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Bhowmik N, Cook SR, Croney C, Barnard S, Romaniuk AC, Ekenstedt KJ. Heritability and Genome-Wide Association Study of Dog Behavioral Phenotypes in a Commercial Breeding Cohort. Genes (Basel) 2024; 15:1611. [PMID: 39766878 PMCID: PMC11675989 DOI: 10.3390/genes15121611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Revised: 12/12/2024] [Accepted: 12/13/2024] [Indexed: 01/11/2025] Open
Abstract
Background: Canine behavior plays an important role in the success of the human-dog relationship and the dog's overall welfare, making selection for behavior a vital part of any breeding program. While behaviors are complex traits determined by gene × environment interactions, genetic selection for desirable behavioral phenotypes remains possible. Methods: No genomic association studies of dog behavior to date have been reported on a commercial breeding (CB) cohort; therefore, we utilized dogs from these facilities (n = 615 dogs). Behavioral testing followed previously validated protocols, resulting in three phenotypes/variables [social fear (SF), non-social fear (NSF), and startle response (SR)]. Dogs were genotyped on the 710 K Affymetrix Axiom CanineHD SNP array. Results: Inbreeding coefficients indicated that dogs from CB facilities are statistically less inbred than dogs originating from other breeding sources. Heritability estimates for behavioral phenotypes ranged from 0.042 ± 0.045 to 0.354 ± 0.111. A genome-wide association analysis identified genetic loci associated with SF, NSF, and SR; genes near many of these loci have been previously associated with behavioral phenotypes in other populations of dogs. Finally, genetic risk scores demonstrated differences between dogs that were more or less fearful in response to test stimuli, suggesting that these behaviors could be subjected to genetic improvement. Conclusions: This study confirms several canine genetic behavioral loci identified in previous studies. It also demonstrates that inbreeding coefficients of dogs in CB facilities are typically lower than those in dogs originating from other breeding sources. SF and NSF were more heritable than SR. Risk allele and weighted risk scores suggest that fearful behaviors could be subjected to genetic improvement.
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Affiliation(s)
- Nayan Bhowmik
- Department of Basic Medical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA or (N.B.); (S.R.C.)
| | - Shawna R. Cook
- Department of Basic Medical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA or (N.B.); (S.R.C.)
| | - Candace Croney
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA; (C.C.); (S.B.); (A.C.R.)
| | - Shanis Barnard
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA; (C.C.); (S.B.); (A.C.R.)
| | - Aynsley C. Romaniuk
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA; (C.C.); (S.B.); (A.C.R.)
| | - Kari J. Ekenstedt
- Department of Basic Medical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN 47907, USA or (N.B.); (S.R.C.)
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2
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Peek SI, Meller S, Twele F, Packer RMA, Volk HA. Epilepsy is more than a simple seizure disorder: Parallels between human and canine cognitive and behavioural comorbidities. Vet J 2024; 303:106060. [PMID: 38123061 DOI: 10.1016/j.tvjl.2023.106060] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 12/02/2023] [Accepted: 12/15/2023] [Indexed: 12/23/2023]
Abstract
Psychiatric and cognitive comorbidities have been known to play a major role in human epilepsy for a long time. People with epilepsy (PWE) frequently express signs of varying psychiatric and cognitive disorders affecting their quality and quantity of life (QoL/QaoL). Over the last few years, research on behavioural comorbidities and their effect on the underlying disease have been performed in canine epilepsy. The following article reviews manifestations of comorbidities in canine epilepsy with an emphasis on patterns of clinical signs and their effects on QoL and QaoL. Cognitive and behavioural alterations in epileptic dogs are mainly represented by fear-/anxiety related behaviour and cognitive impairment (CI). Reduced trainability and altered reactions to daily situations are common results of comorbid changes posing obstacles in everyday life of owners and their dog. In addition, clinical signs similar to attention deficit hyperactivity disorder (ADHD) in humans have been reported. Canine attention-deficit-hyperactivity-disorder-like (c-ADHD-like) behaviour should, however, be evaluated critically, as there are no official criteria for diagnosis of ADHD or ADHD-like behaviour in dogs, and some of the reported signs of c-ADHD-like behaviour could be confused with anxiety-associated behaviour. Many intrinsic and extrinsic factors could potentially influence the development of behavioural and cognitive comorbidities in canine epilepsy. In particular, seizure frequency/severity, signalment and factors concerning disease management, such as pharmacotherapy and nutrition, are closely linked with the presence of the aforementioned comorbid disorders. Further studies of behavioural alterations in epileptic dogs are needed to comprehend the complexity of clinical signs and their multifactorial origin.
