IP Library Granted Patent US 12,293,268
Granted Patent B2
US 12,293,268 · App. 18/671,542 · Granted May 6, 2025

Ancestry painting

Inventors: John Michael Macpherson (Santa Ana, CA); Brian Thomas Naughton (Mountain View, CA); Joanna Louise Mountain (Menlo Park, CA)
Assignee: 23andMe, Inc.
G06N20/00G06F3/04812G06F3/0484G06F11/0793G06F16/29G06N5/022G06N5/04G16B20/00G16B20/20G16B20/40G16B30/00G16B40/00G16B40/20G16B40/30G16B45/00G16H10/60
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Quick Facts
Patent No.
US 12,293,268
App. No.
18/671,542
Granted
May 6, 2025
Kind
B2
Abstract

Displaying an indication of ancestral data is disclosed. An indication that a genetic interval corresponds to a reference interval that has a likelihood of having one or more ancestral origins is received. One or more graphic display parameters are determined based at least in part on the indication. An indication of the one or more ancestral origins is visually displayed using the one or more graphic display parameters.

Claims (44)

1. A computer-implemented method comprising:

partitioning genetic data of an individual into intervals;

determining, based on the genetic data of the individual and frequencies of genotypes appearing in the intervals for each of a set of reference populations, geographic origins for one or more of the intervals of the individual;

generating, for display on a graphical user interface, representations of the intervals indicating the geographic origins for the one or more of the intervals of the individual; and

providing, to the graphical user interface, the representations of the intervals.

2. The computer-implemented method of claim 1 , further comprising:

determining, based on the genetic data of the individual and the frequencies of genotypes appearing in the intervals for each of the set of reference populations, one or more further intervals of the individual with no known geographic origins, wherein the representations of the intervals indicate that there are no known geographic origins for the one or more further intervals of the individual.

3. The computer-implemented method of claim 1 , wherein the intervals are based on non-overlapping adjacent words of consecutive single-nucleotide polymorphisms.

4. The computer-implemented method of claim 1 , wherein the intervals are based on fixed-sized words of consecutive single-nucleotide polymorphisms.

5. The computer-implemented method of claim 1 , wherein the geographic origins include at least Europe, Asia, and Africa.

6. The computer-implemented method of claim 1 , wherein the graphical user interface includes a drop-down menu that lists a plurality of individuals, wherein the plurality of individuals contains the individual, and wherein selection of the individual by way of the drop-down menu causes the graphical user interface to display the representations of the intervals.

7. The computer-implemented method of claim 1 , wherein the graphical user interface includes a geographic map of the geographic origins for the one or more of the intervals of the individual.

8. The computer-implemented method of claim 1 , wherein the graphical user interface includes a geographic map, and wherein the geographic map includes a spatial distribution of the geographic origins.

9. The computer-implemented method of claim 1 , wherein the graphical user interface includes a geographic map, and wherein the geographic map includes indications of the geographic origins for a Y haplogroup or a mitochondrial haplogroup of the individual.

10. The computer-implemented method of claim 1 , wherein the graphical user interface includes a geographic map, and wherein the geographic map includes indications of migration patterns for ancestors of the individual, wherein the migration patterns are based on known human migration patterns and a geographic location of a haplotype of the individual.

11. The computer-implemented method of claim 1 , wherein the intervals are arranged in the graphical user interface in a karyotype view including 22 autosomal chromosomes.

12. The computer-implemented method of claim 11 , wherein the intervals of the 22 autosomal chromosomes are represented as pairs, and wherein the geographic origins for the intervals within each pair are separately indicated.

13. The computer-implemented method of claim 1 , wherein the geographic origins are each represented by different colors.

14. The computer-implemented method of claim 1 , further comprising:

determining the frequencies of genotypes appearing in the intervals for each of the set of reference populations by, for each respective interval of the intervals:

determining a first number of individuals within each respective reference population of the reference populations exhibiting a respective genotype; and

dividing the first number by a second number representing a total of the individuals within the reference populations.

15. The computer-implemented method of claim 1 , wherein the frequencies of genotypes appearing in the intervals for each of the set of reference populations include at least one synthetic rate of genotype occurrence for a synthetic reference population of mixed geographic origins.

16. The computer-implemented method of claim 1 , wherein determining the geographic origins for the one or more of the intervals of the individual comprises:

determining, for a specific interval of the one or more of the intervals, a ratio of a largest frequency of genotype occurrence to a second largest frequency of genotype occurrence within the specific interval;

determining that the ratio is above a given threshold or a given quantile; and

based on the ratio being above the given threshold or the given quantile, assigning, to the specific interval, a geographic origin for a genotype associated with the largest frequency of genotype occurrence.

17. The computer-implemented method of claim 1 , wherein determining the geographic origins for one or more of the intervals of the individual comprises:

arranging, for a specific interval of the one or more of the intervals, a window of n consecutive intervals including the specific interval; and

assigning, to the specific interval, a majority geographic origin of the n consecutive intervals within the window.

18. The computer-implemented method of claim 17 , wherein n is a value from 10 to 50.

19. A non-transitory computer-readable medium storing program instructions that, when executed by one or more processors of a computing system, cause the computing system to perform operations comprising:

partitioning genetic data of an individual into intervals;

determining, based on the genetic data of the individual and frequencies of genotypes appearing in the intervals for each of a set of reference populations, geographic origins for one or more of the intervals of the individual;

generating, for display on a graphical user interface, representations of the intervals indicating the geographic origins for the one or more of the intervals of the individual; and

providing, to the graphical user interface, the representations of the intervals.

20. A computing system comprising:

one or more processors;

memory; and

program instructions, stored in the memory, that upon execution by the one or more processors cause the computing system to perform operations comprising:

partitioning genetic data of an individual into intervals;

determining, based on the genetic data of the individual and frequencies of genotypes appearing in the intervals for each of a set of reference populations, geographic origins for one or more of the intervals of the individual;

generating, for display on a graphical user interface, representations of the intervals indicating the geographic origins for the one or more of the intervals of the individual; and

providing, to the graphical user interface, the representations of the intervals.

