IP Library › Granted Patent US 12,234,511
Granted Patent B2
US 12,234,511 · App. 17/557,715 · Granted Feb 25, 2025

Methods of analyte detection

Inventors: Bryan P. Staker (San Ramon, CA); Niandong Liu (San Ramon, CA); Michael David McLaughlin (San Jose, CA); Bart Lee Staker (Poulsbo, WA)
Assignee: Pacific Biosciences of California, Inc.
C12Q1/6874G06T7/73G06V20/69G16B25/30G16B30/00G06F2218/18G06T2207/20056G06T2207/30072G06V20/695
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,234,511
App. No.
17/557,715
Granted
Feb 25, 2025
Kind
B2
Abstract

Disclosed herein are methods and systems for detection and discrimination of optical signals from a densely packed substrate. These 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.

Claims (28)

1. A method of identifying an analyte, comprising:

(a) providing at least one analyte of a plurality of analytes, wherein said at least one analyte of said plurality of analytes is immobilized on a substrate;

(b) performing a plurality of cycles of binding one or more probes to said at least one analyte of said plurality of analytes, wherein said plurality of cycles of probe binding generates a sequence of optical signals;

(c) detecting said sequence of optical signals with an imaging system, wherein said imaging system has about 2 pixels per μm 2 of said substrate; and

(d) processing said sequence of optical signals with an expected sequence of optical signals corresponding to said at least one analyte of said plurality of analytes to generate a decoded sequence of optical signals, wherein said decoded sequence of optical signals identifies said at least one analyte of said plurality of analytes with an error rate less than 5% over at least 20 cycles of said plurality of cycles.

2. A system for identifying an analyte, comprising:

one or more processors and a memory storing one or more programs for execution by said one or more processors, said one or more programs comprising instructions to:

(i) perform a plurality of cycles of binding one or more probes to at least one analyte of a plurality of analytes, wherein said at least one analyte of said plurality of analytes is immobilized on a substrate, and wherein said plurality of cycles of probe binding generates a sequence of optical signals;

(ii) detect said sequence of optical signals with an imaging system, wherein said imaging system has about 2 pixels per um 2 of said substrate; and

(iii) process said sequence of optical signals with an expected sequence of optical signals corresponding to said at least one analyte of said plurality of analytes to generate a decoded sequence of optical signals, wherein said decoded sequence of optical signals identifies said at least one analyte of said plurality of analytes with an error rate less than 5% over at least 20 cycles of said plurality of cycles.

3. The method of claim 1 , wherein said plurality of analytes comprises a protein, a peptide aptamer, or a nucleic acid molecule.

4. The method of claim 1 , wherein said one or more probes comprises a tag, wherein said tag detects a presence of said at least one analyte of said plurality of analytes.

5. The method of claim 4 , wherein said tag comprises a fluorescent molecule, chemiluminescent molecule, chromophore, enzyme, enzyme substrate, enzyme cofactor, enzyme inhibitor, dye, metal ion, metal sol, ligand, radioactive isotope, or any combination thereof.

6. The method of claim 1 , further comprising determining at least K bits of information from said sequence of optical signals of said at least one analyte of said plurality of analytes per cycle of said plurality of cycles.

7. The method of claim 6 , wherein L total bits of information equals K*M bits of information, wherein M comprises a number of cycles of said plurality of cycles, and wherein said L total bits of information determines a presence or an absence of said at least one analyte.

8. The method of claim 7 , wherein L>Log 2 (N), wherein N is a number of analytes of said plurality of analytes.

9. The method of claim 1 , wherein each cycle of said plurality of cycles comprises one or more passes of binding a set of said one or more probes to said at least one analyte of said plurality of analytes.

10. The method of claim 9 , wherein a first pass of said one or more passes comprises binding a first probe with a first tag to said at least one analyte of said plurality of analytes, wherein a second pass subsequent to said first pass comprises binding a second probe with a second tag to said at least one analyte of said plurality of analytes, and wherein said first tag and said second tag are different.

