Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity Centre for Health Sciences, Trinity College Dublin, James' Street, Dublin 8, Ireland.
Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, CA, USA.
Sci Rep. 2024 Jul 30;14(1):17518. doi: 10.1038/s41598-024-66021-0.
Copy number variants (CNVs) have been implicated in many human diseases, including psychiatric disorders. Whole genome sequencing offers advantages in CNV calling compared to previous array-based methods. Here we present a robust and transparent CNV calling pipeline, PECAN (PEdigree Copy number vAriaNt calling), for short-read, whole genome sequencing data, comprised of a novel combination of four calling methods and structural variant genotyping. This method is scalable and can incorporate pedigree information to retain lower-confidence CNVs that would otherwise be discarded. We have robustly benchmarked PECAN using gold-standard CNV calls for two well-established evaluation samples, NA12878 and HG002, showing that PECAN performs with high precision and recall on both datasets, outperforming another pedigree-based CNV calling pipeline. As part of this work, we provide a list of high-confidence gold standard CNVs for the NA12878 reference sample, curated from multiple studies. We applied PECAN to a collection of pedigrees multiply affected with schizophrenia and identified a rare deletion that perfectly co-segregates with schizophrenia in one of the pedigrees. The CNV overlaps the gene PITRM1, which has been implicated in a complex phenotype including ataxia, developmental delay, and schizophrenia-like episodes in affected adults.
拷贝数变异 (CNVs) 与许多人类疾病有关,包括精神疾病。与以前基于阵列的方法相比,全基因组测序在 CNV 调用方面具有优势。在这里,我们提出了一个强大而透明的短读长全基因组测序数据的 CNV 调用管道 PECAN(PEdigree Copy number vAriaNt calling),由四种调用方法和结构变异基因分型的新颖组合组成。该方法具有可扩展性,可以合并家族信息以保留否则会被丢弃的低置信度 CNV。我们使用两个成熟的评估样本 NA12878 和 HG002 的金标准 CNV 调用对 PECAN 进行了稳健的基准测试,结果表明 PECAN 在两个数据集上都具有高精度和召回率,优于另一个基于家族的 CNV 调用管道。作为这项工作的一部分,我们为 NA12878 参考样本提供了一份经过精心整理的高可信度金标准 CNV 列表,这些列表来自多个研究。我们将 PECAN 应用于一组多发性精神分裂症家族,并在其中一个家族中发现了一个与精神分裂症完美共分离的罕见缺失。该 CNV 重叠了 PITRM1 基因,该基因与包括共济失调、发育迟缓以及成年患者出现精神分裂样发作等复杂表型有关。