Persistent Homology Analysis of Brain Artery Trees

New representations of tree-structured data objects, using ideas from topological data analysis, enable improved statistical analyses of a population of brain artery trees. A number of representations of each data tree arise from persistence diagrams that quantify branching and looping of vessels at...

Full description

Saved in:
Bibliographic Details
Published inThe annals of applied statistics Vol. 10; no. 1; p. 198
Main Authors Bendich, Paul, Marron, J S, Miller, Ezra, Pieloch, Alex, Skwerer, Sean
Format Journal Article
LanguageEnglish
Published United States 01.03.2016
Subjects
Online AccessGet more information
ISSN1932-6157
DOI10.1214/15-aoas886

Cover

Loading…
Abstract New representations of tree-structured data objects, using ideas from topological data analysis, enable improved statistical analyses of a population of brain artery trees. A number of representations of each data tree arise from persistence diagrams that quantify branching and looping of vessels at multiple scales. Novel approaches to the statistical analysis, through various summaries of the persistence diagrams, lead to heightened correlations with covariates such as age and sex, relative to earlier analyses of this data set. The correlation with age continues to be significant even after controlling for correlations from earlier significant summaries.
AbstractList New representations of tree-structured data objects, using ideas from topological data analysis, enable improved statistical analyses of a population of brain artery trees. A number of representations of each data tree arise from persistence diagrams that quantify branching and looping of vessels at multiple scales. Novel approaches to the statistical analysis, through various summaries of the persistence diagrams, lead to heightened correlations with covariates such as age and sex, relative to earlier analyses of this data set. The correlation with age continues to be significant even after controlling for correlations from earlier significant summaries.
Author Pieloch, Alex
Miller, Ezra
Skwerer, Sean
Marron, J S
Bendich, Paul
Author_xml – sequence: 1
  givenname: Paul
  surname: Bendich
  fullname: Bendich, Paul
  organization: Department of Mathematics, Duke University, Durham, North Carolina 27708, USA
– sequence: 2
  givenname: J S
  surname: Marron
  fullname: Marron, J S
  organization: Department of Statistics and Operations Research, University of North Carolina, Chapel Hill, North Carolina 27599, USA
– sequence: 3
  givenname: Ezra
  surname: Miller
  fullname: Miller, Ezra
  organization: Department of Mathematics, Duke University, Durham, North Carolina 27708, USA
– sequence: 4
  givenname: Alex
  surname: Pieloch
  fullname: Pieloch, Alex
  organization: Department of Mathematics, Duke University, Durham, North Carolina 27708, USA
– sequence: 5
  givenname: Sean
  surname: Skwerer
  fullname: Skwerer, Sean
  organization: Department of Biostatistics, Yale School of Public Health, New Haven, Connecticut 06510, USA
BackLink https://www.ncbi.nlm.nih.gov/pubmed/27642379$$D View this record in MEDLINE/PubMed
