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Deriving Mendelian Randomization-Based Causal Networks of Brain Imaging Phenotypes and Bipolar Disorder.
Shane O'Connell1, Brielin C Brown2, Dara M Cannon3
1Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York; Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, New York.
Neuroanatomical variation, particularly in white matter tracts, may cause bipolar disorder (BD). This Mendelian randomization study suggests brain structure influences BD development, offering new insights into the disorder
Area of Science:
- Neuroscience
- Psychiatry
- Genetics
Background:
- Previous studies observed neuroanatomical variations in bipolar disorder (BD).
- The causal links between these variations and BD remain unclear.
Purpose of the Study:
- To investigate the causal relationship between neuroimaging phenotypes and bipolar disorder (BD).
- To explore whether neuroanatomical variations cause or are caused by BD.
Main Methods:
- Mendelian randomization (MR) was applied to UK Biobank neuroimaging data and BD GWAS summary statistics.
- A novel inverse sparse regression model estimated direct causal effects (DCE).
- Causal scores were derived using DCE weights and applied to clinical cohorts.
Main Results:
- 28 significant causal relationships were identified, with 27 showing neuroimaging phenotypes affecting BD.
- White matter tract phenotypes demonstrated stronger causal effects on BD than vice versa.
- A neuroimaging-derived causal score predicted BD in an adolescent cohort.
Conclusions:
- Mendelian randomization suggests neuroanatomical variation, especially in white matter tracts, is a likely cause of BD.
- Findings highlight the potential causal role of brain structure in BD etiology.
- Further research using replication and triangulation is recommended.
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