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Supplementary Figure 1
Workflow of the retrospective Resilience Project to build allele and gene panels and interrogate existing sequencing data
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 2
Distribution of mutation types in the Resilience Project core allele panel (CAP)
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 3
Comprehensive annotation of 674 mutations in the Core Allele Panel (CAP).
From the outside to inside layers the annotations include disease category (outermost layer, one color per gene); average read depth per allele in a representative full exome sequencing study (red barchart: SWE-SCZ; N=5092; Agilent SureSelect Human All Exon v2, covering 33Mb); relative number of known disease-causing variants in CAP per gene (light blue) and gene name; name of the mutation;
Nature Biotechnology: doi:10.1038/nbt.3514
number of samples screened in our study (blue bar chart); age of onset, penetrance, severity, and evidence (orange/red heat map, with red or 1 depicting earliest onset variants, fully penetrant, most severe, and the most reliable evidence; consult Supplementary Table 7 for more details). A cross-section with respect to the CFTR p.F508del mutation is highlighted to illustrate each of these different layer. The average read depth at this site in the exome sequencing study SWE-SCZ study was 68 (red bar chart). The minimum read depth across the CFTR exons was 21, the maximum 279, with one intronic variant not covered in any of the 5,092 samples. This p.F508del variant is marked as "mostly early age of onset (<18y)"; complete penetrance with a known exception; and severe disease manifestation plus variable expressivity (all three in dark orange). The evidence comes from a large cohort and is therefore marked by a red bar.
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 4
Number of samples analyzed for the alleles in the core allele panel (CAP)
Since ESP6500 provides only variant calls, we define coverage of a core allele by ESP6500 based on the existence of any variant within a -/+100bp window around each core allele.
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 5
Radar plots showing clinical manifestations of 8 disorders for the 13 identified resilient candidate individuals
The axes of radar plot are indicating quantitative scores used for clinical annotation for alleles, with lower score (category 1) outsideand higher score (category 4) inside. A larger radar map suggests a more severe phenotype.
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 6
Disease selection criteria plot
Numbers on axes are quantitative scores defined in Supplementary Table 1. A smaller number indicates a severe score. The radar plot is showing disease selection criteria in the current study: a disease with complete or near complete penetrance, early onset (symptom developed younger than 18y) and significantly reduced mobility or increased mortality.
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Figure 7
Overlaps of current gene and allele panels with published carrier screening panels
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Table 4: DHCR7 variants in two resilient candidates from UK10K that are annotated by ClinVar, HGMD, OMIM, and/or SwissVar. The first variant is contained in our core allele panel and was used to identify the two candidates. Both candidates exhibit the same five additional annotated variants. In total, the two individuals had 15 and 18 DHCR7 variants, respectively.
Variant Genotype in resilient
candidate 1
Genotype in resilient
candidate 2
Sources Clinical significance
Annotated phenotype
11:71146886C>G (rs138659167)
1/1 1/1 HGMD; ClinVar
DM; pathogenic Smith-Lemli-Opitz syndrome
11:71155171C>T (rs1044482)
1/1 1/1 ClinVar Benign AllHighlyPenetrant
11:71155153A>G (rs1790334)
1/1 1/1 ClinVar Benign AllHighlyPenetrant
11:71146577G>A (rs909217)
1/1 1/1 ClinVar Benign AllHighlyPenetrant
11:71152461A>G (rs949177)
1/1 1/1 ClinVar Benign AllHighlyPenetrant
11:71146691A>G (rs760241)
1/1 1/1 ClinVar Benign AllHighlyPenetrant
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Table 5: Possible resilient candidates with less stringent filtering criteria
Phenotype Gene Mutation Panel number of homozygotes
source comments
cDNA Protein
Incomplete penetrance (milder or asymptomatic homo individuals have been reported)
Biotinidase deficiency BTD c.1368A>C p.Q456H CAP 1 BGI most common allele, disease treatable Autoimmune lymphoproliferative syndrome
CASP10 c.1216A>T p.Ile406Leu EAP 1 CHOP recurrent, functional study evidence
Achromatopsia CNGB3 c.1148del1 p.T383Ifs*13 CAP 1+2 ESP;23andMe most common mutation, accounts for >70% alleles,variable phenotype
