IP Library › Granted Patent US 12,571,055
Granted Patent B2
US 12,571,055 · App. 19/201,039 · Granted Mar 10, 2026

Methods for early detection of cancer

Inventors: Stefanie Ann Ward Mortimer (Morgan Hill, CA); AmirAli Talasaz (Atherton, CA); Darya Chudova (Los Altos, CA); Helmy Eltoukhy (Atherton, CA)
Assignee: Guardant Health, Inc.
C12Q1/6886C12M1/00C12M1/34C12Q1/6806C12Q1/6855C12Q1/6869G01N33/57407G16B20/20G16B30/10G16H50/20G16H50/30C12Q2600/118C12Q2600/154C12Q2600/156C12Q2600/158C12Q2600/166
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Quick Facts
Patent No.
US 12,571,055
App. No.
19/201,039
Granted
Mar 10, 2026
Kind
B2
Abstract

Disclosed herein are methods, compositions, and devices for use in the early detection of cancer. The methods include preparing cell-free nucleic acid molecules from a subject for sequencing, sequencing a panel of regions in the cell-free nucleic acid molecules, and detecting one or more markers that are indicative of a cancer.

Claims (34)

1 . A method for detecting a presence or absence of residual cancer in a subject, comprising:

(a) providing a sample comprising cell-free deoxyribonucleic acid (cfDNA) molecules from a subject, wherein the sample is collected from the subject post-surgical resection of a tumor;

(b) enriching the cfDNA molecules or amplicons thereof using oligonucleotide sequence capture probes for a plurality of genes or genomic regions to generate a sequencing panel, wherein the plurality of genes or genomic regions:

(i) comprise CpG islands which are differentially methylated regions, and

(ii) are selected without using prior knowledge from the tumor;

(c) sequencing a plurality of enriched cfDNA molecules or enriched amplicons thereof to generate sequencing data; and

(d) determining methylation profiles of the cfDNA molecules from the sequencing data to detect the presence or absence of residual cancer in the subject.

2 . The method of claim 1 , wherein the sample is or is derived from a blood sample of the subject.

3 . The method of claim 1 , wherein sequencing adaptors are attached to the cfDNA molecules prior to enriching.

4 . The method of claim 3 , wherein the sequencing adaptors comprise molecular barcodes.

5 . The method of claim 1 , wherein the enriching comprises a differential tiling of the oligonucleotide sequence capture probes.

6 . The method of claim 5 , wherein the differential tiling has a depth of about 2×, 3×, 4×, 5×, 6×, 8×, 9×, 10×, 15×, 20×, 50× or more.

7 . The method of claim 1 , wherein the enriched cfDNA molecules or amplicons thereof are amplified prior to sequencing.

8 . The method of claim 1 , wherein the plurality of genomic regions comprise one or more sequences selected from the group consisting of exons, introns, promoters, 3′ untranslated regions, 5′ untranslated regions, enhancers and splice sites.

9 . The method of claim 8 , wherein a genomic region of the plurality of genomic regions comprises a transcription start site in a promoter region of a tumor suppressor gene.

10 . The method of claim 1 , wherein the sequencing panel is at least 150 kb in size.

11 . The method of claim 1 , wherein the sequencing is massively parallel sequencing that sequences at least 10 million polynucleotide molecules.

12 . The method of claim 1 , wherein the sequencing data comprises at least 1 billion, 1.1 billion, 1.2 billion, 1.5 billion, 2 billion, 2.5 billion, 3 billion, 3.5 billion, 4 billion, 4.5 billion, 5 billion, 5.5 billion, 6 billion, 6.5 billion, 7 billion, 8 billion, 9 billion or 10 billion base pairs.

13 . The method of claim 1 , wherein a read budget is selected that identifies the total number of base reads to be allocated to the sample, wherein the sample comprises a predetermined amount of DNA.

14 . The method of claim 1 , wherein the sequencing is performed at a depth of at least 50,000 reads per base, at least 100,000 reads per base, or at least 120,000 reads per base.

15 . The method of claim 14 , wherein the reads per base represent at least 5,000 original cfDNA molecules in the sample.

