Manhattan and quantile-quantile plots (with inflation factors, λ) for across-breed disease phenotypes A) CCLD B)

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Supplementary Figure 1: Non-significant disease GWAS results. Manhattan and quantile-quantile plots (with inflation factors, λ) for across-breed disease phenotypes A) CCLD B) lymphoma C) PSVA D) MCT E) MVD, where red lines are Bonferroni correction at P = 4 10-7, and plots for within-breed disease phenotypes F) PSVA in Yorkshire Terriers, where red line is 5% Bonferroni correction of unlinked SNPs.

Supplementary Figure 2: GWAS of colitis in Boxers. Manhattan and quantile-quantile plot of the colitis GWAS result in Boxers only. Colors of circles indicate amount of LD with most significantly associated SNP, ranging from black (r 2 = 0-0.2) to red (r 2 = 0.8-1). Red line on the Manhattan plot is 5% Bonferroni correction of unlinked SNPs. Inflation factor (λ value) is shown on the quantilequantile plot.

Supplementary Figure 3: LD plots for novel body size loci identified in breed-average weight GWAS. A) CFA7 B) CFA11 C) CFA20 D) CFA26. Colors of circles indicate amount of LD with most significantly associated SNP, ranging from black (r 2 = 0-0.2) to red (r 2 = 0.8-1).

Supplementary Figure 4: LD plots for non-novel size loci identified in breed-average GWAS. A) CFA12 (height GWAS) B) IGSF1 C) LCORL D) CFA3 E) IGF1 F) IGF1 (box = exon) showing the locations of the directly-typed SINE and the SNP 5 (BICF2P971192) variant in LD with the SINE 1 G) IGF2BP2 H) CFA1 (THBS2/SMOC2). Colors of circles indicate amount of LD with most significantly associated SNP, ranging from black (r 2 = 0-0.2) to red (r 2 = 0.8-1).

Supplementary Figure 5: Fur and Individual Weight Manhattan plots. Breed-average phenotypes A) fur length B) shedding, and individual sex-corrected weight 0.38 for C) all dogs (n=2,072) D) village dogs (n=330). Two quantile-quantile plots are shown for each Manhattan plot: with all SNPs included (top) and with the significant SNPs removed (bottom) and inflation (λ) factors.

Supplementary Figure 6: MC5R protein. Binding site prediction A) ancestral allele, and B) derived allele sequences. C) 3D structure of the MC5R protein, showing the missense mutation site in red.

Supplementary Figure 7: Simulation GWAS results. A) Power to detect causal loci of different effect sizes using a random across-breed design and within-breed design, different numbers of cases and controls, and different array densities. B) Power to detect causal loci using different GWAS across-breed designs (balanced, unbalanced, semi-balanced, random) and different numbers of cases and controls, with a dense (1 SNP every 2 kb) array. See methods for details.

Supplementary Table 1: Frequencies, effect size/odds ratio and P-values for SNPs associated with complex disease in different breeds. Disease Breed N SNP Allele Freq Beta SE P-value CHD Golden Retriever 112 28:34,369,342 A 0.160-6.580 1.87 6.1x10-4 Labrador Retriever 242 0.081-6.500 1.44 9.3x10-6 German Shepherd Dog 82 0.006 3.346 10.58 0.753 English Setter 79 0.000 n/a n/a n/a Newfoundland 59 0.085-5.478 3.49 0.123 Other 347 0.053-3.593 0.02 0.022 Disease Breed N SNP Allele Freq Freq P-value Odds (cases/controls) (cases) (controls) ratio ED Labrador Retriever 30 / 180 1:77,938,330 G 0.917 0.972 0.032 0.314 Golden Retriever 8 / 49 1.000 1.000 n/a n/a German Shepherd Dog 10 / 45 0.500 0.744 0.031 0.343 English Setter 27 / 52 0.000 0.087 0.026 0.000 Other 38 / 307 0.816 0.933 0.0004 0.317 ED Labrador Retriever 30 / 180 26:16,554,631 T 0.983 0.989 0.713 0.663 Golden Retriever 8 / 49 0.688 0.918 0.007 0.196 German Shepherd Dog 10 / 45 1.000 0.978 0.501 n/a English Setter 27 / 52 0.130 0.375 0.001 0.248 Other 38 / 307 0.632 0.831 3.16x10-5 0.350 lymphoma Golden Retriever 34 / 48 4:35,564,350 A 0.279 0.646 3.77x10-6 0.213 Labrador Retriever 22 / 62 0.182 0.161 0.754 1.156 Boxer 13 / 6 0.423 0.500 0.658 0.733 Other 121 / 22 0.165 0.159 0.919 1.047 MCT Labrador Retriever 152 / 106 36:16,889,272 G 0.740 0.509 7.08x10-8 2.743 Golden Retriever 31 / 9 0.710 0.778 0.569 0.698 Vizsla 51 / 26 0.657 0.615 0.611 1.196 Other 117 / 4 0.761 0.625 0.380 1.907 PSVA Yorkshire Terrier 57 / 101 32:14,626,183 A 0.675 0.361 7.93x10-8 3.678 Maltese 26 / 24 0.731 0.854 0.130 0.463 Norfolk Terrier 10 / 10 0.150 0.350 0.144 0.328 Miniature Schnauzer 21 / 17 0.905 0.853 0.487 1.638 Cairn Terrier 21 / 23 0.786 0.609 0.072 2.357 Havanese 17 / 15 0.853 0.967 0.119 0.200 Tibetan Spaniel 10 / 13 0.450 0.615 0.264 0.511 Papillon 9 / 9 0.889 0.833 0.630 1.600 SE = standard error