Primary congenital glaucoma CYP1B1 c.1103G>A p.R368H EAP 10 23andMe high carrier frequency in Ashkenazi Jews, disease treatable, multiple asymptomatic homozygotes have been seen, probably incomplete penetrance
Primary Congenital Glaucoma CYP1B1 c.685G>A p.E229K EAP 1 ESP high frequency in Caucasian, disease treatable
21-Hydroxylase-Deficient Congenital Adrenal Hyperplasia
CYP21A2 c.293-13C>G
EAP 8 UK10K;BGI common allele, homozygous patients were seen in NC form (mild, late-onset)
Maple Syrup Urine Disease Type III / Lipoamide Dehydrogenase Deficiency (E3)
DLD c.685G>T p.G229C EAP 1+1 ESP;23andMe Ashkenazi Jewish founder mutation, homozygotes have variable phenotype, can be asymptomatic
Isovaleric acidaemia IVD c.941C>T p.A314V EAP 1 23andMe homozygotes or compound heterozygotes could be mild or asymptomatic
Gaucher disease GBA c.[1226A>G];[1297G>T]
p.[N409S];[V433L]
EAP 1 TCGA two mutations are possibly in cis
Homocystinuria CBS c.833T>C p.I278T EAP 1 ESP most common mutant allele, homozygotes may be asymptomatic
Methylmalonic Acidemia MCEE c.427C>T p.R143C EAP 4 ESP;Colon,FINN;UK10K
variable clinical manifestation
Total: 33 More likely to be polymorphism
Familial hemophagocytic lymphohistiocytosis
UNC13D c.2782C>T p.R928C EAP 4+1+2 FINN;Colon;ESP controversial, SIFT tolerated, Polyphen deleterious, found in patients that carry 3 variants
Steroid-Resistant Nephrotic Syndrome
NPHS2 c.686G>A p.R229Q EAP 2+5+6+4 TGP, ESP, Colon/CFR, TCGA, FINN;UK10K;BGI
Inconsistency in literature reports, as VUS
Myopathy, dilatative MYF6 c.269C>A p.A90D EAP 5 CHOP;BGI no detailed literature report
Nature Biotechnology: doi:10.1038/nbt.3514
21-Hydroxylase-Deficient Congenital Adrenal Hyperplasia, Classic
CYP21A2 c.719T>A p.M240K EAP 11 1KG;23ANDME pseudogene-derived mutation, single mutation seem to be normal, combinations w. other mutations are associated with severe phenotypes
X-Linked Adrenoleukodystrophy
ABCD1 c.707G>A p.Arg236His EAP 1+1 CHOP;BGI single case, reported to be together with another recurrent mutation in a patient, maybe polymorphism
Osteogenesis imperfecta COL1A1 c.3897C>G p.C1299W EAP 1 CHOP dominant mutation, reported to segerate with mild phenotype in a multi-generation family
Total: 43 Not sufficient evidence
Argininosuccinate Lyase Deficiency
ASL c.392C>T p.Thr131Met EAP 1 CHOP reported to be compound heterozygous in a patient with almost no enzyme activity, not sufficient evidence
Marinesco-Sjogren syndrome SIL1 c.274C>T p.R92W EAP 2 CHOP;BGI reported homozygous in single family Congenital Myasthenic Syndrome
CHRNE c.872C>T p.Ala291Val EAP 4 TCGA only one report, compound heterzygous with another common mut
Total: 7 Phenotype can be affected by environmental factors
MCADD ACADM c.985A>G p.K329E EAP 10+2+1 23andMe;UK10K;MSSM SWE-SCZ
severe mutation, phenotype can be affected by environmental factors to be asymptomatic or late-onset
Glucose-6-Phosphate Dehydrogenase Deficiency
G6PD c.634A>G p.Met212Val EAP 5 CHOP phenotype affected by evironment, pateint may be asymptomatic
Glucose-6-Phosphate Dehydrogenase Deficiency
G6PD c.844G>C p.Asp282His EAP 1 BGI mild phenotype/asymptomatic
PKU PAH c.1208C>T p.A403V CAP 1 23andMe milder mutation, disease is treatable and can be picked up by newborn screening
PKU PAH c.1241A>G p.Y414C EAP 5 23andMe milder mutation, high residual enzymatic activity
PKU PAH c.838G>A p.E280K CAP 3 23andMe homozygosity is associated with variant PKU, disease is treatable and can be picked up by newborn screening
Total: 28
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Table 6: Disease categorization codes
Disease category code Disease category
CD cardiac
CU cutaneous (dermatology)
DF deafness
DV developmental
ED endocrine
GE gastroenterologic
HM hematologic
HP hepatic
IM immunodeficiency
MB metabolic
NM neuromuscular
NU neurological
OC ocular
OT other
RN renal
RP respiratory
SK skeletal
Nature Biotechnology: doi:10.1038/nbt.3514
Supplementary Table 7: Categories and quantitative scores used to annotate phenotypes and observed alleles
Score Description Penetrance
1 Complete (>99%) 2 Complete with known exception (>95%) 3 Unknown (>90%) 4 Highly (>80%) 5 incomplete
Age of Onset 1 Congenital or very early (<2 y) 2 mostly early (<18 y) 3 early (<18y) plus variable 4 Late (>18 y) 5 unknown
Severity 1 severe, significantly reduced mobility or increased mortality in early life 2 Severe plus variable expressivity 3 obvious but not life-threatening 4 mild, not affect life quality and span, not obvious 5 unknown
Evidence 1 large cohort, including locus-specific mutation database 2 multiple families/patients (including reviews and carrier screening panels) 3 single family/patient 4 functional study 5 unknown
Variant Category 1 Missense 2 Nonsense 3 Splicing 4 in-frame insertion/deletion 5 frameshift insertion/deletion
Nature Biotechnology: doi:10.1038/nbt.3514