11. The method of claim 1 , wherein, after each cycle of said plurality of cycles, said one or more probes bound to said at least one analyte of said plurality of analytes are stripped from said at least one analyte of said plurality of analytes.

12. The system of claim 2 , wherein said plurality of analytes comprises a protein, a peptide aptamer, or a nucleic acid molecule.

13. The system of claim 2 , wherein said one or more probes comprises a tag, wherein said tag, when in use, detects a presence of said at least one analyte of said plurality of analytes.

14. The system of claim 13 , wherein said tag comprises a fluorescent molecule, chemiluminescent molecule, chromophore, enzyme, enzyme substrate, enzyme cofactor, enzyme inhibitor, dye, metal ion, metal sol, ligand, radioactive isotope, or any combination thereof.

15. The system of claim 2 , wherein said instructions comprise determining at least K bits of information from said sequence of optical signals of said at least one analyte per cycle of said plurality of cycles.

16. The system of claim 15 , wherein L total bits of information equals K*M bits of information, wherein M comprises a number of cycles of said plurality of cycles, and wherein said L total bits of information are used to determine a presence or an absence of said at least one analyte.

17. The system of claim 16 , wherein L>Log 2 (N), wherein N is a number of said plurality of analytes.

18. The system of claim 2 , wherein each cycle of said plurality of cycles comprises one or more passes of binding a set of said one or more probes to said at least one analyte of said plurality of analytes.

19. The system of claim 18 , wherein a first pass of said one or more passes comprises binding a first probe with a first tag to said at least one analyte of said plurality of analytes, wherein a second pass subsequent to said first pass comprises binding a second probe with a second tag to said at least one analyte of said plurality of analytes, and wherein said first tag and said second tag are different.

20. The system of claim 2 , wherein after each cycle of said plurality of cycles said one or more probes bound to said at least one analyte are stripped from said at least one analyte.

