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Blank Bio

Blank Bio

AI-powered RNA biology

San Francisco, CA, US

Blank Bio develops computational foundation models that understand RNA sequences and properties. Their flagship model, Orthrus, excels at mRNA property prediction and design with state-of-the-art performance, offering capabilities in cfRNA analysis, biomarker discovery, and lncRNA essentiality prediction. The company provides open-source models for industry partners and seeks collaborations to refine them for specific therapeutic applications.

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How We Help

Problem Statement

Existing computational approaches struggle to accurately predict mRNA properties and design effective RNA therapeutics due to limitations in understanding the functional implications of genetic sequences, where many mutations do not affect fitness.

Core Technology

Computational foundation models that understand RNA sequences and properties; mRNA property prediction and design with state-of-the-art performance; cfRNA analysis and isoform characterization capabilities; biomarker discovery for patient stratification; target identification through lncRNA essentiality prediction; small molecule targeting guidance for RNA-based drugs; Orthrus 10-million parameter RNA foundation model; contrastive learning with joint embedding architecture.

Key Differentiators

Flagship model excels at mRNA property prediction and simulates laboratory experiments; Core capabilities include mRNA property prediction and design with state-of-the-art performance; Recognizes that 90% of genomic sequences can mutate without affecting fitness, making next-token prediction suboptimal; Uses contrastive learning with joint embedding architecture for functional understanding; Orthrus uses domain-specific learning that rejects standard NLP approaches; Contrastive learning objective creates positive pairs from splice isoforms across 10 model organisms; Uses orthologous sequences from 400+ mammalian species from Zoonomia Project

Clinical Focus

Therapeutics; Diagnostics

Company Info

Business Model
Hybrid
Founded
2025
Total Funding
500,000
Website
www.blank.bio

Categories

Drug Discovery/Development

Disease Areas

Technologies

AIComputational BiologyFoundation ModelsRNAmRNAMachine Learning

Clinical & IP

🔬

Clinical Validation

Foundation models outperform 59 research models in mRNA property prediction. Introduced mRNABench benchmarking suite. Active partnerships with Sanofi, GSK, and Arc Institute. Pre-commercialization stage with early access program

MedStartr Index Score

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29

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Innovation

Clinical Benefit

Feasibility

Scalability

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