16 . The method of claim 1 , wherein the subject does not have a cancer that is detectable by imaging methods.

17 . The method of claim 16 , wherein the imaging method is positron emission tomography scan, magnetic resonance imaging, X-ray, computerized axial tomography scan, ultrasound, or a combination thereof.

18 . The method of claim 1 , wherein the cancer is colorectal cancer.

19 . The method of claim 18 , wherein the colorectal cancer is detected at a specificity of at least 80% or greater.

20 . The method of claim 19 , wherein the plurality of genes or genomic regions is selected for enrichment to detect the colorectal cancer at a positive predictive value (PPV) of at least 60%.

21 . The method of claim 1 , wherein sequence reads from the sequencing data are mapped to a reference sequence.

22 . The method of claim 1 , wherein the method further comprises detecting one or more genetic variants in the cfDNA molecules from the sample.

23 . The method of claim 22 , wherein the detecting one or more genetic variants in the cfDNA molecules comprises determining a consensus sequence from sequence reads obtained from the sequence data to reduce errors from amplification or sequencing.

24 . The method of claim 23 , wherein the consensus sequence is performed on a molecule-by-molecule basis or a base-by-base basis.

25 . The method of claim 23 , wherein the consensus sequence is based on assessing probabilities of each of the potential nucleotides based on observed sequence output and the sequencing and amplification error profile characteristics of an individual sample, a batch of sample, or a reference set of samples.

26 . The method of claim 23 , wherein molecular barcodes are used to group the sequencing reads into families derived from original individual cfDNA molecules, wherein the consensus sequence is generated for the family either on a molecule-by-molecule basis or a base-by-base basis.

27 . The method of claim 22 , wherein a frequency of nucleotides in the sample is determined by comparing it to a frequency of germline DNA from the subject.

28 . The method of claim 22 , wherein the genetic variants are single nucleotide variants (SNVs) and/or insertions or deletions (indels).

