Literature DB >> 17555720

Unaffected family members and schizophrenia patients share brain structure patterns: a high-dimensional pattern classification study.

Yong Fan1, Raquel E Gur, Ruben C Gur, Xiaoying Wu, Dinggang Shen, Monica E Calkins, Christos Davatzikos.   

Abstract

BACKGROUND: A number of studies have provided evidence for genetic modulation of brain structure in unaffected family members (FM) of schizophrenia patients using conventional volumetric analysis. High-dimensional pattern classification methods have been reported to have the capacity to determine subtle and spatially complex structural patterns that distinguish schizophrenia patients from healthy control subjects using standard magnetic resonance imaging. This study investigates whether such endophenotypic patterns are found in FM via similar image analysis approaches.
METHODS: A high-dimensional pattern classifier was constructed from a group of 69 patients and 79 control subjects, via an analysis that identified a subtle and spatially complex pattern of reduced brain volumes. The constructed classifier was applied to examine brain structure of 30 FM.
RESULTS: The classifier indicated that FM had highly overlapping structural profiles with those of patients. Moreover, an orbitofrontal region of relatively increased white matter was found to contribute significantly to the classification, indicating that white matter alterations, along with reductions of gray matter volumes, might be present in patients and unaffected FM.
CONCLUSIONS: These findings provide evidence that high-dimensional pattern classification can identify complex and subtle structural endophenotypes that are shared by probands and their unaffected FM.

Entities:  

Mesh:

Year:  2007        PMID: 17555720      PMCID: PMC2190626          DOI: 10.1016/j.biopsych.2007.03.015

Source DB:  PubMed          Journal:  Biol Psychiatry        ISSN: 0006-3223            Impact factor:   13.382


  25 in total

1.  Mapping adolescent brain change reveals dynamic wave of accelerated gray matter loss in very early-onset schizophrenia.

Authors:  P M Thompson; C Vidal; J N Giedd; P Gochman; J Blumenthal; R Nicolson; A W Toga; J L Rapoport
Journal:  Proc Natl Acad Sci U S A       Date:  2001-09-25       Impact factor: 11.205

2.  Longitudinal magnetic resonance imaging studies of older adults: a shrinking brain.

Authors:  Susan M Resnick; Dzung L Pham; Michael A Kraut; Alan B Zonderman; Christos Davatzikos
Journal:  J Neurosci       Date:  2003-04-15       Impact factor: 6.167

3.  Very high-resolution morphometry using mass-preserving deformations and HAMMER elastic registration.

Authors:  Dinggang Shen; Christos Davatzikos
Journal:  Neuroimage       Date:  2003-01       Impact factor: 6.556

4.  Decreased left amygdala and hippocampal volumes in young offspring at risk for schizophrenia.

Authors:  Matcheri S Keshavan; Elizabeth Dick; Ilona Mankowski; Keith Harenski; Debra M Montrose; Vaibhav Diwadkar; Michael DeBellis
Journal:  Schizophr Res       Date:  2002-12-01       Impact factor: 4.939

5.  Impact of normal sexual dimorphisms on sex differences in structural brain abnormalities in schizophrenia assessed by magnetic resonance imaging.

Authors:  Jill M Goldstein; Larry J Seidman; Liam M O'Brien; Nicholas J Horton; David N Kennedy; Nikos Makris; Verne S Caviness; Stephen V Faraone; Ming T Tsuang
Journal:  Arch Gen Psychiatry       Date:  2002-02

6.  Reduced dorsal and orbital prefrontal gray matter volumes in schizophrenia.

Authors:  R E Gur; P E Cowell; A Latshaw; B I Turetsky; R I Grossman; S E Arnold; W B Bilker; R C Gur
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7.  Temporolimbic volume reductions in schizophrenia.