Assignments (4)
CORRECTIVE ASSIGNMENT TO CORRECT THE APP. NO. 63806415 TO 63806145 AND APPL NO. 17721779 TO 17731779 PREVIOUSLY RECORDED ON REEL 73168 FRAME 531. ASSIGNOR(S) HEREBY CONFIRMS THE CHANGE OF NAME. Recorded Jan 6, 2026
From: 23ANDME PGS LLC
To: 23ANDME GENOMICS LLC
Reel/Frame 074434/0334 →
CHANGE OF NAME Recorded Oct 22, 2025
From: 23ANDME PGS LLC
To: 23ANDME GENOMICS LLC
Reel/Frame 073168/0531 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 26, 2025
From: 23ANDME, INC.
To: 23ANDME PGS LLC
Reel/Frame 072562/0795 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded May 23, 2024
From: MACPHERSON, JOHN MICHAEL; NAUGHTON, BRIAN THOMAS; MOUNTAIN, JOANNA LOUISE
To: 23ANDME, INC.
Reel/Frame 067507/0981 →
Continuity (9)
Continuation 18472019 · Sep 21, 2023
Continuation 18180691 · Mar 8, 2023
Continuation 18058029 · Nov 22, 2022
Continuation 17682761 · Feb 28, 2022
Continuation 16226116 · Dec 19, 2018
Continuation 15267053 · Sep 15, 2016
Continuation 12381992 · Mar 18, 2009
Provisional Application 61070310 · Mar 19, 2008
Related Publication 20240303550A1 · Sep 12, 2024
References Cited (400)
US 5692501A · Minturn · 1997 [cited by applicant]
US 6570567B1 · Eaton · 2003 [cited by applicant]
US 6703228B1 · Landers · 2004 [cited by applicant]
US 7142205B2 · Chithambaram · 2006 [cited by applicant]
US 7567894B2 · Durand · 2009 [cited by applicant]
US 7729863B2 · Ostrander · 2010 [cited by applicant]
US 7797302B2 · Kenedy · 2010 [cited by applicant]
US 7818281B2 · Kennedy · 2010 [cited by applicant]
US 7818310B2 · Kenedy · 2010 [cited by applicant]
US 7844609B2 · Kenedy · 2010 [cited by applicant]
US 7848914B2 · Durand · 2010 [cited by applicant]
US 7917438B2 · Kenedy · 2011 [cited by applicant]
US 7933912B2 · Kenedy · 2011 [cited by applicant]
US 7941329B2 · Kenedy · 2011 [cited by applicant]
US 7941434B2 · Kenedy · 2011 [cited by applicant]
US 7951078B2 · Scheuner · 2011 [cited by applicant]
US 7957907B2 · Sorenson · 2011 [cited by applicant]
US 7983893B2 · Durand · 2011 [cited by applicant]
US 8024348B2 · Kenedy · 2011 [cited by applicant]
US 8051033B2 · Kenedy · 2011 [cited by applicant]
US 8055643B2 · Kenedy · 2011 [cited by applicant]
US 8065324B2 · Kenedy · 2011 [cited by applicant]
US 8099424B2 · Kenedy · 2012 [cited by applicant]
US 8108406B2 · Kenedy · 2012 [cited by applicant]
US 8156158B2 · Rolls · 2012 [cited by applicant]
US 8185461B2 · Kenedy · 2012 [cited by applicant]
US 8187811B2 · Eriksson · 2012 [cited by applicant]
US 8195446B2 · Durand · 2012 [cited by applicant]
US 8200509B2 · Kenedy · 2012 [cited by applicant]
US 8207316B1 · Bentwich · 2012 [cited by applicant]
US 8209319B2 · Kenedy · 2012 [cited by applicant]
US 8214192B2 · Durand · 2012 [cited by applicant]
US 8214195B2 · Durand · 2012 [cited by applicant]
US 8224835B2 · Kenedy · 2012 [cited by applicant]
US 8255403B2 · Kenedy · 2012 [cited by applicant]
US 8285486B2 · Martin · 2012 [cited by applicant]
US 8326648B2 · Kenedy · 2012 [cited by applicant]
US 8386519B2 · Kenedy · 2013 [cited by applicant]
US 8428886B2 · Wong · 2013 [cited by applicant]
US 8443339B2 · Letourneau · 2013 [cited by applicant]
US 8452619B2 · Kenedy · 2013 [cited by applicant]
US 8458097B2 · Kenedy · 2013 [cited by applicant]
US 8458121B2 · Kenedy · 2013 [cited by applicant]
US 8463554B2 · Hon · 2013 [cited by applicant]
US 8467976B2 · Lo · 2013 [cited by applicant]
US 8473273B2 · Durand · 2013 [cited by applicant]
US 8510057B1 · Avey · 2013 [cited by applicant]
US 8543339B2 · Wojcicki · 2013 [cited by applicant]
US 8589437B1 · Khomenko · 2013 [cited by applicant]
US 8606761B2 · Kenedy · 2013 [cited by applicant]
US 8645118B2 · Durand · 2014 [cited by applicant]
US 8645343B2 · Wong · 2014 [cited by applicant]
US 8655899B2 · Kenedy · 2014 [cited by applicant]
US 8655908B2 · Kenedy · 2014 [cited by applicant]
US 8655915B2 · Kenedy · 2014 [cited by applicant]
US 8666271B2 · Saiki · 2014 [cited by applicant]
US 8666721B2 · Durand · 2014 [cited by applicant]
US 8685737B2 · Serber · 2014 [cited by applicant]
US 8719045B2 · Yoon · 2014 [cited by applicant]
US 8731819B2 · Dzubay · 2014 [cited by applicant]
US 8738297B2 · Sorenson · 2014 [cited by applicant]
US 8786603B2 · Rasmussen · 2014 [cited by applicant]
US 8788283B2 · Kenedy · 2014 [cited by applicant]
US 8788286B2 · Kenedy · 2014 [cited by applicant]
US 8798915B2 · Dzubay · 2014 [cited by applicant]
US 8855935B2 · Myres · 2014 [cited by applicant]
US 8990198B2 · Rolls · 2015 [cited by applicant]
US 8990250B1 · Chowdry · 2015 [cited by applicant]
US 9026423B2 · Durand · 2015 [cited by applicant]
US 9031870B2 · Kenedy · 2015 [cited by applicant]
US 9116882B1 · Macpherson · 2015 [cited by applicant]
US 9170992B2 · Kenedy · 2015 [cited by applicant]
US 9213944B1 · Do · 2015 [cited by applicant]
US 9213947B1 · Do · 2015 [cited by applicant]
US 9218451B2 · Wong · 2015 [cited by applicant]
US 9262567B2 · Durand · 2016 [cited by applicant]
US 9323632B2 · Durand · 2016 [cited by applicant]
US 9336177B2 · Hawthorne · 2016 [cited by applicant]
US 9367663B2 · Deciu · 2016 [cited by applicant]
US 9367800B1 · Do · 2016 [cited by applicant]
US 9390225B2 · Barber · 2016 [cited by applicant]