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Affiliation(s)
- Saskia I Peek
- Department of Small Animal Medicine and Surgery, University of Veterinary Medicine Hannover, Germany
| | - Sebastian Meller
- Department of Small Animal Medicine and Surgery, University of Veterinary Medicine Hannover, Germany
| | - Friederike Twele
- Department of Small Animal Medicine and Surgery, University of Veterinary Medicine Hannover, Germany
| | | | - Holger A Volk
- Department of Small Animal Medicine and Surgery, University of Veterinary Medicine Hannover, Germany.
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3
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Kujala MV, Imponen N, Pirkkala A, Silfverberg T, Parviainen T, Tiira K, Kiuru N. Modulation of dog-owner relationship and dog social and cognitive behavior by owner temperament and dog breed group. Sci Rep 2023; 13:14739. [PMID: 37679427 PMCID: PMC10484941 DOI: 10.1038/s41598-023-41849-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 08/31/2023] [Indexed: 09/09/2023] Open
Abstract
As companion dogs spend most of their lives with humans, the human-dog relationship and owner temperament may affect the dog behavior. In this study (n = 440), we investigated the relationship between the dog owner temperament (ATQ-R), owner-perceived dog-owner relationship (MDORS) and the dog behavior in three behavioral tests: the object-choice test, the unsolvable task, and the cylinder test. Dog owner temperament influenced the dog-owner relationship. Owners with high negative affectivity showed higher emotional closeness and perceived costs of their dog, whereas owners with high effortful control showed lower emotional closeness and perceived costs. Higher dog activity during the behavioral tests was also connected with owner-perceived lower emotional closeness. Furthermore, dog breed group modulated the connection between the owner temperament and dog behavior. Owner's high negative affectivity correlated with herding dogs' lower scores in the object choice test, while the behavior of primitive type dogs was unaffected by the owner temperament. Our results confirm that human characteristics are associated with the owner-reported dog-owner relationship, and owner temperament may have a modulatory effect on the dog social and cognitive behavior depending on the dog breed group, which should be investigated further.
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Affiliation(s)
- Miiamaaria V Kujala
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland.
- Faculty of Veterinary Medicine, University of Helsinki, PO BOX 57, 00014, Helsinki, Finland.
| | - Noora Imponen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland
| | - Aino Pirkkala
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland
| | - Tiia Silfverberg
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland
| | - Tiina Parviainen
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland
| | - Katriina Tiira
- Faculty of Veterinary Medicine, University of Helsinki, PO BOX 57, 00014, Helsinki, Finland
- SmartDOG, Pietilänkatu 5, 11130, Riihimäki, Finland
| | - Noona Kiuru
- Department of Psychology, Faculty of Education and Psychology, University of Jyväskylä, PO BOX 35, 40014, Jyväskylä, Finland
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4
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Handegård KW, Storengen LM, Joergensen D, Lingaas F. Genomic analysis of firework fear and noise reactivity in standard poodles. Canine Med Genet 2023; 10:2. [PMID: 36890545 PMCID: PMC9996964 DOI: 10.1186/s40575-023-00125-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 03/01/2023] [Indexed: 03/10/2023] Open
Abstract
BACKGROUND Fear of firework noises and other loud, sudden noises (noise reactivity) is a significant problem for many dogs and may have a negative effect on both welfare and, in severe cases, the life expectancy of dogs. A wide range of behavior traits, including fear-related behaviors, have high heritability estimates in dogs. The aim of this study was to estimate genomic heritability for fear of fireworks and loud noises in dogs. RESULTS A genomic heritability estimate was performed based on genome-wide SNPs from standard poodles with records of fear of fireworks and noise reactivity. The study was based on questionnaires answered by owners, who also volunteered to return a cheek swab from their dog for DNA analyses. SNP-based heritability was estimated to be 0.28 for firework fear and 0.16 for noise reactivity. We also identified an interesting region on chromosome 17 that was weakly associated with both traits. CONCLUSIONS We have estimated low to medium genomic heritabilities for fear of fireworks and noise reactivity in standard poodles. We have also identified an interesting region on chromosome 17, which harbors genes that have been shown to be involved in different psychiatric traits with anxiety components in humans. The region was associated with both traits; however, the association was weak and need further verification from other studies.
