UltraPse

UltraPse generates fixed-length numerical vector representations of biological sequences to enable prediction of biological functions and cellular attributes.

Key Features:

• Fixed-length conversion: Converts variable-length biological sequences into fixed-length numerical vectors suitable for downstream analysis.
• Multiple representation modes: Implements multiple existing sequence representation modes for diverse analytical needs.
• User-defined modes: Allows definition of custom representation modes, physicochemical properties, and sequence types.
• Extensibility: Provides a modular framework to integrate new representation modes without rewriting existing programs.
• Support for diverse sequence types: Accommodates various types of biological sequences through customizable representations.
• Computational efficiency: Optimized for high computational speed in generating sequence representations.

Scientific Applications:

• Function prediction: Producing input features for predicting biological functions from sequence data.
• Cellular attribute inference: Enabling prediction of cellular attributes based on sequence-derived vectors.
• Representation development and evaluation: Facilitating development, customization, and benchmarking of novel sequence representation modes for sequence analysis and downstream predictive tasks.

Methodology:

Generates fixed-length numerical vectors from variable-length sequences by applying multiple sequence representation modes and permitting user-defined representation modes, physicochemical properties, and sequence types.