SYSTEMS AND METHODS OF DETECTING DENSELY-PACKED ANALYTES
Disclosed herein are methods and systems for detection and discrimination of optical signals from a densely packed substrate. These may have broad applications for biomolecule detection near or below the diffraction limit of optical systems, including in improving the efficiency and accuracy of polynucleotide sequencing applications.
1 .- 68 . (canceled)
69 . A method for identifying an analyte of a plurality of analytes disposed on a surface of a substrate, the method comprising:
(a) providing a substrate comprising a surface, wherein said surface comprises said plurality of analytes disposed on said surface at a density such that a minimum effective pitch between binding locations of analytes of said plurality of analytes is less than λ/(2*NA), wherein ‘NA’ is a numerical aperture of said optical imaging module, and wherein said surface comprises reagents for sequencing by synthesis;
(b) performing a plurality of cycles of probe binding to said plurality of analytes, a cycle of said plurality of cycles comprising:
(i) contacting said plurality of analytes with a plurality of probes, a probe of said plurality of probes comprising a detectable label;
(c) identifying said detectable labels for a cycle of said plurality of cycles, wherein said identifying comprises applying a correction based on a neighbor effect and a relative position of one or more analytes of said plurality of analytes; and
(d) identifying an analyte from said identified detectable labels across said plurality of cycles.
70 . The method of claim 1 , wherein said surface is unpatterned.
71 . The method of claim 1 , wherein said correction comprises use of a distance-dependent correction factor.
72 . The method of claim 1 , wherein said correction comprises use of a pattern-dependent correction factor.
73 . The method of claim 72 , wherein said use of said pattern-dependent correction factor comprises a determination of one or more relative positions of one or more analytes of said plurality of analytes and a determination of one or more distances relative to a number of pixels between said relative positions of said analytes of said plurality of analytes.
74 . The method of claim 73 , wherein said one or more relative positions of said analytes and said one or more distances relative to said number of pixels between said relative positions of said analytes are applied to a reference pixel grid to determine one or more interfering optical signals derived from one or more neighboring analytes.
75 . The method of claim 73 , wherein said one or more distances relative to a number of pixels between one or more pixels adjacent to a relative position of a first analyte of said plurality of analytes and one or more pixels adjacent to a relative position of a second analyte of said plurality of analytes to determine one or more interfering optical signals derived from one or more neighboring analytes.
76 . The method of claim 73 , wherein said determination of one or more relative positions of said analytes of said plurality of analytes and said determination one or more distances relative to a number of pixels between said relative positions of said analytes of said plurality of analytes are applied to said neighbor effect of one or more adjacent analytes of said plurality of analytes to determine one or more interfering optical signals derived from said analyte, wherein said adjacent analytes are adjacent to said analytes of said plurality of analytes.
77 . The method of claim 1 , wherein said relative position of said one or more analytes of said plurality of analytes, said neighboring effect of an analyte of said plurality of analytes, or both are determined at least in part by use of a trained machine learning algorithm.
78 . The method of claim 1 , further comprising applying a cleaving solution to the surface.
79 . The method of claim 78 , wherein the cleaving solution comprises TCEP ((tris(2-carboxyethyl)phosphine) and THPP (Tris(hydroxypropyl)phosphine).
80 . The method of claim 73 , wherein said identifying comprises removing interfering optical signals from a neighboring polynucleotide using a center-to-center distance between said neighboring polynucleotides from said determined relative positions.
81 . The method of claim 80 , wherein said polynucleotides are packed on said substrate such that there is overlap between optical signals emitted by said detectable labels from nucleotides incorporated into adjacent polynucleotides, and wherein said adjacent polynucleotides each comprise a distinct sequence.
82 . The method of claim 80 , wherein said polynucleotides are deposited on said surface at an average density of more than 4 molecules per square micron.
83 . The method of claim 1 , wherein said analytes are proteins or peptides.