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Affiliation(s)
- Karin Westereng Handegård
- Department of Preclinical Sciences and Pathology, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, P.O. Box 5003, 1432, Ås, Norway.
| | - Linn Mari Storengen
- Department of Preclinical Sciences and Pathology, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, P.O. Box 5003, 1432, Ås, Norway
| | - Dina Joergensen
- Department of Preclinical Sciences and Pathology, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, P.O. Box 5003, 1432, Ås, Norway
| | - Frode Lingaas
- Department of Preclinical Sciences and Pathology, Faculty of Veterinary Medicine, Norwegian University of Life Sciences, P.O. Box 5003, 1432, Ås, Norway
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5
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Morrill K, Hekman J, Li X, McClure J, Logan B, Goodman L, Gao M, Dong Y, Alonso M, Carmichael E, Snyder-Mackler N, Alonso J, Noh HJ, Johnson J, Koltookian M, Lieu C, Megquier K, Swofford R, Turner-Maier J, White ME, Weng Z, Colubri A, Genereux DP, Lord KA, Karlsson EK. Ancestry-inclusive dog genomics challenges popular breed stereotypes. Science 2022; 376:eabk0639. [PMID: 35482869 DOI: 10.1126/science.abk0639] [Citation(s) in RCA: 81] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Behavioral genetics in dogs has focused on modern breeds, which are isolated subgroups with distinctive physical and, purportedly, behavioral characteristics. We interrogated breed stereotypes by surveying owners of 18,385 purebred and mixed-breed dogs and genotyping 2155 dogs. Most behavioral traits are heritable [heritability (h2) > 25%], and admixture patterns in mixed-breed dogs reveal breed propensities. Breed explains just 9% of behavioral variation in individuals. Genome-wide association analyses identify 11 loci that are significantly associated with behavior, and characteristic breed behaviors exhibit genetic complexity. Behavioral loci are not unusually differentiated in breeds, but breed propensities align, albeit weakly, with ancestral function. We propose that behaviors perceived as characteristic of modern breeds derive from thousands of years of polygenic adaptation that predates breed formation, with modern breeds distinguished primarily by aesthetic traits.
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Affiliation(s)
- Kathleen Morrill
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Morningside Graduate School of Biomedical Sciences, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jessica Hekman
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Xue Li
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Morningside Graduate School of Biomedical Sciences, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jesse McClure
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Brittney Logan
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Linda Goodman
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Fauna Bio Inc., Emeryville, CA 94608, USA
| | - Mingshi Gao
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Morningside Graduate School of Biomedical Sciences, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Yinan Dong
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Marjie Alonso
- The International Association of Animal Behavior Consultants, Cranberry Township, PA 16066, USA.,IAABC Foundation, Cranberry Township, PA 16066, USA
| | - Elena Carmichael
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Rice University, Houston, TX 77005, USA
| | - Noah Snyder-Mackler
- Center for Evolution and Medicine, Arizona State University, Tempe, AZ 85251, USA.,School for Human Evolution and Social Change, Arizona State University, Tempe, AZ 85251, USA.,School of Life Sciences, Arizona State University, Tempe, AZ 85251, USA
| | - Jacob Alonso
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Hyun Ji Noh
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jeremy Johnson
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Charlie Lieu
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Darwin's Ark Foundation, Seattle, WA 98026, USA
| | - Kate Megquier
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ross Swofford
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Michelle E White
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Zhiping Weng
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Andrés Colubri
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Kathryn A Lord
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Elinor K Karlsson
- Bioinformatics and Integrative Biology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Morningside Graduate School of Biomedical Sciences, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA.,Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Darwin's Ark Foundation, Seattle, WA 98026, USA.,Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
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6
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Salonen M, Mikkola S, Hakanen E, Sulkama S, Puurunen J, Lohi H. Personality traits associate with behavioral problems in pet dogs. Transl Psychiatry 2022; 12:78. [PMID: 35197456 PMCID: PMC8866408 DOI: 10.1038/s41398-022-01841-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 02/04/2022] [Accepted: 02/07/2022] [Indexed: 11/09/2022] Open
Abstract
Personality traits, especially neuroticism, strongly predict psychopathology. The domestic dog (Canis lupus familiaris Linnaeus, 1758) is used as a natural model for psychiatric disorders, but the similarity between dog and human personality and the association between dog personality and unwanted behavioral traits, such as fearfulness, aggressiveness, and impulsivity/inattention, remain unknown. This study utilized structural equation modeling (SEM) with survey data of 11,360 dogs to examine the associations and correlations between seven personality and ten unwanted behavioral traits. Personality traits included insecurity, energy, training focus, aggressiveness/dominance, human sociability, dog sociability, and perseverance. Unwanted behavioral traits included fearfulness, noise sensitivity, fear of surfaces/heights, separation anxiety, barking, stranger-directed aggression, owner-directed aggression, dog-directed aggression, hyperactivity/impulsivity, and inattention. We first fitted confirmatory factor models for the unwanted behavioral traits and the best model grouped unwanted behaviors into four latent traits: fear-related behavior, fear-aggression, aggression, and impulsivity/inattention and used this structure in the subsequent SEM model. Especially, insecurity, which resembles the human neuroticism trait, was strongly associated with unwanted behavior, paralleling the association between neuroticism and psychopathology. Similarly, training focus, resembling conscientiousness, was negatively related to impulsivity/inattention, and aggressiveness/dominance was associated with aggressive behaviors, resembling associations of conscientiousness and agreeableness with attention deficit hyperactivity disorder and aggression-related psychopathology, respectively. These results indicate that dog personality traits resemble human personality traits, suggesting that their neurological and genetic basis may also be similar and making the dog a suitable animal model for human behavior and psychiatric disorders.