BookMark eNo1jrtOwzAUQD0U0QcsfADyDxh8b_wcQwUtUiUYsldOYqOgxK7sMOTvQQKmI53h6GzJKqboCbkD_gAI4hEkc8kVY9SKbMBWyBRIvSbbUj45l8IIuCZr1Epgpe2G4LvPZSizjzM9pimN6WOhdXTj8mNpCvQpuyHSOs8-L7TJ3pcbchXcWPztH3ekeXlu9kd2eju87usT6wTAzJS1Qtuu0oFr59AaVKi55LoDG7hBHnwQHISpWmG16VHInrtWSum7tte4I_e_2ctXO_n-fMnD5PJy_n_HbzbOQ8Y
CitedBy_id crossref_primary_10_1007_s41468_024_00165_w
crossref_primary_10_1007_s41468_024_00168_7
crossref_primary_10_1073_pnas_2102166118
crossref_primary_10_1162_netn_e_00096
crossref_primary_10_1007_s11749_019_00644_8
crossref_primary_10_1109_TPAMI_2020_3013679
crossref_primary_10_3389_fnins_2023_1200373
crossref_primary_10_1007_s10278_023_00924_8
crossref_primary_10_1016_j_comgeo_2020_101623
crossref_primary_10_1090_bull_1554
crossref_primary_10_55544_ijrah_2_1_47
crossref_primary_10_1080_10618600_2022_2074427
crossref_primary_10_1007_s41468_023_00135_8
crossref_primary_10_1093_biomet_asab023
crossref_primary_10_3390_a13010011
crossref_primary_10_1088_2516_1091_accc62
crossref_primary_10_1038_s41598_024_61201_4
crossref_primary_10_1007_s10844_017_0473_4
crossref_primary_10_1093_jrsssc_qlad024
crossref_primary_10_1073_pnas_1706885114
crossref_primary_10_1214_22_BA1341
crossref_primary_10_3390_e19040172
crossref_primary_10_1051_matecconf_201820000003
crossref_primary_10_1016_j_knosys_2025_113125
crossref_primary_10_1146_annurev_statistics_031017_100045
crossref_primary_10_1371_journal_pone_0253851
crossref_primary_10_2140_involve_2019_12_823
crossref_primary_10_1080_13658816_2022_2155654
crossref_primary_10_1007_s41468_023_00160_7
crossref_primary_10_1109_TMI_2017_2774364
crossref_primary_10_1140_epjds_s13688_017_0109_5
crossref_primary_10_1088_1742_6596_1897_1_012006
crossref_primary_10_1111_sjos_12524
crossref_primary_10_1137_19M1243932
crossref_primary_10_3389_frai_2021_668302
crossref_primary_10_1007_s41468_019_00035_w
crossref_primary_10_1063_5_0156500
crossref_primary_10_1007_s10711_018_0383_9
crossref_primary_10_3390_e25010024
crossref_primary_10_1080_01621459_2017_1395342
crossref_primary_10_1007_s10208_022_09567_7
crossref_primary_10_1007_s41468_022_00110_9
crossref_primary_10_3389_frai_2021_659037
crossref_primary_10_1371_journal_pone_0182184
crossref_primary_10_1002_wics_1548
crossref_primary_10_1007_s41468_021_00083_1
crossref_primary_10_1515_math_2021_0049
crossref_primary_10_1137_21M1414024
crossref_primary_10_1186_s12859_020_03659_3
crossref_primary_10_3847_1538_4357_ad26e8
crossref_primary_10_1016_j_patrec_2019_11_029
crossref_primary_10_1063_1_4978997
crossref_primary_10_1214_20_AOAS1430
crossref_primary_10_1103_PhysRevD_106_023521
crossref_primary_10_1080_10618600_2019_1573686
crossref_primary_10_1016_j_jbi_2022_104082
crossref_primary_10_1088_1361_648X_ab3820
crossref_primary_10_3389_frai_2021_681174
crossref_primary_10_1016_j_egyai_2023_100256
crossref_primary_10_1086_715078
crossref_primary_10_1016_j_media_2019_03_014
crossref_primary_10_1088_1361_6404_aae790
crossref_primary_10_1002_dvdy_175
crossref_primary_10_1007_s41468_024_00166_9
crossref_primary_10_1038_s41598_018_23424_0
crossref_primary_10_1007_s40840_020_00904_z
crossref_primary_10_1080_10485252_2023_2280022
crossref_primary_10_3389_fnhum_2024_1431153
crossref_primary_10_1007_s41468_024_00200_w
crossref_primary_10_1088_1361_6420_ab4ac0
crossref_primary_10_1214_15_AOAS886