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jun 4, 2025
From: MORTIMER, STEFANIE ANN WARD; TALASAZ, AMIRALI; CHUDOVA, DARYA; ELTOUKHY, HELMY
To: GUARDANT HEALTH, INC.
Reel/Frame 071316/0465 →
Continuity (18)
Continuation 19018456 · Jan 13, 2025
Continuation 18441187 · Feb 14, 2024
Continuation 18436821 · Feb 8, 2024
Continuation 18457770 · Aug 29, 2023
Continuation 18156890 · Jan 19, 2023
Continuation 18047979 · Oct 19, 2022
Continuation 17837375 · Jun 10, 2022
Continuation 17688762 · Mar 7, 2022
Continuation 17507109 · Oct 21, 2021
Continuation 17367245 · Jul 2, 2021
Continuation 16093916
Provisional Application 62324287 · Apr 18, 2016
Provisional Application 62322783 · Apr 14, 2016
Provisional Application 62322786 · Apr 14, 2016
Provisional Application 62322773 · Apr 14, 2016
Provisional Application 62322784 · Apr 14, 2016
Provisional Application 62322775 · Apr 14, 2016
Related Publication 20250263802A1 · Aug 21, 2025
References Cited (198)
US 5475100A · Hashino et al. · 1995 [cited by applicant]
US 5712126A · Weissman et al. · 1998 [cited by applicant]
US 6582908B2 · Fodor et al. · 2003 [cited by applicant]
US 7537897B2 · Brenner et al. · 2009 [cited by applicant]
US 7723103B2 · Mead et al. · 2010 [cited by applicant]
US 7803929B2 · Melkonyan et al. · 2010 [cited by applicant]
US 8420319B2 · Mikawa · 2013 [cited by applicant]
US 8603749B2 · Gillevet · 2013 [cited by applicant]
US 8741606B2 · Casbon et al. · 2014 [cited by applicant]
US 8835358B2 · Fodor et al. · 2014 [cited by applicant]
US 8999634B2 · Sanders et al. · 2015 [cited by applicant]
US 9018365B2 · Brenner · 2015 [cited by applicant]
US 9080210B2 · Eijk et al. · 2015 [cited by applicant]
US 9260753B2 · Xie et al. · 2016 [cited by applicant]
US 9404156B2 · Hicks et al. · 2016 [cited by applicant]
US 9745627B2 · Eijk et al. · 2017 [cited by applicant]
US 9752188B2 · Schmitt et al. · 2017 [cited by applicant]
US 9850523B1 · Chudova et al. · 2017 [cited by applicant]
US 10450611B2 · West et al. · 2019 [cited by applicant]
US 10577650B2 · Zimmermann et al. · 2020 [cited by applicant]
US 10597717B2 · Maguire et al. · 2020 [cited by applicant]
US 11319593B2 · Toung et al. · 2022 [cited by applicant]
US 11345968B2 · Mortimer et al. · 2022 [cited by applicant]
US 11359248B2 · Mortimer et al. · 2022 [cited by applicant]
US 11384382B2 · Kennedy et al. · 2022 [cited by applicant]
US 11408033B2 · Bartha et al. · 2022 [cited by applicant]
US 11408037B2 · Babiarz et al. · 2022 [cited by applicant]
US 11519039B2 · Mortimer et al. · 2022 [cited by applicant]
US 11525162B2 · Rabinowitz et al. · 2022 [cited by applicant]
US 11530454B2 · Babiarz et al. · 2022 [cited by applicant]
US 11643694B2 · Mortimer et al. · 2023 [cited by applicant]
US 11725241B2 · Amorese et al. · 2023 [cited by applicant]
US 11773453B2 · Talasaz et al. · 2023 [cited by applicant]
US 11788153B2 · Mortimer et al. · 2023 [cited by applicant]
US 11827942B2 · Mortimer et al. · 2023 [cited by applicant]
US 11932910B2 · Maguire et al. · 2024 [cited by applicant]
US 12104212B2 · Maguire et al. · 2024 [cited by applicant]
US 12116640B2 · Mortimer et al. · 2024 [cited by applicant]
US 12215392B2 · Maguire et al. · 2025 [cited by applicant]
US 12241128B2 · Mortimer et al. · 2025 [cited by applicant]
US 12270082B2 · Maguire et al. · 2025 [cited by applicant]
US 12351879B2 · Maguire et al. · 2025 [cited by applicant]
US 12351880B2 · Maguire et al. · 2025 [cited by applicant]
US 20010014451A1 · Shultz et al. · 2001 [cited by applicant]
US 20010053519A1 · Fodor et al. · 2001 [cited by applicant]
US 20040209299A1 · Pinter et al. · 2004 [cited by applicant]
US 20060073506A1 · Christians et al. · 2006 [cited by applicant]