US 9405818B2 · Chowdry · 2016 [cited by applicant]
US 9582647B2 · Kenedy · 2017 [cited by applicant]
US 9836576B1 · Do · 2017 [cited by applicant]
US 9864835B2 · Avey · 2018 [cited by applicant]
US 9886576B2 · Urakabe · 2018 [cited by applicant]
US 9977708B1 · Do · 2018 [cited by applicant]
US 10025877B2 · Macpherson · 2018 [cited by applicant]
US 10127346B2 · Dewey · 2018 [cited by applicant]
US 10162880B1 · Chowdry · 2018 [cited by applicant]
US 10275569B2 · Avey · 2019 [cited by applicant]
US 10296847B1 · Do · 2019 [cited by applicant]
US 10379812B2 · Kenedy · 2019 [cited by applicant]
US 10432640B1 · Hawthorne · 2019 [cited by applicant]
US 10437858B2 · Naughton · 2019 [cited by applicant]
US 10516670B2 · Hawthorne · 2019 [cited by applicant]
US 10572831B1 · Do · 2020 [cited by applicant]
US 10643740B2 · Avey · 2020 [cited by applicant]
US 10658071B2 · Do · 2020 [cited by applicant]
US 10691725B2 · Naughton · 2020 [cited by applicant]
US 10699803B1 · Do · 2020 [cited by applicant]
US 10755805B1 · Do · 2020 [cited by applicant]
US 10777302B2 · Chowdry · 2020 [cited by applicant]
US 10790041B2 · Macpherson · 2020 [cited by applicant]
US 10803134B2 · Kenedy · 2020 [cited by applicant]
US 10841312B2 · Hawthorne · 2020 [cited by applicant]
US 10854318B2 · Macpherson · 2020 [cited by applicant]
US 10891317B1 · Chowdry · 2021 [cited by applicant]
US 10896233B2 · Kenedy · 2021 [cited by applicant]
US 10936626B1 · Naughton · 2021 [cited by applicant]
US 10957455B2 · Kenedy · 2021 [cited by applicant]
US 10991467B2 · Kenedy · 2021 [cited by applicant]
US 10999285B2 · Hawthorne · 2021 [cited by applicant]
US 11003694B2 · Kenedy · 2021 [cited by applicant]
US 11031101B2 · Hon · 2021 [cited by applicant]
US 11049589B2 · Hon · 2021 [cited by applicant]
US 11170047B2 · Macpherson · 2021 [cited by applicant]
US 11170873B2 · Avey · 2021 [cited by applicant]
US 11171962B2 · Hawthorne · 2021 [cited by applicant]
US 11322227B2 · Hon · 2022 [cited by applicant]
US 20020095585A1 · Scott · 2002 [cited by applicant]
US 20020133495A1 · Hugh, Jr. · 2002 [cited by applicant]
US 20030113727A1 · Girn · 2003 [cited by applicant]
US 20030113729A1 · Daquino · 2003 [cited by applicant]
US 20030130798A1 · Hood · 2003 [cited by applicant]
US 20030135096A1 · Dodds · 2003 [cited by applicant]
US 20030172065A1 · Sorenson · 2003 [cited by applicant]
US 20030179223A1 · Ying · 2003 [cited by applicant]
US 20030186244A1 · Margus · 2003 [cited by applicant]
US 20040002818A1 · Kulp · 2004 [cited by applicant]
US 20040088191A1 · Holden · 2004 [cited by applicant]
US 20040146870A1 · Liao · 2004 [cited by applicant]
US 20040175700A1 · Geesaman · 2004 [cited by applicant]
US 20040229213A1 · Legrain · 2004 [cited by applicant]
US 20040229231A1 · Frudakis · 2004 [cited by applicant]
US 20040241730A1 · Yakhini · 2004 [cited by applicant]
US 20050039110A1 · De La Vega · 2005 [cited by applicant]
US 20050191731A1 · Judson · 2005 [cited by applicant]
US 20050250151A1 · Mei · 2005 [cited by applicant]
US 20060003354A1 · Krantz · 2006 [cited by applicant]
US 20060046256A1 · Halldorsson · 2006 [cited by applicant]
US 20060100872A1 · Yokoi · 2006 [cited by applicant]
US 20060142949A1 · Helt · 2006 [cited by examiner]
US 20060161460A1 · Smitherman · 2006 [cited by applicant]
US 20060166224A1 · Norviel · 2006 [cited by applicant]
US 20060257888A1 · Zabeau · 2006 [cited by applicant]
US 20060287876A1 · Jedlicka · 2006 [cited by applicant]
US 20070037182A1 · Gaskin · 2007 [cited by applicant]
US 20070150978A1 · Byrum · 2007 [cited by applicant]
US 20070178500A1 · Martin · 2007 [cited by applicant]
US 20070250809A1 · Kennedy · 2007 [cited by applicant]
US 20070277267A1 · Byrum · 2007 [cited by applicant]
US 20080004848A1 · Avey · 2008 [cited by applicant]
US 20080008996A1 · Byrum · 2008 [cited by applicant]
US 20080081331A1 · Myres · 2008 [cited by applicant]
US 20080131887A1 · Stephan · 2008 [cited by applicant]
US 20080154566A1 · Myres · 2008 [cited by applicant]
US 20080189047A1 · Wong · 2008 [cited by applicant]
US 20080227063A1 · Kenedy · 2008 [cited by applicant]
US 20080228043A1 · Kenedy · 2008 [cited by applicant]
US 20080228410A1 · Kenedy · 2008 [cited by applicant]
US 20080228451A1 · Kenedy · 2008 [cited by applicant]
US 20080228677A1 · Kenedy · 2008 [cited by applicant]
US 20080228698A1 · Kenedy · 2008 [cited by applicant]
US 20080228699A1 · Kenedy · 2008 [cited by applicant]
US 20080228700A1 · Kenedy · 2008 [cited by applicant]
US 20080228701A1 · Kenedy · 2008 [cited by applicant]
US 20080228702A1 · Kenedy · 2008 [cited by applicant]
US 20080228704A1 · Kenedy · 2008 [cited by applicant]
US 20080228705A1 · Kenedy · 2008 [cited by applicant]
US 20080228706A1 · Kenedy · 2008 [cited by applicant]
US 20080228708A1 · Kenedy · 2008 [cited by applicant]
US 20080228722A1 · Kenedy · 2008 [cited by applicant]
US 20080228753A1 · Kenedy · 2008 [cited by applicant]
US 20080228756A1 · Kenedy · 2008 [cited by applicant]
US 20080228757A1 · Kenedy · 2008 [cited by applicant]
US 20080228765A1 · Kenedy · 2008 [cited by applicant]
US 20080228766A1 · Kenedy · 2008 [cited by applicant]
US 20080228767A1 · Kenedy · 2008 [cited by applicant]