crossref_primary_10_1016_j_jsc_2016_03_009
crossref_primary_10_1371_journal_pone_0225577
crossref_primary_10_1007_s00382_022_06395_x
crossref_primary_10_3390_math9222924
crossref_primary_10_1109_TAES_2016_160405
crossref_primary_10_1093_biomet_asaa097
crossref_primary_10_1109_TKDE_2022_3147070
crossref_primary_10_1109_TPAMI_2024_3409834
crossref_primary_10_1016_j_physa_2024_129785
crossref_primary_10_1016_j_engstruct_2024_119088
crossref_primary_10_1016_j_jocs_2024_102290
crossref_primary_10_1088_2632_072X_ad9fca
crossref_primary_10_1186_s41747_022_00312_x
crossref_primary_10_3390_e25111509
crossref_primary_10_1007_s00285_017_1184_8
crossref_primary_10_1214_17_AOAS1119
crossref_primary_10_1007_s41468_019_00044_9
crossref_primary_10_1016_j_physrep_2020_05_004
crossref_primary_10_1162_netn_a_00073
crossref_primary_10_1371_journal_pone_0257215
crossref_primary_10_1016_j_mbs_2023_109056
crossref_primary_10_1007_s10208_024_09650_1
crossref_primary_10_1080_10618600_2017_1422432
crossref_primary_10_1007_s10479_019_03505_7
crossref_primary_10_1126_sciadv_abm2456
crossref_primary_10_1214_21_AOAS1536
crossref_primary_10_1038_s41467_020_17035_5
crossref_primary_10_1038_s41540_020_00160_8
crossref_primary_10_1093_bioinformatics_btac118
crossref_primary_10_3847_1538_4357_ad75fd
crossref_primary_10_3390_a13090222
crossref_primary_10_1140_epjds_s13688_017_0104_x
crossref_primary_10_1016_j_ijar_2021_10_012
crossref_primary_10_1137_19M1268719
crossref_primary_10_1038_s41467_022_32848_2
crossref_primary_10_1109_TPAMI_2024_3451328
crossref_primary_10_1007_s10444_021_09893_4
crossref_primary_10_3389_frai_2021_681117
crossref_primary_10_3389_fnins_2024_1434444
crossref_primary_10_1007_s11401_021_0255_8
crossref_primary_10_1007_s13171_018_0137_7
crossref_primary_10_21105_joss_00925
crossref_primary_10_1371_journal_pcbi_1009094
crossref_primary_10_1007_s10851_016_0680_6
crossref_primary_10_1270_jsbbs_21078
crossref_primary_10_1007_s41468_020_00048_w
crossref_primary_10_1214_22_AOAS1633
crossref_primary_10_1093_bioinformatics_btab553
crossref_primary_10_1016_j_jbusres_2023_114410
crossref_primary_10_1016_j_ascom_2019_02_003
crossref_primary_10_1016_j_egyai_2025_100495
crossref_primary_10_1111_rssc_12463
crossref_primary_10_1002_mma_5313
crossref_primary_10_1371_journal_pcbi_1010341
crossref_primary_10_1137_22M1543082
crossref_primary_10_1007_s10208_019_09442_y
ContentType Journal Article
DBID NPM
DOI 10.1214/15-aoas886
DatabaseName PubMed
DatabaseTitle PubMed
DatabaseTitleList PubMed
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod no_fulltext_linktorsrc
Discipline Mathematics
ExternalDocumentID 27642379
Genre Journal Article
GrantInformation_xml – fundername: NIMH NIH HHS
  grantid: T32 MH014235
GroupedDBID 123
23M
2AX
6J9
AAWIL
ABAWQ
ABBHK
ABFAN
ABQDR
ABXSQ
ABYWD
ABZEH
ACDIW
ACGFO
ACHJO
ACMTB
ACTMH
ADODI
ADULT
AELLO
AENEX
AETVE
AEUPB
AFFOW
AFVYC
AGLNM
AIHAF
AKBRZ
ALMA_UNASSIGNED_HOLDINGS
ALRMG
AS~
CS3
DQDLB
DSRWC
EBS
ECEWR
EJD
F5P
FEDTE
GIFXF
GR0
HDK
HQ6
HVGLF
IPSME
J9A
JAA
JAAYA
JBMMH
JBZCM
JENOY
JHFFW
JKQEH
JLEZI
JLXEF
JMS
JPL
JST
NPM
OK1
P2P
PUASD
RBU
RNS
RPE
SA0
SJN
TN5
WHG
WS9
ID FETCH-LOGICAL-c411t-699479c37f07aa29826270507c19f0820fef401483b4978d245d0ab555ecbd72
ISSN 1932-6157