US 20070031832A1 · Watt et al. · 2007 [cited by applicant]
US 20070065844A1 · Golub et al. · 2007 [cited by applicant]
US 20070172839A1 · Smith et al. · 2007 [cited by applicant]
US 20080070792A1 · Stoughton et al. · 2008 [cited by applicant]
US 20080254453A1 · Shapero et al. · 2008 [cited by applicant]
US 20090036323A1 · Eijk et al. · 2009 [cited by applicant]
US 20090105959A1 · Braverman et al. · 2009 [cited by applicant]
US 20090239764A1 · Sparks et al. · 2009 [cited by applicant]
US 20090298075A1 · Travers et al. · 2009 [cited by applicant]
US 20100323348A1 · Hamady et al. · 2010 [cited by applicant]
US 20110226623A1 · Timp et al. · 2011 [cited by applicant]
US 20110230358A1 · Rava · 2011 [cited by applicant]
US 20110319299A1 · Osborne et al. · 2011 [cited by applicant]
US 20120208711A1 · Cortese · 2012 [cited by examiner]
US 20120283110A1 · Shendure et al. · 2012 [cited by applicant]
US 20120316074A1 · Saxonov · 2012 [cited by applicant]
US 20130005585A1 · Anderson et al. · 2013 [cited by applicant]
US 20130017549A1 · Hong · 2013 [cited by applicant]
US 20140100121A1 · Lo · 2014 [cited by examiner]
US 20150024950A1 · Bielas et al. · 2015 [cited by applicant]
US 20150051116A1 · Kim · 2015 [cited by applicant]
US 20150087557A1 · Lubiene et al. · 2015 [cited by applicant]
US 20160017412A1 · Srinivasan et al. · 2016 [cited by applicant]
US 20160017419A1 · Chiu et al. · 2016 [cited by applicant]
US 20160024576A1 · Chee · 2016 [cited by applicant]
US 20160026758A1 · Jabara et al. · 2016 [cited by applicant]
US 20160032396A1 · Diehn · 2016 [cited by examiner]
US 20160046986A1 · Eltoukhy et al. · 2016 [cited by applicant]
US 20160053301A1 · Raymond et al. · 2016 [cited by applicant]
US 20160060691A1 · Giresi et al. · 2016 [cited by applicant]
US 20160130649A1 · Xie et al. · 2016 [cited by applicant]
US 20160194694A1 · Bramlett et al. · 2016 [cited by applicant]
US 20160319345A1 · Gnerre et al. · 2016 [cited by applicant]
US 20170051347A1 · Vogelstein et al. · 2017 [cited by applicant]
US 20170058332A1 · Kermani et al. · 2017 [cited by applicant]
US 20170107576A1 · Babiarz et al. · 2017 [cited by applicant]
US 20180179578A1 · Raymond et al. · 2018 [cited by applicant]
US 20180251848A1 · Diehn et al. · 2018 [cited by applicant]
US 20190002969A1 · Drmanac · 2019 [cited by examiner]
US 20190085406A1 · Mortimer et al. · 2019 [cited by applicant]
US 20200165678A1 · Mitchell et al. · 2020 [cited by applicant]
US 20200283839A1 · Kennedy et al. · 2020 [cited by applicant]
US 20220025469A1 · Mortimer et al. · 2022 [cited by applicant]
US 20240200150A1 · Talasaz · 2024 [cited by applicant]
EP 3433373B1 · 2022 [cited by applicant]
WO 0058516A2 · 2000 [cited by applicant]
WO 2000058516A2 · 2000 [cited by applicant]
WO 2011073665A1 · 2011 [cited by applicant]
WO 2012129363A2 · 2012 [cited by applicant]
WO 2013019075A2 · 2013 [cited by applicant]
WO 2013142389A1 · 2013 [cited by applicant]
WO 2014039556A1 · 2014 [cited by applicant]
WO 2014113204A1 · 2014 [cited by applicant]
WO 2014149134A2 · 2014 [cited by applicant]
WO 2014151117A1 · 2014 [cited by applicant]
WO 2014182521A1 · 2014 [cited by applicant]
WO 2015044262A1 · 2015 [cited by applicant]
WO 2015100427A1 · 2015 [cited by applicant]
WO 2015103339A1 · 2015 [cited by applicant]
WO 2015159292A2 · 2015 [cited by applicant]
WO 2015159293A2 · 2015 [cited by applicant]
WO 2015164432A1 · 2015 [cited by applicant]
WO 2015175705A1 · 2015 [cited by applicant]
WO 2016019360A1 · 2016 [cited by applicant]
WO 2016040901A1 · 2016 [cited by applicant]
WO 2016135300A1 · 2016 [cited by applicant]
WO 2016149261A1 · 2016 [cited by applicant]
WO 2016179049A1 · 2016 [cited by applicant]