Supplementary Table 2: GWAS results for breed average weight, individual weight, and breed average height. Locus Gene Effect size (kg 0.38 ) 1:56.0-56.7 THBS2/ SMOC2 Weight breed avg original/covariate Weight ind original/covariate Height breed avg original/covariate Reference 0.08 3.4x10-6 / 1.1x10-4 2.6x10-4 / 2.7x10-3 2.8x10-9 / 6.4x10-8 2 3:41.7 IGF1R 0.07 3.9x10-5 / 2.4x10-4 6.9x10-6 / 2.8x10-6 5.0x10-6 / 5.5x10-6 3 3:62.0 0.09 3.2x10-7 / 1.5x10-5 3.6x10-4 / 6.5x10-3 2.2x10-7 / 1.6x10-7 4 3:91 LCORL 0.11 5.8x10-16 / 7.5x10-7.6x10-17 / 5.6x10-2.5x10-10 / 4.5x10-9 14 16 5 4:39.1-39.4 STC2 0.08 3.6x10-12 / 7.0x10-12 7.2x10-8 / 1.4x10-6 5.4x10-16 / 1.4x10-11 2,6 4:67.0 a GHR 0.04 9.6x10-7 / 2.8x10-3 5.0x10-3 / 1.1x10-2 1.4x10-6 / 1.2x10-4 6 7:30.2 TBX19 0.07 7.7x10-9 / 2.7x10-7 1.5x10-3 / 1.0x10-3 3.9x10-8 / 1.0x10-5 n/a 7:43.7-43.8 SMAD2 0.07 9.1x10-17 / 8.5x10-3.9x10-5 / 1.1x10-3 1.5x10-15 / 1.2x10-6 10 2,4, 6 10:8.2 HMGA2 0.16 7.5x10-35 / 1.7x10-32 8.1x10-18 / 2.2x10-15 7.6x10-27 / 7.7x10-23 2,4-6 11:26.9 0.06 1.0x10-7 / 2.7x10-6 1.9x10-5 / 4.3x10-4 5.7x10-7 / 6.5x10-5 n/a 12:33.7-34.3 OGFRL1 0.06 2.0x10-5 / 1.9x10-4 7.2x10-4 / 9.9x10-4 2.8x10-9 / 6.9x10-10 7 15:41.2 IGF1 0.18 3.2x10-37 / 3.2x10-37 1.4x10-25 / 1.4x10-25 2.1x10-36 / 2.1x10-36 1,2,5,8,9 18:20.3 fgf4 0.12 3.2x10-11 / 3.5x10-9 4.2x10-9 / 7.4x10-7 3.6x10-27 / 5.3x10-20:21.5-22.0 MITF 0.11 6.0x10-7 / 5.6x10-7 2.0x10-4 / 7.8x10-4 7.2x10-6 / 1.6x10-5 n/a 26:13.2 a 0.05 1.9x10-8 / 1.8x10-4 1.0x10-5 / 9.6x10-4 2.4x10-7 / 5.6x10-5 n/a 34:18.6 IGF2BP2 0.08 9.2x10-11 / 4.6x10-8 4.7x10-8 / 2.5x10-4 4.0x10-6 / 1.7x10-5 4 X:102.2-102.8 IGSF1 0.11 1.5x10-10 / 7.4x10-9 5.2x10-8 / 6.3x10-8 1.2x10-5 / 7.0x10-5 2,5 Shown are the P-values for the original GWAS and the stepwise covariate GWAS. Effect sizes shown are for breed average weights in the stepwise covariate GWAS. Novel loci are listed in bold. Non-significant P-values are listed in grey. a These loci are not significant in the stepwise covariate analysis. 28 10