Assignments (4)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded May 5, 2026
From: PACIFIC BIOSCIENCES OF CALIFORNIA, INC.; APTON BIOSYSTEMS LLC; OMNIOME, LLC
To: ILLUMINA CAMBRIDGE LIMITED
Reel/Frame 075551/0812 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 11, 2023
From: APTON BIOSYSTEMS LLC
To: PACIFIC BIOSCIENCES OF CALIFORNIA, INC.
Reel/Frame 064868/0510 →
MERGER AND CHANGE OF NAME Recorded Aug 29, 2023
From: APTON BIOSYSTEMS, INC.; NEPTUNE ACQUISITION II LLC
To: APTON BIOSYSTEMS LLC
Reel/Frame 064747/0267 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 2, 2022
From: STAKER, BRYAN P.; LIU, NIANDONG; STAKER, BART LEE; MCLAUGHLIN, MICHAEL DAVID
To: APTON BIOSYSTEMS, INC.
Reel/Frame 058859/0476 →
Continuity (9)
Continuation 17061023 · Oct 1, 2020
Continuation 16572535 · Sep 16, 2019
Continuation In Part 16458977 · Jul 1, 2019
Continuation 15925656 · Mar 19, 2018
Continuation In Part 14443655
Provisional Application 62473163 · Mar 17, 2017
Provisional Application 61869020 · Aug 22, 2013
Provisional Application 61728067 · Nov 19, 2012
Related Publication 20240052413A1 · Feb 15, 2024
References Cited (246)
US 4987065A · Stavrianopoulos et al. · 1991 [cited by applicant]
US 5302509A · Cheeseman · 1994 [cited by applicant]
US 5494810A · Barany et al. · 1996 [cited by applicant]
US 5763594A · Hiatt et al. · 1998 [cited by applicant]
US 6103474A · Dellinger et al. · 2000 [cited by applicant]
US 6214987B1 · Hiatt et al. · 2001 [cited by applicant]
US 6232465B1 · Hiatt et al. · 2001 [cited by applicant]
US 6654505B2 · Bridgham et al. · 2003 [cited by applicant]
US 6852487B1 · Barany et al. · 2005 [cited by applicant]
US 7057026B2 · Barnes et al. · 2006 [cited by applicant]
US 7122319B2 · Liu et al. · 2006 [cited by applicant]
US 7769548B2 · Garcia · 2010 [cited by applicant]
US 7838302B2 · Zhuang · 2010 [cited by examiner]
US 7948015B2 · Rothberg et al. · 2011 [cited by applicant]
US 7960104B2 · Drmanac et al. · 2011 [cited by applicant]
US 8149418B2 · Tearney et al. · 2012 [cited by applicant]
US 8158346B2 · Balasubramanian et al. · 2012 [cited by applicant]
US 8175452B1 · Staker et al. · 2012 [cited by applicant]
US 8218834B2 · Homman · 2012 [cited by examiner]
US 8222047B2 · Duffy et al. · 2012 [cited by applicant]
US 8428454B2 · Staker et al. · 2013 [cited by applicant]
US 8676013B2 · Bouma et al. · 2014 [cited by applicant]
US 9193998B2 · Khurana et al. · 2015 [cited by applicant]
US 9551026B2 · Fernandez et al. · 2017 [cited by applicant]
US 10378053B2 · Staker · 2019 [cited by examiner]
US 10510435B2 · Cai et al. · 2019 [cited by applicant]
US 10829816B2 · Staker et al. · 2020 [cited by applicant]
US 10901230B2 · Skinner et al. · 2021 [cited by applicant]
US 11047005B2 · Staker · 2021 [cited by examiner]
US 11060140B2 · Staker · 2021 [cited by examiner]
US 11248266B2 · Staker et al. · 2022 [cited by applicant]
US 11293052B2 · Church · 2022 [cited by examiner]
US 11313793B2 · Bertacco · 2022 [cited by examiner]
US 11434532B2 · Staker et al. · 2022 [cited by applicant]
US 11435356B2 · Staker et al. · 2022 [cited by applicant]
US 11474107B2 · Staker et al. · 2022 [cited by applicant]
US 11650202B2 · Staker et al. · 2023 [cited by applicant]
US 20020028519A1 · Yguerabide et al. · 2002 [cited by applicant]
US 20020086322A1 · Yu et al. · 2002 [cited by applicant]
US 20030118595A1 · Niemeyer et al. · 2003 [cited by applicant]
US 20030207300A1 · Matray et al. · 2003 [cited by applicant]
US 20030215862A1 · Parce et al. · 2003 [cited by applicant]