WO 2017062867A1 · 2017 [cited by applicant]
WO 2017100441A1 · 2017 [cited by applicant]
WO 2017165463A1 · 2017 [cited by applicant]
WO 2017181146A1 · 2017 [cited by applicant]
WO 2017181202A2 · 2017 [cited by applicant]
WO 2017205823A1 · 2017 [cited by applicant]
WO 2018064629A1 · 2018 [cited by applicant]
WO 2018213498A1 · 2018 [cited by applicant]
WO 2019200228A1 · 2019 [cited by applicant]
HHartwell et al., Cancer Biomarkers : a systems approach 24(8) :905-908 (Year: 2006). [cited by examiner]
De Vooght, K.M.K et al. “Management of Gene Promoter Mutations in Molecular Diagnostics” Clin Chem (2009) 55 (4):698-708. [cited by applicant]
Mouliere, F., et al., “High fragmentation characterizes tumour-derived circulating DNA” PLOS One, Sep. 6, 2011, vol. 6, No. 9, 1 O pages. [cited by applicant]
Office Action for U.S. Appl. No. 19/018,456, dated May 7, 2025. [cited by applicant]
Sheng, X. et al. “Promoter Analysis of Tumor Suppressor Gene PTEN: Identification of Minimum Promoter Region” Biochm Biophys Res Comm (2002) 292:422-426. [cited by applicant]
Sims, D. et al. “Sequencing depth and coverage: key considerations in genomic analyses” Nature Revs (2014) 15:121-132. [cited by applicant]
Phallen, J. et al. “Direct detection of early-stage cancers using circulating tumor DNA” Sci Trans Med (2017) vol. 9, Issue 403, eaan2415DOI: 10.1126/scitranslmed.aan2415. [cited by applicant]
Schmitt et al. Supplemental Information http://www.pnas.org/content/suppl/2012/08/01/1208715109.DCSupplemental (2012). [cited by applicant]
Schmitt, et al. Detection of ultra-rare mutations by next-generation sequencing. Proc Natl Acad Sci U S A. Sep. 4, 2012;109(36):14508-13. doi: 10.1073/pnas.1208715109. Epub Aug. 1, 2012. [cited by applicant]
Shiroguchi, et al. Digital RNA sequencing minimizes sequence-dependent bias and amplification noise with optimized single-molecule barcodes. Proc Natl Acad Sci U S A. Jan. 24, 2012;109(4):1347-52. doi: 10.1073/pnas. 111… [cited by applicant]
Stevenson, J et al. “Universal CG cloning of polymerase chain reaction products” Anal Chem (2015) 471:80-82. [cited by applicant]
Wu, C-C et al. “Long-span, mate-pair scaffolding and other methods for faster next-generation sequencing library creation” Nature Methods (2012) 9:i-ii. [cited by applicant]
Zhang, et al. The impact of next-generation sequencing on genomics. J Genet Genomics. Mar. 2, 20110;38(3):95-109. doi: 10.1016/j.jgg.2011.02.003. Epub Mar. 15, 2011. [cited by applicant]
Zill, O.A. et al. “Cell-Free DNA Next-Generation Sequencing in Pancreatobiliary Carcinomas” Cancer Discovery (2015) 5(10):1040-1048. [cited by applicant]
“Human Genome”, Wikipedia.com, accessed Aug. 6, 2024. (Year: 2024). [cited by applicant]
“Vertebrate”, Wikipedia.com, accessed Nov. 26, 2024 (Year: 2024). [cited by applicant]
Buermans, H.P.J. et al. “Next generation sequencing technology: Advances and applications” Biochimica Biophys Acta (2014) 1842.10:1932-1941. [cited by applicant]
Clark, J.M. “Novel non-templated nucleotide addition reactions catalyzed by procaryotic and eucaryotic DNA polymerases” NAR (1988) 16(20):9677-9686. [cited by applicant]
Clark, T.A. et al. “Analytical Validation of a Hybrid Capture Based Next-Generation Sequencing Clinical Assay for Genomic Profiling of Cell-Free Circulating Tumor Dna,” J. Mol. Diagnostics (2018) 20(5):686-702. [cited by applicant]
Co-pending U.S. Appl. No. 17/507,109, filed Oct. 21, 2021. [cited by applicant]
Decision on Appeal in U.S. Appl. No. 16/880,706, Appeal No. 2022-003089, dated Nov. 15, 2022. [cited by applicant]
Examiner's Answer to Appeal Brief for U.S. Appl. No. 16/880,706 dated Mar. 16, 2022. [cited by applicant]
