Systematic discovery of nonobvious human disease models through orthologous phenotypes

Biologists have long used model organisms to study human diseases, particularly when the model bears a close resemblance to the disease. We present a method that quantitatively and systematically identifies nonobvious equivalences between mutant phenotypes in different species, based on overlapping sets of orthologous genes from human, mouse, yeast, worm, and plant (212,542 gene-phenotype associations). These orthologous phenotypes, or phenologs, predict unique genes associated with diseases. Our method suggests a yeast model for angiogenesis defects, a worm model for breast cancer, mouse models of autism, and a plant model for the neural crest defects associated with Waardenburg syndrome, among others. Using these models, we show that SOX13 regulates angiogenesis, and that SEC23IP is a likely Waardenburg gene. Phenologs reveal functionally coherent, evolutionarily conserved gene networks—many predating the plant-animal divergence—capable of identifying candidate disease genes.

[1]  MEDICO-CEEIRUEGICAL Reyiew Lectures on the Comparative Anatomy and Physiology of the Invertebrate Animals , 1856, The British and foreign medico-chirurgical review.

[2]  C. Darwin On the Origin of Species by Means of Natural Selection: Or, The Preservation of Favoured Races in the Struggle for Life , 2019 .

[3]  W. Fitch Distinguishing homologous from analogous proteins. , 1970, Systematic zoology.

[4]  L. Hurley,et al.  Ultrastructure of developing melanosomes in C57 black and pallid mice. , 1970, Developmental biology.

[5]  S. Brenner,et al.  Nondisjunction Mutants of the Nematode CAENORHABDITIS ELEGANS. , 1979, Genetics.

[6]  Raymond L. White,et al.  Homozygosity of chromosome 13 in retinoblastoma. , 1984, The New England journal of medicine.

[7]  H. Horvitz,et al.  lin-35 and lin-53, Two Genes that Antagonize a C. elegans Ras Pathway, Encode Proteins Similar to Rb and Its Binding Protein RbAp48 , 1998, Cell.

[8]  M. Markman,et al.  High expression of the HMG box factor sox-13 in arterial walls during embryonic development. , 1998, Nucleic acids research.

[9]  Liping Huang,et al.  The pallid gene encodes a novel, syntaxin 13-interacting protein involved in platelet storage pool deficiency , 1999, Nature Genetics.

[10]  Christian E. V. Storm,et al.  Automatic clustering of orthologs and in-paralogs from pairwise species comparisons. , 2001, Journal of molecular biology.

[11]  Wei Li,et al.  Erk5 null mice display multiple extraembryonic vascular and embryonic cardiovascular defects , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[12]  Kara Dolinski,et al.  Saccharomyces Genome Database (SGD) provides secondary gene annotation using the Gene Ontology (GO) , 2002, Nucleic Acids Res..

[13]  W. Arthur,et al.  The emerging conceptual framework of evolutionary developmental biology , 2002, Nature.

[14]  R. Karp,et al.  Conserved pathways within bacteria and yeast as revealed by global protein network alignment , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[15]  G. Isaacson,et al.  Worldwide Distribution of Waardenburg Syndrome , 2003, The Annals of otology, rhinology, and laryngology.

[16]  A. Ljubimov,et al.  Involvement of protein kinase CK2 in angiogenesis and retinal neovascularization. , 2004, Investigative ophthalmology & visual science.

[17]  Jiing-Dwan Lee,et al.  Targeted deletion of BMK1/ERK5 in adult mice perturbs vascular integrity and leads to endothelial failure. , 2004, The Journal of clinical investigation.

[18]  Shinichi Morishita,et al.  SCMD: Saccharomyces cerevisiae Morphological Database , 2004, Nucleic Acids Res..

[19]  Stephen B. Gruber,et al.  Statins and cancer prevention , 2005, Nature Reviews Cancer.

[20]  J. Lupski,et al.  Disruption of Bardet-Biedl syndrome ciliary proteins perturbs planar cell polarity in vertebrates , 2005, Nature Genetics.

[21]  Kimberly Van Auken,et al.  WormBase: a comprehensive data resource for Caenorhabditis biology and genomics , 2004, Nucleic Acids Res..

[22]  Shridar Ganesan,et al.  X chromosomal abnormalities in basal-like human breast cancer. , 2006, Cancer cell.

[23]  A. Kimmel,et al.  GSK3 at the edge: regulation of developmental specification and cell polarization. , 2006, Current drug targets.

[24]  Y. Kassir,et al.  The Saccharomyces cerevisiae GSK-3β Homologs , 2006 .

[25]  Dianqing Wu,et al.  Prostate-Specific Membrane Antigen Regulates Angiogenesis by Modulating Integrin Signal Transduction , 2006, Molecular and Cellular Biology.

[26]  J. Christopher Fromme,et al.  Cranio-lenticulo-sutural dysplasia is caused by a SEC23A mutation leading to abnormal endoplasmic-reticulum-to-Golgi trafficking , 2006, Nature Genetics.

[27]  Yael Mandel-Gutfreund,et al.  The Saccharomyces cerevisiae GSK-3 beta homologs. , 2006, Current drug targets.

[28]  F. Alt,et al.  SIRT1 controls endothelial angiogenic functions during vascular growth. , 2007, Genes & development.

[29]  Joonsoo Kang,et al.  Regulation of γδ Versus αß T Lymphocyte Differentiation by the Transcription Factor SOX13 , 2007, Science.

[30]  Michael T. Longaker,et al.  Chemical rescue of cleft palate and midline defects in conditional GSK-3β mice , 2007, Nature.

[31]  Joonsoo Kang,et al.  Regulation of gammadelta versus alphabeta T lymphocyte differentiation by the transcription factor SOX13. , 2007, Science.

[32]  J. Christopher Fromme,et al.  The genetic basis of a craniofacial disease provides insight into COPII coat assembly. , 2007, Developmental cell.

[33]  E. Marcotte,et al.  An Improved, Bias-Reduced Probabilistic Functional Gene Network of Baker's Yeast, Saccharomyces cerevisiae , 2007, PloS one.

[34]  Judith A. Blake,et al.  The mouse genome database (MGD): new features facilitating a model system , 2006, Nucleic Acids Res..

[35]  Kriston L. McGary,et al.  Open Access Method , 2007 .

[36]  C. Nombela,et al.  The sequential activation of the yeast HOG and SLT2 pathways is required for cell survival to cell wall stress. , 2007, Molecular biology of the cell.

[37]  Robert P. St.Onge,et al.  The Chemical Genomic Portrait of Yeast: Uncovering a Phenotype for All Genes , 2008, Science.

[38]  Alan F. Scott,et al.  McKusick's Online Mendelian Inheritance in Man (OMIM®) , 2008, Nucleic Acids Res..

[39]  S. Carroll,et al.  Deep homology and the origins of evolutionary novelty , 2009, Nature.