Abstract: The present invention provides methods for producing a protein having one or more desired properties, the method comprising: (a) a library design step, (b) a library testing step; and (c) a learning step, in which the sequence variants are each assigned a fitness score based at least in part on the result of the library testing step, and a machine learning algorithm uses the fitness score of each of the sequence variants to train a model to predict the fitness score for new sequence variants, and wherein the machine learning model trained in step (c) is used to design a new library of sequence variants. The present invention also provides a system for producing a protein having one or more desired properties, said system adapted to implement the method of the invention.

Abstract: Methods are provided for assembly of a target polynucleotide sequence comprising at least a first double stranded polynucleotide (DSP) and at least second DSP, and optionally further DSPs. The method comprises an assembly reaction comprising steps including providing a first single stranded polynucleotide (SSP) comprising the polynucleotide sequence of one strand of the first DSP, and a second SSP comprising the polynucleotide sequence of one strand of the second DSP and converting the SSPs to double stranded form via a primer and polymerase-mediated extension reaction. The DSPs comprise polynucleotide sequences that are complementary to other polynucleotide sequences within the assembly reaction such that the ordering and directionality of each of the first and second, and further DSPs is determined by unique overhang pairing. Nucleic acid libraries and methods of making such libraries are also provided.

Abstract: Methods are provided for assembly of a target polynucleotide sequence comprising at least a first double stranded polynucleotide (DSP) and at least second DSP, and optionally further DSPs. The method comprises an assembly reaction comprising steps including providing a first single stranded polynucleotide (SSP) comprising the polynucleotide sequence of one strand of the first DSP, and a second SSP comprising the polynucleotide sequence of one strand of the second DSP and converting the SSPs to double stranded form via a primer and polymerase-mediated extension reaction. The DSPs comprise polynucleotide sequences that are complementary to other polynucleotide sequences within the assembly reaction such that the ordering and directionality of each of the first and second, and further DSPs is determined by unique overhang pairing. Nucleic acid libraries and methods of making such libraries are also provided.