title: Whole genome sequencing of one complex pedigree illustrates challenges with genomic medicine.
abstract: Human Phenotype Ontology (HPO) has risen as a useful tool for precision medicine by providing a standardized vocabulary of phenotypic abnormalities to describe presentations of human pathologies; however, there have been relatively few reports combining whole genome sequencing (WGS) and HPO, especially in the context of structural variants.
  
  
  
  We illustrate an integrative analysis of WGS and HPO using an extended pedigree, which involves Prader-Willi Syndrome (PWS), hereditary hemochromatosis (HH), and dysautonomia-like symptoms. A comprehensive WGS pipeline was used to ensure reliable detection of genomic variants. Beyond variant filtering, we pursued phenotypic prioritization of candidate genes using Phenolyzer.
  
  
  
  Regarding PWS, WGS confirmed a 5.5 Mb de novo deletion of the parental allele at 15q11.2 to 15q13.1. Phenolyzer successfully returned the diagnosis of PWS, and pinpointed clinically relevant genes in the deletion. Further, Phenolyzer revealed how each of the genes is linked with the phenotypes represented by HPO terms. For HH, WGS identified a known disease variant (p.C282Y) in HFE of an affected female. Analysis of HPO terms alone fails to provide a correct diagnosis, but Phenolyzer successfully revealed the phenotype-genotype relationship using a disease-centric approach. Finally, Phenolyzer also revealed the complexity behind dysautonomia-like symptoms, and seven variants that might be associated with the phenotypes were identified by manual filtering based on a dominant inheritance model.
  
  
  
  The integration of WGS and HPO can inform comprehensive molecular diagnosis for patients, eliminate false positives and reveal novel insights into undiagnosed diseases. Due to extreme heterogeneity and insufficient knowledge of human diseases, it is also important that phenotypic and genomic data are standardized and shared simultaneously.
authors.affiliation: Stanley Institute for Cognitive Genomics, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.|Stony Brook University, 100 Nicolls Rd, Stony Brook, NY, USA.|Simons Center for Quantitative Biology, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.
authors.forename: Han
authors.initials: H
authors.lastname: Fang
authors.affiliation: Stanley Institute for Cognitive Genomics, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.|Stony Brook University, 100 Nicolls Rd, Stony Brook, NY, USA.
authors.forename: Yiyang
authors.initials: Y
authors.lastname: Wu
authors.affiliation: Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.|Neuroscience Graduate Program, University of Southern California, Los Angeles, CA, USA.
authors.forename: Hui
authors.initials: H
authors.lastname: Yang
authors.affiliation: Stanley Institute for Cognitive Genomics, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.
authors.forename: Margaret
authors.initials: M
authors.lastname: Yoon
authors.affiliation: Stanley Institute for Cognitive Genomics, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.|Centro de Ciencias Genomicas, Universidad Nacional Autonoma de Mexico, Cuernavaca, Morelos, MX, Mexico.
authors.forename: Laura T
authors.initials: LT
authors.lastname: Jiménez-Barrón
authors.affiliation: Tute, Genomics Inc., 150 S 100 W, Provo, UT, USA.
authors.forename: David
authors.initials: D
authors.lastname: Mittelman
authors.affiliation: Tute, Genomics Inc., 150 S 100 W, Provo, UT, USA.|Utah Foundation for Biomedical Research, Salt Lake City, UT, USA.
authors.forename: Reid
authors.initials: R
authors.lastname: Robison
authors.affiliation: Zilkha Neurogenetic Institute, University of Southern California, Los Angeles, CA, USA.|Department of Psychiatry, University of Southern California, Los Angeles, CA, USA.|Division of Bioinformatics, Department of Preventive Medicine, University of Southern California, Los Angeles, CA, USA.|Present Address: Department of Biomedical Informatics and Institute for Genomic Medicine, Columbia University Medical Center, New York, 10032, NY, USA.
authors.forename: Kai
authors.initials: K
authors.lastname: Wang
authors.affiliation: Stanley Institute for Cognitive Genomics, One Bungtown Road, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA. gholsonjlyon@gmail.com.|Stony Brook University, 100 Nicolls Rd, Stony Brook, NY, USA. gholsonjlyon@gmail.com.|Utah Foundation for Biomedical Research, Salt Lake City, UT, USA. gholsonjlyon@gmail.com.
authors.forename: Gholson J
authors.initials: GJ
authors.lastname: Lyon
mesh_terms: D056915:DNA Copy Number Variations; D005189:False Positive Reactions; D005260:Female; D015894:Genome, Human / Q000235:genetics; D023281:Genomics; D006801:Humans; D008297:Male; D058977:Molecular Sequence Annotation; D010375:Pedigree; D010641:Phenotype; D057285:Precision Medicine / Q000379:methods*; D054969:Primary Dysautonomias / Q000235:genetics; D017421:Sequence Analysis
keywords: Dysautonomia; Hemochromatosis; Human phenotype ontology; Phenolyzer; Prader–Willi Syndrome; Precision medicine; Variant calling; Whole genome sequencing