Literature DB >> 32051642

The Translational Potential of Neuroimaging Genomic Analyses To Diagnosis And Treatment In The Mental Disorders.

Jiayu Chen1, Jingyu Liu2, Vince D Calhoun2.   

Abstract

Imaging genomics focuses on characterizing genomic influence on the variation of neurobiological traits, holding promise for illuminating the pathogenesis, reforming the diagnostic system, and precision medicine of mental disorders. This paper aims to provide an overall picture of the current status of neuroimaging-genomic analyses in mental disorders, and how we can increase their translational potential into clinical practice. The review is organized around three perspectives. (a) Towards reliability, generalizability and interpretability, where we summarize the multivariate models and discuss the considerations and trade-offs of using these methods and how reliable findings may be reached, to serve as ground for further delineation. (b) Towards improved diagnosis, where we outline the advantages and challenges of constructing a dimensional transdiagnostic model and how imaging genomic analyses map into this framework to aid in deconstructing heterogeneity and achieving an optimal stratification of patients that better inform treatment planning. (c) Towards improved treatment. Here we highlight recent efforts and progress in elucidating the functional annotations that bridge between genomic risk and neurobiological abnormalities, in detecting genomic predisposition and prodromal neurodevelopmental changes, as well as in identifying imaging genomic biomarkers for predicting treatment response. Providing an overview of the challenges and promises, this review hopefully motivates imaging genomic studies with multivariate, dimensional and transdiagnostic designs for generalizable and interpretable findings that facilitate development of personalized treatment.

Entities:  

Keywords:  dimensional; imaging genomics; multimodal; multivariate; prediction; transdiagnostic

Year:  2019        PMID: 32051642      PMCID: PMC7015534          DOI: 10.1109/JPROC.2019.2913145

Source DB:  PubMed          Journal:  Proc IEEE Inst Electr Electron Eng        ISSN: 0018-9219            Impact factor:   10.961


  186 in total

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Journal:  Neuropsychopharmacology       Date:  2010-11-24       Impact factor: 7.853

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8.  Correspondence of DNA Methylation Between Blood and Brain Tissue and Its Application to Schizophrenia Research.

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Journal:  Schizophr Bull       Date:  2015-06-08       Impact factor: 9.306

Review 9.  A Perspective of the Cross-Tissue Interplay of Genetics, Epigenetics, and Transcriptomics, and Their Relation to Brain Based Phenotypes in Schizophrenia.

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Journal:  Front Genet       Date:  2018-08-23       Impact factor: 4.599

10.  Genetic variance estimation with imputed variants finds negligible missing heritability for human height and body mass index.

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Journal:  Nat Genet       Date:  2015-08-31       Impact factor: 38.330

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  1 in total

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