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Volume 48 Issue 3
Mar.  2021
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Article Contents

A genome-wide association study of facial morphology identifies novel genetic loci in Han Chinese

doi: 10.1016/j.jgg.2020.10.004
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  • Corresponding author: E-mail address: wangsijia@picb.ac.cn (Sijia Wang); E-mail address: tangkun@geeppies.com (Kun Tang); E-mail address: stefan@picb.ac.cn (Stefan Grünewald)
  • Received Date: 2020-10-14
  • Accepted Date: 2020-10-15
  • Available Online: 2020-11-09
  • Publish Date: 2021-03-20
  • The human face is a heritable surface with many complex sensory organs. In recent years, many genetic loci associated with facial features have been reported in different populations, yet there is a lack of studies on the Han Chinese population. Here, we report a genome-wide association study of 3D normal human faces of 2,659 Han Chinese with autosegment phenotypes of facial morphology. We identify single-nucleotide polymorphisms (SNPs) encompassing four genomic regions showing significant associations with different facial regions, including SNPs inDENND1B associated with the chin, SNPs among PISRT1 associated with eyes, SNPs between DCHS2 and SFRP2 associated with the nose, and SNPs in VPS13B associated with the nose. We replicate 24 SNPs from previously reported genetic loci in different populations, whose candidate genes are DCHS2, SUPT3H, HOXD1, SOX9, PAX3, and EDAR. These results provide a more comprehensive understanding of the genetic basis of variation in human facial morphology.
  • These authors contributed equally to this work.
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  • [1]
    Adhikari, K., Fontanil, T., Cal, S., Mendoza-Revilla, J., Fuentes-Guajardo, M., Chacon-Duque, J.C., Al-Saadi, F., Johansson, J.A., Quinto-Sanchez, M., Acuna-Alonzo, V., Jaramillo, C., Arias, W., Lozano, R.B., Perez, G.M., Gomez-Valdes, J., Villamil-Ramirez, H., Hunemeier, T., Ramallo, V., De Cerqueira, C.C.S., Hurtado, M., Villegas, V., Granja, V., Gallo, C., Poletti, G., Schuler-Faccini, L., Salzano, F.M., Bortolini, M.C., Canizales-Quinteros, S., Rothhammer, F., Bedoya, G., Gonzalez-Jose, R., Headon, D., Lopez-Otin, C., Tobin, D.J., Balding, D., Ruiz-Linares, A., 2016a. A genome-wide association scan in admixed Latin Americans identifies loci influencing facial and scalp hair features. Nat. Commun. 7.
    [2]
    Adhikari, K., Fuentes-Guajardo, M., Quinto-Sanchez, M., Mendoza-Revilla, J., Camilo Chacon-Duque, J., Acuna-Alonzo, V., Jaramillo, C., Arias, W., Lozano, R.B., Perez, G.M., Gomez-Valdes, J., Villamil-Ramirez, H., Hunemeier, T., Ramallo, V., Silva De Cerqueira, C.C., Hurtado, M., Villegas, V., Granja, V., Gallo, C., Poletti, G., Schuler-Faccini, L., Salzano, F.M., Bortolini, M.C., Canizales-Quinteros, S., Cheeseman, M., Rosique, J., Bedoya, G., Rothhammer, F., Headon, D., Gonzalez-Jose, R., Balding, D., Ruiz-Linares, A., 2016b. A genome-wide association scan implicates DCHS2, RUNX2, GLI3, PAX1 and EDAR in human facial variation. Nat. Commun. 7, 1-11.
    [3]
    Al Ali, A., Richmond, S., Popat, H., Toma, A.M., Playle, R., Zhurov, A.I., Marshall, D., Rosin, P.L., Henderson, J., 2014. The influence of asthma on face shape: A three-dimensional study. Eur. J. Orthod. 36, 373-380.