US 20040191794A1 · Weindel et al. · 2004 [cited by applicant]
US 20050049796A1 · Webb et al. · 2005 [cited by applicant]
US 20050148100A1 · Su et al. · 2005 [cited by applicant]
US 20050153320A1 · Herron et al. · 2005 [cited by applicant]
US 20050250094A1 · Storhoff et al. · 2005 [cited by applicant]
US 20060275782A1 · Gunderson et al. · 2006 [cited by applicant]
US 20070072208A1 · Drmanac · 2007 [cited by examiner]
US 20070087382A1 · Howorka et al. · 2007 [cited by applicant]
US 20080018898A1 · Gunstream et al. · 2008 [cited by applicant]
US 20080161194A1 · Turner et al. · 2008 [cited by applicant]
US 20080317325A1 · Ortyn et al. · 2008 [cited by applicant]
US 20090017271A1 · Meiring et al. · 2009 [cited by applicant]
US 20090075314A1 · Barak et al. · 2009 [cited by applicant]
US 20090081688A1 · Luo et al. · 2009 [cited by applicant]
US 20090317810A1 · Lofton-Day et al. · 2009 [cited by applicant]
US 20100075407A1 · Duffy et al. · 2010 [cited by applicant]
US 20100075865A1 · Trau et al. · 2010 [cited by applicant]
US 20100301398A1 · Rothberg et al. · 2010 [cited by applicant]
US 20110009296A1 · Kain et al. · 2011 [cited by applicant]
US 20110071048A1 · Oshima · 2011 [cited by applicant]
US 20110165559A1 · Lane et al. · 2011 [cited by applicant]
US 20120020537A1 · Garcia et al. · 2012 [cited by applicant]
US 20120052490A1 · Eid et al. · 2012 [cited by applicant]
US 20120226653A1 · McLaughlin et al. · 2012 [cited by applicant]
US 20120307121A1 · Lu et al. · 2012 [cited by applicant]
US 20120330567A1 · Bauer et al. · 2012 [cited by applicant]
US 20130045872A1 · Zhou et al. · 2013 [cited by applicant]
US 20130053256A1 · Hubbell · 2013 [cited by applicant]
US 20130059740A1 · Drmanac et al. · 2013 [cited by applicant]
US 20130124100A1 · Drmanac et al. · 2013 [cited by applicant]
US 20130265459A1 · Duparre et al. · 2013 [cited by applicant]
US 20140194311A1 · Gullberg et al. · 2014 [cited by applicant]
US 20140226881A1 · Piestun et al. · 2014 [cited by applicant]
US 20140287468A1 · Richard · 2014 [cited by applicant]
US 20150008188A1 · Warner · 2015 [cited by applicant]
US 20150152473A1 · Nadeau et al. · 2015 [cited by applicant]
US 20150267251A1 · Cai et al. · 2015 [cited by applicant]
US 20150330974A1 · Staker et al. · 2015 [cited by applicant]
US 20160003809A1 · Dunaway · 2016 [cited by applicant]
US 20160201119A1 · Staker et al. · 2016 [cited by applicant]
US 20160223528A1 · Sahin et al. · 2016 [cited by applicant]
US 20170152554A1 · Drmanac · 2017 [cited by examiner]
US 20170220733A1 · Zhuang et al. · 2017 [cited by applicant]
US 20180023124A1 · Collins · 2018 [cited by examiner]
US 20180088112A1 · Fan et al. · 2018 [cited by applicant]
US 20180252936A1 · Owens et al. · 2018 [cited by applicant]
US 20180274028A1 · Staker et al. · 2018 [cited by applicant]
US 20190276886A1 · Skinner et al. · 2019 [cited by applicant]
US 20190284552A1 · Collins et al. · 2019 [cited by applicant]
US 20190323080A1 · Staker · 2019 [cited by examiner]
US 20190353887A1 · Riza · 2019 [cited by applicant]
US 20200063200A1 · Staker et al. · 2020 [cited by applicant]
US 20200140933A1 · Staker et al. · 2020 [cited by applicant]
US 20200217850A1 · Liu · 2020 [cited by examiner]
US 20200393691A1 · Owens et al. · 2020 [cited by applicant]
US 20210072233A1 · Staker et al. · 2021 [cited by applicant]
US 20210277469A1 · Staker · 2021 [cited by examiner]
US 20210381036A1 · Furtado et al. · 2021 [cited by applicant]
US 20230392202A1 · Staker et al. · 2023 [cited by applicant]
