Technology (KR), Pusan National University Yangsan Hospital (KR), Pusan National University (KR)
National Research Foundation, Ministry of Science, ICT and Future Planning, Korea Basic Science Institute, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 17%
3D Printing in Biomedical Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.