IP Library Granted Patent US 12,351,867
Granted Patent B2
US 12,351,867 · App. 17/369,834 · Granted Jul 8, 2025

Analysis of a polynucleotide via a nanopore system

Inventors: Stuart William Reid (Oxford, GB); Gavin Harper (Sonning, GB)
Assignee: Oxford Nanopore Technologies PLC
C12Q1/6869C12Q1/6806
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 12,351,867
App. No.
17/369,834
Granted
Jul 8, 2025
Kind
B2
Abstract

A target polynucleotide is expanded. In respect of each nucleotide in the target polynucleotide, the target polynucleotide comprises clock nucleotides and at least one signal nucleotide in a predetermined order. The clock nucleotides have a predetermined sequence common to each nucleotide in the target polynucleotide. The at least one signal nucleotide is characteristic of the identity of the respective nucleotide in the target polynucleotide. During translocation of the expanded polynucleotide through a nanopore, electrical measurements dependent on the polynucleotide within the pore are made, to derive an analysis signal. Clock signals derived from the clock nucleotides are identified. Relative to the positions of the identified clock signals, nucleotide signals derived from the least one signal nucleotide are derived to analyse the target polynucleotide. The predetermined sequence of the clock nucleotides comprises a restriction site for a restriction enzyme and at least one further nucleotide that extends the predetermined sequence.

Claims (36)

1. A method of analyzing a target polynucleotide that comprises at each nucleotide position a member of a set of different nucleotides, the method comprising:

A) obtaining an expanded single-stranded polynucleotide that comprises a sequence of expanded units, wherein each expanded unit:

a) ordinally corresponds to a particular nucleotide position of the target polynucleotide, and

b) comprises:

i) a clock nucleotide sequence, the clock nucleotide sequence being common among expanded units of the expanded polynucleotide, and ii) at least one signal nucleotide, the at least one signal nucleotide being indicative of the member of the set of different nucleotides at the particular nucleotide position;

B) hybridising two or more single-stranded polynucleotides to the expanded single-stranded polynucleotide to form an expanded polynucleotide comprising two or more sections of double-stranded polynucleotide separated by single-stranded polynucleotide;

C) translocating the expanded polynucleotide through a nanopore until a first section of double-stranded polynucleotide reaches the nanopore and halts translocation of the expanded polynucleotide;

D) making electrical measurements dependent on the expanded polynucleotide within the pore;

E) un-hybridising the first section of double-stranded polynucleotide such that translocation of the expanded polynucleotide through the nanopore continues; and

F) determining the sequence of one or more regions of the target polynucleotide based on the measurements obtained in step D).

2. A method according to claim 1 , wherein steps C to E are repeated with respect to a second and subsequent sections of double-stranded polynucleotide.

3. A method according to claim 1 , wherein step B comprises hybridising a single-stranded polynucleotide to each expanded unit present in the single-stranded polynucleotide.

4. A method according to claim 1 , wherein determining the sequence of the one or more regions of the target polynucleotide comprises deriving an analysis signal from the measurements obtained in step D.

5. A method according to claim 4 , wherein determining the sequence of the one or more regions of the target polynucleotide further comprises analyzing the analysis signal by:

identifying, within the analysis signal, clock signals, wherein each clock signal is derived from at least one of the clock nucleotides in the clock nucleotide sequence in an expanded unit ordinally corresponding to the clock signal; and

identifying nucleotide signals, wherein each nucleotide signal is derived from the at least one signal nucleotide in an expanded unit ordinally corresponding to the nucleotide signal; and

analyzing the nucleotide signals to analyze the target polynucleotide.

6. A method according to claim 5 , wherein the nucleotide signal derived from the at least one signal nucleotide is indicative of the member of the set of different nucleotides at the particular nucleotide position of the target polynucleotide.

7. A method according to claim 5 , wherein the step of analyzing the nucleotide signals comprises analyzing the nucleotide signals to determine the sequence of the target polynucleotide or one or more regions thereof.

8. A method according to claim 7 , wherein the step of analyzing the nucleotide signals to determine the sequence of the target polynucleotide or one or more regions thereof comprises deriving, from the nucleotide signals, a feature vector of time-ordered features representing characteristics of the measurements and determining similarity between the derived feature vector and at least one other feature vector.