US 20240005488A1 · Ballinger et al. · 2024 [cited by applicant]
US 20240069012A1 · Staker et al. · 2024 [cited by applicant]
BY 4655 · 2002 [cited by applicant]
CN 1584592A · 2005 [cited by applicant]
CN 1653480A · 2005 [cited by applicant]
CN 101865843A · 2010 [cited by applicant]
CN 101865843B · 2012 [cited by applicant]
CN 107735497A · 2018 [cited by applicant]
CN 110031907A · 2019 [cited by applicant]
EP 1388587A4 · 2006 [cited by applicant]
EP 2251435A1 · 2010 [cited by applicant]
EP 2620510A1 · 2013 [cited by applicant]
EP 3595806A1 · 2020 [cited by applicant]
JP 2002524739A · 2002 [cited by applicant]
JP 2007536528A · 2007 [cited by applicant]
JP 2008249711A · 2008 [cited by applicant]
JP 2010500002A · 2010 [cited by applicant]
JP 2010500563A · 2010 [cited by applicant]
JP 2014164004A · 2014 [cited by applicant]
JP 2017504039A · 2017 [cited by applicant]
KR 20160048714A · 2016 [cited by applicant]
WO WO9511461A1 · 1995 [cited by applicant]
WO WO9967641A2 · 1999 [cited by applicant]
WO WO9967641A3 · 2000 [cited by applicant]
WO WO2005113817A9 · 2006 [cited by applicant]
WO WO2007097754A1 · 2007 [cited by applicant]
WO WO2007133831A2 · 2007 [cited by applicant]
WO WO2008033167A2 · 2008 [cited by applicant]
WO WO2008091296A2 · 2008 [cited by applicant]
WO WO2009097626A2 · 2009 [cited by applicant]
WO WO2011137183A1 · 2011 [cited by applicant]
WO WO2012031011A1 · 2012 [cited by applicant]
WO WO2014015269A1 · 2014 [cited by applicant]
WO WO2014078855A1 · 2014 [cited by applicant]
WO WO2014137474A1 · 2014 [cited by applicant]
WO WO2015027112A1 · 2015 [cited by applicant]
WO WO2015104245A1 · 2015 [cited by applicant]
WO WO2016018986A1 · 2016 [cited by applicant]
WO WO2016074338A1 · 2016 [cited by applicant]
WO WO2016134191A1 · 2016 [cited by applicant]
WO WO2016156845A1 · 2016 [cited by applicant]
WO WO2017079573A1 · 2017 [cited by applicant]
WO WO2017079593A1 · 2017 [cited by applicant]
WO WO2017123770A1 · 2017 [cited by applicant]
WO WO2017161251A1 · 2017 [cited by applicant]
WO WO2017196527A1 · 2017 [cited by applicant]
WO WO2017223041A1 · 2017 [cited by applicant]
WO WO2018161013A1 · 2018 [cited by applicant]
WO WO2018170518A1 · 2018 [cited by applicant]
WO WO2018175402A1 · 2018 [cited by applicant]
Office Action and Translation issued in Chinese Patent Application No. 2019800762595 on May 17, 2022. [cited by applicant]
U.S. Appl. No. 18/052,880 Notice of Allowance dated Feb. 14, 2024. [cited by applicant]
Babcock et al., A high-density 3D localization algorithm for stochastic optical reconstruction microscopy. Optical Nanoscopy vol. 1, Article No. 6 (2012). [cited by applicant]
Bentley et al. Accurate whole human genome sequencing using reversible terminator chemistry. Nature 456(7218):53-59 (2008). [cited by applicant]
Canadian Patent Application No. 2,891,939 Office Action dated Apr. 12, 2018. [cited by applicant]
Canadian Patent Application No. 2,891,939 Office Action dated Jul. 27, 2016. [cited by applicant]
Canadian Patent Application No. 2,891,939 Office Action dated May 31, 2017. [cited by applicant]
Canadian Patent Application No. 2,921,809 Office Action dated Jan. 19, 2017. [cited by applicant]
Canadian Patent Application No. 2,921,809 Office Action dated Nov. 14, 2017. [cited by applicant]
CAS Registry No. 361411-90-7 (entered into database 2001) (Year: 2001). [cited by applicant]
Chai J, et al. Single-molecule protein arrays enabled by scanning probe block copolymer lithography. Proc Natl Acad Sci U S A. Dec. 6, 2011;108(49):19521-5. Epub Nov. 21, 2011. [cited by applicant]
