Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression

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Published inInvestigative ophthalmology & visual science Vol. 59; no. 7; pp. 2748 - 2756
Main Authors Christopher, Mark, Belghith, Akram, Weinreb, Robert N., Bowd, Christopher, Goldbaum, Michael H., Saunders, Luke J., Medeiros, Felipe A., Zangwill, Linda M.
Format Journal Article
LanguageEnglish
Published The Association for Research in Vision and Ophthalmology 01.06.2018
Subjects
Glaucoma
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Author Weinreb, Robert N.
Bowd, Christopher
Saunders, Luke J.
Medeiros, Felipe A.
Belghith, Akram
Christopher, Mark
Goldbaum, Michael H.
Zangwill, Linda M.
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  surname: Belghith
  fullname: Belghith, Akram
  organization: Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States
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  givenname: Robert N.
  surname: Weinreb
  fullname: Weinreb, Robert N.
  organization: Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States
– sequence: 4
  givenname: Christopher
  surname: Bowd
  fullname: Bowd, Christopher
  organization: Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States
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  givenname: Michael H.
  surname: Goldbaum
  fullname: Goldbaum, Michael H.
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  givenname: Luke J.
  surname: Saunders
  fullname: Saunders, Luke J.
  organization: Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States
– sequence: 7
  givenname: Felipe A.
  surname: Medeiros
  fullname: Medeiros, Felipe A.
  organization: Duke Eye Center, Department of Ophthalmology, Duke University, Durham, North Carolina, United States
– sequence: 8
  givenname: Linda M.
  surname: Zangwill
  fullname: Zangwill, Linda M.
  organization: Department of Ophthalmology, Hamilton Glaucoma Center, Shiley Eye Institute, University of California San Diego, La Jolla, California, United States
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Cites_doi 10.1016/j.ajo.2017.06.017
10.1016/j.ophtha.2012.03.044
10.1001/archophthalmol.2010.58
10.1167/iovs.09-4716
10.1371/journal.pone.0085941
10.1111/aos.12485
10.1186/s40942-016-0050-y
10.1167/iovs.15-16670
10.1016/j.preteyeres.2012.08.003
10.1016/j.ophtha.2017.03.014
10.1016/j.ophtha.2008.01.011
10.1016/j.ophtha.2010.01.031
10.1016/j.ophtha.2013.08.018
10.1167/iovs.13-13310
10.1109/ISBI.2015.7163854
10.1167/iovs.16-19214
10.1016/j.ajo.2013.11.007
10.1097/IJG.0000000000000610
10.18637/jss.v067.i01
10.1016/j.ophtha.2017.01.027
10.1167/tvst.5.3.2
10.1016/j.ophtha.2008.12.062
10.1038/eye.2011.17
10.1117/12.2043145
10.1167/iovs.14-16142
10.1016/j.ophtha.2017.04.023
10.1016/j.ophtha.2014.01.017
10.1016/j.ajo.2013.04.016
10.1167/iovs.04-1167
10.1136/bjophthalmol-2013-304326
10.1016/j.ajo.2014.10.019
10.1385/MB:31:1:055
10.1167/iovs.15-18929
10.1016/j.preteyeres.2016.12.002
10.1016/j.ajo.2017.03.008
10.1167/iovs.12-10345
10.1001/archophthalmol.2009.187
10.1016/j.ophtha.2010.01.026
10.1016/j.ajo.2014.08.023
10.1109/TPAMI.2008.113
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References i1552-5783-59-7-2748-b31
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i1552-5783-59-7-2748-b30
i1552-5783-59-7-2748-b13
i1552-5783-59-7-2748-b35
i1552-5783-59-7-2748-b14
i1552-5783-59-7-2748-b36
i1552-5783-59-7-2748-b11
i1552-5783-59-7-2748-b33
i1552-5783-59-7-2748-b12
i1552-5783-59-7-2748-b34
i1552-5783-59-7-2748-b17
i1552-5783-59-7-2748-b39
i1552-5783-59-7-2748-b18