IngestDate Thu Apr 03 07:09:04 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Persistent homology
tree-structured data
angiography
topological data analysis
statistics
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c411t-699479c37f07aa29826270507c19f0820fef401483b4978d245d0ab555ecbd72
OpenAccessLink http://doi.org/10.1214/15-AOAS886
PMID 27642379
ParticipantIDs pubmed_primary_27642379
PublicationCentury 2000
PublicationDate 2016-03-01
PublicationDateYYYYMMDD 2016-03-01
PublicationDate_xml – month: 03
  year: 2016
  text: 2016-03-01
  day: 01
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle The annals of applied statistics
PublicationTitleAlternate Ann Appl Stat
PublicationYear 2016
References 18471935 - Neurobiol Aging. 2010 Feb;31(2):290-300
11929106 - IEEE Trans Med Imaging. 2002 Feb;21(2):61-75
23267202 - IEEE Trans Pattern Anal Mach Intell. 2013 Aug;35(8):2008-21
25333187 - Med Image Comput Comput Assist Interv. 2014;17 (Pt 1):755-62
23727319 - Neuroimage. 2013 Nov 15;82:170-81
25346588 - J Comput Graph Stat. 2014;23(2):418-438
References_xml – reference: 25333187 - Med Image Comput Comput Assist Interv. 2014;17 (Pt 1):755-62
– reference: 25346588 - J Comput Graph Stat. 2014;23(2):418-438
– reference: 11929106 - IEEE Trans Med Imaging. 2002 Feb;21(2):61-75
– reference: 23267202 - IEEE Trans Pattern Anal Mach Intell. 2013 Aug;35(8):2008-21
– reference: 23727319 - Neuroimage. 2013 Nov 15;82:170-81
– reference: 18471935 - Neurobiol Aging. 2010 Feb;31(2):290-300
SSID ssj0054841
Score 2.5424013
Snippet New representations of tree-structured data objects, using ideas from topological data analysis, enable improved statistical analyses of a population of brain...
SourceID pubmed
SourceType Index Database
StartPage 198
Title Persistent Homology Analysis of Brain Artery Trees
URI https://www.ncbi.nlm.nih.gov/pubmed/27642379
Volume 10
hasFullText
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8NAEF6sXvQgvt-Sg7cSbTa72e5RpVKEiocIvZXdZIMVTEqbi_31zmTzKK3i4xJCloQk38fszDDzDSFXnvCZ1BpikwRFtWFTdWUkPZd2OVVwB1Mc-50HT0H_hT0O-bARVCi6S3J9Hc2_7Cv5D6pwDXDFLtk_IFs_FC7AOeALR0AYjr_CGMvXEaY0b_ezd6umtKgycofzHzD_bqYf7XBqynrBt4YhqtZPVqU7ih1GVry5jtRNGo-j1TpClG-0nR1N_rRpLezNp7XFfx4b2DNfq4aaxUyDFzSlVqVxBF8PQk0rKF1bz84KS6wp9Ox06RUTTT2G2QLuqkzNulYHewGryXsBFhUBFuzIn1eX5LKrpRZpQeCAk1AxfWO3ZojOilGm9YeUerXwSjfNC6E-dPmQpVij8DnCHbJdBgvOrUV-l6yZdI9sDWql3dk-oQ0HnIoDTsUBJ0ucggOO5YBTcOCAhA-98L7vlnMw3Ih5Xu4GUjIhI18kHaEUlRARUtEBRz7yZIIuXGIShplhX-O8wJgyHneU5pybSMeCHpL1NEvNMXGkkQFPuA5ipiCw95Xq-uCeaCY410bJE3Jkv3c0sVono-pPnH67ckY2G7Kck40EaGsuwFPL9WXx9z8BXcY6Sg
linkProvider National Library of Medicine
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Persistent+Homology+Analysis+of+Brain+Artery+Trees&rft.jtitle=The+annals+of+applied+statistics&rft.au=Bendich%2C+Paul&rft.au=Marron%2C+J+S&rft.au=Miller%2C+Ezra&rft.au=Pieloch%2C+Alex&rft.date=2016-03-01&rft.issn=1932-6157&rft.volume=10&rft.issue=1&rft.spage=198&rft_id=info:doi/10.1214%2F15-aoas886&rft_id=info%3Apmid%2F27642379&rft_id=info%3Apmid%2F27642379&rft.externalDocID=27642379
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6157&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6157&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6157&client=summon