9. A method according to claim 5 , wherein the step of analyzing the nucleotide signals comprises analyzing the nucleotide signals to determine the identity of individual nucleotides in the target polynucleotide.

10. A method according to claim 4 , wherein the step of deriving an analysis signal comprises detecting states in electrical measurements, and deriving, from each state, at least one value representing a characteristic of the state to form said analysis signal.

11. A method according to claim 1 , wherein the value of each measurement is dependent upon a k-mer, being a group of k nucleotide units where k is greater than one.

12. A method according to claim 11 , where k is 7 or greater.

13. A method according to claim 1 , wherein the clock nucleotide sequence comprises a restriction site for a restriction enzyme and at least one further nucleotide that extends the clock nucleotide sequence.

14. A method according to claim 1 , wherein the at least one signal nucleotide consists of a single signal nucleotide.

15. A method according to claim 14 , wherein the single signal nucleotide has the same identity as the member of the set of different nucleotides at the particular nucleotide position.

16. A method according to claim 1 , wherein the at least one signal nucleotide consists of a signal nucleotide sequence of plural signal nucleotides, wherein the signal nucleotide sequence is indicative of the member of the set of different nucleotides at the particular nucleotide position.

17. A method according to claim 16 , wherein one of the plural signal nucleotides has the same identity as the member of the set of different nucleotides at the particular nucleotide position.

18. A method according to claim 16 , wherein the clock nucleotide sequence and the signal nucleotide sequence are in a predetermined order in which the signal nucleotide sequence is contiguous.

19. A method according to claim 1 , wherein the electrical measurements comprise measurements of ion flow through the nanopore.

20. A method according to claim 1 , wherein the nanopore is a biological pore.

21. A method according to claim 1 , wherein said translocation of the polynucleotide through the nanopore is performed in a ratcheted manner in which successive nucleotides are registered with the nanopore.

22. A method according to claim 1 , further comprising, before said step of making electrical measurements, expanding the target polynucleotide to form the expanded single-stranded polynucleotide.

23. A method according to claim 1 , wherein at least one signal nucleotide of the at least one signal nucleotides has the same identity as the member of the set of different nucleotides at the particular nucleotide position.

