New Year Offer End Date: 30th April 2024
Program

AI-Powered 3D Cell Culture, Organoids & Biofabrication: From Scaffold Design to Drug Screening

Intersection of AI and biotechnology, emphasizing the innovative approach the workshop takes in using AI for advancing biological research.

Skills you will gain:

About Program:

This workshop provides a comprehensive introduction to the use of AI in designing and optimizing 3D cell culture systems, organoid models, and biofabrication processes. Participants will explore key applications in drug discovery, cancer research, regenerative medicine, and personalized treatments, with a focus on AI-based scaffold design, bioimage analysis, and drug response modeling.

Aim: This workshop aims to equip participants with the knowledge and hands-on skills required to develop AI-powered 3D cell culture models, organoids, and biofabrication systems. The focus is on using AI tools for scaffold engineering, tissue model optimization, bioprinting, bioimage analysis, and drug screening. Participants will learn how to integrate AI into life sciences workflows to improve research efficiency, predict drug responses, and advance personalized medicine.

Program Objectives:

  • Understand AI-powered scaffold design and tissue model optimization.
  • Learn how to apply AI tools to bioimage analysis and cell segmentation.
  • Explore AI-driven bioprinting and organoid fabrication techniques.
  • Evaluate AI outputs for scalability, reliability, and biological relevance.
  • Develop practical strategies for implementing AI in 3D culture and organoid research.

What you will learn?

📅 Day 1: AI-Enhanced Scaffold Design and 3D Cell Culture Systems

Focus
Understanding the fundamentals of AI-assisted scaffold design and its role in creating biologically relevant 3D cell culture environments.

Topics Covered

  • Introduction to 2D vs 3D cell culture models
  • Why 3D culture models are more representative of in vivo environments
  • AI-based scaffold material selection and optimization
  • Designing porous scaffolds for tissue engineering applications

AI Tools / Practical Tools

  • ChatGPT / Gemini: Scaffold design planning and material comparison
  • Tinkercad: 3D design of scaffold structures
  • OpenSCAD: Custom CAD tool for scaffold modeling
  • Google Colab: Python-based tools for scaffold simulation and nutrient gradient modeling

Hands-on Session

  1. AI-Assisted Scaffold Design: Participants will use AI prompts to compare scaffold materials like Matrigel, GelMA, and synthetic hydrogels for specific tissue applications.
  2. Basic 3D Scaffold Design: Hands-on creation of a simple porous scaffold using Tinkercad or OpenSCAD, focusing on design principles such as pore size and geometry.

📅 Day 2: AI in Bioprinting, Organoids, and Microfluidic Systems

Focus
Exploring the role of AI in bioprinting, organoid creation, and microfluidic systems for dynamic 3D culture environments.

Topics Covered

  • Introduction to 3D bioprinting and its applications in tissue engineering
  • AI-assisted optimization of bioprinting parameters for scaffold fabrication
  • Organoid creation: from stem cells to disease models
  • Microfluidic systems for simulating tissue behavior and drug responses

AI Tools / Practical Tools

  • Slic3r / UltiMaker Cura: 3D printing software for scaffold optimization
  • LangChain + Streamlit: AI-driven optimization of bioprinting parameters
  • Google Colab: Python-based simulations of perfusion in bioprinted scaffolds

Hands-on Session

  1. Bioprinting Path Optimization: Participants will import scaffold designs and optimize them using Slic3r and Cura, focusing on print path, layer height, and pore geometry.
  2. AI-Based Bioprinting Troubleshooting: Participants will use AI tools to diagnose and fix common bioprinting issues like nozzle clogging and shape fidelity.

📅 Day 3: AI-Powered Bioimage Analysis, Drug Screening, and Clinical Translation

Focus
Applying AI to analyze 3D cell culture images, predict drug responses, and understand the clinical applications of organoid models.

Topics Covered

  • AI-based bioimage analysis: segmentation, organoid boundary detection, and morphological analysis
  • Drug response modeling using organoids and spheroids
  • Translating research findings into clinical applications: personalized medicine and precision oncology
  • Clinical deployment of AI tools in drug discovery and patient-derived organoid testing

AI Tools / Practical Tools

  • Fiji/ImageJ: AI-assisted microscopy image analysis
  • Cellpose: AI-based cell segmentation tool
  • DeepImageJ: Deep learning-based image segmentation
  • Google Sheets / LibreOffice Calc: Analyzing drug response data and calculating IC50 values

Hands-on Session

  1. AI-Powered Organoid Segmentation: Participants will segment and analyze organoid images using Fiji/ImageJ, Cellpose, or DeepImageJ.
  2. 3D Dose-Response Analysis: Using drug response data, participants will calculate IC50 values and compare responses in 2D vs. 3D models.

Mentor Profile

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Fee Plan

INR 1999 /- OR USD 50

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Intended For :

  • Undergraduate/postgraduate degree holders in Bioinformatics, Biotechnology, Biomedical Sciences, Data Science, Computer Science, Healthcare Management, or related fields.
  • Professionals in healthcare, pharma, biotech, diagnostics, clinical research, and biomanufacturing.
  • AI/ML engineers, data scientists, and automation specialists with an interest in AI-driven workflows for 3D culture systems, organoid research, and drug discovery.
  • Individuals passionate about the integration of AI in advancing biotechnology and precision medicine.

Career Supporting Skills

Program Outcomes

  • Design AI-powered 3D cell culture systems and organoid models
  • Apply AI tools for scaffold design, optimization, and drug response prediction
  • Analyze microscopy images and quantify organoid morphology using AI-based techniques
  • Build practical roadmaps for deploying AI-driven 3D culture and biofabrication systems in research and clinical settings
  • Understand how AI can optimize workflows in drug discovery, personalized medicine, and biotechnology

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FREEDOM TO LEARN 10% OFF All Courses & Workshops Use Code: NANOINDIA10 ⏳ Offer Ends In: Loading... Learn Today. Lead Tomorrow. Explore Programs →