Biostatistics TRIZ Cases
- Metabolite Imputation Using Rank Transformation and Matrix Factorization
MIRTH harmonizes metabolite datasets and uses non-negative matrix factorization to infer missing measurements without additional experiments.
- MPNN Protein Variant Generation for Thermostability
An MPNN mutates solvent-exposed and loop regions while masking conserved sites, then molecular dynamics ranks thermostable candidates.
- Protein Structure Prediction With Cropped Distance Maps
Distance map crops model residue relationships efficiently, addressing accuracy and efficiency limits in machine-learning protein structure prediction.
- Fine-Tuned Protein Language Models for Antimicrobial Peptide Design
Pretrained protein language models are fine-tuned to generate diverse antimicrobial peptides, shortening discovery and reducing manual screening effort.
- FPGA Resequencing Analysis for Parallel Alignment and Deduplication
Serial alignment, sorting, and deduplication slow genomic resequencing; FPGA parallelism cuts running time and calculation cost.
- Protein-Complex Prediction with Recursive Transformers for Drug Design
Protein-level recursive transformers iteratively assemble complex representations to support efficient biologic, peptide, and small-molecule drug design.