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Affiliation(s)
- Milla Salonen
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland. .,Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland. .,Folkhälsan Research Center, Helsinki, Finland.
| | - Salla Mikkola
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, Helsinki, Finland
| | - Emma Hakanen
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, Helsinki, Finland
| | - Sini Sulkama
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, Helsinki, Finland
| | - Jenni Puurunen
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, Helsinki, Finland
| | - Hannes Lohi
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland. .,Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland. .,Folkhälsan Research Center, Helsinki, Finland.
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7
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Meneses T, Robinson J, Rose J, Vernick J, Overall KL. Development of and pharmacological treatment options and future research opportunities for separation anxiety in dogs. J Am Vet Med Assoc 2021; 259:1130-1139. [PMID: 34727079 DOI: 10.2460/javma.20.10.0602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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8
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Shan S, Xu F, Brenig B. Genome-Wide Association Studies Reveal Neurological Genes for Dog Herding, Predation, Temperament, and Trainability Traits. Front Vet Sci 2021; 8:693290. [PMID: 34368281 PMCID: PMC8335642 DOI: 10.3389/fvets.2021.693290] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 06/15/2021] [Indexed: 11/13/2022] Open
Abstract
Genome-wide association study (GWAS) using dog breed standard values as phenotypic measurements is an efficient way to identify genes associated with morphological and behavioral traits. As a result of strong human purposeful selections, several specialized behavioral traits such as herding and hunting have been formed in different modern dog breeds. However, genetic analyses on this topic are rather limited due to the accurate phenotyping difficulty for these complex behavioral traits. Here, 268 dog whole-genome sequences from 130 modern breeds were used to investigate candidate genes underlying dog herding, predation, temperament, and trainability by GWAS. Behavioral phenotypes were obtained from the American Kennel Club based on dog breed standard descriptions or groups (conventional categorization of dog historical roles). The GWAS results of herding behavior (without body size as a covariate) revealed 44 significantly associated sites within five chromosomes. Significantly associated sites on CFA7, 9, 10, and 20 were located either in or near neuropathological or neuronal genes including THOC1, ASIC2, MSRB3, LLPH, RFX8, and CHL1. MSRB3 and CHL1 genes were reported to be associated with dog fear. Since herding is a restricted hunting behavior by removing killing instinct, 36 hounds and 55 herding dogs were used to analyze predation behavior. Three neuronal-related genes (JAK2, MEIS1, and LRRTM4) were revealed as candidates for predation behavior. The significantly associated variant of temperament GWAS was located within ACSS3 gene. The highest associated variant in trainability GWAS is located on CFA22, with no variants detected above the Bonferroni threshold. Since dog behaviors are correlated with body size, we next incorporate body mass as covariates into GWAS; and significant signals around THOC1, MSRB3, LLPH, RFX8, CHL1, LRRTM4, and ACSS3 genes were still detected for dog herding, predation, and temperament behaviors. In humans, these candidate genes are either involved in nervous system development or associated with mental disorders. In conclusion, our results imply that these neuronal or psychiatric genes might be involved in biological processes underlying dog herding, predation, and temperament behavioral traits.