24. A method according to claim 1 , wherein at least one signal nucleotide of the at least one signal nucleotides is the complement of the member of the set of different nucleotides at the particular nucleotide position.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 14, 2022
From: REID, STUART WILLIAM; HARPER, GAVIN
To: OXFORD NANOPORE TECHNOLOGIES LTD.
Reel/Frame 058656/0976 →
CHANGE OF NAME Recorded Jan 14, 2022
From: OXFORD NANOPORE TECHNOLOGIES LIMITED
To: OXFORD NANOPORE TECHNOLOGIES PLC
Reel/Frame 058737/0664 →
Priority Claims (1)
GB 1222928 · Dec 19, 2012 · national
Continuity (3)
Continuation 16162848 · Oct 17, 2018
Continuation 14653656
Related Publication 20220064724A1 · Mar 3, 2022
References Cited (205)
US 5795782A · Church et al. · 1998 [cited by applicant]
US 6128587A · Sjolander · 2000 [cited by applicant]
US 7625706B2 · Akeson et al. · 2009 [cited by applicant]
US 7731826B2 · Hibbs et al. · 2010 [cited by applicant]
US 8324914B2 · Chen et al. · 2012 [cited by applicant]
US 8452546B1 · Lathrop · 2013 [cited by applicant]
US 9057102B2 · Turner et al. · 2015 [cited by applicant]
US 9121064B2 · Turner et al. · 2015 [cited by applicant]
US 9127313B2 · Brown et al. · 2015 [cited by applicant]
US 9546400B2 · Turner et al. · 2017 [cited by applicant]
US 9556480B2 · Turner et al. · 2017 [cited by applicant]
US 9678056B2 · Turner et al. · 2017 [cited by applicant]
US 9738929B2 · Turner et al. · 2017 [cited by applicant]
US 10131943B2 · Reid et al. · 2018 [cited by applicant]
US 10260093B2 · Geiser · 2019 [cited by examiner]
US 10689697B2 · Reid et al. · 2020 [cited by applicant]
US 11085077B2 · Reid et al. · 2021 [cited by applicant]
US 11401549B2 · Reid et al. · 2022 [cited by applicant]
US 20020197618A1 · Sampson · 2002 [cited by applicant]
US 20030099951A1 · Akeson et al. · 2003 [cited by applicant]
US 20050159898A1 · Yasuda · 2005 [cited by applicant]
US 20050202444A1 · Zhu · 2005 [cited by applicant]
US 20050272923A1 · Zhang et al. · 2005 [cited by applicant]
US 20060019259A1 · Joyce · 2006 [cited by applicant]
US 20060086626A1 · Joyce · 2006 [cited by applicant]
US 20070161028A1 · Schwartz et al. · 2007 [cited by applicant]
US 20090035777A1 · Kokoris · 2009 [cited by examiner]
US 20100331194A1 · Turner et al. · 2010 [cited by applicant]
US 20110121840A1 · Sanghera et al. · 2011 [cited by applicant]
US 20110124518A1 · Cantor · 2011 [cited by examiner]
US 20110226623A1 · Timp et al. · 2011 [cited by applicant]
US 20120071330A1 · Kokoris · 2012 [cited by examiner]
US 20120088235A1 · Kokoris · 2012 [cited by examiner]
US 20120316075A1 · Buzby · 2012 [cited by examiner]
US 20130023423A1 · Kavanagh et al. · 2013 [cited by applicant]
US 20130071837A1 · Winters-Hilt et al. · 2013 [cited by applicant]
US 20130146456A1 · Gundlach et al. · 2013 [cited by applicant]
US 20130203610A1 · Meller · 2013 [cited by examiner]
US 20140255918A1 · Olasagasti et al. · 2014 [cited by applicant]
US 20150057948A1 · Reid et al. · 2015 [cited by applicant]
US 20150152492A1 · Brown et al. · 2015 [cited by applicant]
US 20150152495A1 · Stava et al. · 2015 [cited by applicant]
US 20150344944A1 · Reid et al. · 2015 [cited by applicant]
US 20160162634A1 · Reid et al. · 2016 [cited by applicant]
US 20170091427A1 · Massingham · 2017 [cited by applicant]
US 20170096703A1 · Dolan et al. · 2017 [cited by applicant]
US 20170219557A1 · Reid et al. · 2017 [cited by applicant]
US 20170233804A1 · Reid et al. · 2017 [cited by applicant]
US 20190154655A1 · Reid et al. · 2019 [cited by applicant]
US 20190203286A1 · Reid et al. · 2019 [cited by applicant]
US 20190310242A1 · Reid et al. · 2019 [cited by applicant]
