Interaction Testing and Polygenic Risk Scoring to Estimate the Association of Common Genetic Variants With Treatment

Antonio F Pardiñas1, Sophie E Smart1,2, Isabella R Willcocks1

  • 1MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom.

JAMA Psychiatry
|January 12, 2022
PubMed
Abstract

Insights

Treatment-resistant schizophrenia (TRS) has a polygenic architecture, with genetic links to intelligence and cognition. This study reveals genetic variants associated with TRS, aiding future research into patient outcomes.

Area of Science:

  • Psychiatry
  • Genetics
  • Neuroscience

Background:

  • Treatment-resistant schizophrenia (TRS) affects 20-30% of patients, presenting a significant clinical challenge.
  • The genetic underpinnings of TRS remain largely unknown due to limited well-characterized cohorts.
  • Understanding TRS genetics is crucial for developing targeted therapeutic strategies.

Purpose of the Study:

  • To investigate the genetic architecture of treatment-resistant schizophrenia (TRS).
  • To reassess existing genetic data from schizophrenia studies for TRS-specific associations.
  • To validate findings in independent clinical samples.

Main Methods:

  • Conducted two genome-wide association studies (GWAS) comparing individuals with TRS (n=10,501) and non-TRS (n=20,325).
  • Analyzed allelic association effect size differences to identify TRS-specific genetic variants.
  • Validated findings using polygenic risk score (PRS) profiling in two independent cohorts (CardiffCOGS and STRATA-G).

Main Results:

  • Treatment resistance in schizophrenia was identified as a polygenic trait with 1-4% heritability.
  • Significant genetic correlations were found between TRS and traits related to intelligence and cognition (correlation, 0.41-0.69).
  • Polygenic risk score analysis indicated a positive association between TRS and clozapine use in both validation cohorts.

Conclusions:

  • Common genetic variants are differentially associated with TRS, potentially masked in previous broad schizophrenia studies.
  • Meta-analytic approaches are validated for studying patient outcomes, including treatment resistance.
  • These findings advance the understanding of TRS genetics and inform future research directions.

Related Concept Videos

Genome-wide Association Studies-GWAS01:11

Genome-wide Association Studies-GWAS

Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
14.6K
Psychological and Sociocultural Causes of Schizophrenia01:29

Psychological and Sociocultural Causes of Schizophrenia

Schizophrenia, a complex psychiatric disorder, has been historically misunderstood. Early psychological theories attributed its origins to childhood trauma and unresponsive parenting. However, contemporary research largely rejects these notions, favoring the vulnerability-stress hypothesis. This model proposes that individuals with a genetic predisposition to schizophrenia may develop the disorder following exposure to significant environmental stressors. Notably, studies on high-risk...
221
Psychosis: Pathophysiology of Schizophrenia and Other Psychotic Disorders01:27

Psychosis: Pathophysiology of Schizophrenia and Other Psychotic Disorders

Schizophrenia is a neurodevelopmental disorder whose origins are rooted in complex genetic components. Despite our burgeoning understanding, the pathophysiology of this disorder remains incompletely deciphered.
Researchers have identified genetic factors that increase susceptibility to schizophrenia, underscoring the intricate interplay between genetics and environment in disease development. At the core of schizophrenia's pathophysiology is excessive dopaminergic neurotransmission within...
1.1K
Biological Causes of Schizophrenia01:29

Biological Causes of Schizophrenia

Schizophrenia, a severe psychiatric disorder, arises from a complex interplay of biological factors, including genetic predisposition, structural brain abnormalities, neurotransmitter dysregulation, and developmental irregularities. These factors collectively contribute to the onset and progression of the disorder, which typically manifests in late adolescence or early adulthood.
Genetic Factors in Schizophrenia
The genetic basis of schizophrenia is strongly supported by family and twin...
176
Human Genetics01:28

Human Genetics

Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
792