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Supplemental Information Supplementary Text 10 Exome sequencing was performed using llumina TruSeq Exome Enrichment Kit or Agilent SureSelectXT Human All Exon 50Mb kit. Illumina HiSeq2000 was used for sequencing as 100bp paired-end runs at the UCLA Clinical Genomics Center or the UCLA Broad Stem Cell Research Center. Sequence reads were aligned to the human reference genome (Human GRCh37 (hg19) build) using Novoalign (v2.07, http://www.novocraft.com/main/index.php). PCR duplicates were identified by Picard (v1.42, http://picard.sourceforge.net/) and GATK (Genome Analysis Toolkit) (v1.1, http://www.broadinstitute.org/gatk/)1 was used to realign indels, recalibrate the quality scores, call, filter, recalibrate and evaluate the variants. SNVs and INDELs across the sequenced protein-coding regions and flanking junctions were annotated using Variant Annotator X (VAX), a customized Ensembl Variant Effect Predictor 2. Figures 20 Figure S1: Histogram of variants with allele frequencies <1% in 1000 Genomes but >1% in the CEU. It shows that allele frequencies can be highly structured for rare variants and that averaging across too many genetically dissimilar populations can have a downwardbias effect on frequency estimates of alleles present in a given population. 30 40 Figure S2: Reference panel size impacts the efficacy of filtering in exome sequencing in African-American simulations from the EVS data. Figure S3: Principle component analysis of CEU, YRI, CHB and 101 self-reported Middle Eastern (ME) individuals. Analysis is based on 24,791 variants where there is no missing data for any of the Middle Eastern exomes and where the variants were called in the 1000 Genomes data. The YRI, CEU and CHB populations are well separated and the Middle Eastern population clusters with the CEU and trails towards the YRI. This is similar to what is observed in previous work3. Removing the two most extreme ME individuals (far left and far bottom blue dots) results in a marginal increase in the number of variants remaining in the Middle Eastern individuals (see Table S3). Tables 50 Ind Country Presumed Inheritance Causal Variant zygosity 1 Jordan Recessive Homo 2 Turkey Recessive Homo 3 Turkey Recessive Homo 4 Iran Recessive Homo 5 Syria Recessive Homo 6 Tunisia 7 Jordan None Given Recessive 8 Jordan Recessive 9 Iran 10 Jordan 11 Jordan 12 Turkey Recessive Het 13 Tunisia Dominant Het 14 Iran Dominant Het 15 Iran Dominant Het 16 Jordan 17 Jordan 18 Jordan 19 Iran 20 Turkey None Given None Given None Given None Given None Given None Given None Given Recessive Homo Homo Homo Homo Homo Het Het Het Het Het CompHet Disease Brachydactyly, type A2 LADD Syndrome Oral-facial-digital syndrome type VI Spastic paraplegia 11, autosomal recessive Mitchell-Riley syndrome Steroid-11 betahydroxylase deficiency Microcephaly Rickets vitamin Ddependent type 1A Oral-facial-digital syndrome type VI Cranioectodermal dysplasia 3 Microphthalmia, syndromic 5 Split-hand/foot malformation 1 with sensorineural hearing loss Palmoplantar MSSE Parkinson's Disease Ataxia, sensory, 1, autosomal dominant Cerebral cavernous malformations 3 Brachydactyly, type B1 Anophthamia Spinocerebellar ataxia 6 Oral-Facial-Digital type VI Variants Remaining Pre-Frequency Filtering No Ancestry, f>1% PopMatched, FNR <5% AllPop, FNR <5% 5016 65 43 33 5049 50 20 20 4752 25 23 20 4674 39 15 13 4751 26 18 16 4834 37 19 11 4722 22 11 5 4973 104 102 56 5653 112 67 52 5938 97 83 66 15694 872 750 532 12171 619 445 361 14111 813 747 505 13727 726 535 446 13417 661 512 410 14713 871 690 545 13472 668 543 421 13789 748 623 494 15128 769 598 495 12919 604 426 370 Table S1. Analysis of real data by individual exome. Variants remaining pre-frequency filtering reflects the number of variants remaining when all variants without damaging annotations are filtered out and when variants inconsistent with the disorder architecture are removed but before frequency-based filtering has been preformed. Ind Genomic Position (hg19) Gene HGVSc HGVSp Causal Variant Zygosity Variant reported in Literature ? ExAC EVS HGMD variant types SIFT Polyphen Prediction* 1 4:96035914 BMPR1B c.188_207de lGGTTGCC TGTGGTCA CTTCT p.Val66ArgfsX22 Hom No4 NP NP Missense/ nonsense NA NA Likely pathogenic 2 10:123256236 FGFR2 c.1400G>A p.Gly467Glu Hom No 5 1 het NP Missense Deleterious Probably damaging Likely