METHOD, APPARATUS, AND COMPUTER-READABLE MEDIUM FOR EFFICIENTLY OPTIMIZING A PHENOTYPE WITH A COMBINATION OF A GENERATIVE AND A PREDICTIVE MODEL

• Main Authors: Abeliuk, Eduardo, Neilson, Juan Andrés Ramírez, Manríquez, Andrés Igor Pérez, Iturra, Diego Francisco Valenzuela
• Format: Patent
• Language: English
• Published: 01.02.2024
• Subjects: CALCULATING; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS; PHYSICS

A method, apparatus, and computer-readable medium for efficiently optimizing a phenotype with a combination of a generative and a predictive model, training a phenotype prediction model based on experiential genotype vectors, training a genotype generation model based on sample genotype vectors, generating new genotype vectors, applying the phenotype prediction model to the new genotype vectors to generate scores, determining result genotypes based on a ranking of the available genotypes according to the scores, and generating a result based on the result genotypes, the result indicating one or more genetic constructs for testing.