    [4]
    Altshuler, D.M., Durbin, R.M., Abecasis, G.R., Bentley, D.R., Chakravarti, A., Clark, A.G., Donnelly, P., Eichler, E.E., Flicek, P., Gabriel, S.B., Gibbs, R.A., Green, E.D., Hurles, M.E., Knoppers, B.M., Korbel, J.O., Lander, E.S., Lee, C., Lehrach, H., Mardis, E.R., Marth, G.T., McVean, G.A., Nickerson, D.A., Schmidt, J.P., Sherry, S.T., Wang, J., Wilson, R.K., Dinh, H., Kovar, C., Lee, S., Lewis, L., Muzny, D., Reid, J., Wang, M., Fang, X., Guo, X., Jian, M., Jiang, H., Jin, X., Li, G., Li, J., Li, Yingrui, Li, Zhuo, Liu, Xiao, Lu, Y., Ma, X., Su, Z., Tai, S., Tang, M., Wang, Bo, Wang, G., Wu, H., Wu, R., Yin, Y., Zhang, W., Zhao, J., Zhao, M., Zheng, X., Zhou, Y., Gupta, N., Clarke, L., Leinonen, R., Smith, R.E., Zheng-Bradley, X., Grocock, R., Humphray, S., James, T., Kingsbury, Z., Sudbrak, R., Albrecht, M.W., Amstislavskiy, V.S., Borodina, T.A., Lienhard, M., Mertes, F., Sultan, M., Timmermann, B., Yaspo, M.L., Fulton, L., Fulton, R., Weinstock, G.M., Balasubramaniam, S., Burton, J., Danecek, P., Keane, T.M., Kolb-Kokocinski, A., McCarthy, S., Stalker, J., Quail, M., Davies, C.J., Gollub, J., Webster, T., Wong, B., Zhan, Y., Auton, A., Yu, F., Bainbridge, M., Challis, D., Evani, U.S., Lu, J., Nagaswamy, U., Sabo, A., Wang, Yi, Yu, J., Coin, L.J.M., Fang, L., Li, Q., Li, Zhenyu, Lin, H., Liu, B., Luo, R., Qin, N., Shao, H., Wang, Bingqiang, Xie, Y., Ye, C., Yu, C., Zhang, F., Zheng, H., Zhu, H., Garrison, E.P., Kural, D., Lee, W.P., Fung Leong, W., Ward, A.N., Wu, J., Zhang, M., Griffin, L., Hsieh, C.H., Mills, R.E., Shi, X., Von Grotthuss, M., Zhang, C., Daly, M.J., Depristo, M.A., Banks, E., Bhatia, G., Carneiro, M.O., Del Angel, G., Genovese, G., Handsaker, R.E., Hartl, C., McCarroll, S.A., Nemesh, J.C., Poplin, R.E., Schaffner, S.F., Shakir, K., Yoon, S.C., Lihm, J., Makarov, V., Jin, H., Kim, W., Cheol Kim, K., Rausch, T., Beal, K., Cunningham, F., Herrero, J., McLaren, W.M., Ritchie, G.R.S., Gottipati, S., Keinan, A., Rodriguez-Flores, J.L., Sabeti, P.C., Grossman, S.R., Tabrizi, S., Tariyal, R., Cooper, D.N., Ball, E. V., Stenson, P.D., Barnes, B., Bauer, M., Keira Cheetham, R., Cox, T., Eberle, M., Kahn, S., Murray, L., Peden, J., Shaw, R., Ye, Kai, Batzer, M.A., Konkel, M.K., Walker, J.A., MacArthur, D.G., Lek, M., Herwig, R., Shriver, M.D., Bustamante, C.D., Byrnes, J.K., De La Vega, F.M., Gravel, S., Kenny, E.E., Kidd, J.M., Maples, B.K., Moreno-Estrada, A., Zakharia, F., Halperin, E., Baran, Y., Craig, D.W., Christoforides, A., Homer, N., Izatt, T., Kurdoglu, A.A., Sinari, S.A., Squire, K., Xiao, C., Sebat, J., Bafna, V., Ye, Kenny, Burchard, E.G., Hernandez, R.D., Gignoux, C.R., Haussler, D., Katzman, S.J., James Kent, W., Howie, B., Ruiz-Linares, A., Dermitzakis, E.T., Lappalainen, T., Devine, S.E., Liu, Xinyue, Maroo, A., Tallon, L.J., Rosenfeld, J.A., Michelson, L.P., Min