Chinese Patent Application No. 201380070866.3 Office Action date Apr. 6, 2017. [cited by applicant]
Chinese Patent Application No. 201380070866.3 Office Action dated Mar. 5, 2018. [cited by applicant]
Chinese Patent Application No. 201480056710.4 Office Action dated Jan. 3, 2017. [cited by applicant]
Chinese Patent Application No. 201480056710.4 Office Action dated Nov. 28, 2017. [cited by applicant]
Cho et al. Optimization of Aptamer Microarray Technology for Multiple Protein Targets. Analytica Chimica Acta 564(1):82-90 (2006). [cited by applicant]
Dai et al., Optical imaging of individual biomolecules in densely packed clusters. Nature Nanotechnology 11: 798-807 (2016). [cited by applicant]
Drmanac et al. Human Genome Sequencing Using Unchained Base Reads on Self-Assembling DNA nanoarrays. Science Reports, 327:78-81 (Jan. 1, 2010). [cited by applicant]
European Patent Application No. 18768551 Supplementary Search Report dated May 6, 2021. [cited by applicant]
European Patent Application No. 18772384 Search Report dated Nov. 19, 2020. [cited by applicant]
European Patent Application No. 13855452.2 Extended Search Report dated Aug. 2, 2016. [cited by applicant]
European Patent Application No. 14837796.3 Examination Report dated Apr. 26, 2018. [cited by applicant]
European Patent Application No. 14837796.3 Extended Search Report dated Mar. 22, 2017. [cited by applicant]
Extended European Search Report issued in European Patent Application No. 19861989.2 on May 19, 2022. [cited by applicant]
Gavrilovic et al. Quantification of Colocalization and Cross-Tk Based on Spectral Angles. J Microsc 324(3):311-324 (2009). [cited by applicant]
Gu et al.: Multiplex single-molecule interaction profiling of DNA-barcoded proteins. Nature 515:54-557 and Supplementary Information, entire document 2014. [cited by applicant]
Gunderson et al.: Decoding randomly ordered DNA arrays. Genome Research 14(5):870-877 (2004). [cited by applicant]
Guo et al. Four-color DNA sequencing with 3′-O-modified nucleotide reversible terminators and chemically cleavable fluorescent dideoxynucleotides. PNAS USA 105(27):9145-9150 (2008). [cited by applicant]
Guo et al. Supporting Information for Four-color DNA sequencing with 3′-O-modified nucleotide reversible terminators and chemically cleavable fluorescent dideoxynucleotides. PNAS USA PNAS USA 105(27):9145-9150 (2008). [cited by applicant]
Hager et al. Arrays of Individual DNA Molecules on Nanopatterned Substrates. Scientific Reports 7:42075 (2017). [cited by applicant]
Illumina Sequencing Technology, Technology Spotlight: Illumina® Sequencing, Illumina, Inc. (2010). [cited by applicant]
Japanese Patent Application No. 2015-543118 Office Action dated Sep. 25, 2017. [cited by applicant]
Japanese Patent Application No. 2016-536467 Office Action dated Aug. 9, 2018. [cited by applicant]
Ju et al.: Four-Color DNA Sequencing by Synthesis Using Cleavable Fluorescent Nucleotide Reversible Terminators. PNAS USA 103:19635-19640 (2006). [cited by applicant]
Kao et al. BayesCall: A Model-Based Base-Cling algorithm for High-Throughput Short-Read Sequencing. Genome Research 19:1884-1895 (2009). [cited by applicant]
Kozlov, et al. Efficient strategies for the conjugation of oligonucleotides to antibodies enabling highly sensitive protein detection. Biopolymers. Apr. 5, 2004;73(5):621-30. [cited by applicant]
