Disclosed are methods and devices to provide efficient methods and systems for discovering therapeutic targets, novel antigens, and for deciphering an immunosignature. The invention discloses methods for the identification of unique peptides which form an immunosignature. The invention can be applied to target identifying screening in drug discovery.

The invention provides methods and kits for ordering sequence information derived from one or more target polynucleotides. In one aspect, one or more tiers or levels of fragmentation and aliquoting are generated, after which sequence information is obtained from fragments in a final level or tier. Each fragment in such final tier is from a particular aliquot, which, in turn, is from a particular aliquot of a prior tier, and so on. For every fragment of an aliquot in the final tier, the aliquots from which it was derived at every prior tier is known, or can be discerned. Thus, identical sequences from overlapping fragments from different aliquots can be distinguished and grouped as being derived from the same or different fragments from prior tiers. When the fragments in the final tier are sequenced, overlapping sequence regions of fragments in different aliquots are used to register the fragments so that non-overlapping regions are ordered. In one aspect, this process is carried out in a hierarchical fashion until the one or more target polynucleotides are characterized, e.g. by their nucleic acid sequences, or by an ordering of sequence segments, or by an ordering of single nucleotide polymorphisms (SNPs), or the like.

The invention relates to novel libraries of linear and cyclic peptides, and methods of generating and screening such libraries for biological, pharmaceutical and other uses.

Random arrays of single molecules are provided for carrying out large scale analyses, particularly of biomolecules, such as genomic DNA, cDNAs, proteins, and the like. In one aspect, arrays of the invention comprise concatemers of DNA fragments that are randomly disposed on a regular array of discrete spaced apart regions, such that substantially all such regions contain no more than a single concatemer.

Methods and systems are provided for identifying drug compounds for targeting proteins in tissue cells. Such a method includes providing a neural network model which comprises an attention-based protein encoder and a molecular decoder. The protein encoder is pretrained in an autoencoder architecture to encode an input protein sequence into an output vector in a latent space representing proteins. The molecular decoder is pretrained in an autoencoder architecture to generate compound data, defining a compound molecule, from an input vector in a latent space representing molecules. The protein encoder and molecular decoder are coupled such that the input vector of the molecular decoder is dependent on the output vector of the protein encoder for an input protein sequence.

A one-bead-two-compound combinatorial synthesis technique provides libraries of macrocyclic peptidomimetic compounds and compositions with use as ligands for the Ephrin type-A receptor 2 (EphA2). The one-bead-two-compound technique and libraries of macrocyclic compounds are useful as research tools in drug discovery and/or to treat or prevent a range of diseases or disorders.

The present invention is relevant to proteins and novel methods of protein evolution. The present invention further relates to methods of identifying and mapping mutant polypeptides formed from, or based upon, a template polypeptide.

Described herein are in situ synthesized arrays and methods of making the them, wherein array signal sensitivity and robustness is enhanced by carrying out conditioning steps and/or generating linkers during synthesis. An array comprises a surface with a collection of features, wherein the features comprise molecules or polymers attached to the surface. In certain embodiments of the invention, carrying out conditioning steps during array synthesis can yield arrays with improved signal. In other embodiments, linkers are synthesized on the array surface prior to synthesis of functional molecules, wherein increasing linker length can correspond to an improvement in the signal generated by the array.

The invention relates to novel libraries of linear and cyclic peptides, and methods of generating and screening such libraries for biological, pharmaceutical and other uses.

Systems and methods to characterize dimerization interfaces at the subdomain level of a protein are provided. An exemplary method includes digesting a protein dimer sample into subdomains, labeling the digested protein sample, isolating labeled dimeric and monomeric subdomain fragments, and peptide mapping the labeled sample to determine where the dimer fragments are labeled and where the dimer fragments are not labeled. Regions that show decreased labeling extents in the dimer fraction than that in the monomer fraction are likely involved or in close proximity to the dimerization interface.