Kang, H., Anderson, P., Angius, A., Bigham, A., Blackwell, T., Busonero, F., Cucca, F., Fuchsberger, C., Jones, C., Jun, G., Li, Yun, Lyons, R., Maschio, A., Porcu, E., Reinier, F., Sanna, S., Schlessinger, D., Sidore, C., Tan, A., Kate Trost, M., Awadalla, P., Hodgkinson, A., Lunter, G., Marchini, J.L., Myers, S., Churchhouse, C., Delaneau, O., Gupta-Hinch, A., Iqbal, Z., Mathieson, I., Rimmer, A., Xifara, D.K., Oleksyk, T.K., Fu, Yunxin, Liu, Xiaoming, Xiong, M., Jorde, L., Witherspoon, D., Xing, J., Browning, B.L., Alkan, C., Hajirasouliha, I., Hormozdiari, F., Ko, A., Sudmant, P.H., Chen, K., Chinwalla, A., Ding, L., Dooling, D., Koboldt, D.C., McLellan, M.D., Wallis, J.W., Wendl, M.C., Zhang, Q., Tyler-Smith, C., Albers, C.A., Ayub, Q., Chen, Y., Coffey, A.J., Colonna, V., Huang, N., Jostins, L., Li, H., Scally, A., Walter, K., Xue, Y., Zhang, Y., Gerstein, M.B., Abyzov, A., Balasubramanian, S., Chen, J., Clarke, D., Fu, Yao, Habegger, L., Harmanci, A.O., Jin, M., Khurana, E., Jasmine Mu, X., Sisu, C., Degenhardt, J., Stutz, A.M., Keira Cheetham, R., Church, D., Michaelson, J.J., Blackburne, B., Lindsay, S.J., Ning, Z., Frankish, A., Harrow, J., Mu, X.J., Fowler, G., Hale, W., Kalra, D., Barker, J., Kelman, G., Kulesha, E., Radhakrishnan, R., Roa, A., Smirnov, D., Streeter, I., Toneva, I., Vaughan, B., Ananiev, V., Belaia, Z., Beloslyudtsev, D., Bouk, N., Chen, C., Cohen, R., Cook, C., Garner, J., Hefferon, T., Kimelman, M., Liu, C., Lopez, J., Meric, P., O’Sullivan, C., Ostapchuk, Y., Phan, L., Ponomarov, S., Schneider, V., Shekhtman, E., Sirotkin, K., Slotta, D., Zhang, H., Barnes, K.C., Beiswanger, C., Cai, H., Cao, H., Gharani, N., Henn, B., Jones, D., Kaye, J.S., Kent, A., Kerasidou, A., Mathias, R., Ossorio, P.N., Parker, M., Reich, D., Rotimi, C.N., Royal, C.D., Sandoval, K., Su, Y., Tian, Z., Tishkoff, S., Toji, L.H., Via, M., Wang, Yuhong, Yang, H., Yang, L., Zhu, J., Bodmer, W., Bedoya, G., Ming, C.Z., Yang, G., Jia You, C., Peltonen, L., Garcia-Montero, A., Orfao, A., Dutil, J., Martinez-Cruzado, J.C., Brooks, L.D., Felsenfeld, A.L., McEwen, J.E., Clemm, N.C., Duncanson, A., Dunn, M., Guyer, M.S., Peterson, J.L., Lacroute, P., 2012. An integrated map of genetic variation from 1,092 human genomes. Nature 491, 56-65.
    [5]
    Balikova, I., Lehesjoki, A.E., De Ravel, T.J.L., Thienpont, B., Chandler, K.E., Clayton-Smith, J., Traskelin, A.L., Fryns, J.P., Vermeesch, J.R., 2009. Deletions in the VPS13B (COH1) gene as a cause of Cohen syndrome. Hum. Mutat. 30, 845-854.
    [6]
    Bi, W., Deng, J.M., Zhang, Z., Behringer, R.R., De Crombrugghe, B., 1999. Sox9 is required for cartilage formation. Nat. Genet. 22, 85-89.
    [7]
    Bronner, M.E., Ledouarin, N.M., 2012. Development and evolution of the neural crest : An overview. Dev. Biol. 366, 2-9.