US 20080228768A1 · Kenedy · 2008 [cited by applicant]
US 20080228797A1 · Kenedy · 2008 [cited by applicant]
US 20080243843A1 · Kenedy · 2008 [cited by applicant]
US 20080255768A1 · Martin · 2008 [cited by applicant]
US 20080270366A1 · Frank · 2008 [cited by applicant]
US 20090043752A1 · Kenedy · 2009 [cited by applicant]
US 20090099789A1 · Stephan · 2009 [cited by applicant]
US 20090112871A1 · Hawthorne · 2009 [cited by applicant]
US 20090118131A1 · Avey · 2009 [cited by applicant]
US 20090119083A1 · Avey · 2009 [cited by applicant]
US 20090182579A1 · Liu · 2009 [cited by applicant]
US 20090198519A1 · McNamar · 2009 [cited by applicant]
US 20090299645A1 · Colby · 2009 [cited by applicant]
US 20100042438A1 · Moore · 2010 [cited by applicant]
US 20100063830A1 · Kenedy · 2010 [cited by applicant]
US 20100063835A1 · Kenedy · 2010 [cited by applicant]
US 20100063865A1 · Kenedy · 2010 [cited by applicant]
US 20100070292A1 · Kenedy · 2010 [cited by applicant]
US 20100070455A1 · Halperin · 2010 [cited by applicant]
US 20100076950A1 · Kenedy · 2010 [cited by applicant]
US 20100076988A1 · Kenedy · 2010 [cited by applicant]
US 20100145981A1 · Wojcicki · 2010 [cited by applicant]
US 20100169262A1 · Kenedy · 2010 [cited by applicant]
US 20100169313A1 · Kenedy · 2010 [cited by applicant]
US 20100169338A1 · Kenedy · 2010 [cited by applicant]
US 20100191513A1 · Listgarten · 2010 [cited by applicant]
US 20100281401A1 · Tebbs · 2010 [cited by applicant]
US 20110078168A1 · Kenedy · 2011 [cited by applicant]
US 20110130337A1 · Eriksson · 2011 [cited by applicant]
US 20110184656A1 · Kenedy · 2011 [cited by applicant]
US 20110257889A1 · Klammer · 2011 [cited by applicant]
US 20120270190A1 · Kenedy · 2012 [cited by applicant]
US 20120270794A1 · Eriksson · 2012 [cited by applicant]
US 20120301864A1 · Bagchi · 2012 [cited by applicant]
US 20130080068A1 · Dewey · 2013 [cited by applicant]
US 20130080365A1 · Dewey · 2013 [cited by applicant]
US 20130085728A1 · Tang · 2013 [cited by applicant]
US 20130149707A1 · Sorenson · 2013 [cited by applicant]
US 20130345988A1 · Avey · 2013 [cited by applicant]
US 20140006433A1 · Hon · 2014 [cited by applicant]
US 20140045705A1 · Bustamante · 2014 [cited by applicant]
US 20140067280A1 · Vockley · 2014 [cited by applicant]
US 20140067355A1 · Noto · 2014 [cited by applicant]
US 20150227610A1 · Chowdry · 2015 [cited by applicant]
US 20150248473A1 · Kenedy · 2015 [cited by applicant]
US 20150347566A1 · Kenedy · 2015 [cited by applicant]
US 20160026755A1 · Byrnes · 2016 [cited by applicant]
US 20160103950A1 · Myres · 2016 [cited by applicant]
US 20160171155A1 · Do · 2016 [cited by applicant]
US 20160277408A1 · Hawthorne · 2016 [cited by applicant]
US 20160350479A1 · Han · 2016 [cited by applicant]
WO WO2004097712A2 · 2004 [cited by examiner]
WO 2006089238W · 2006 [cited by applicant]
WO 2009002942W · 2008 [cited by applicant]
WO 2009042975W · 2009 [cited by applicant]
WO 2012099890W · 2012 [cited by applicant]
Office Action, U.S. Appl. No. 18/157,595, mailed Jul. 1, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 18/377,219, mailed Aug. 19, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 18/737,679, mailed Aug. 7, 2024. [cited by applicant]
Roberson, Elisha D. O. et al., Visualization of Shared Genomic Regions and Meiotic Recombination in High-Density SNP Data, PLoS One 4(8): e6711. doi:l 0.1371/journal.pone.0006711 (Aug. 21, 2009). [cited by applicant]
23andMeBlog [webpage] “New Feature: Ancestry Painting,” by 23andMe, Ancestry, published online Mar. 25, 2008, p. 1. [retrieved May 23, 2018]. [cited by applicant]
Akbani, R. et al., “Applying Support Vector Machines to Imbalanced Datasets”, In Machine Learning: ECML 2004; Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D., Eds.; Lecture Notes in Computer Science; Spring… [cited by applicant]
Alexander, et al., “Fast model-based estimation of ancestry in unrelated individuals”, Genome Research 19, (2009) pp. 1655-1664. [cited by applicant]
Ball, C. et al., “ancestryDNA—AncestryDNA Matching White Paper—Discovering genetic matches across a massive, expanding genetic database” AncestryDNA, Jul. 15, 2020, pp. 1-34. [cited by applicant]
Ball, C. et al., “ancestryDNA—DNA Circles White Paper—2014” AncestryDNA 2014, pp. 1-43. [cited by applicant]
Ball, C. et al., [Webpage] “ancestryDNA—Genetic Communities White Paper: Predicting fine-scale ancestral origins from the genetic sharing patterns among millions of individuals” Ancestry.com, Genetic Communities, pp. 1-… [cited by applicant]
Bettinger, B., [webpage] “AncestryDNA Launches New Ethnicity Estimate,” The Genetic Genealogist (Internet Blog), published online Sep. 12, 2013, pp. 1-4. [retrieved May 23, 2018]. [cited by applicant]
Bettinger, B., [webpage] “AncestryDNA Officially Launches,” The Genetic Genealogist (Internet Blog), published online May 3, 2012, pp. 1-2. [retrieved May 23, 2018]. [cited by applicant]
Bettinger, B., [webpage] “The Monday Morning DNA Testing Company Review — AncestryByDNA, The Genetic Genealogist (Internet Blog), published Feb. 26, 2007, p. 1. [retrieved May 23, 2018]. [cited by applicant]
