Abstract: Methods, computer readable media, and systems service a queue, comprising a plurality of jobs, by identifying nodes satisfying a hardware requirement for at least a subset of jobs in the queue. Each job indicates when it was submitted to the queue and one or more node resource requirements. A current availability score for each node class in a plurality of node classes is determined and nodes of a first node class in the plurality of node classes are reserved when a demand score for the class satisfies the current availability score for the first node class by a first threshold amount. Reserved nodes are permitted to draw jobs from the queue in accordance with satisfaction by such nodes of the node resource requirements of the jobs but are terminated, without completing the jobs, when the current availability score for their node class exceeds a second threshold amount.

Abstract: The present disclosure provides methods of processing or analyzing a sample. A method for processing a sample may comprise hybridizing a probe molecule to a target region of a nucleic acid molecule (e.g., a ribonucleic acid (RNA) molecule), barcoding the probe-nucleic acid molecule complex, and performing extension, denaturation, and amplification processes. A method for processing a sample may comprise hybridizing first and second probes to adjacent or non-adjacent target regions of a nucleic acid molecule (e.g., an RNA molecule), linking the first and second probes to provide a probe-linked nucleic acid molecule, and barcoding the probe-linked nucleic acid molecule. One or more processes of the methods described herein may be performed within a partition, such as a droplet or well. One or more processes of the methods described herein may be performed on a cell, such as a permeabilized cell.

Abstract: Systems and methods for inferring a status of a cell population are provided. Described techniques allow deconvolving a first clonal population comprising a first plurality of cells of a species, wherein nucleic acid sequence reads from each cell in the first plurality of cells are obtained. The nucleic acid sequence reads are mapped into bins representing portions of a reference genome, and a pattern of sequence read counts for each cell across the multiple bins is used to assign a cell to a group, thereby inferring a mitotic status of the cell. The assignment of nucleic acid sequence reads into bins is also be used for segregating cells into classes based on a status of a certain biological marker in each cell. Comparison of sequence read counts for a subset of bins across the cell classes allows evaluating effect of a compound on a cell status.

Abstract: The present disclosure provides compositions, methods, systems, and devices for polynucleotide processing. Such polynucleotide processing may be useful for a variety of applications, including polynucleotide sequencing.

Abstract: The present disclosure in some aspects relates to methods and compositions for accurately detecting and quantifying multiple analytes present in a biological sample. In some aspects, the methods and compositions provided herein address one or more issues associated with the stability and/or size of nucleic acid structures such as rolling circle amplification products in the biological sample.

Abstract: The present invention is directed to methods, compositions and systems for analyzing sequence information while retaining structural and molecular context of that sequence information.

Abstract: Provided herein are methods for simultaneous spatio-temporal measurement of gene expression and cellular activity.

Abstract: Provided herein are methods of determining a surgical margin and the site and size of a tissue to be resected from a subject, and methods of use thereof.

Abstract: Provided herein are methods for capturing a connected probe and/or a capture handle sequence to a capture domain of a capture probe.

Abstract: The present disclosure generally relates to methods, systems and compositions for determining the presence or absence of prostate cancer in a subject, treating prostate cancer in a subject, and monitoring the efficacy of a treatment regimen for prostate cancer in a subject. The methods of the present disclosure comprise determining the expression levels and spatial locations of two or more analytes in a sample from a subject and correlating the expression levels and spatial locations to a prostate sample from a subject, thereby determining the presence or absence of prostate cancer, determining a treatment regimen for prostate cancer, or monitoring the efficacy of an existing treatment regimen in a subject undergoing treatment for prostate cancer.

Abstract: Provided herein are methods, compositions, and kits for removing a portion of a sequence in a member of a nucleic acid library.

Abstract: Provided herein are methods of detecting an analyte of interest to interrogate spatial gene expression in a sample.

Abstract: Systems and methods for machine learning tissue classification are provided herein. Datasets for a plurality of biological samples are first generated. The dataset of each biological sample includes image data of the biological sample and molecular measurement data of the biological sample captured at a plurality of capture areas of the biological sample. The capture areas of the biological sample are registered to corresponding locations in the image data of the biological sample. Then, a machine learning module is trained with the datasets. Another dataset for another biological sample is generated (e.g., in the same or similar manner as the other datasets). And, the other dataset of the other biological sample is processed through the trained machine learning module to predict features in the other biological sample.

Abstract: The disclosure provides methods for separating and/or purifying one or more molecules released from one or more fluid compartments or partitions, such as one or more droplets. Molecules can be released from a fluid compartment(s) and bound to supports that can be isolated via any suitable method, including example methods described herein. The disclosure also provides devices that can aid in isolating supports bound to molecules.

Abstract: The present invention is directed to methods, compositions and systems for analyzing sequence information while retaining structural and molecular context of that sequence information.

Abstract: The present application provides methods for detecting a target nucleic acid molecule in a sample comprising contacting said sample with a ligatable probe comprising one or more parts and allowing said probe to hybridise to the target nucleic acid molecule, ligating any probe which has hybridised to the target nucleic acid molecule, amplifying the ligated probe, and detecting the amplification product, thereby to detect the target nucleic acid molecule, wherein said probes comprise at least one ribonucleotide at or near to a ligation site and/or wherein the probe or a probe part comprises an additional sequence 5? to a target-specific binding site which is not hybridised to the target nucleic acid molecule upon hybridisation of the probe to the target nucleic acid molecule and forms a 5? flap containing one or more nucleotides at its 3? end that is cleaved prior to ligation, and methods of synthesising a DNA molecule with Phi29 DNA polymerase using a template nucleic acid molecule comprising at least one ribo

Abstract: In some aspects, the present disclosure relates to methods for reducing the detection of false positive ligation events. In some aspects, the method comprises use of a double split (or “split split”) probe. The methods herein have particular applicability in reducing the detection of false positive ligation events when using ligases that have high ligation efficiency but low specificity (e.g., SplintR® ligase). Also provided are kits comprising probes for use in such methods.

Abstract: Provided herein are methods for preparing biological samples for spatial proteomic analysis, methods of determining a location of a protein analyte in a biological sample, and methods of determining a location of a protein analyte and a nucleic acid analyte in a biological sample.

Abstract: This disclosure provides methods and compositions for sample processing, particularly for sequencing applications. Included within this disclosure are bead compositions, such as diverse libraries of beads attached to large numbers of oligonucleotides containing barcodes. Often, the beads provides herein are degradable. For example, they may contain disulfide bonds that are susceptible to reducing agents. The methods provided herein include methods of making libraries of barcoded beads as well as methods of combining the beads with a sample, such as by using a microfluidic device.

Abstract: The present disclosure in some aspects relates to methods and compositions for accurately detecting and quantifying multiple analytes present in a biological sample. In some aspects, the methods and compositions provided herein address one or more issues associated with the stability and/or size of nucleic acid structures, such as RCPs, in the biological sample without the use of exogenously added oligonucleotide compaction probes. In some embodiments, provided herein are methods involving the use of self-hybridizing hybridizing regions for compacting and/or stabilizing nucleic acid concatemers (e.g., RCPs). In some embodiments, dynamic inter-strand annealing between tandem units of an RCP is used for compaction and/or stabilization. In some embodiments, short palindromic regions in an RCP are used for compaction and/or stabilization.