pathogenic 3 5:37205557 C5orf42 - Hom Yes6 NP NP NA NA Pathogenic 4 15:44941193 SPG11 p.Leu57AspfsX66 Hom No 7 1 het NP NA NA 5 6:117240406 RFX6 c.1129C>T p.Arg377X Hom No 8 NP NP NA NA 6 8:143956714 CYP11B1 c.1136G>T p.Gly379Val Hom Yes9 NP NP Deleterious Benign Pathogenic 7 8:6266892 MCPH1 c.114+1G>T - Hom No10 NP NP NA NA Likely pathogenic 8 12:58157481 CYP27B1 c.1319_1325 dupCCCAC CC p.Phe443GlyfsX24 Hom Yes11 NP NP Missense/ nonsense NA NA Pathogenic 9 5:37121819 C5orf42 c.5616delA p.Leu1872PhefsTer44 Hom No6 NP NP Missense/ nonsense NA NA 10 14:76455258 IFT43 c.85G>T p.Glu29X Hom No12 NP NP Missense NA NA 11 14:57270998 OTX2 c.181C>G p.Leu61Val Het No13 NP NP Missense/ nonsense Deleterious Probably damaging Likely pathogenic Likely pathogenic Likely pathogenic 12 7:96650164 DLX5 c.754T>C p.Tyr252His Het No14 NP NP Missense/ nonsense Deleterious Possibly damaging Likely pathogenic 13 - - - - Het No15 - - - - - 14 12:40653350 LRRK2 c.1487C>T p.Thr496Ile Het No16 NP NP Missense/ nonsense Tolerated Benign 15 8:42729096 RNF170 c.191G>A p.Arg64Gln Het No17 NP NP Missense Deleterious Probably damaging 16 3:167414800 PDCD10 c.264dupA p.Glu89ArgfsX6 Het No18 NP NP Missense/ nonsense NA NA Continued on next page. c.31501G>T c.169_170de lCT Missense/ nonsense Mostly nonsense Missense/ nonsense Missense/ nonsense Missense/ nonsense Likely pathogenic Likely pathogenic Likely pathogenic Likely pathogenic Likely pathogenic Likely pathogenic Ind Genomic Position (hg19) Gene HGVSc HGVSp Causal Variant Zygosity Variant reported in Literature ? ExAC EVS HGMD variant types SIFT Polyphen 17 9:94486233 ROR2 c.2543C>T p.Pro848Leu Het No19 15 het† 2 het Nonsense Deleterious Possibly damaging p.Asn110GlufsX6 Het No13 NP NP Missense NA Het No20 NP NP Missense Deleterious 3 hom† 3 het Comp het No6 NP NP 18 14:57269015 OTX2 c.382_331de lAATG 19 19:13411385 CACNA1 A c.2261C>A p.Ala754Glu c.4793C>A p.Thr1598Lys 5:37183490 20 C5orf42 5:37226725 c.1972G>C p.Gly658Arg Missense/ nonsense Deleterious Tolerated NA Probably damaging Probably damaging Probably damaging Prediction* VUS Likely pathogenic Likely pathogenic VUS VUS Table S2: Summary of evidence for identifying causal variants in real exome sequencing data. Variants not found in a database are signified as not present (NP). Variants that have exact matches to published variants are signified as reported in literature with the citation given. Variants without exact matches cite the literature of the gene in which the variant falls that is associated to the phenotype. The HGMD variant types list frame shifts and splice site variants as nonsense variants. *Variants reported before in the literature were predicted to be pathogenic. Variants not reported in literature were evaluated in the context of 1) how well the phenotypes match, 2) is the variant absent or extremely rare in the population, 3) does the variant type match the known or predicted mechanism of how the gene can be disrupted, 4) is the in silico prediction concordant (for missense variants) and predicted to be likely pathogenic if all four were in agreement. †Phenotypic data is not publically available from ExAC database. Patient #17’s phenotype is relatively mild and it is likely that 15 individuals in ExAC with the same variant are affected or carriers. One variant in Patient #20 is observed as homozygous in 3 individuals in ExAC but phenotypic data on these 3 individuals are not available. A follow-up functional study is warranted to call the potential compound heterozygous variants likely pathogenic. Information on Individual #13 is withheld because it is a novel finding and in preparation for publication; the citation corresponding to it clinically defines the disease and maps it to one locus. Compound Recessive Dominant Heterozygous Method (#cases=10) (#cases=9) (#cases=1) NoAncestry, f>1% 58.6 (35.4) 758.0 (92.8) 614 PopMatched, FNR<5% 40.8 (33.2) 614.4 (110.8) 431 AllPop, FNR <5% 29.4 (21.5) 471.3 (62.8) 374 Table S3. Average number of variants that remain for follow-up post-filtering in real exome studies of 20 individuals with monogenic disorders after controlling the Middle Eastern reference panel by removing the two most extreme PCA outliers. References 1. McKenna, A., Hanna, M., Banks, E., et al. The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res 2010; 20, 1297-1303. 2. 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