Bohringer, S., et al., “A Software Package for Drawing Ideograms Automatically,” Online J Bioinformatics, vol. 1, 2002, pp. 51-61. [cited by applicant]
Boser, et al., “A training algorithm for optimal margin classifiers” In Proceedings of the fifth annual workshop on computational learning theory, ACM, 1992, pp. 144-152. [cited by applicant]
Brion, M., et al., “Introduction of a Single Nucleodite Polymorphism—Based Major Y-Chromosome Haplogroup Typing Kit Suitable for Predicting the Geographical Origin of Male Lineages,” Electrophoresis, vol. 26, 2005, pp. … [cited by applicant]
Browning, Brian L., and Sharon R Browning, “Efficient multilocus association testing for whole genome association 42 studies using localized haplotype clustering”, Genetic Epidemiology: The Official Publication of the I… [cited by applicant]
Browning, Sharon R, and Brian L. Browning, “Rapid and accurate haplotype phasing and missing-data inference for whole-genome association studies by use of localized haplotype clustering,” The American Journal of Human G… [cited by applicant]
Burroughs et al., “Analysis of Distributed Intrusion Detection Systems Using Bayesian Methods,” Performance, Computing and Communications Conference, 2002, 21st IEEE International. IEEE, 2002, pp. 329-334. [cited by applicant]
Cann, et al., “A human genome diversity cell line panel” Science, 296(5566), Apr. 12, 2002, vol. 296 No. 5566, pp. 261-262. [cited by applicant]
Cavalli-Sforza, L., “The Human Genome Diversity Project: past, present and future,” Nature Reviews, Genetics, vol. 6, Apr. 2005, pp. 333-340. [cited by applicant]
Chiang, et al., “Conflation of Short Identity-by-Descent Segments Bias Their Inferred Length Distribution”, G3 Genes|Genomes|Genetics, vol. 6, No. 5, May 1, 2016, pp. 1287-1296. [cited by applicant]
Crawford, et al., “Evidence for substantial fine-scale variation in recombination rates across the human genome,” Nature Genetics, vol. 36, No. 7, Jul. 2004, pp. 700-706. [cited by applicant]
Dean, M., et al., “Polymorphic Admixture Typing in Human Ethnic Populations,” American Journal of Human Genetics, vol. 55:4, 1994, pp. 788-808. [cited by applicant]
Delaneau, et al., “A Linear complexity phasing method for thousands of genomes,” Nature Methods, vol. 9, No. 2, Feb. 2012, pp. 179-184. [cited by applicant]
Dempster, et al., “Maximum likelihood from incomplete data via the EM algorithm” Journal of the Royal Statistical Society, Series B, 39(1), 1977, pp. 1-38. [cited by applicant]
Dodecad Project, [webpage] “Clusters Galore results, K=73 for Dodecad Project members (up to DOD581)” Dodecad Ancestry Project (Internet Blog), published Mar. 31, 2011, pp. 1-11. [retrieved May 23, 2018]. [cited by applicant]
Druet, Tom, et al., “A Hidden Markov Model Combining Linkage and Linkage Disequilibrium Information for Haplotype Reconstruction and Quantitative Trait Locus Fine Mapping,” Genetics vol. 184, No. 3, Jun. 2010, pp. 789-7… [cited by applicant]
Falush, et al., “Inference of population structure using multilocus genotype data:linked loci and correlated allele frequencies” Genetics 164, (2003) pp. 1567-1587. [cited by applicant]
Feng et al., “Mining Multiple Temporal Patterns of Complex Dynamic Data Systems,” Computational Intelligence and Data Mining, IEEE, 2009, 7 pages. [cited by applicant]
Gu et al., “Phenotypic Selection for Dormancy Introduced a Set of Adaptive Haplotypes from Weedy Into Cultivated Rice,” Genetics Society of America, vol. 171, Oct. 2005, pp. 695-704. [cited by applicant]
Gusev, et al., “Whole population, genome-wide mapping of hidden relatedness,” Genome Research, vol. 19, 2009, pp. 318-326. [cited by applicant]
Halder, Indrani, et al., “A Panel of Ancestry Informative Markers for Estimating Individual Biogeographical Ancestry and Admixture From Four Continents: Utility and Applications,” Human Mutation, vol. 29, No. 5, 2008, p… [cited by applicant]
He, et al., “Multiple Linear Regression for Index SNP Selection on Unphased Genotypes,” Engineering in Medicine and Biology Society, EMBS Annual International Conference of the IEEE, Aug. 30-Sep. 3, 2006, pp. 5759-5762. [cited by applicant]
Howie, et al., “A Flexible and Accurate Genotype Imputation Method for the Next Generation of Genome-Wide Association Studies,” PLoS Genetics, vol. 5, No. 6, Jun. 2009, pp. 1-15. [cited by applicant]
International HapMap Consortium “A second generation human haplotype map of over 3.1 million SNPs” Nature 449 (764) Oct. 18, 2007, pp. 851-861. [cited by applicant]
Jaakkola, et al., “Exploiting generative models in discriminative classifiers” Advances in neural information processing systems, (1999) pp. 487-493. [cited by applicant]
Kerchner, [webpage] “DNAPrint Test Results—East Asian vs Native American Minority Admixture Detection,” PA Deutsch Ethnic Group DNA Project, created Jun. 26, 2004, updated May 27, 2005, pp. 1-9. [retrieved May 23, 2018]. [cited by applicant]
Kraak, M-J, “Visualising Spatial Distributions,” Geographical Information Systems: Principles, Techniques, Applications and Management, New York, John Wiley and Sons, 1999, pp. 157-173. [cited by applicant]