    [8]
    Castaldo, G., Cerritelli, F., 2015. Craniofacial growth: Evolving paradigms. Cranio - J. Craniomandib. Pract. 33, 23-31.
    [9]
    Cha, S., Lim, J.E., Park, A.Y., Do, J.-H., Lee, S.W., Shin, C., Cho, N.H., Kang, J.-O., Nam, J.M., Kim, J.-S., Woo, K.-M., Lee, S.-H., Kim, J.Y., Oh, B., 2018. Identification of five novel genetic loci related to facial morphology by genome-wide association studies. BMC Genomics 19, 481.
    [10]
    Claes, P., Roosenboom, J., White, J.D., Swigut, T., Sero, D., Li, J., Lee, M.K., Zaidi, A., Mattern, B.C., Liebowitz, C., Pearson, L., Gonzalez, T., Leslie, E.J., Carlson, J.C., Orlova, E., Suetens, P., Vandermeulen, D., Feingold, E., Marazita, M.L., Shaffer, J.R., Wysocka, J., Shriver, M.D., Weinberg, S.M., 2018. Genome-wide mapping of global-to-local genetic effects on human facial shape. Nat. Genet. 50, 414-423.
    [11]
    Clark, H.F., Brentrup, D., Schneitz, K., Bieber, A., Goodman, C., Noll, M., 1995. Dachsous encodes a member of the cadherin superfamily that controls imaginai disc morphogenesis in Drosophila. Genes Dev. 9, 1530-1542.
    [12]
    Cole, J.B., Manyama, M., Kimwaga, E., Mathayo, J., Larson, J.R., Liberton, D.K., Lukowiak, K., Ferrara, T.M., Riccardi, S.L., Li, M., Mio, W., Prochazkova, M., Williams, T., Li, H., Jones, K.L., Klein, O.D., Santorico, S.A., Hallgrimsson, B., Spritz, R.A., 2016. Genomewide Association Study of African Children Identifies Association of SCHIP1 and PDE8A with Facial Size and Shape. PLoS Genet. 12, 1-19.
    [13]
    Cole, J.B., Manyama, M., Larson, J.R., Liberton, D.K., Ferrara, T.M., Riccardi, S.L., Li, M., Mio, W., Klein, O.D., Santorico, S.A., Hallgrimsson, B., Spritz, R.A., 2017. Human facial shape and size heritability and genetic correlations. Genetics 205, 967-978.
    [14]
    Crouch, D.J.M., Winney, B., Koppen, W.P., Christmas, W.J., Hutnik, K., Day, T., Meena, D., Boumertit, A., Hysi, P., Nessa, A., Spector, T.D., Kittler, J., Bodmer, W.F., 2018. Genetics of the human face: Identification of large-effect single gene variants. Proc. Natl. Acad. Sci. 201708207.
    [15]
    D. Turner, S., 2018. qqman: an R package for visualizing GWAS results using Q-Q and manhattan plots. J. Open Source Softw. 3, 731.