Kumar et al. PEG-Labeled Nucleotides and Nanopore Detection for Single Molecule DNA Sequencing by Synthesis. Scientific Reports 2:1-8 (2012). [cited by applicant]
Lee et al., Ion-sensitive field-effect transistor for biological sensing. Sensors. 9(9):7111-7131 (2009). [cited by applicant]
Levene et al., Zero-mode waveguides for single-molecule analysis at high concentrations. Science. 299(5607)682-686 (2003). [cited by applicant]
Levy et al. Advancements in Next-Generation Sequencing. Annu Rev Genomics Hum Genet 17:95-115 (2016). [cited by applicant]
Liu et al. Comparison of Next-Generation Sequencing Systems. J Biomed Biotechnol 2012: 251364 (2012). [cited by applicant]
Moerner, et al., Methods of single-molecule fluorescence spectroscopy and microscopy. Review of Scientific Instruments. 74(8):3597-3619 (2003). [cited by applicant]
Mukamel et al., Statistical deconvolution for superresolution fluorescence microscopy. Biophys J 102(10):2391-2400 (2012). [cited by applicant]
Munck et al., Sub-diffraction imaging on standard microscopes through photobleaching microscopy with non-linear processing. J Cell Sci 125(Pt 9):2257-2266 (2012). [cited by applicant]
PCT/US2013/070797 International Preliminary Report on Patentability dated Jan. 16, 2015. [cited by applicant]
PCT/US2013/070797 International Search Report and Written Opinion dated Feb. 21, 2014. [cited by applicant]
PCT/US2014/052186 International Preliminary Report on Patentability dated Sep. 21, 2015. [cited by applicant]
PCT/US2014/052186 International Search Report and Written Opinion dated Dec. 17, 2014. [cited by applicant]
PCT/US2018/023187 International Preliminary Report on Patentability dated Sep. 26, 2019. [cited by applicant]
PCT/US2018/023187 International Search Report and Written Opinion dated May 31, 2018. [cited by applicant]
PCT/US2018/023310 International Preliminary Report on Patentability dated Sep. 24, 2019. [cited by applicant]
PCT/US2018/023310 International Search Report and Written Opinion dated Sep. 4, 2018. [cited by applicant]
PCT/US2018/051183 International Preliminary Report on Patentability dated Mar. 17, 2020. [cited by applicant]
PCT/US2018/051183 International Search Report and Written Opinion dated Jan. 18, 2019. [cited by applicant]
PCT/US2019/015243 International Search Report and Written Opinion dated Mar. 22, 2019. [cited by applicant]
PCT/US2019/051796 International Search Report and Written Opinion dated Jan. 3, 2020. [cited by applicant]
Ramanathan et al., An integrative approach for the optical sequencing of single DNA molecules. Analytical Biochemistry 330(2): 227-241 (2004). [cited by applicant]
Riley et al. Reed-Solomon Codes. https://www.cs.cmu.edu/-guyb/realworld/reedsolomon/reedsolomoncodes.html (1996). [cited by applicant]
Rotman, B., Measurement of activity of single molecules of beta-D-galactosidase. Proceedings of the National Academy of Sciences of the United States of America. 47:1981-1991 (1961). [cited by applicant]
Russian Patent Application No. 2015123570 Office Action dated May 22, 2017. [cited by applicant]
Russian Patent Application No. 2016106961 Office Action dated Aug. 7, 2017. [cited by applicant]
Small et al., Fluorophore localization algorithms for super-resolution microscopy. Nature Methods 11: 267-279 (2014). [cited by applicant]
Song et al., Aptamer-based biosensors, TrAC Trends in Analytical Chemistry, vol. 27, Issue 2, 2008,pp. 108-117, ISSN 0165-9936. [cited by applicant]
Song et al., Aptamer-based biosensors. Trends in Analytical Chemistry. 27(2)108-117 (2008). [cited by applicant]
