Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA
It is becoming a consensus that white matter integrity is compromised in schizophrenia (SZ), however the underlying genetics remains elusive. Evidence suggests a polygenic basis of the disorder, which involves various genetic variants with modest individual effect sizes. In this work, we used a mult...
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doaj-99bed21a99214401a8b63fcb54745b8b2020-11-25T02:04:43ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612015-03-01910.3389/fnhum.2015.00100111336Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICACota Navin Gupta0Jiayu eChen1Jingyu eLiu2Jingyu eLiu3Eswar eDamaraju4Carrie eWright5Carrie eWright6Nora Irma Perrone-Bizzozero7Godfrey ePearlson8Godfrey ePearlson9Li eLuo10Andrew M Michael11Jessica A Turner12Jessica A Turner13Vince D Calhoun14Vince D Calhoun15Vince D Calhoun16Vince D Calhoun17Mind Research NetworkMind Research NetworkMind Research NetworkUniversity of New MexicoMind Research NetworkMind Research NetworkUniversity of New MexicoUniversity of New MexicoYale University School of MedicineOlin Neuropsychiatry Research CenterUniversity of New MexicoMind Research NetworkMind Research NetworkGeorgia State UniversityMind Research NetworkUniversity of New MexicoUniversity of New MexicoYale University School of MedicineIt is becoming a consensus that white matter integrity is compromised in schizophrenia (SZ), however the underlying genetics remains elusive. Evidence suggests a polygenic basis of the disorder, which involves various genetic variants with modest individual effect sizes. In this work, we used a multivariate approach, parallel independent component analysis (P-ICA), to explore the genetic underpinnings of white matter abnormalities in SZ. A pre-filtering step was first applied to locate 6527 single nucleotide polymorphisms (SNPs) discriminating patients from controls with a nominal uncorrected p-value of 0.01. These potential susceptibility loci were then investigated for associations with fractional anisotropy (FA) images in a cohort consisting of 73 SZ patients and 87 healthy controls. A significant correlation (r=-0.37, p=1.25×E-6) was identified between one genetic factor and one FA component after controlling for scanning site, age and sex. The identified FA-SNP association remained stable in a 10-fold validation. A 5000-run permutation test yielded a p-value of 2.00×E-4. The FA component reflected decreased white matter integrity in the forceps major for SZ patients. The SNP component was overrepresented in genes whose products are involved in corpus callosum morphology (e.g., CNTNAP2, NPAS3 and NFIB) as well as canonical pathways of synaptic long term depression and protein kinase A signaling. Taken together, our finding delineates a part of genetic architecture underlying SZ-related FA reduction, emphasizing the important role of genetic variants involved in neural developmenthttp://journal.frontiersin.org/Journal/10.3389/fnhum.2015.00100/fullSchizophreniaSingle nucleotide polymorphisms (SNPs)Diffusion Tension Imaging (DTI)Fractional Anisotropy (FA)Parallel Independent Component Analysis (P-ICA) |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Cota Navin Gupta Jiayu eChen Jingyu eLiu Jingyu eLiu Eswar eDamaraju Carrie eWright Carrie eWright Nora Irma Perrone-Bizzozero Godfrey ePearlson Godfrey ePearlson Li eLuo Andrew M Michael Jessica A Turner Jessica A Turner Vince D Calhoun Vince D Calhoun Vince D Calhoun Vince D Calhoun |
spellingShingle |
Cota Navin Gupta Jiayu eChen Jingyu eLiu Jingyu eLiu Eswar eDamaraju Carrie eWright Carrie eWright Nora Irma Perrone-Bizzozero Godfrey ePearlson Godfrey ePearlson Li eLuo Andrew M Michael Jessica A Turner Jessica A Turner Vince D Calhoun Vince D Calhoun Vince D Calhoun Vince D Calhoun Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA Frontiers in Human Neuroscience Schizophrenia Single nucleotide polymorphisms (SNPs) Diffusion Tension Imaging (DTI) Fractional Anisotropy (FA) Parallel Independent Component Analysis (P-ICA) |
author_facet |
Cota Navin Gupta Jiayu eChen Jingyu eLiu Jingyu eLiu Eswar eDamaraju Carrie eWright Carrie eWright Nora Irma Perrone-Bizzozero Godfrey ePearlson Godfrey ePearlson Li eLuo Andrew M Michael Jessica A Turner Jessica A Turner Vince D Calhoun Vince D Calhoun Vince D Calhoun Vince D Calhoun |
author_sort |
Cota Navin Gupta |
title |
Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA |
title_short |
Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA |
title_full |
Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA |
title_fullStr |
Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA |
title_full_unstemmed |
Genetic Markers of White Matter Integrity in Schizophrenia Revealed by Parallel ICA |
title_sort |
genetic markers of white matter integrity in schizophrenia revealed by parallel ica |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Human Neuroscience |
issn |
1662-5161 |
publishDate |
2015-03-01 |
description |
It is becoming a consensus that white matter integrity is compromised in schizophrenia (SZ), however the underlying genetics remains elusive. Evidence suggests a polygenic basis of the disorder, which involves various genetic variants with modest individual effect sizes. In this work, we used a multivariate approach, parallel independent component analysis (P-ICA), to explore the genetic underpinnings of white matter abnormalities in SZ. A pre-filtering step was first applied to locate 6527 single nucleotide polymorphisms (SNPs) discriminating patients from controls with a nominal uncorrected p-value of 0.01. These potential susceptibility loci were then investigated for associations with fractional anisotropy (FA) images in a cohort consisting of 73 SZ patients and 87 healthy controls. A significant correlation (r=-0.37, p=1.25×E-6) was identified between one genetic factor and one FA component after controlling for scanning site, age and sex. The identified FA-SNP association remained stable in a 10-fold validation. A 5000-run permutation test yielded a p-value of 2.00×E-4. The FA component reflected decreased white matter integrity in the forceps major for SZ patients. The SNP component was overrepresented in genes whose products are involved in corpus callosum morphology (e.g., CNTNAP2, NPAS3 and NFIB) as well as canonical pathways of synaptic long term depression and protein kinase A signaling. Taken together, our finding delineates a part of genetic architecture underlying SZ-related FA reduction, emphasizing the important role of genetic variants involved in neural development |
topic |
Schizophrenia Single nucleotide polymorphisms (SNPs) Diffusion Tension Imaging (DTI) Fractional Anisotropy (FA) Parallel Independent Component Analysis (P-ICA) |
url |
http://journal.frontiersin.org/Journal/10.3389/fnhum.2015.00100/full |
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