Lafferty, et al., “Conditional random fields: Probabilistic models for segmenting and labeling sequence data” Proceedings of the 18th International Conference on Machine Learning (ICML-2001), Jun. 28, 2001, pp. 1-10. [cited by applicant]
Li, et al., “Mapping short DNA sequencing reads and calling variants using mapping quality scores,” Genome Research, Aug. 19, 2008, pp. 1851-1858. [cited by applicant]
Li, et al., “Modeling linkage disequilibrium and identifying recombination hotspots using single-nucleotide polymorphism data” Genetics 165, (2003) pp. 2213-2233. [cited by applicant]
Ma, et al., “PatternHunter: faster and more sensitive homology search” Bioinformatics, vol. 18, No. 3 (2002) pp. 440-445. [cited by applicant]
Pritchard, et al., “Association Mapping in Structured Populations,” Am. J. Hum. Genet., vol. 67, 2000, pp. 170-181. [cited by applicant]
Pritchard, et al., “Inference of population structure using multilocus genotype data” Genetics 155, (2000) pp. 945-959. [cited by applicant]
Purcell, et al., “PLINK: a toolset for whole-genome association and population-based linkage analysis”, Am. J. Hum. Genet., vol. 81, Sep. 2007, pp. 559-575. [cited by applicant]
Rabiner, L., “A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition,” Proceedings of the IEEE, vol. 77, No. 2, Feb. 1989, pp. 257-286. [cited by applicant]
Scheet, et al., “A Fast and Flexible Statistical Model for Large-Scale Population Genotype Data: Applications to Inferring Missing Genotypes and Haplotypic Phase,” The American Journal of Human Genetics, vol. 78, Apr. 2… [cited by applicant]
Stephens, et al., “A Comparison of Bayesian Methods for Haplotype Reconstruction from Population Genotype Data,” Am. J. Hum. Genet., vol. 73, 2003, pp. 1162-1169. [cited by applicant]
Stephens, et al., “A New Statistical Method for Haplotype Reconstruction from Population Data,” Am. J. Hum. Genet., vol. 68, 2001, pp. 978-989. [cited by applicant]
Stephens, et al., “Accounting for Decay of Linkage Disequilibrium in Haplotype Inference and Missing-Data Imputation,” Am. J. Hum. Genet., vol. 76, 2005, pp. 449-462. [cited by applicant]
Tang, Hua, et al., “Estimation of Individual Admixture: Analytical and Study Design Considerations”, Genetic Epidemiology 28: 289-301 (2005). [cited by applicant]
The International HapMap Consortium, “A haplotype map of the human genome” vol. 437, Oct. 27, 2005, pp. 1300-1320. doi:10.1038/nature04226. [cited by applicant]
The International HapMap Consortium, “A second generation human haplotype map of over 3.1 million SNPs,” Nature, vol. 449, Oct. 18, 2007, pp. 851-860. <doi: 10.1038/nature06258>. [cited by applicant]
Cavalli-Sforza et al., The History and Geography of Human Genes, 1994, pp. 77-81, 90-93, 169-171. [cited by applicant]
Extended European Search Report, European Patent Application No. 20843426.6, mailed Jul. 7, 2023. [cited by applicant]
Extended European Search Report, European Patent Application No. 21856763.4, mailed Nov. 16, 2023. [cited by applicant]
Khatri et al., Ontological Analysis of Gene Expression Data, 2005, Bioinformatics, vol. 21, No. 18 2005, pp. 3587-3595. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,552, mailed Feb. 4, 2015. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,552, mailed Jun. 26, 2015. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,552, mailed Aug. 12, 2015. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 17/444,989, mailed Jul. 19, 2023. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 18/058,029, mailed Feb. 7, 2023. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 18/180,691, mailed Sep. 1, 2023. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 18/472,019, mailed Apr. 18, 2024. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 18/503,841, mailed Apr. 2, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 13/801,552, mailed Mar. 16, 2015. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,552, mailed Feb. 9, 2018. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,552, mailed Sep. 4, 2018. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,562, mailed Jan. 30, 2018. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,562, mailed Sep. 13, 2018. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,562, mailed Jun. 5, 2019. [cited by applicant]
Office Action, U.S. Appl. No. 14/924,562, mailed Jan. 8, 2020. [cited by applicant]
Office Action, U.S. Appl. No. 15/950,023, mailed Jun. 29, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 16/240,641, mailed Nov. 19, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 16/844,758, mailed Feb. 2, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 16/915,868, mailed Feb. 10, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 16/946,829, mailed Nov. 16, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 16/947,107, mailed Mar. 13, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 16/947,107, mailed Aug. 17, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 17/249,520, mailed Jun. 1, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 17/249,520, mailed Dec. 29, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 17/249,520, mailed Nov. 23, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 17/249,520, mailed Feb. 7, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 17/662,040, mailed Jul. 10, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 18/143,905, mailed Apr. 2, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 18/157,595, mailed May 1, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 18/157,595, mailed Aug. 24, 2023. [cited by applicant]