Svobodova et al., Comparison of Different Methods for Generation of Single-Stranded DNA for SELEX Processes. Anal Bioanal Chem 404(3): 835-842 (2012). [cited by applicant]
Tuerk. Systematic evolution of ligands by exponential enrichment: RNA ligands to bacteriophage T4 DNA polymerase. Science 249:505-510 (1990). [cited by applicant]
U.S. Appl. No. 16/458,977 Non-Final Office Action dated Jan. 22, 2021. [cited by applicant]
U.S. Appl. No. 16/496,923 Non-Final Office Action dated Jul. 16, 2021. [cited by applicant]
U.S. Appl. No. 16/572,535 Non-Final Office Action dated Mar. 30, 2020. [cited by applicant]
U.S. Appl. No. 17/204,795 Non-Final Office Action dated Oct. 25, 2021. [cited by applicant]
U.S. Appl. No. 17/327,588 Non-Final Office Action dated Sep. 27, 2021. [cited by applicant]
U.S. Appl. No. 14/912,883 Final Office Action dated Jan. 3, 2020. [cited by applicant]
U.S. Appl. No. 17/084,017 Office Action dated Feb. 2, 2021. [cited by applicant]
U.S. Appl. No. 14/443,655 Office Action dated Jun. 12, 2018. [cited by applicant]
U.S. Appl. No. 14/443,655 Office Action dated Jun. 25, 2019. [cited by applicant]
U.S. Appl. No. 14/443,655 Office Action dated Mar. 9, 2017. [cited by applicant]
U.S. Appl. No. 14/443,655 Office Action dated Nov. 14, 2016. [cited by applicant]
U.S. Appl. No. 14/443,655 Office Action dated Oct. 18, 2017. [cited by applicant]
U.S. Appl. No. 14/912,883 Office Action dated Apr. 3, 2019. [cited by applicant]
U.S. Appl. No. 15/925,656 Office Action dated Sep. 27, 2018. [cited by applicant]
Wang et al., An adaptive decorrelation method removes Illumina DNA base-calling errors caused by crosstalk between adjacent clusters. Scientific Reports vol. 7, Article No. 41348 (2017). [cited by applicant]
Wang et al., Sub-diffraction limit localization of proteins in volumetric space using Bayesian restoration of fluorescence images from ultrathin specimens. PLoS Comput Biol 8(8):e1002671 (2012). [cited by applicant]
Benner, et al. Evolution, language and analogy in functional genomics. Trends in Genetics, 17:414-418 (2001). [cited by applicant]
Carey, Francis A., and Richard J. Sundberg. Advanced organic chemistry: part A: structure and mechanisms. Springer Science & Business Media. (1992). [cited by applicant]
Colowick, Sidney P et al. Methods of Enzymology. Academic Press, Inc : pp. 1-390 (1990). [cited by applicant]
Creighton. Proteins: Structures and Molecular Properties. W.H. Freeman pp. 79-86 (1983). [cited by applicant]
Lehninger, A. L. Biochemistry, Worth Publishers, Inc. Current Edition. (2021). [cited by applicant]
May et al. How Many Species are there on Earth? Science 241:1441-1449 (1988). [cited by applicant]
PCT/US2019/015243 International Preliminary Report on Patentability dated Jul. 28, 2020. [cited by applicant]
PCT/US2019/051796 International Preliminary Report on Patentability dated Mar. 23, 2021. [cited by applicant]
Remington's Pharmaceutical Sciences. 18th Edition, Mack Publishing Company (1990). [cited by applicant]
Sambrook, Joseph et al. Molecular Cloning: A Laboratory Manual, 2nd Edition. Cold Spring Harbor Laboratory Press (1989). [cited by applicant]
U.S. Appl. No. 17/955,426 Office Action dated Apr. 10, 2024. [cited by applicant]
U.S. Appl. No. 18/181,440 Notice of Allowance dated Mar. 27, 2024. [cited by applicant]
Wang, Xiaofang et al.: Characterization of denaturation and renaturation of DNA for DNA hybridization. Environmental Health and Toxicology 29:e2014007, 8 pages. [cited by applicant]