US 20210079460A1 · Reid et al. · 2021 [cited by applicant]
US 20230167494A1 · Reid et al. · 2023 [cited by applicant]
EP 1351183A2 · 2003 [cited by applicant]
EP 1544310A2 · 2005 [cited by applicant]
JP H11178575A · 1999 [cited by applicant]
JP 2002325581A · 2002 [cited by applicant]
JP 2005257687A · 2005 [cited by applicant]
JP 2006119140A · 2006 [cited by applicant]
JP 2010524436A · 2010 [cited by applicant]
JP 2010539966A · 2010 [cited by applicant]
JP 2014531901A · 2014 [cited by applicant]
WO WO2000028312A1 · 2000 [cited by applicant]
WO WO2000039333A1 · 2000 [cited by applicant]
WO WO2000079257A1 · 2000 [cited by applicant]
WO WO2002042496A2 · 2002 [cited by applicant]
WO WO2005124888A1 · 2005 [cited by applicant]
WO WO2006028508A2 · 2006 [cited by applicant]
WO WO2006100484A2 · 2006 [cited by applicant]
WO WO2007117832A2 · 2007 [cited by applicant]
WO WO2007137225A2 · 2007 [cited by applicant]
WO WO2008092760A1 · 2008 [cited by applicant]
WO WO2008102120A1 · 2008 [cited by applicant]
WO WO2008102121A1 · 2008 [cited by applicant]
WO WO2008124107A1 · 2008 [cited by applicant]
WO WO2009035647A1 · 2009 [cited by applicant]
WO WO2009077734A2 · 2009 [cited by applicant]
WO WO2010004265A1 · 2010 [cited by applicant]
WO WO2010004273A1 · 2010 [cited by applicant]
WO WO2010034018A2 · 2010 [cited by applicant]
WO WO2010053820A1 · 2010 [cited by applicant]
WO WO2010055307A1 · 2010 [cited by applicant]
WO WO2010086603A1 · 2010 [cited by applicant]
WO WO2010086622A1 · 2010 [cited by applicant]
WO WO2010109107A1 · 2010 [cited by applicant]
WO WO2010109197A2 · 2010 [cited by applicant]
WO WO2010117470A2 · 2010 [cited by applicant]
WO WO2010122293A1 · 2010 [cited by applicant]
WO WO2011046706A1 · 2011 [cited by applicant]
WO WO2011067559A1 · 2011 [cited by applicant]
WO WO2012005857A1 · 2012 [cited by applicant]
WO WO2012021149A1 · 2012 [cited by applicant]
WO WO2012033524A2 · 2012 [cited by applicant]
WO WO2012107778A2 · 2012 [cited by applicant]
WO WO2012109483A2 · 2012 [cited by applicant]
WO WO2012135658A2 · 2012 [cited by applicant]
WO WO2012138357A1 · 2012 [cited by applicant]
WO WO2012164270A1 · 2012 [cited by applicant]
WO WO2013014451A1 · 2013 [cited by applicant]
WO WO2013041878A1 · 2013 [cited by applicant]
WO WO2013057495A2 · 2013 [cited by applicant]
WO WO2013098561A1 · 2013 [cited by applicant]
WO WO2013098562A2 · 2013 [cited by applicant]
WO WO2013109970A1 · 2013 [cited by applicant]
WO WO2013121224A1 · 2013 [cited by applicant]
WO WO2013123379A2 · 2013 [cited by applicant]
WO WO2013153359A1 · 2013 [cited by applicant]
WO WO2013159042A1 · 2013 [cited by applicant]
WO WO2013185137A1 · 2013 [cited by applicant]
WO WO2014013259A1 · 2014 [cited by applicant]
WO WO2014013260A1 · 2014 [cited by applicant]
WO WO2014013262A1 · 2014 [cited by applicant]
WO WO2014064443A1 · 2014 [cited by applicant]
WO WO2014064444A1 · 2014 [cited by applicant]
WO WO2014096830A1 · 2014 [cited by applicant]
International Search Report and Written Opinion for Application No. PCT/GB2013/053359, mailed Mar. 7, 2014. [cited by applicant]
International Preliminary Report on Patentability for Application No. PCT/GB2015/053083, mailed Jul. 2, 2015. [cited by applicant]
[No Author Listed], Chapter 2: Polymerizer Module from Polymer. 1997. 14 pages. [cited by applicant]
Ainsleigh et al., Hidden Gauss-Markov Models for Signal Classification. IEEE Trans Sig Proc. Jun. 2002;50(6):1355-1367. [cited by applicant]
Alcock et al., Time-series Similarity Queries Employing a Feature-Based Approach. Proceedings of the 7th Hellenic Conference on Informatics (HCI '99); University of Ioannina, Greece, pp. 1-9, Aug. 26-29, 1999. [cited by applicant]
