A method and system for pooling a plurality of specimens for processing, each specimen associated with a set of specimen characteristics. Each specimen is grouped based on the set of specimen characteristics, where the set of specimen characteristics includes a mass of each specimen. A set of flow cell characteristics for each flow cell included in a group of flow cells that includes at least one flow cell is identified. At least one pool is generated based on the set of specimen characteristics associated with each specimen included in the plurality of specimens and the set of flow cell characteristics for each flow cell included in the group of flow cells. Each pool is associated with a lane included in a flow cell and includes at least one specimen included in the plurality of specimens, and each lane is associated with a specimen type.

There is disclosed a method for whole genome amplification and analysis of multiple target molecules in a biological sample including genomic DNA and target molecules comprising the steps of contacting the biological sample with at least one binding agent, directed to at least one of the target molecules, conjugated with a tagged oligonucleotide, which comprises a binding-agent barcode sequence (BAB) and a unique molecular identifier sequence (UMI); carrying out a separating step to selectively remove unbound binding agent thus obtaining a labeled biological sample; simultaneously carrying out on the labeled biological sample a whole genome amplification and an amplification of the tagged oligonucleotide; preparing a massively parallel sequencing library from the amplified tagged oligonucleotide; sequencing the massively parallel sequencing library; retrieving the sequences of the BAB and UMI from each sequencing read; counting the number of distinct UMI for each binding agent.

There is disclosed a method for whole genome amplification and analysis of multiple target molecules in a biological sample including genomic DNA and target molecules comprising the steps of contacting the biological sample with at least one binding agent, directed to at least one of the target molecules, conjugated with a tagged oligonucleotide, which comprises a binding-agent barcode sequence (BAB) and a unique molecular identifier sequence (UMI); carrying out a separating step to selectively remove unbound binding agent thus obtaining a labeled biological sample; simultaneously carrying out on the labeled biological sample a whole genome amplification and an amplification of the tagged oligonucleotide; preparing a massively parallel sequencing library from the amplified tagged oligonucleotide; sequencing the massively parallel sequencing library; retrieving the sequences of the BAB and UMI from each sequencing read; counting the number of distinct UMI for each binding agent.

The present invention provides a method for obtaining tumour nucleic acid for sequencing, comprising providing a medium containing tumour cells shed from a solid tumour sample into the medium ex vivo and/or released during mechanical disruption of a solid tumour sample and extracting nucleic acid from the shed and/or released tumour cells tumour cells.

Provided are a sequencing library and applications thereof. The provided sequencing library includes a first nucleic acid molecule and a second nucleic acid molecule. The first nucleic acid molecule carries a cell index sequence and a droplet index sequence. The second nucleic acid molecule carries an insert fragment and a cell index sequence.

Provided are a sequencing library and applications thereof. The provided sequencing library includes a first nucleic acid molecule and a second nucleic acid molecule. The first nucleic acid molecule carries a cell index sequence and a droplet index sequence. The second nucleic acid molecule carries an insert fragment and a cell index sequence.

The present application generally relates to identifying gene clusters from long-read genomic sequencing data. The disclosure provides methods, non-transitory computer readable media, and apparatuses for processing long-read genomic sequencing data, performing error corrections, and identifying gene cluster, e.g. biosynthetic gene clusters. The methods, non-transitory computer readable media, and apparatuses described herein can be employed in broad areas of biological applications, such as drug discovery, industrial chemical discovery and production, and basic biological research.

Protected fluorescent reagent compounds and their methods of synthesis are provided. The compounds are useful in various fluorescence-based analytical methods, including the analysis of highly multiplexed optical reactions in large numbers at high densities, such as single molecule real time nucleic acid sequencing reactions. The compounds contain fluorescent dye elements, that allow the compounds to be detected with high sensitivity at desirable wavelengths, binding elements, that allow the compounds to be recognized specifically by target biomolecules, and protective shield elements, that decrease undesirable contacts between the fluorescent dye elements and the bound target biomolecules and that therefore decrease photodamage of the bound target biomolecules by the fluorescent dye elements.

Protected fluorescent reagent compounds and their methods of synthesis are provided. The compounds are useful in various fluorescence-based analytical methods, including the analysis of highly multiplexed optical reactions in large numbers at high densities, such as single molecule real time nucleic acid sequencing reactions. The compounds contain fluorescent dye elements, that allow the compounds to be detected with high sensitivity at desirable wavelengths, binding elements, that allow the compounds to be recognized specifically by target biomolecules, and protective shield elements, that decrease undesirable contacts between the fluorescent dye elements and the bound target biomolecules and that therefore decrease photodamage of the bound target biomolecules by the fluorescent dye elements.

Methods and systems for determining a plurality of sequences of nucleic acid (e.g., DNA) molecules in a sequencing-by-synthesis process are provided. In one embodiment, the method comprises obtaining images of fluorescent signals obtained in a plurality of synthesis cycles. The images of fluorescent signals are associated with a plurality of different fluorescence channels. The method further comprises preprocessing the images of fluorescent signals to obtain processed images. Based on a set of the processed images, the method further comprises detecting center positions of clusters of the fluorescent signals using a trained convolutional neural network (CNN) and extracting, based on the center positions of the clusters of fluorescent signals, features from the set of the processed images to generate feature embedding vectors. The method further comprises determining, in parallel, the plurality of sequences of DNA molecules using the extracted features based on a trained attention-based neural network.