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Affiliation(s)
- Shuwen Shan
- Department of Animal Sciences, Faculty of Agricultural Sciences, Institute of Veterinary Medicine, University of Goettingen, Göttingen, Germany
| | - Fangzheng Xu
- Department of Animal Sciences, Faculty of Agricultural Sciences, Institute of Veterinary Medicine, University of Goettingen, Göttingen, Germany
| | - Bertram Brenig
- Department of Animal Sciences, Faculty of Agricultural Sciences, Institute of Veterinary Medicine, University of Goettingen, Göttingen, Germany
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9
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Svartberg K. The hierarchical structure of dog personality in a new behavioural assessment: A validation approach. Appl Anim Behav Sci 2021. [DOI: 10.1016/j.applanim.2021.105302] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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10
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Hakanen E, Mikkola S, Salonen M, Puurunen J, Sulkama S, Araujo C, Lohi H. Active and social life is associated with lower non-social fearfulness in pet dogs. Sci Rep 2020; 10:13774. [PMID: 32792641 PMCID: PMC7426946 DOI: 10.1038/s41598-020-70722-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 07/27/2020] [Indexed: 01/01/2023] Open
Abstract
Behavioural problems are leading welfare issues in domestic dogs. In particular, anxiety-related behavioural problems, such as fearfulness and noise sensitivity are highly prevalent conditions that cause distress to fearful dogs. To better understand the environmental factors associated with non-social fear, including noise sensitivity, fear of novel situations, and fear of surfaces and heights, a large online survey including data on 13,700 Finnish pet dogs was performed by the dog owners. After fulfilling inclusion criteria, this data consisted of 9,613 dogs with fear of fireworks, 9,513 dogs with fear of thunder, 6,945 dogs with fear of novel situations, and 2,932 dogs with fear of surfaces and heights. Logistic regression analyses revealed that dogs with frequent non-social fear had experienced less socialisation during puppyhood, were more often neutered, had inexperienced owners, lived without conspecifics, participated less frequently in activities or training, and lived in more urban environments. In addition, we identified several breed differences, and a tendency of more common non-social fear in small dog breeds, which suggests a genetic background. Non-social fearfulness has a negative effect on well-being of the dogs. Our findings suggest that the socialisation and the living environment and the value of other dogs' company and owner interaction via activities and training may improve the well-being of the dogs.
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Affiliation(s)
- Emma Hakanen
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Salla Mikkola
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Milla Salonen
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Jenni Puurunen
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Sini Sulkama
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - César Araujo
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Hannes Lohi
- Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland.
- Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland.
- Folkhälsan Research Center, Helsinki, Finland.
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11
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Forster B, Engel O, Erhard M, Bartels A. Short-term imepitoin treatment reduces stress level in dogs with generalized anxiety disorder. J Vet Behav 2020. [DOI: 10.1016/j.jveb.2020.05.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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12
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Sarviaho R, Hakosalo O, Tiira K, Sulkama S, Niskanen JE, Hytönen MK, Sillanpää MJ, Lohi H. A novel genomic region on chromosome 11 associated with fearfulness in dogs. Transl Psychiatry 2020; 10:169. [PMID: 32467585 PMCID: PMC7256038 DOI: 10.1038/s41398-020-0849-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 05/05/2020] [Accepted: 05/14/2020] [Indexed: 02/07/2023] Open
Abstract
The complex phenotypic and genetic nature of anxieties hampers progress in unravelling their molecular etiologies. Dogs present extensive natural variation in fear and anxiety behaviour and could advance the understanding of the molecular background of behaviour due to their unique breeding history and genetic architecture. As dogs live as part of human families under constant care and monitoring, information from their behaviour and experiences are easily available. Here we have studied the genetic background of fearfulness in the Great Dane breed. Dogs were scored and categorised into cases and controls based on the results of the validated owner-completed behavioural survey. A genome-wide association study in a cohort of 124 dogs with and without socialisation as a covariate revealed a genome-wide significant locus on chromosome 11. Whole exome sequencing and whole genome sequencing revealed extensive regions of opposite homozygosity in the same locus on chromosome 11 between the cases and controls with interesting neuronal candidate genes such as MAPK9/JNK2, a known hippocampal regulator of anxiety. Further characterisation of the identified locus will pave the way for molecular understanding of fear in dogs and may provide a natural animal model for human anxieties.