Extended European search report and opinion dated Nov. 12, 2019 for EP Application No. 17783335.7. [cited by applicant]
Final Office Action for U.S. Appl. No. 16/596,180, dated Dec. 6, 2022. [cited by applicant]
Final Office Action for U.S. Appl. No. 18/620,056, dated Nov. 14, 2024. [cited by applicant]
Final Office Action in U.S. Appl. No. 17/507,109, mailed Feb. 28, 2022. [cited by applicant]
Final Office Action in U.S. Appl. No. 17/688,762, mailed Sep. 9, 2022. [cited by applicant]
Final Office Action in U.S. Appl. No. 18/047,979, dated Apr. 21, 2023. [cited by applicant]
Gao, T. et al. “Increaseing Overhang GC-Content Increases Sticky-End Ligation Efficiency” J Exp Microbiol & Immunol (2015) 9(2):1-8. [cited by applicant]
Guardant360 NIH Genetic Testing Registry (GTR)—NCBI, (GTR TEST ID GTR000527948.1 https://www.ncbi.nlm.nih.gov/gtr/tests/ 527948.1/methodology/, sections methodology, performance characteristics and Interpretation, pp. 1… [cited by applicant]
Hamady, et al. Error-correcting barcoded primers for pyrosequencing hundreds of samples in multiplex. Nat Methods. Mar. 2008;5(3):235-7. doi: 10.1038/nmeth.1184. Epub Feb. 10, 2008. [cited by applicant]
Hensel, et al. Simultaneous identification of bacterial virulence genes by negative selection. Science. Jul. 21, 1995;269(5222):400-3. [cited by applicant]
Hiatt, et al. Single molecule molecular inversion probes for targeted, high-accuracy detection of low-frequency variation. Genome Res. May 2013;23(5):843-54. doi: 10.1101/gr.147686.112. Epub Feb. 4, 2013. [cited by applicant]
International search report and written opinion dated Jan. 11, 2019 for PCT/US2018/027632. [cited by applicant]
International search report and written opinion dated Sep. 13, 2017 for PCT/US2017/027809. [cited by applicant]
Japanese Office Action dated Apr. 27, 2021, for 2019-555645. [cited by applicant]
Kinde, et al. Detection and quantification of rare mutations with massively parallel sequencing. Proc Natl Acad Sci U S A. Jun. 7, 2011;108(23):9530-5. doi: 10.1073/pnas.1105422108. Epub May 17, 2011. [cited by applicant]
Kinde, et al. Supplemental Information, Detection and quantification of rare mutations with massively parallel sequencing. Proc Natl Acad Sci U S A. Jun. 7, 2011;108(23):1-10. [cited by applicant]
Lanman, et al., Analytical and Clinical Validation of a Digital Sequencing Panel for Quantitative, Highly Accurate Evaluation of Cell-Free Circulating Tumor DNA PLoS One, Oct. 2015, 10(10), e0140712. doi: 10.1371/journa… [cited by applicant]
Leary, et al. Development of personalized tumor biomarkers using massively parallel sequencing. Sci Transl Med. Feb. 24, 2010;2(20):20ra14. doi: 10.1126/scitranslmed.3000702. [cited by applicant]
Legendre, C. et al. “Whole-genome bisulfite sequencing of cell-free DNA identifies signature associated with metastatic breast cancer” Clin Epigenetics (2015) 7(100):1-10. [cited by applicant]
Lizardi, et al. Mutation detection and single-molecule counting using isothermal rolling-circle amplification. Nat Genet. Jul. 1998;19(3):225-32. [cited by applicant]
Lodes, M.J. “Chimera-Free Library Prep for NGS Platforms” GenEngNews (2012) https://www.genengnews.com/magazine/173/chimera-free-library-prep-for-ngs-platforms/. [cited by applicant]
Lodes, M.J. et al. “Novel Chimera-Free, High Efficiency Library Preparation for NGS Platforms” Lucigen Corporation—Scientific Poster Sep. 16, 2011, http://www.lucigen.com/docs/posters/Chimera-Free-NGS-Libraries-Poster_0… [cited by applicant]
M. Jamal-Hanjani, et al.; Dection of Ubiquitous and Hetrogeneous Mutations in Cell-Free DNA from Patients with Early-stage non-small-cell Lung Cancer; Annals of Oncology 27: 862-867; Jan. 28, 2016 with Supplementary App… [cited by applicant]
