Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or elevated risk of a pregnancy-related state of a pregnant subject may comprise assaying a cell-free biological sample derived from said pregnant subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or elevated risk of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or elevated risk of a pregnancy-related state of a pregnant subject may comprise assaying a cell-free biological sample derived from said pregnant subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or elevated risk of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to methylation profiling for cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from said subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from said subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: Methods and systems may perform cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from the subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from said subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from said subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: The present disclosure provides methods and systems directed to cell-free identification and/or monitoring of pregnancy-related states. A method for identifying or monitoring a presence or susceptibility of a pregnancy-related state of a subject may comprise assaying a cell-free biological sample derived from said subject to detect a set of biomarkers, and analyzing the set of biomarkers with a trained algorithm to determine the presence or susceptibility of the pregnancy-related state.

Abstract: An apparatus and method based on the apparatus is disclosed for detecting and monitoring chemical and/or bio-chemical reactions or interactions at the single molecule level, where detection and monitoring is improved by moving the viewing field of the detector in a controlled manner. The motion of the moving frame is accomplished either through software in the detector system or is accomplished by moving the reacting system. The motion is controlled and is either linear, circular or elliptical. The motion provides for improved site identification or mapping, improved event detection and monitoring, improved signal recognition and improved noise reduction.

Abstract: Support surfaces are disclosed that are designed to support molecules or molecular assemblies immobilized thereon so that the molecules or molecular assemblies can be observed in single molecule detections systems, where the support surfaces have reduced background and the fluorescent labels associated with the immobilized molecules or molecular assemblies have longer active lifetimes prior to permanent photo-bleaching or deactivation and have improve fluorescence properties and where the surfaces have more uniform fluorescent properties.

Abstract: A method to be implemented on or in a computer is disclosed, where the method includes data collection, calibration, candidate selection, and analysis of data streams associated with each candidate to classify single molecule fluorescence resonance energy transfer events. Once classified, the classification can be related to the nature of the events, such as the identification of dNTP incorporation during primer extension to obtain a base read out of an unknown template.

Abstract: A method to be implemented on or in a computer is disclosed, where the method includes data collection, calibration, candidate selection, and analysis of data streams associated with each candidate to classify single molecule fluorescence resonance energy transfer events. Once classified, the classification can be related to the nature of the events, such as the identification of dNTP incorporation during primer extension to obtain a base read out of an unknown template.

Abstract: An apparatus and method based on the apparatus is disclosed for detecting and monitoring chemical and/or bio-chemical reactions or interactions at the single molecule level, where detection and monitoring is improved by moving the viewing field of the detector in a controlled manner. The motion of the moving frame is accomplished either through software in the detector system or is accomplished by moving the reacting system. The motion is controlled and is either linear, circular or elliptical. The motion provides for improved site identification or mapping, improved event detection and monitoring, improved signal recognition and improved noise reduction.

Abstract: Modified nucleotides are disclosed for use in single molecule sequencing, methods for making the modified nucleotides and method for using the modified nucleotides. Linkers for making the modified nucleotide are also disclosed.

Abstract: A method to be implemented on or in a computer is disclosed, where the method includes data collection, calibration, candidate selection, and analysis of data streams associated with each candidate to classify single molecule fluorescence resonance energy transfer events. Once classified, the classification can be related to the nature of the events, such as the identification of dNTP incorporation during primer extension to obtain a base read out of an unknown template.