Altschul et al., Basic local alignment search tool. J Mol Biol. Oct. 5, 1990;215(3):403-10. [cited by applicant]
Altschul, A protein alignment scoring system sensitive at all evolutionary distances. J Mol Evol. Mar. 1993;36(3):290-300. [cited by applicant]
Ashkenasy et al., Recognizing a single base in an individual DNA strand: a step toward DNA sequencing in nanopores. Angew Chem Int Ed Engl. Feb. 18, 2005;44(9):1401-4. [cited by applicant]
Bates et al., Dynamics of DNA molecules in a membrane channel probed by active control techniques. Biophys J. 2003;84(4):2366-2372. doi:10.1016/S0006-3495(03)75042-5. [cited by applicant]
Batzoglou, Algorithmic challenges in mammalian whole-genome sequence assembly. In: Encyclopedia of genomics, proteomics and bioinformatics. John Wiley and Sons, New York. 2005. [cited by applicant]
Bell et al., DNA origami nanopores. Nano Lett. Jan. 11, 2012;12(1):512-7. doi: 10.1021/n1204098n. Epub Dec. 29, 2011. [cited by applicant]
Bokhari et al., A parallel graph decomposition algorithm for DNA sequencing with nanopores. Bioinformatics. Apr. 1, 2005;21(7):889-96. Epub Nov. 11, 2004. [cited by applicant]
Boufounos et al., Basecalling using hidden Markov models. Journal of the Franklin Institute, vol. 341 :23-36 (2004). [cited by applicant]
Braha et al., Designed protein pores as components for biosensors. Chem Biol. Jul. 1997;4(7):497-505. [cited by applicant]
Butler et al., Single-molecule DNA detection with an engineered MspA protein nanopore. Proc Natl Acad Sci U S A. Dec. 30, 2008;105(52):20647-52. doi: 10.1073/pnas.0807514106. Epub Dec. 19, 2008. [cited by applicant]
Case 1:17-cv-00275-LPS Document 18. Notice of subsequent events relating to Oxford's motion to dismiss (D.I. 9). Oct. 18, 2017. [cited by applicant]
Case 1:17-cv-00275-LPS Document 19. Oxford Nanopore Technologies, Inc.'s response to Pacific Biosciences of California, Inc.'s notice of subsequent events. Oct. 24, 2017. [cited by applicant]
Case 1:17-cv-00275-RGA Document 10. Oxford's opening brief in support of its motion to dismiss PacBio's complaint for patent infringement. May 8, 2017. [cited by applicant]
Case 1:17-cv-00275-RGA Document 14. PacBio's response to Oxford's motion to dismiss. Jun. 5, 2017. [cited by applicant]
Case 1:17-cv-00275-RGA Document 16. Oxford's reply brief in support of its motion to dismiss PacBio's complaint for patent infringement. Jun. 26, 2017. [cited by applicant]
Case 1:17-cv-01353-LPS Document 13. First Amended Complaint for Patent Infringement. Nov. 30, 2017. [cited by applicant]
Case 1:17-cv-01353-LPS Document 15. Plaintiff's response to Oxford Nanopore Techologies, Inc.'s Motion to Dismiss and Request for Scheduling Conference. Nov. 30, 2017. [cited by applicant]
Case 1:17-cv-01353-RGA Document 10. Oxford's opening brief in support of its motion to partially dismiss Pacbio's complaint for patent infringement. Nov. 16, 2017. [cited by applicant]
Chao et al., Constrained sequence alignment. Bull Math Biol. May 1993;55(3):503-24. [cited by applicant]
Churbanov et al., Duration learning for analysis of nanopore ionic current blockades. BMC Bioinformatics. Nov. 1, 2007;8 Suppl 7(Suppl 7):S14. doi: 10.1186/1471-2105-8-S7-S14. [cited by applicant]
Clarke et al., Continuous base identification for single-molecule nanopore DNA sequencing. Nat Nanotechnol. Apr. 2009;4(4):265-70. doi: 10.1038/nnano.2009.12. Epub Feb. 22, 2009. [cited by applicant]
Dahl et al., Direct observation of translocation in individual DNA polymerase complexes. J Biol Chem. Apr. 13, 2012;287(16):13407-21. doi:10.1074/jbc.M111.338418. Epub Feb. 29, 2012. [cited by applicant]