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Affiliation(s)
- R. Sarviaho
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
| | - O. Hakosalo
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
| | - K. Tiira
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Equine and Small Animal Medicine, University of Helsinki, Helsinki, Finland
| | - S. Sulkama
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
| | - J. E. Niskanen
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
| | - M. K. Hytönen
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
| | - M. J. Sillanpää
- grid.10858.340000 0001 0941 4873Department of Mathematical Sciences, Biocenter Oulu and Infotech Oulu, University of Oulu, Oulu, Finland
| | - H. Lohi
- grid.7737.40000 0004 0410 2071Department of Veterinary Biosciences, University of Helsinki, 00014 Helsinki, Finland ,grid.7737.40000 0004 0410 2071Department of Medical and Clinical Genetics, University of Helsinki, 00014 Helsinki, Finland ,grid.428673.c0000 0004 0409 6302Folkhälsan Research Center, 00290 Helsinki, Finland
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13
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Prevalence, comorbidity, and breed differences in canine anxiety in 13,700 Finnish pet dogs. Sci Rep 2020; 10:2962. [PMID: 32139728 PMCID: PMC7058607 DOI: 10.1038/s41598-020-59837-z] [Citation(s) in RCA: 73] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2019] [Accepted: 01/29/2020] [Indexed: 12/27/2022] Open
Abstract
Behaviour problems and anxieties in dogs decrease their quality of life and may lead to relinquishment or euthanasia. Considering the large number of pet dogs and the commonness of these problematic behaviours, a better understanding of the epidemiology and related molecular and environmental factors is needed. We have here studied the prevalence, comorbidity, and breed specificity of seven canine anxiety-like traits: noise sensitivity, fearfulness, fear of surfaces and heights, inattention/impulsivity, compulsion, separation related behaviour and aggression with an online behaviour questionnaire answered by dog owners. Our results show that noise sensitivity is the most common anxiety-related trait with a prevalence of 32% in 13,700 Finnish pet dogs. Due to the high prevalence of noise sensitivity and fear, they were the most common comorbidities. However, when comparing the relative risk, the largest risk ratios were seen between hyperactivity/inattention, separation related behaviour and compulsion, and between fear and aggression. Furthermore, dog breeds showed large differences in prevalence of all anxiety-related traits, suggesting a strong genetic contribution. As a result, selective breeding focusing on behaviour may reduce the prevalence of canine anxieties. Anxious animals may suffer from chronic stress and thus, modified breeding policies could improve the welfare of our companion dogs.
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14
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Handegård KW, Storengen LM, Lingaas F. Noise reactivity in standard poodles and Irish soft-coated wheaten terriers. J Vet Behav 2020. [DOI: 10.1016/j.jveb.2020.01.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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15
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Puurunen J, Hakanen E, Salonen MK, Mikkola S, Sulkama S, Araujo C, Lohi H. Inadequate socialisation, inactivity, and urban living environment are associated with social fearfulness in pet dogs. Sci Rep 2020; 10:3527. [PMID: 32103117 PMCID: PMC7044223 DOI: 10.1038/s41598-020-60546-w] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Accepted: 02/14/2020] [Indexed: 11/30/2022] Open
Abstract
Problematic behaviours are severe welfare issues for one of the world's most popular pets, the domestic dog. One of the most prevalent behavioural problem that causes distress to dogs is social fearfulness, meaning fear of conspecifics or unfamiliar people. To identify demographic and environmental factors associated with fear of dogs and strangers, logistic regression was utilised with a large dataset of 6,000 pet dogs collected through an owner-filled behavioural survey. Social fearfulness was associated with several factors, including urban environment, poor socialisation during puppyhood, infrequent participation in training and other activities, small body size, female sex, and neutering. In addition, we identified several breed differences, suggesting a genetic contribution to social fearfulness. These findings highlight the role of inadequate socialisation, inactivity, and urban living environmental in fear-related behavioural problems in dogs. Improvements in the management and breeding practices of dogs could, therefore, enhance the welfare of man's best friend.
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Affiliation(s)
- Jenni Puurunen
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Emma Hakanen
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Milla K Salonen
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Salla Mikkola
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Sini Sulkama
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - César Araujo
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Center, Helsinki, Finland
| | - Hannes Lohi
- Department of Veterinary Biosciences and Department of Medical and Clinical Genetics, University of Helsinki, Helsinki, Finland.
- Folkhälsan Research Center, Helsinki, Finland.