i1552-5783-59-7-2748-b15
i1552-5783-59-7-2748-b37
i1552-5783-59-7-2748-b16
i1552-5783-59-7-2748-b38
i1552-5783-59-7-2748-b19
i1552-5783-59-7-2748-b20
i1552-5783-59-7-2748-b42
i1552-5783-59-7-2748-b21
i1552-5783-59-7-2748-b40
i1552-5783-59-7-2748-b41
i1552-5783-59-7-2748-b02
i1552-5783-59-7-2748-b24
i1552-5783-59-7-2748-b03
i1552-5783-59-7-2748-b25
i1552-5783-59-7-2748-b22
i1552-5783-59-7-2748-b01
i1552-5783-59-7-2748-b23
i1552-5783-59-7-2748-b06
i1552-5783-59-7-2748-b28
i1552-5783-59-7-2748-b07
i1552-5783-59-7-2748-b29
i1552-5783-59-7-2748-b04
i1552-5783-59-7-2748-b26
i1552-5783-59-7-2748-b05
i1552-5783-59-7-2748-b27
i1552-5783-59-7-2748-b08
i1552-5783-59-7-2748-b09
References_xml – ident: i1552-5783-59-7-2748-b26
  doi: 10.1016/j.ajo.2017.06.017
– ident: i1552-5783-59-7-2748-b02
  doi: 10.1016/j.ophtha.2012.03.044
– ident: i1552-5783-59-7-2748-b20
  doi: 10.1001/archophthalmol.2010.58
– ident: i1552-5783-59-7-2748-b29
  doi: 10.1167/iovs.09-4716
– ident: i1552-5783-59-7-2748-b32
  doi: 10.1371/journal.pone.0085941
– ident: i1552-5783-59-7-2748-b41
  doi: 10.1111/aos.12485
– ident: i1552-5783-59-7-2748-b13
  doi: 10.1186/s40942-016-0050-y
– ident: i1552-5783-59-7-2748-b12
  doi: 10.1167/iovs.15-16670
– ident: i1552-5783-59-7-2748-b37
  doi: 10.1016/j.preteyeres.2012.08.003
– ident: i1552-5783-59-7-2748-b42
  doi: 10.1016/j.ophtha.2017.03.014
– ident: i1552-5783-59-7-2748-b01
  doi: 10.1016/j.ophtha.2008.01.011
– ident: i1552-5783-59-7-2748-b35
  doi: 10.1016/j.ophtha.2010.01.031
– ident: i1552-5783-59-7-2748-b09
  doi: 10.1016/j.ophtha.2013.08.018
– ident: i1552-5783-59-7-2748-b05
  doi: 10.1167/iovs.13-13310
– ident: i1552-5783-59-7-2748-b08
  doi: 10.1109/ISBI.2015.7163854
– ident: i1552-5783-59-7-2748-b11
  doi: 10.1167/iovs.16-19214
– ident: i1552-5783-59-7-2748-b06
  doi: 10.1016/j.ajo.2013.11.007
– ident: i1552-5783-59-7-2748-b21
  doi: 10.1097/IJG.0000000000000610
– ident: i1552-5783-59-7-2748-b27
  doi: 10.18637/jss.v067.i01
– ident: i1552-5783-59-7-2748-b40
  doi: 10.1016/j.ophtha.2017.01.027
– ident: i1552-5783-59-7-2748-b17
  doi: 10.1167/tvst.5.3.2
– ident: i1552-5783-59-7-2748-b03
  doi: 10.1016/j.ophtha.2008.12.062
– ident: i1552-5783-59-7-2748-b33
  doi: 10.1038/eye.2011.17
– ident: i1552-5783-59-7-2748-b16
  doi: 10.1117/12.2043145
– ident: i1552-5783-59-7-2748-b19
  doi: 10.1167/iovs.14-16142
– ident: i1552-5783-59-7-2748-b30
  doi: 10.1016/j.ophtha.2017.04.023
– ident: i1552-5783-59-7-2748-b34
  doi: 10.1016/j.ophtha.2014.01.017
– ident: i1552-5783-59-7-2748-b25
– ident: i1552-5783-59-7-2748-b07
  doi: 10.1016/j.ajo.2013.04.016
– ident: i1552-5783-59-7-2748-b18
  doi: 10.1167/iovs.04-1167
– ident: i1552-5783-59-7-2748-b28
  doi: 10.1136/bjophthalmol-2013-304326
– ident: i1552-5783-59-7-2748-b14
  doi: 10.1016/j.ajo.2014.10.019
– ident: i1552-5783-59-7-2748-b15
  doi: 10.1385/MB:31:1:055
– ident: i1552-5783-59-7-2748-b31
  doi: 10.1167/iovs.15-18929
– ident: i1552-5783-59-7-2748-b38
  doi: 10.1016/j.preteyeres.2016.12.002
– ident: i1552-5783-59-7-2748-b10
  doi: 10.1016/j.ajo.2017.03.008
– ident: i1552-5783-59-7-2748-b04
  doi: 10.1167/iovs.12-10345
– ident: i1552-5783-59-7-2748-b22
  doi: 10.1001/archophthalmol.2009.187
– ident: i1552-5783-59-7-2748-b36
  doi: 10.1016/j.ophtha.2010.01.026
– ident: i1552-5783-59-7-2748-b39
  doi: 10.1016/j.ajo.2014.08.023
– ident: i1552-5783-59-7-2748-b23
  doi: 10.1109/TPAMI.2008.113
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SubjectTerms Glaucoma
Title Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression
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