Derrington et al., Nanopore DNA sequencing with MspA. Proc Natl Acad Sci U S A. Sep. 14, 2010;107(37):16060-5. doi: 10.1073/pnas.1001831107. [cited by applicant]
Devereux et al., A comprehensive set of sequence analysis programs for the VAX. Nucleic Acids Res. Jan. 11, 1984;12(1 Pt 1):387-95. [cited by applicant]
Edgar, Muscle: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. Mar. 19, 2004;32(5):1792-7. Print 2004. [cited by applicant]
EP Communication pursuant to Rule 114(2) EPC for Application No. 13706058.8 dated Oct. 19, 2017. [cited by applicant]
Ervin et al., Simultaneous alternating and direct current readout of protein ion channel blocking events using glass nanopore membranes. Anal Chem. Mar. 15, 2008;80(6):2069-76. doi: 10.1021/ac7021103. Epub Feb. 23, 2008. [cited by applicant]
Fariselli et al., A new decoding algorithm for hidden Markov models improves the prediction of the topology of all-beta membrane proteins. BMC Bioinformatics. Dec. 1, 2005;6 Suppl 4:S12. [cited by applicant]
Gonzalez-Perez et al., Biomimetic triblock copolymer membrane arrays: a stable template for functional membrane proteins. Langmuir. Sep. 15, 2009;25(18):10447-50. doi: 10.1021/la902417m. [cited by applicant]
Gordon, Classification. 2nd edition. Chapman and Hall/CRC. 69-109. 1999. [cited by applicant]
Hall et al., Hybrid pore formation by directed insertion of ?-haemolysin into solid-state nanopores. Nat Nanotechnol. Dec. 2010;5(12):874-7. doi: 10.1038/nnano.2010.237. Epub Nov. 28, 2010. [cited by applicant]
He et al., Controlling DNA translocation through gate modulation of nanopore wall surface charges. ACS Nano. Jul. 26, 2011;5(7):5509-18. doi: 10.1021/nn201883b. Epub Jun. 17, 2011. [cited by applicant]
Healy, Nanopore-based single-molecule DNA analysis. Nanomedicine (Lond). Aug. 2007;2(4):459-81. [cited by applicant]
Hein et al., Statistical alignment:computational properties, homology testing and goodness-of-fit. J Mol Biol. Sep. 8, 2000;302(1):265-79. [cited by applicant]
Heron et al., Simultaneous measurement of ionic current and fluorescence from single protein pores. J Am Chem Soc. Feb. 11, 2009;131(5):1652-3. doi: 10.1021/ja808128s. [cited by applicant]
Higgins et al., CLUSTAL: a package for performing multiple sequence alignment on a microcomputer. Gene. Dec. 15, 1988;73(1):237-44. [cited by applicant]
Ivanov et al., DNA tunneling detector embedded in a nanopore. Nano Lett. Jan. 12, 2011;11(1):279-85. doi: 10.1021/nl103873a. Epub Dec. 6, 2010. [cited by applicant]
Jain et al., Improved data analysis for the MinION nanopore sequencer. Nat Methods. Apr. 2015; 12(4): 351-356. EPub Feb. 16, 2015. doi: 10.1038/nmeth.3290. Author Manuscript. [cited by applicant]
Karp et al., Efficient randomized pattern-matching algorithms. IBM J. Res. Development. 1987;31(2):249-260. [cited by applicant]
Kasianowicz et al., Nanoscopic porous sensors. Annu Rev Anal Chem (Palo Alto Calif). 2008;1:737-66. doi:10.1146/annurev.anchem.1.031207.112818. [cited by applicant]
Kaxiras et al. Multiscale simulations of complex systems: computation meets reality. Sci Model Simul. 2008; 15:59-65. [cited by applicant]
Kent, Blat—the BLAST-like alignment tool. Genome Res. Apr. 2002;12(4):656-64. [cited by applicant]
Khreich et al., A survey of techniques for incremental learning of HMM parameters. J Info Sciences. Aug. 2012;197:105-130. [cited by applicant]
Kowalczyk et al., Slowing down DNA translocation through a nanopore in lithium chloride. Nano Lett. Feb. 8, 2012;12(2):1038-44. doi: 10.1021/n1204273h. Epub Jan. 27, 2012. [cited by applicant]
Lam et al., HMMCONVERTER 1.0: a toolbox for hidden Markov models. Nucleic Acids Res. Nov. 2009;37(21):e139. doi: 10.1093/nar/gkp662. [cited by applicant]