Supplementary Table 3: Effect size and derived allele frequency of the 17 body size QTLs for breed dogs and village dogs. Size QTL Derived / ancestral alleles Breed dogs Effect size (weight/height) (kg 0.38 /cm) Derived allele frequency Village dogs Effect size (weight/height) (kg 0.38 /cm) Derived allele frequency 1: 55983871 A / G -0.13 / -1.59 0.102 0.07 / -0.04 0.060 3: 41758863 A / G -0.01 / -0.42 0.342-0.11 / -0.18 0.237 3: 61986452 A / G 0.24 / 2.79 0.121 0.21 / 0.68 0.099 3: 91103945 A / C 0.28 / 1.41 0.255 0.15 / 1.14 0.220 4: 39112085 C / G -0.12 / -0.35 0.389-0.01 / 0.05 0.289 4: 67026055 a A / G -0.01 / 0.56 0.403-0.11 / 0.23 0.411 7: 30243851 G / A -0.07 / -0.50 0.243-0.07 / 0.02 0.249 7: 43719549 G / A -0.17 / -0.60 0.332 0.001 / -0.35 0.308 10: 8183593 A / G -0.28 / -0.26 0.155-0.06 / -0.72 0.175 11: 26929946 G / A -0.10 / -0.74 0.240-0.02 / -0.48 0.176 12: 33733595 G / A 0.07 / 0.29 0.483 0.12 / 0.95 0.434 15: 41229597 G / A -0.36 / -2.95 0.419-0.23 / -1.26 0.484 18: 20272961 C / A -0.20 / -0.87 0.107-0.27 / -2.34 0.122 20: 21479863 C / A 0.31 / 0.60 0.132 0.04 / 0.22 0.095 26: 13224865 a A / C -0.07 / -1.42 0.325-0.18 / -0.70 0.161 34: 18559537 A / G -0.26 / -0.81 0.184-0.10 / -0.59 0.143 X: 102212242 G / A 0.36 / 1.60 0.468 0.07 / -0.14 0.306 Effect size is calculated using an additive linear model of sex-corrected, inbreeding-corrected weights/heights. Novel loci are shown in bold. a These loci are not significant in the stepwise covariate analysis.

Supplementary Methods: GENOME simulation parameters. The GENOME program was run with the following command options: -pop 32 100 100 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 -N population_history.txt -c 38 -pieces 25000 -len 2000 -s -1 -tree 0 -maf 0.001 -mut 1e-08 -rec 0.00001 With the following population_history.txt file: 0 15000 30000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 2000 1-1 2-2 3-3 4-4 5-5 6-6 7-7 8-8 9-9 10-10 11-11 12-12 13-13 14-14 15-15 16-16 17-17 18-18 19-19 20-20 21-21 22-22 23-23 24-24 25-25 26-26 27-27 28-28 29-29 30-30 31-31 32-32 4 15000 30000 250 290 330 370 410 450 490 530 570 610 650 690 730 770 810 850 890 930 970 1010 1050 1090 1130 1170 1210 1250 1290 1330 1400 1500 1-1 2-2 3-2 4-2 5-2 6-2 7-2 8-2 9-2 10-2 11-2 12-2 13-2 14-2 15-2 16-2 17-2 18-2 19-2 20-2 21-2 22-2 23-2 24-2 25-2 26-2 27-2 28-2 29-2 30-2 31-2 32-2 204 15000 30000 1-1 2-2 4204 15000 600 1-1 2-1 4354 15000 1-1 34354 15000

Supplementary References: 1. Sutter, N. B. et al. A single IGF1 allele is a major determinant of small size in dogs. Science 316, 112-115 (2007). 2. Boyko, A. R. et al. A simple genetic architecture underlies morphological variation in dogs. PLoS biology 8, e1000451 (2010). 3. Hoopes, B. C., Rimbault, M., Liebers, D., Ostrander, E. A. & Sutter, N. B. The insulin-like growth factor 1 receptor (IGF1R) contributes to reduced size in dogs. Mammalian Genome 23, 780-790 (2012). 4. Jones, P. et al. Single-nucleotide-polymorphism-based association mapping of dog stereotypes. Genetics 179, 1033-1044 (2008). 5. Vaysse, A. et al. Identification of genomic regions associated with phenotypic variation between dog breeds using selection mapping. PLoS genetics 7, e1002316 (2011). 6. Rimbault, M. et al. Derived variants at six genes explain nearly half of size reduction in dog breeds. Genome Res. 23, 1985-1995 (2013). 7. Quignon, P. et al. Fine mapping a locus controlling leg morphology in the domestic dog. Cold Spring Harb. Symp. Quant. Biol. 74, 327-333 (2009). 8. Chase, K. et al. Genetic basis for systems of skeletal quantitative traits: principal component analysis of the canid skeleton. Proc. Natl. Acad. Sci. U. S. A. 99, 9930-9935 (2002). 9. Eigenmann, J. E., Patterson, D. F. & Froesch, E. R. Body size parallels insulin-like growth factor I levels but not growth hormone secretory capacity. Acta Endocrinol. (Copenh) 106, 448-453 (1984). 10. Parker, H. G. et al. An expressed fgf4 retrogene is associated with breed-defining chondrodysplasia in domestic dogs. Science 325, 995-998 (2009).