Office Action, U.S. Appl. No. 18/157,595, mailed Jan. 2, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 18/503,841, mailed Jan. 9, 2024. [cited by applicant]
Office Action, U.S. Appl. No. 18/503,841, mailed Feb. 27, 2024. [cited by applicant]
Roach JC, et al., Analysis of genetic inheritance in a family quartet by whole-genome sequencing. Science. Apr. 30, 2010;328(5978):636-9. doi: 10.1126/science.1186802. Epub Mar. 10, 2010. PMID: 20220176; PMCID: PMC30372… [cited by applicant]
Stasko et al., Focus+Context Display and Navigation Techniques for Enhancing Radial, Space-Filling Hierarchy Visualizations, Proc. of the IEEE Symposium on Information Visualization, Feb. 2000. [cited by applicant]
U.S. Appl. No. 12/381,992, filed Mar. 18, 2009. [cited by applicant]
U.S. Appl. No. 15/181,083, filed Jun. 13, 2016. [cited by applicant]
U.S. Appl. No. 15/181,088, filed Jun. 13, 2016. [cited by applicant]
U.S. Appl. No. 15/950,023, filed Apr. 10, 2018. [cited by applicant]
U.S. Appl. No. 16/044,364, filed Jul. 24, 2018. [cited by applicant]
U.S. Appl. No. 16/219,597, filed Dec. 13, 2018. [cited by applicant]
U.S. Appl. No. 16/226,116, filed Dec. 19, 2018. [cited by applicant]
U.S. Appl. No. 16/946,829, filed Jul. 8, 2020. [cited by applicant]
U.S. Appl. No. 17/444,989, filed Aug. 12, 2021. [cited by applicant]
U.S. Appl. No. 17/707,790, filed Mar. 29, 2022. [cited by applicant]
Advisory Action, U.S. Appl. No. 15/950,023, mailed Nov. 23, 2022. [cited by applicant]
International Search Report, PCT App. No. PCT/US2020/042628, mailed Dec. 29, 2020. [cited by applicant]
International Search Report, PCT App. No. PCT/US2021/045880, mailed Nov. 15, 2021. [cited by applicant]
Li, et al. “Worldwide Human Relationships Inferred from Genome-Wide Patterns of Variation,” Science, vol. 319, Feb. 22, 2008, pp. 1100-1104. [cited by applicant]
Liang et al., “A Deterministic Sequential Monte Carlo Method for Haplotype Inference,” IEEE Journal of Selected Topics in Signal Processing, vol. 2, No. 3, Jun. 2008, pp. 322-331. [cited by applicant]
Lin et al. “Polyphase Speech Recognition,” Acoustics, Speech and Signal Processing, IEEE International Conference on 2008, IEEE, 2008, 4 pages. [cited by applicant]
Mahieu, L., [webpage] “My (free) Ancestry.com DNA results—a comparison to FamilyTreeDNA,” Genejourneys (Internet Blog), published online Mar. 6, 2012, pp. 1-3. [retrieved May 23, 2018]. [cited by applicant]
McCarthy, et al., “A reference panel of 64,976 haplotypes for genotype imputation” Nature genetics, 48(10), Oct. 2016, pp. 1279-1283. [cited by applicant]
Moore, C., [webpage] “LivingSocial's AncestrybyDNA Offer is Not the AncestryDNA Test!” Your Genetic Genealogist (Internet Blog), published online Sep. 18, 2012, pp. 1-2. [retrieved May 23, 2018]. [cited by applicant]
Moore, C., [webpage] “New Information on Ancestry.com's AncestryDNA Product,” Your Genetic Genealogist (Internet Blog), published online Mar. 30, 2012, pp. 1-3. [retrieved May 23, 2018]. [cited by applicant]
Ng, et al., “On discriminative vs. generative classifiers: A comparison of logistic regression and naive Bayes” Advances in neural information processing systems, 14:841, 2002. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 17/161,140, mailed Aug. 23, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 15/950,023, mailed Dec. 30, 2020. [cited by applicant]
Office Action, U.S. Appl. No. 15/950,023, mailed Jan. 5, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 15/950,023, mailed Aug. 12, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 16/844,758, mailed Oct. 5, 2020. [cited by applicant]
Office Action, U.S. Appl. No. 16/844,758, mailed Oct. 1, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 16/844,758, mailed Apr. 11, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 16/844,758, mailed Sep. 1, 2022. [cited by applicant]
Office Action, U.S. Appl. No. 17/161,140, mailed Jun. 3, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 17/161,140, mailed Oct. 1, 2021. [cited by applicant]
Office Action, U.S. Appl. No. 17/161,140, mailed Apr. 15, 2022. [cited by applicant]
Pasaniuc et al., “Highly Scalable Genotype Phasing By Entropy Minimization,” Engineering in Medicine and Biology Society, 2006, EMBS'06, 28th Annual International Conference of the IEEE, 2006, 5 pages. [cited by applicant]
Pasaniuc, et al., “Inference of locus-specific ancestry in closely related populations,” Bioinformatics, 25(12) Jun. 2009, pp. i213-i221. [cited by applicant]
Patterson, et al., “Population Structure and Eigenanalysis,” PLoS Genetics, vol. 2, No. 12, e190, Dec. 2006, pp. 2074-2093. [cited by applicant]
Phillips, et al., “Inferring Ancestral Origin Using a Single Multiplex Assay of Ancestry-Informative Marker SNPs,” Forensic Science International, Genetics, vol. 1, 2007, pp. 273-280. [cited by applicant]