Lathrop et al., Monitoring the escape of DNA from a nanopore using an alternating current signal. J Am Chem Soc. Feb. 17, 2010;132(6):1878-85. doi:10.1021/ja906951g. [cited by applicant]
Liang et al., Bayesian Basecalling for DNA Sequence Analysis using Hidden Markov Models. Proceedings of 2006 IEEE Conference on Information Sciences and Systems, CISS, pp. 1599-1604 (2006). [cited by applicant]
Lieberman et al., Processive replication of single DNA molecules in a nanopore catalyzed by phi29 DNA polymerase. J Am Chem Soc. Dec. 22, 2010;132(50):17961-72. doi: 10.1021/ja1087612. Epub Dec. 1, 2010. [cited by applicant]
Loose et al., Real-time selective sequencing using nanopore technology. Nat Methods. Sep. 2016; 13(9): 751-754. EPub Jul. 25, 2016. doi: 10.1038/nmeth.3930. [cited by applicant]
Luan et al., Base-by-base ratcheting of single stranded DNA through a solid-state nanopore. Phys Rev Lett. Jun. 11, 2010;104(23):238103. Epub Jun. 10, 2010. [cited by applicant]
Luan et al., Control and reversal of the electrophoretic force on DNA in a charged nanopore. J Phys Condens Matter. Nov. 17, 2010;22(45):454123. doi:10.1088/0953-8984/22/45/454123. Epub Oct. 29, 2010. [cited by applicant]
Manrao et al., Reading DNA at single-nucleotide resolution with a mutant MspA nanopore and phi29 DNA polymerase. Nat Biotechnol. Mar. 25, 2012;30(4):349-53. doi: 10.1038/nbt.2171. [cited by applicant]
Mikheyev et al., A first look at the Oxford Nanopore MinION sequencer. Mol Ecol Resour. Nov. 2014;14(6):1097-102. doi: 10.1111/1755-0998.12324. Epub Sep. 24, 2014. [cited by applicant]
Montal et al., Formation of bimolecular membranes from lipid monolayers and a study of their electrical properties. Proc Natl Acad Sci U S A. Dec. 1972;69(12):3561-6. [cited by applicant]
Nakane et al. Nanopore sensors for nucleic acid analysis. J. Phys.: Condens. Matter 15 (2003) R1365-R1393. [cited by applicant]
Olasagasti et al., Replication of individual DNA molecules under electronic control using a protein nanopore. Nat Nanotechnol. Nov. 2010;5(11):798-806. doi: 10.1038/nnano.2010.177. Epub Sep. 26, 2010. [cited by applicant]
Pylkkönen et al., Duration Modeling Techniques for Continuous Speech Recognition. Eighth International Conference on Spoken Language Processing. 2004. 4 pages. [cited by applicant]
Quinlan et al., C.45: Programs for Machine Learning. Morgan Kaufmann Publishers, ISBN 1-55860-238-0. Ed.: Langley. 1-114. 1993. [cited by applicant]
Schneider et al., DNA sequencing with nanopores. Nat Biotechnol. Apr. 10, 2012;30(4):326-8. doi: 10.1038/nbt.2181. [cited by applicant]
Soni et al., Synchronous optical and electrical detection of biomolecules traversing through solid-state nanopores. Rev Sci Instrum. Jan. 2010;81(1):014301. doi: 10.1063/1.3277116. [cited by applicant]
Stoddart et al., Multiple base-recognition sites in a biological nanopore: two heads are better than one. Angew Chem Int Ed Engl. 2010;49(3):556-9. doi: 10.1002/anie.200905483. [cited by applicant]
Stoddart et al., Nucleobase recognition in ssDNA at the central constriction of the alpha-hemolysin pore. Nano Lett. Sep. 8, 2010;10(9):3633-7. doi: 10.1021/nl101955a. [cited by applicant]
Stoddart et al., Single-nucleotide discrimination in immobilized DNA oligonucleotides with a biological nanopore. Proc Natl Acad Sci U S A. May 12, 2009;106(19):7702-7. doi: 10.1073/pnas.0901054106. Epub Apr. 20, 2009. [cited by applicant]
Suzuki et al., A New Hmnet Construction Algorithm Requiring No. Contextual Factors. IEICE. Jun. 1995;E78:662-668. [cited by applicant]