Makrigiorgos, et al., A PCR-Based amplification method retaining quantative difference between two complex genomes. Nature Biotech, vol. 20, No. 9, pp. 936-939 (Sep. 2002). [cited by applicant]
Newman, A. et al. “Integrated digital error suppression for improved detection of circulating tumor DNA” Nature Biotech (2016) 34(5):547-555. [cited by applicant]
Newman, et al. An ultrasensitive method for quantitating circulating tumor DNA with broad patient coverage. Nat Med. May 2014;20(5):548-54. doi: 10.1038/nm.3519. Epub Apr. 6, 2014. [cited by applicant]
Ng, S.B. et al. “Individualised multiplexed circulating tumour DNA assays for monitoring of tumour presence in patients after colorectal cancer surgery.” Sci. Rep. 7, 40737; doi: 10.1038/ srep40737 (2017). [cited by applicant]
Office action dated May 28, 2020 for U.S. Appl. No. 15/953,316. [cited by applicant]
Office Action for U.S. Appl. No. 16/093,916 dated Jul. 28, 2021. [cited by applicant]
Office Action for U.S. Appl. No. 16/596,180 dated Mar. 4, 2022. [cited by applicant]
Office Action for U.S. Appl. No. 17/367,245 dated Oct. 14, 2021. [cited by applicant]
Office Action for U.S. Appl. No. 17/507,109 dated Dec. 8, 2021. [cited by applicant]
Office Action for U.S. Appl. No. 17/688,762 dated May 11, 2022. [cited by applicant]
Office Action for U.S. Appl. No. 17/809,540, dated May 11, 2023. [cited by applicant]
Office Action for U.S. Appl. No. 18/047,979, dated Jan. 19, 2023. [cited by applicant]
Office Action for U.S. Appl. No. 18/436,321, dated Jun. 7, 2024. [cited by applicant]
Office Action for U.S. Appl. No. 18/441,187, dated Apr. 25, 2024. [cited by applicant]
Office Action for U.S. Appl. No. 18/457,770, dated Dec. 2, 2024. [cited by applicant]
Office Action for U.S. Appl. No. 18/620,056 dated Jul. 18, 2024. [cited by applicant]
Office Action in U.S. Appl. No. 17/837,375, mailed Sep. 9, 2022. [cited by applicant]
Ohtsubo et al. “Efficient N-tailing of blunt DNA ends by Moloney murine leukemia virus reverse transcriptase” Scientific Reports (Feb. 2, 2017) 7:41769 (pp. 1-10). [cited by applicant]
Paweletz, C.P. et al. “Bias-corrected targeted next-generation sequencing for rapid, multiplexed detection of actionable alterations in cell-free DNA from advanced lung cancer patients” Clin Canc Res (2016) 22(4):915-92… [cited by applicant]
[cited by applicant]
Office Action for U.S. Appl. No. 18/985,984, dated Sep. 4, 2025. [cited by applicant]
Office Action for U.S. Appl. No. 19/018,456, dated Sep. 4, 2025. [cited by applicant]
Bennett E A et al: “Library construction for ancient genomics: single strand or double strand?”, Biotechniques, Informa Healthcare, US, vol. 56, No. 6, Jun. 1, 2014 (Jun. 1, 2014), pp. 289-290, XP002733866, ISSN: 0736-6… [cited by applicant]
Illumina—Estimating Sequencing Coverage; published 2014; www.illumina.com/documents/products/technotes/technote_coverage_calculation.pdf (Year: 2014). [cited by applicant]
Office Action for U.S. Appl. No. 18/620,056, dated Sep. 26, 2025. [cited by applicant]
Snyder, M.W. et al. “Cell-free DNA Comprises an In Vivo Nucleosome Footprint that Informs Its Tissues-Of-Origin” Cell (2016) 164:57-68 & Supplemental Information. [cited by applicant]
Defendant Tempus AI, Inc's. Opening Brief in Support of its Motion to Dismiss Patents Asserted in CA No. 25-1013 Pursuant to Federal Rule of Civil Procedure 12(b)(6) dated Dec. 3, 2025. [cited by applicant]
Final Office Action for U.S. Appl. No. 19/018,456 dated Jan. 21, 2026. [cited by applicant]
Guardant Health, Inc. vs. Sophia Genetics SA, Final Order, Jan. 23, 2026. [cited by applicant]