Local Shape Analysis using MANCOVA

Paniagua, Beatriz1*,Styner, Martin,Macenko, Marc,Pantazis, Dimitrios,Niethammer, Marc
1.University of North Carolina
Abstract
Local Shape Analysis using MANCOVA

Abstract

Gross shape measures such as volume have been widely used in statistical analysis of anatomical structures. Statistical shape analysis methods have emerged within the last decade to allow for a localized analysis of shape. Most shape analysis frameworks are though lacking a good statistical underpinning, as they commonly do not allow for the inclusion of independent variables such as age, gender or clinical scores. This work presents a unified method for local shape analysis that can accomodate different number of variates and contrasts. It also allows to include any number of associated variables in the statistical analysis of the data. Several cases of study are given to clarify the explanation of the different types of data that can be analyzed and the parameters that can be used to tune the program shapeAnalysisMANCOVA. This tool has been designed to interact seamlessly with the existing UNC SPHARM-PDM based shape analysis toolbox.

Keywords

Multiple comparison problemSPHARMpermutation testsStatistical shape analysisMANCOVA
Manuscript
Source Code and Data

Source Code and Data

PaperArticleMANCOVA.aux9.9 KBArticleMANCOVA.bbl6.5 KBArticleMANCOVA.blg840 BArticleMANCOVA.brf1.5 KBArticleMANCOVA.dvi155.5 KBArticleMANCOVA.log23.4 KBArticleMANCOVA.out1.5 KBArticleMANCOVA.pdf846 KBArticleMANCOVA.tex47.8 KBArticleMANCOVA.toc1.9 KBIJ_AnalysisScenario1_Correlations.pdf17.8 KBIJ_AnalysisScenario1_MeanA.pdf7.9 KBIJ_AnalysisScenario1_MeanB.pdf7.9 KBIJ_AnalysisScenario1_NormProjections.pdf15.2 KBIJ_AnalysisScenario1_MeanDiff.pdf20.4 KBIJ_AnalysisScenario1_RawPValues.pdf90.1 KBIJ_AnalysisScenario2_MeanDiff.pdf60.6 KBIJ_AnalysisScenario2_RawPValues.pdf57 KBIJ_AnalysisScenario2_Vectors.pdf97.4 KBIJ_AnalysisScenario3_Correlations.pdf129.1 KBIJ_InputFile.pdf49.1 KBIJ_NewAp.pdf23.4 KBIJ_PermTests.pdf9.6 KBIJ_PermTests2.pdf14.1 KBIJ_TraditionalAp.pdf19.8 KBInsightArticle.cls4.1 KBInsightJournal.ist220 BInsightJournal.bib157.6 KBInsightJournal.sty35.2 KBMybib.bib8.9 KBSourceCMakeCache.txt14.8 KBCMakeCache.txt~14.7 KBCMakeFilesCMakeCCompiler.cmake1014 BCMakeCXXCompiler.cmake1.1 KBCMakeDetermineCompilerABI_C.bin7.1 KBCMakeDetermineCompilerABI_CXX.bin7.4 KBCMakeDirectoryInformation.cmake5.5 KBCMakeOutput.log5.8 KBCMakeRuleHashes.txt89 BCompilerIdCCMakeCCompilerId.c4.5 KBa.out6.6 KBCMakeSystem.cmake406 BCompilerIdCXXCMakeCXXCompilerId.cpp4.3 KBa.out6.9 KBMakefile.cmake2.9 KBMakefile23.6 KBcmake.check_cache85 Bprogress.make2 BshapeAnalysisMANCOVA.dirCXX.includecache343.1 KBDependInfo.cmake1.4 KBMANCOVA.o1.2 MBbuild.make15.5 KBcmake_clean.cmake670 Bdepend.internal265.6 KBdepend.make468.8 KBflags.make4.8 KBitkMeshTovtkPolyData.o1.1 MBlink.txt1.6 KBmiscMANCOVA.o10.7 MBnonMANCOVA.o1.3 MBprogress.make106 BshapeAnalysisMANCOVA.o4.3 MBCMakeLists.txt1.6 KBCMakeLists.txt~1.7 KBMANCOVA.cxx11.8 KBMANCOVA.h1.6 KBMANCOVA.h~1.6 KBMakefile7.7 KBcmake_install.cmake1.7 KBconstants.h301 BitkMeshTovtkPolyData.cxx2.3 KBitkMeshTovtkPolyData.h1.4 KBmiscMANCOVA.cxx30.2 KBmiscMANCOVA.cxx~30.3 KBmiscMANCOVA.h3.7 KBmiscMANCOVA.h~3.7 KBnewTypes.h1.3 KBnonMANCOVA.cxx5.2 KBnonMANCOVA.h977 BshapeAnalysisMANCOVA.cxx13.7 KBshapeAnalysisMANCOVA.cxx~13.7 KBshapeAnalysisMANCOVA.xml8 KBshapeAnalysisMANCOVACLP.h28 KBshapeAnalysisMANCOVACLP.h~27.9 KBvtkPolyDataToitkMesh.cxx3.7 KBvtkPolyDataToitkMesh.h846 B

Select a file to preview