Pool, et al., “Inference of Historical Changes in Migration Rate From the Lengths of Migrant Tracts,” Genetics, 181(2), Feb. 2009, pp. 711-719. [cited by applicant]
Price, et al. “Sensitive Detection of Chromosomal Segments of Distinct Ancestry in Admixed Populations,” PLoS Genetics, vol. 5, No. 6, Jun. 19, 2009 (e1000519) pp. 1-18. [cited by applicant]
Ratsch, et al., “Learning Interpretable SVMs for Biological Sequence Classification” BMC Bioinformatics, Mar. 20, 2006, 7(Suppll):S9, pp. 1-14. [cited by applicant]
Sankararaman, et al., “Estimating Local Ancestry in Admixed Populations,” The American Journal of Human Genetics, vol. 82, Feb. 2008, pp. 290-303. [cited by applicant]
Sankararaman, et al., “On the inference of ancestries in admixed populations,” Genome Research, Mar. 2008, vol. 18, pp. 668-675. [cited by applicant]
Sengupta, et al., “Polarity and Temporality of High-Resolution Y-Chromosome Distributions in India Identify Both Indigenous and Exogenous Expansions and Reveal Minor Genetic Influence of Central Asian Pastoralists,” The… [cited by applicant]
Shriver, et al., “Ethnic-Affiliation Estimation by Use of Population-Specific DNA Markers,” American Journal of Human Genetics, vol. 60, 1997, pp. 957-964. [cited by applicant]
Shriver, et al., “Genetic ancestry and the Search for Personalized Genetic Histories,” Nature Reviews Genetics, vol. 5, Aug. 2004, pp. 611-618. [cited by applicant]
Shriver, M.D. et al., “The Genomic Distribution of Population Substructure in Four Populations Using 8,525 Autosomal SNPs”, Human Genomics, 2004, vol. 1, No. 4, pp. 274-286. [cited by applicant]
Sundquist, et al., “Effect of genetic divergence in identifying ancestral origin using HAPAA” Genome Research, vol. 18, No. 4, Apr. 2008, pp. 676-682. [cited by applicant]
Tang, et al., “Reconstructing Genetic Ancestry Blocks in Admixed Individuals,” The American Journal of Human Genetics, vol. 79, No. 1, Jul. 2006, pp. 1-12. [cited by applicant]
Thiele, H., et al., HaploPainter: a tool for drawing Pedigrees with complex haplotypes, vol. 21 No. 8, 2005, pp. 1730-1732. [cited by applicant]
U.S. Appl. No. 16/844,758, filed Apr. 9, 2020. [cited by applicant]
U.S. Appl. No. 17/161,140, filed Jan. 28, 2021. [cited by applicant]
U.S. Appl. No. 17/682,761, filed Feb. 28, 2022. [cited by applicant]
Uddin, et al., “Variability of Haplotype Phase and Its Effect on Genetic Analysis,” Electrical and Computer Engineering, 2008, CCECE 2008, Canadian Conference on, IEEE, 2008, pp. 000596-000600. [cited by applicant]
Underhill, et al., “Use of Y Chromosome and Mitochondrial DNA Population Structure in Tracing Human Migrations,” Annu. Rev. Genet., vol. 41, 2007, pp. 539-564. [cited by applicant]
van Rossum, G., “Python reference manual” Computer Science/Department of Algorithmics and Architecture, CS-R9525, Apr. 10, 1995, version 1.2, pp. 1-59. [cited by applicant]
Ward, J.J. et al., “Secondary Structure Prediction with Support Vector Machines”, Bioinformatics, 2003, vol. 19, No. 13, pp. 1650-1655. [cited by applicant]
Yang, et al., “Examination of Ancestry and Ethnic Affiliation Using Highly Informative Diallelic DNA Markers: Application to Diverse and Admixed Populations and Implications for Clinical Epidemiology and Forensic Medici… [cited by applicant]
Yoon, Byung-Jun, “Hidden Markov Models and their Applications in Biological Sequence Analysis,” Current Genomics, vol. 10, 2009, pp. 402-415. [cited by applicant]
Yousef, Malik, et al., “Recursive Cluster Elimination (RCE) for Classification and Feature Selection From Gene Expression Data,” BMC Bioinformatics, vol. 8, May 2007, pp. 1-12. [cited by applicant]
Yu, Haiyuan et al., “Total Ancestry Measure: quantifying the similarity in tree-like classification, with genomic applications” Bioinformatics, vol. 23, No. 16, May 31, 2007, pp. 2163-2173. [cited by applicant]
Zhou, Nina, et al., “Effective Selection of Informative SNPs and Classification on the HapMap Genotype Data,” BMC Bioinformatics, vol. 8, No. 1, 2007, pp. 1-9. [cited by applicant]
Fujimura, J. H., et al., Different Differences: The Use of ‘genetic Ancestry’ versus Race in Biomedical Human Genetic Research, Soc. Stud Sci. Feb. 2011 ; 41(1): 5-30. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/800,683, mailed Jan. 20, 2016. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/800,683, mailed May 3, 2016. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,056, mailed May 18, 2015. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,056, mailed Aug. 12, 2015. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,386, mailed Jul. 24, 2017. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 13/801,653, mailed Dec. 28, 2017. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 14/938,111, mailed Apr. 29, 2019. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 14/938,111, mailed Jan. 9, 2020. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 15/181,083, mailed Aug. 14, 2018. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 15/181,083, mailed Nov. 15, 2018. [cited by applicant]
Notice of Allowance, U.S. Appl. No. 15/181,088, mailed Feb. 26, 2020. [cited by applicant]