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16
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Wallis LJ, Szabó D, Kubinyi E. Cross-Sectional Age Differences in Canine Personality Traits; Influence of Breed, Sex, Previous Trauma, and Dog Obedience Tasks. Front Vet Sci 2020; 6:493. [PMID: 31993445 PMCID: PMC6971055 DOI: 10.3389/fvets.2019.00493] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2019] [Accepted: 12/12/2019] [Indexed: 12/12/2022] Open
Abstract
The dog has been suggested as a possible model for personality development over the lifespan, however, we know little about how aging may shape their personality or the magnitude of age-related changes. Previously we established that aging influences multiple dog demographics, which could also affect how personality traits change across different age periods. A demographic questionnaire and the Dog Personality Questionnaire were completed for a cross-sectional sample of 1,207 adult dogs living in Hungary (Mage = 7.71, SD = 4.12), split into six different age groups. Results revealed three of the five factors showed significant age effects. Activity/Excitability decreased with age, and whilst Responsiveness to training also decreased, only dogs older than 12 years differed significantly from the other groups. Aggressiveness toward animals showed a quadratic trajectory peaking in dogs aged 6–10 years. The greatest magnitude of age-related change was detected between late senior and geriatric ages, likely caused by compensatory behavioral changes to biological aging and owner attitudes to aging. When the models were re-run including the other explanatory variables, age group was no longer significant for the Responsiveness to training trait. The amount of time spent interacting/playing with the owner partially mediated the relationship between age and this trait, implying that interventions to increase play and training motivation may alleviate the negative effects of aging on dogs' trainability. Fifteen out of 28 explanatory variables were significantly associated with at least one of the five factors [weight, breed (pure/mixed breed), sex, off-leash activity, diet, previous trauma, age of dog when arrived in the household, play, dog training activities, number of known commands and dog obedience tasks]. Similarly to humans, dogs that had previously experienced trauma scored higher in fearfulness and aggression. A higher level of basic obedience was linked to some desirable dog personality traits (lower Fearfulness and Aggression, and higher Activity/Excitability and Responsiveness to training). Regardless of the direction of this relationship, obedience is an important aspect contributing to dog personality questionnaires and the dog-owner relationship. This study is unique in that it considered a wide variety of demographic variables which are influenced by aging.
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Affiliation(s)
- Lisa J Wallis
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Dóra Szabó
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
| | - Enikő Kubinyi
- Department of Ethology, Eötvös Loránd University, Budapest, Hungary
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17
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Jagannathan V, Drögemüller C, Leeb T. A comprehensive biomedical variant catalogue based on whole genome sequences of 582 dogs and eight wolves. Anim Genet 2019; 50:695-704. [PMID: 31486122 PMCID: PMC6842318 DOI: 10.1111/age.12834] [Citation(s) in RCA: 135] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/21/2019] [Indexed: 12/16/2022]
Abstract
The domestic dog serves as an excellent model to investigate the genetic basis of disease. More than 400 heritable traits analogous to human diseases have been described in dogs. To further canine medical genetics research, we established the Dog Biomedical Variant Database Consortium (DBVDC) and present a comprehensive list of functionally annotated genome variants that were identified with whole genome sequencing of 582 dogs from 126 breeds and eight wolves. The genomes used in the study have a minimum coverage of 10× and an average coverage of ~24×. In total, we identified 23 133 692 single-nucleotide variants (SNVs) and 10 048 038 short indels, including 93% undescribed variants. On average, each individual dog genome carried ∼4.1 million single-nucleotide and ~1.4 million short-indel variants with respect to the reference genome assembly. About 2% of the variants were located in coding regions of annotated genes and loci. Variant effect classification showed 247 141 SNVs and 99 562 short indels having moderate or high impact on 11 267 protein-coding genes. On average, each genome contained heterozygous loss-of-function variants in 30 potentially embryonic lethal genes and 97 genes associated with developmental disorders. More than 50 inherited disorders and traits have been unravelled using the DBVDC variant catalogue, enabling genetic testing for breeding and diagnostics. This resource of annotated variants and their corresponding genotype frequencies constitutes a highly useful tool for the identification of potential variants causative for rare inherited disorders in dogs.