Takami et al., Automatic Generation of Hidden Markov Networks by a Successive State Splitting Algoritm. IEICE. 1993;J76:2155-2164. [cited by applicant]
Thompson et al., CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res. Nov. 11, 1994;22(… [cited by applicant]
Timp et al., DNA base-calling from a nanopore using a Viterbi algorithm. Biophys J. May 16, 2012;102(10):L37-9. doi:10.1016/j.bpj.2012.04.009. Epub May 15, 2012. [cited by applicant]
United States District Court for the District of Delaware Order. [cited by applicant]
United States Patent and Trademark Office. [cited by applicant]
Warren et al., Assembling millions of short DNA sequences using SSAKE. Bioinformatics. Feb. 15, 2007;23(4):500-1. Epub Dec. 8, 2006. [cited by applicant]
Winters-Hilt et al., A novel, fast, HMM-with-Duration implementation—for application with a new, pattern recognition informed, nanopore detector. BMC Bioinformatics. Nov. 1, 2007;8 Suppl 7:S19. [cited by applicant]
Winters-Hilt et al., Highly accurate classification of Watson-Crick basepairs on termini of single DNA molecules. Biophys J. Feb. 2003;84(2 Pt 1):967-76. [cited by applicant]
Winters-Hilt, Machine learning methods for channel current cheminformatics, biophysical analysis, and bioinformatics. University of California Santa Cruz. Mar. 2003. Dissertation. 176 pages. [cited by applicant]
Zeng et al., PyroHMMvar: a sensitive and accurate method to call short indels and SNPs for Ion Torrent and 454 data. Bioinformatics. Nov. 15, 2013;29(22):2859-68. doi: 10.1093/bioinformatics/btt512. Epub Aug. 31, 2013. [cited by applicant]
Zerbino et al., Velvet: algorithms for de novo short read assembly using de Bruijn graphs. Genome Res. May 2008;18(5):821-9. doi: 10.1101/gr.074492.107. Epub Mar. 18, 2008. [cited by applicant]
Zhu et al., Bayesian adaptive sequence alignment algorithms. Bioinformatics. 1998;14(1):25-39. [cited by applicant]
Branton et al., The potential and challenges of nanopore sequencing. Nat Biotechnol. Oct. 2008;26(10):1146-53. doi: 10.1038/nbt.1495. [cited by applicant]
Cabello-Aguilar et al., Experimental and simulation studies of unusual current blockade induced by translocation of small oxidized PEG through a single nanopore. Phys Chem Chem Phys. Sep. 7, 2014;16(33):17883-92. doi: 1… [cited by applicant]
Chu et al., Real-time monitoring of DNA polymerase function and stepwise single-nucleotide DNA strand translocation through a protein nanopore. Angew Chem Int Ed Engl. Dec. 27, 2010;49(52):10106-9. doi: 10.1002/anie.201… [cited by applicant]
Fennouri et al., Single molecule detection of glycosaminoglycan hyaluronic acid oligosaccharides and depolymerization enzyme activity using a protein nanopore. ACS Nano. Nov. 27, 2012;6(11):9672-8. doi: 10.1021/nn303104… [cited by applicant]
Hornblower et al., Single-molecule analysis of DNA-protein complexes using nanopores. Nat Methods. Apr. 2007;4(4):315-7. doi: 10.1038/nmeth1021. Epub Mar. 4, 2007. [cited by applicant]
Howorka et al., Nanopore analytics: sensing of single molecules. Chem Soc Rev. Aug. 2009;38(8):2360-84. doi: 10.1039/b813796j. Epub Jun. 15, 2009. [cited by applicant]
Muzard et al., DNA translocation and unzipping through a nanopore: some geometrical effects. Biophys J. May 19, 2010;98(10):2170-8. doi: 10.1016/j.bpj.2010.01.041. [cited by applicant]
Panwar et al., Enzyme-modulated DNA translocation through a nanopore. J Am Chem Soc. Dec. 30, 2009;131(51):18563-70. doi: 10.1021/ja904047q. [cited by applicant]
Stanke et al., Gene prediction with a hidden Markov model and a new intron submodel. Bioinformatics. Oct. 2003;19 Suppl 2:ii215-25. doi: 10.1093/bioinformatics/btg1080. [cited by applicant]
Cited By (3)
US 12,486,534 US 12,545,955 US 12,545,956