An automated method to analyze language use in patients with schizophrenia and their first-degree relatives

被引:93
作者
Elvevag, Brita [1 ]
Foltz, Peter W. [2 ,3 ]
Rosenstein, Mark [2 ]
DeLisi, Lynn E. [4 ,5 ]
机构
[1] NIMH, Clin Brain Disorders Branch, NIH, Bethesda, MD 20892 USA
[2] Pearson Knowledge Technol, Boulder, CO 80301 USA
[3] Univ Colorado, Inst Cognit Sci, Boulder, CO 80309 USA
[4] Harvard Univ, Sch Med, Boston, MA USA
[5] Boston VA Healthcare Serv, Brockton, MA USA
关键词
Discourse; Semantics; Schizophrenia; Latent semantic analysis; CONSENSUS COGNITIVE BATTERY; COMMUNICATION DISTURBANCES; RISK; SPEECH; DISORDER; SIBLINGS; LATERALIZATION; PHENOTYPES; OLANZAPINE; DEFICITS;
D O I
10.1016/j.jneuroling.2009.05.002
中图分类号
H0 [语言学];
学科分类号
030303 ; 0501 ; 050102 ;
摘要
Communication disturbances are prevalent in schizophrenia, and since it is a heritable illness these are likely present - albeit in a muted form - in the relatives of patients. Given the timeconsuming, and often subjective nature of discourse analysis, these deviances are frequently not assayed in large scale Studies. Recent work in computational linguistics and statistical-based semantic analysis has shown the potential and power of automated analysis of communication. We present an automated and objective approach to modeling discourse that detects very subtle deviations between probands, their first-degree relatives and unrelated healthy controls. Although these findings should be regarded as preliminary due to the limitations of the data at our disposal, we present a brief analysis of the models that best differentiate these groups in order to illustrate the utility of the method for future explorations of how language components are differentially affected by familial and illness related issues. Published by Elsevier Ltd.
引用
收藏
页码:270 / 284
页数:15
相关论文
共 56 条
[31]   An introduction to latent semantic analysis [J].
Landauer, TK ;
Foltz, PW ;
Laham, D .
DISCOURSE PROCESSES, 1998, 25 (2-3) :259-284
[32]   A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge [J].
Landauer, TK ;
Dumais, ST .
PSYCHOLOGICAL REVIEW, 1997, 104 (02) :211-240
[33]   FMRI study of language activation in schizophrenia, schizoaffective disorder and in individuals genetically at high risk [J].
Li, Xiaobo ;
Branch, Craig A. ;
Ardekaiii, Babak A. ;
Bertisch, Hilary ;
Hicks, Chindo ;
DeLisi, Lynn E. .
SCHIZOPHRENIA RESEARCH, 2007, 96 (1-3) :14-24
[34]   An fMRI study of language processing in people at high genetic risk for schizophrenia [J].
Li, Xiaobo ;
Branch, Craig A. ;
Bertisch, Hilary C. ;
Brown, Kyle ;
Szulc, Kamila U. ;
Ardekani, Babak A. ;
DeLisi, Lynn E. .
SCHIZOPHRENIA RESEARCH, 2007, 91 (1-3) :62-72
[35]  
Manning C., 1999, Foundations of Statistical Natural Language Processing
[36]  
Manning C.D., 2008, Introduction to Information Retrieval
[37]   Measurement and Treatment Research to Improve Cognition in Schizophrenia: NIMH MATRICS initiative to support the development of agents for improving cognition in schizophrenia [J].
Marder, SR ;
Fenton, W .
SCHIZOPHRENIA RESEARCH, 2004, 72 (01) :5-9
[38]  
McGlashan T.H., 2003, Structured interview for prodromal syndromes, version 4.0
[39]   The PRIME North America randomized double-blind clinical trial of olanzapine versus placebo in patients at risk of being prodromally symptomatic for psychosis I. Study rationale and design [J].
McGlashan, TH ;
Zipursky, RB ;
Perkins, D ;
Addington, J ;
Miller, TJ ;
Woods, SW ;
Hawkins, KA ;
Hoffman, R ;
Lindborg, S ;
Tohen, M ;
Breier, A .
SCHIZOPHRENIA RESEARCH, 2003, 61 (01) :7-18
[40]   Pre-onset detection and intervention research in schizophrenia psychoses: Current estimates of benefit and risk [J].
McGlashan, TH ;
Miller, TJ ;
Woods, SW .
SCHIZOPHRENIA BULLETIN, 2001, 27 (04) :563-570