The present disclosure provides methods of treating subjects having hearing loss, methods of identifying subjects having an increased risk of developing hearing loss, and methods of detecting Kelch Domain Containing 7B (KLHDC7B) variant nucleic acid molecules and variant polypeptides.

Disclosed are a conotoxin polypeptide κ-CPTx-bt101, a method for preparation thereof, and an application thereof. The conotoxin polypeptide of the present invention consists of 18 amino acids, has a molecular weight of 1872.72 daltons, and has the full sequence KCCTMSVCQPPPVCTCCA (SEQ. ID NO. 1).

Methods and systems for determining amino acid sequence of a polypeptide or protein from mass spectrometry data is provided, using a weighted de Bruijn graph. Extracted and purified protein is cleaved into a mixture of peptide and then analyzed using mass spectrometry. A list of peptide sequences is derived from mass spectrometry fragment data by de novo sequencing, and amino acid confidence scores are determined from peak fragment ion intensity. A weighted de Bruijn graph is constructed for the list of peptide sequences having node weights defined by k−1 mer confidence scores. At least one contig is assembled from the de Bruijn graph by identifying node weights having the highest k-1 mer confidence scores.

A method of mass spectrometry is disclosed for determining if a mutated variant of a target protein is present in a sample. The method comprises subjecting the sample to fragmentation so as to cause said target protein to fragment to form second generation fragment ions, and then mass analysing these fragment ions to obtain spectral data. The method determines if a mutated variant is present in the sample by determining that an ion in the spectral data has a mass to charge ratio that differs from the mass to charge ratio of an ion that would be observed if said target protein was a normal unmutated version of said target protein, and by an amount that corresponds to a mass difference that would be caused by the target protein being a mutated variant of said target protein. This method of analysing second generation fragment ions if a rapid and efficiency method of analysing a sample.

The present invention relates to the field of identifying proteins and peptides, and more specifically large-scale sequencing of single peptides in a mixture of diverse peptides at the single molecule level. The present invention also relates to methods for identifying amino acids in peptides, including peptides comprising unnatural amino acids. In one embodiment, the present invention contemplates labeling the N-terminal amino acid with a first label and labeling an internal amino acid with a second label. In some embodiments, the labels are fluorescent labels. In other embodiments, the internal amino acid is Lysine. In other embodiments, amino acids in peptides are identified based on the fluorescent signature for each peptide at the single molecule level.

Disclosed herein are methods and compositions for purifying proteins from crude solutions.

Methods for identifying a peptide by analyzing a linear readout representative of at least a portion of at least two amino acids along the peptide using a machine learning model, wherein the machine learning model is trained on linear readouts representative of a set of peptides of known sequence are provided. Methods of training a machine learning model on linear readouts representative of a set of known peptides, and systems for performing the methods of the invention are also provided.

Methods, apparatus, and processes which use Extreme ultraviolet radiation (EUV) and/or soft X-ray wavelengths to read, image, edit, locate, identify, map, alter, delete, repair and sequence genes are described. An EUV scanning tool which allows high throughput genomic scanning of DNA, RNA and protein sequences is also described. A database which records characteristic absorption spectra of gene sequences is also described.

The present invention provides for methods of identifying peptoid mimetics that will mimic B cell epitopes when delivered as vaccine compositions. One aspects of the invention is the use of monoclonal antibody that is broadly protective to select the mimetics, thereby identifying an epitope from a pathogen or other disease-causing agent that will be common among most or all variants of that pathogen or agent.

Embodiments disclosed herein are directed to recognition tunneling systems, methods and devices, and more particularly, to chemical reactions for selectively labeling proteins and peptides and placing protein and/or peptides into, or onto a nanopore formed in a solid support and threading such in and/or through the nanopore, with such nanopores, in some embodiments, including a molecular motor to pull or otherwise force the protein/peptide through the nanopore.