Design of communication protocols for cell signal transduction

Innovative algorithms for biological signaling and apoptosis pathway protection.

Innovative Solutions for Biological Modeling

We specialize in modeling ligand diffusion and optimizing biological signaling pathways through advanced algorithms and microfluidics technology.

A microscopic image of a biological tissue sample, showing intricate and detailed structures in vibrant colors. The tissue appears to be illuminated with fluorescent staining, showcasing branching patterns and areas of varying intensity in green and blue hues.
A microscopic image of a biological tissue sample, showing intricate and detailed structures in vibrant colors. The tissue appears to be illuminated with fluorescent staining, showcasing branching patterns and areas of varying intensity in green and blue hues.

Biological Signal Modeling

We model ligand diffusion and derive biological Shannon capacity through advanced stochastic processes.

Bio-LSTM Development
Brightly colored microscopic cells are highlighted against a dark background. The cells display a range of vivid colors including blues, pinks, and greens, indicating fluorescent staining techniques. Various cell structures and organelles are visible, emphasizing the intricate details of the biological samples.
Brightly colored microscopic cells are highlighted against a dark background. The cells display a range of vivid colors including blues, pinks, and greens, indicating fluorescent staining techniques. Various cell structures and organelles are visible, emphasizing the intricate details of the biological samples.

Creating hybrid models for timing and biophysical plausibility in biological systems.

A red sign with the white letters 'BIO' mounted on a wall. The sign appears to be part of a storefront or business facade, surrounded by beige-colored walls.
A red sign with the white letters 'BIO' mounted on a wall. The sign appears to be part of a storefront or business facade, surrounded by beige-colored walls.
A microscopic image showcasing a cluster of cells. The cells are vibrant with green, red, and blue fluorescence, indicating various staining or molecular labeling. The majority of the cells are tightly packed in the upper portion, while fewer cells are scattered below against a dark background.
A microscopic image showcasing a cluster of cells. The cells are vibrant with green, red, and blue fluorescence, indicating various staining or molecular labeling. The majority of the cells are tightly packed in the upper portion, while fewer cells are scattered below against a dark background.
Pathology-Aware Loss

Implementing loss functions that protect critical apoptosis pathways like p53 during training.

Precision Testing Protocols

Validating organoid pathways with precision testing and spatiotemporal synchronization.

Biological Modeling

Innovative approaches to model ligand diffusion and signaling pathways.

A complex, colorful molecular structure featuring a series of interconnected, swirling ribbons in red and orange hues against a light gray background. The ribbons curve and intertwine in a symmetrical pattern, resembling a detailed scientific illustration.
A complex, colorful molecular structure featuring a series of interconnected, swirling ribbons in red and orange hues against a light gray background. The ribbons curve and intertwine in a symmetrical pattern, resembling a detailed scientific illustration.
Bio-LSTM Hybrids

Integrating LSTM with biophysical neurons for enhanced plausibility.

Abstract art depicting a multitude of cell-like shapes in varying sizes, resembling a biological or chemical pattern, with colors transitioning from yellow and green at the top to blue and black at the bottom.
Abstract art depicting a multitude of cell-like shapes in varying sizes, resembling a biological or chemical pattern, with colors transitioning from yellow and green at the top to blue and black at the bottom.
Pathology-Aware Loss

Protecting apoptosis pathways through tailored loss functions.

A close-up view of cells under a fluorescent microscope, showing bright green and blue colors. The cells have distinct blue nuclei surrounded by an irregular green cytoplasm, all set against a dark background.
A close-up view of cells under a fluorescent microscope, showing bright green and blue colors. The cells have distinct blue nuclei surrounded by an irregular green cytoplasm, all set against a dark background.
A digital chart display featuring a green line graph against a dark background, with data units labeled in white text. The line graph suggests an analysis of data volume, with sharp peaks and valleys. The lower portion of the graph is highlighted in red, indicating critical data points or alerts.
A digital chart display featuring a green line graph against a dark background, with data units labeled in white text. The line graph suggests an analysis of data volume, with sharp peaks and valleys. The lower portion of the graph is highlighted in red, indicating critical data points or alerts.
Organoid Testing

Precision testing on Wnt/β-catenin pathways in organoids.

API Integration

Automating SBML code generation and CRISPR design optimization.