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Affiliation(s)
- V Jagannathan
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - C Drögemüller
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - T Leeb
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bern, Switzerland
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18
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Riemer S. Not a one-way road-Severity, progression and prevention of firework fears in dogs. PLoS One 2019; 14:e0218150. [PMID: 31490926 PMCID: PMC6730926 DOI: 10.1371/journal.pone.0218150] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2019] [Accepted: 08/21/2019] [Indexed: 12/26/2022] Open
Abstract
Noise fears represent a highly prevalent welfare problem in dogs. An online survey was performed to explore severity and progression of firework fears in dogs, and relationships with demographics, health, behaviour problems and owners’ training efforts to prevent or alleviate firework fears. Fifty-two percent of dogs in the sample (N = 1225) were at least partially affected by firework fears, and the majority developed a fear of fireworks in the first year of life, with a decreasing frequency of new occurrences up until seven years, and only few newly affected dogs beyond this age. While almost three-quarters of fearful dogs had recovered by the next morning following firework exposure, recovery took up to one day in 10%, up to one week in 12%, and several weeks or even months in >3%. Univariate analyses indicated a significant effect of breed group, age, sex, neuter status, origin and age at acquisition on severity of firework fears in dogs. However, binomial models including multiple predictors of presence/ absence of firework fears identified only age, breed group (mixed breeds being most affected), health problems, and an interaction between health problems and age as significant predictors. This discrepancy might be explained by collinearities of predictors and underlying differences between mixed-breed dogs and purebreds, such as mixed breeds being acquired from shelters more often and being neutered more often. Firework fears are highly correlated with fears of gunshots and thunder, and to a low extent with fears of other noises, but not with any other behavioural problems. Both improvement and deterioration of firework fears were frequently reported. While an early age of onset and breed differences point to a strong genetic contribution to firework fears, the data indicate that training puppies or non-fearful adults to associate the noise with positive stimuli is highly effective in preventing later development of firework fears.
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Affiliation(s)
- Stefanie Riemer
- Companion Animal Behaviour Group, Division of Animal Welfare, Vetsuisse Faculty, University of Bern, Bern, Switzerland
- * E-mail:
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19
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Megquier K, Genereux DP, Hekman J, Swofford R, Turner-Maier J, Johnson J, Alonso J, Li X, Morrill K, Anguish LJ, Koltookian M, Logan B, Sharp CR, Ferrer L, Lindblad-Toh K, Meyers-Wallen VN, Hoffman A, Karlsson EK. BarkBase: Epigenomic Annotation of Canine Genomes. Genes (Basel) 2019; 10:E433. [PMID: 31181663 PMCID: PMC6627511 DOI: 10.3390/genes10060433] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Revised: 05/29/2019] [Accepted: 06/03/2019] [Indexed: 12/20/2022] Open
Abstract
Dogs are an unparalleled natural model for investigating the genetics of health and disease, particularly for complex diseases like cancer. Comprehensive genomic annotation of regulatory elements active in healthy canine tissues is crucial both for identifying candidate causal variants and for designing functional studies needed to translate genetic associations into disease insight. Currently, canine geneticists rely primarily on annotations of the human or mouse genome that have been remapped to dog, an approach that misses dog-specific features. Here, we describe BarkBase, a canine epigenomic resource available at barkbase.org. BarkBase hosts data for 27 adult tissue types, with biological replicates, and for one sample of up to five tissues sampled at each of four carefully staged embryonic time points. RNA sequencing is complemented with whole genome sequencing and with assay for transposase-accessible chromatin using sequencing (ATAC-seq), which identifies open chromatin regions. By including replicates, we can more confidently discern tissue-specific transcripts and assess differential gene expression between tissues and timepoints. By offering data in easy-to-use file formats, through a visual browser modeled on similar genomic resources for human, BarkBase introduces a powerful new resource to support comparative studies in dogs and humans.
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Affiliation(s)
- Kate Megquier
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Diane P Genereux
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Jessica Hekman
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Ross Swofford
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Jason Turner-Maier
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Jeremy Johnson
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Jacob Alonso
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Xue Li
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA 01655, USA.
| | - Kathleen Morrill
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA 01655, USA.
| | - Lynne J Anguish
- Baker Institute for Animal Health, College of Veterinary Medicine, Cornell University, Ithaca, NY 14853, USA.
| | - Michele Koltookian
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Brittney Logan
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA 01655, USA.
| | - Claire R Sharp
- School of Veterinary and Life Sciences, College of Veterinary Medicine, Murdoch University, Perth, Murdoch, WA 6150, Australia.
| | - Lluis Ferrer
- Departament de Medicina i Cirurgia Animals Veterinary School, Universitat Autonoma de Barcelona, 08193 Barcelona, Spain.
| | - Kerstin Lindblad-Toh
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
- Science for Life Laboratory, Department of Medical Biochemistry & Microbiology, Uppsala University, 751 23 Uppsala, Sweden.
| | - Vicki N Meyers-Wallen
- Baker Institute for Animal Health and Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY 14850, USA.
| | - Andrew Hoffman
- School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
- Cummings School of Veterinary Medicine, Tufts University, Grafton, MA 01536, USA.
| | - Elinor K Karlsson
- Vertebrate Genomics, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, MA 01655, USA.
- Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA 01655, USA.
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