Authors:  R E Gur; B I Turetsky; P E Cowell; C Finkelman; V Maany; R I Grossman; S E Arnold; W B Bilker; R C Gur
Journal:  Arch Gen Psychiatry       Date:  2000-08

8.  Amygdala-hippocampal volume and verbal memory in first-degree relatives of schizophrenic patients.

Authors:  G A O'Driscoll; P S Florencio; D Gagnon; A V Wolff; C Benkelfat; L Mikula; S Lal; A C Evans
Journal:  Psychiatry Res       Date:  2001-08-25       Impact factor: 3.222

9.  Structural brain abnormalities in patients with schizophrenia and their healthy siblings.

Authors:  W G Staal; H E Hulshoff Pol; H G Schnack; M L Hoogendoorn; K Jellema; R S Kahn
Journal:  Am J Psychiatry       Date:  2000-03       Impact factor: 18.112

10.  Voxel-based morphometry using the RAVENS maps: methods and validation using simulated longitudinal atrophy.

Authors:  C Davatzikos; A Genc; D Xu; S M Resnick
Journal:  Neuroimage       Date:  2001-12       Impact factor: 6.556

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  52 in total

1.  Semi-supervised pattern classification of medical images: application to mild cognitive impairment (MCI).

Authors:  Roman Filipovych; Christos Davatzikos
Journal:  Neuroimage       Date:  2010-12-31       Impact factor: 6.556

2.  Weakly Supervised Deep Learning for Brain Disease Prognosis Using MRI and Incomplete Clinical Scores.

Authors:  Mingxia Liu; Jun Zhang; Chunfeng Lian; Dinggang Shen
Journal:  IEEE Trans Cybern       Date:  2019-03-26       Impact factor: 11.448

3.  Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNI.

Authors:  Chandan Misra; Yong Fan; Christos Davatzikos
Journal:  Neuroimage       Date:  2008-11-05       Impact factor: 6.556

Review 4.  Structural cerebral variations as useful endophenotypes in schizophrenia: do they help construct "extended endophenotypes"?

Authors:  Konasale M Prasad; Matcheri S Keshavan
Journal:  Schizophr Bull       Date:  2008-04-11       Impact factor: 9.306

5.  Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study.

Authors:  Yong Fan; Susan M Resnick; Xiaoying Wu; Christos Davatzikos
Journal:  Neuroimage       Date:  2008-03-06       Impact factor: 6.556

6.  Individualized differential diagnosis of schizophrenia and mood disorders using neuroanatomical biomarkers.

Authors:  Nikolaos Koutsouleris; Eva M Meisenzahl; Stefan Borgwardt; Anita Riecher-Rössler; Thomas Frodl; Joseph Kambeitz; Yanis Köhler; Peter Falkai; Hans-Jürgen Möller; Maximilian Reiser; Christos Davatzikos
Journal:  Brain       Date:  2015-05-01       Impact factor: 13.501

7.  Multisite Machine Learning Analysis Provides a Robust Structural Imaging Signature of Schizophrenia Detectable Across Diverse Patient Populations and Within Individuals.

Authors:  Martin Rozycki; Theodore D Satterthwaite; Nikolaos Koutsouleris; Guray Erus; Jimit Doshi; Daniel H Wolf; Yong Fan; Raquel E Gur; Ruben C Gur; Eva M Meisenzahl; Chuanjun Zhuo; Hong Yin; Hao Yan; Weihua Yue; Dai Zhang; Christos Davatzikos
Journal:  Schizophr Bull       Date:  2018-08-20       Impact factor: 9.306

8.  Classification of schizophrenia using feature-based morphometry.

Authors:  U Castellani; E Rossato; V Murino; M Bellani; G Rambaldelli; C Perlini; L Tomelleri; M Tansella; P Brambilla
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9.  Source-based morphometry of gray matter volume in men with first-episode schizophrenia.

Authors:  Tomás Kaspárek; Radek Marecek; Daniel Schwarz; Radovan Prikryl; Jirí Vanícek; Michal Mikl; Eva Cesková
Journal:  Hum Brain Mapp       Date:  2010-02       Impact factor: 5.038

10.  Premorbid cognitive deficits in young relatives of schizophrenia patients.

Authors:  Matcheri S Keshavan; Shreedhar Kulkarni; Tejas Bhojraj; Alan Francis; Vaibhav Diwadkar; Debra M Montrose; Larry J Seidman; John Sweeney
Journal:  Front Hum Neurosci       Date:  2010-03-09       Impact factor: 3.169

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