    [16]
    Delaneau, O., Marchini, J., McVeanh, G.A., Donnelly, P., Lunter, G., Marchini, J.L., Myers, S., Gupta-Hinch, A., Iqbal, Z., Mathieson, I., Rimmer, A., Xifara, D.K., Kerasidou, A., Churchhouse, C., Altshuler, D.M., Gabriel, S.B., Lander, E.S., Gupta, N., Daly, M.J., DePristo, M.A., Banks, E., Bhatia, G., Carneiro, M.O., Del Angel, G., Genovese, G., Handsaker, R.E., Hartl, C., McCarroll, S.A., Nemesh, J.C., Poplin, R.E., Schaffner, S.F., Shakir, K., Sabeti, P.C., Grossman, S.R., Tabrizi, S., Tariyal, R., Li, H., Reich, D., Durbin, R.M., Hurles, M.E., Balasubramaniam, S., Burton, J., Danecek, P., Keane, T.M., Kolb-Kokocinski, A., McCarthy, S., Stalker, J., Quail, M., Ayub, Q., Chen, Y., Coffey, A.J., Colonna, V., Huang, N., Jostins, L., Scally, A., Walter, K., Xue, Y., Zhang, Y., Blackburne, B., Lindsay, S.J., Ning, Z., Frankish, A., Harrow, J., Chris, T.S., Abecasis, G.R., Kang, H.M., Anderson, P., Blackwell, T., Busonero, F., Fuchsberger, C., Jun, G., Maschio, A., Porcu, E., Sidore, C., Tan, A., Trost, M.K., Bentley, D.R., Grocock, R., Humphray, S., James, T., Kingsbury, Z., Bauer, M., Cheetham, R.K., Cox, T., Eberle, M., Murray, L., Shaw, R., Chakravarti, A., Clark, A.G., Keinan, A., Rodriguez-Flores, J.L., De LaVega, F.M., Degenhardt, J., Eichler, E.E., Flicek, P., Clarke, L., Leinonen, R., Smith, R.E., Zheng-Bradley, X., Beal, K., Cunningham, F., Herrero, J., McLaren, W.M., Ritchie, G.R.S., Barker, J., Kelman, G., Kulesha, E., Radhakrishnan, R., Roa, A., Smirnov, D., Streeter, I., Toneva, I., Gibbs, R.A., Dinh, H., Kovar, C., Lee, S., Lewis, L., Muzny, D., Reid, J., Wang, M., Yu, F., Bainbridge, M., Challis, D., Evani, U.S., Lu, J., Nagaswamy, U., Sabo, A., Wang, Y., Yu, J., Fowler, G., Hale, W., Kalra, D., Green, E.D., Knoppers, B.M., Korbel, J.O., Rausch, T., Sttz, A.M., Lee, C., Griffin, L., Hsieh, C.H., Mills, R.E., Von Grotthuss, M., Zhang, C., Shi, X., Lehrach, H., Sudbrak, R., Amstislavskiy, V.S., Lienhard, M., Mertes, F., Sultan, M., Timmermann, B., Yaspo, M.L., Herwig, S.R., Mardis, E.R., Wilson, R.K., Fulton, L., Fulton, R., Weinstock, G.M., Chinwalla, A., Ding, L., Dooling, D., Koboldt, D.C., McLellan, M.D., Wallis, J.W., Wendl, M.C., Zhang, Q., Marth, G.T., Garrison, E.P., Kural, D., Lee, W.P., Leong, W.F., Ward, A.N., Wu, J., Zhang, M., Nickerson, D.A., Alkan, C., Hormozdiari, F., Ko, A., Sudmant, P.H., Schmidt, J.P., Davies, C.J., Gollub, J., Webster, T., Wong, B., Zhan, Y., Sherry, S.T., Xiao, C., Church, D., Ananiev, V., Belaia, Z., Beloslyudtsev, D., Bouk, N., Chen, C., Cohen, R., Cook, C., Garner, J., Hefferon, T., Kimelman, M., Liu, C., Lopez, J., Meric, P., Ostapchuk, Y., Phan, L., Ponomarov, S., Schneider, V., Shekhtman, E., Sirotkin, K., Slotta, D., Zhang, H., Wang, Jun, Fang, X., Guo, X., Jian, M., Jiang, H., Jin, X., Li, G., Li, J., Li, Yingrui, Liu, Xiao, Lu, Y., Ma, X., Tai, S., Tang, M., Wang, Bo, Wang, G., Wu, H., Wu, R., Yin, Y., Zhang, W., Zhao, J., Zhao, M., Zheng, X., Lachlan, H., Fang, L., Li, Q., Li, Z., Lin, H., Liu, B., Luo, R., Shao, H., Wang, Bingqiang, Xie, Y., Ye, C., Yu, C., Zheng, H., Zhu, H., Cai, H., Cao, H., Su, Y., Tian, Z., Yang, H., Yang, L., Zhu, J., Cai, Z., Wang, Jian, Albrecht, M.W., Borodina, T.A., Auton, A., Yoon, S.C., Lihm, J., Makarov, V., Jin, H., Kim, W., Kim, K.C., Gottipati, S., Jones, D., Cooper, D.N., Ball, E. V., Stenson, P.D., Barnes, B., Kahn, S., Ye, Kai, Batzer, M.A., Konkel, M.K., Walker, J.A., MacArthur, D.G., Lek, M., Shriver, M.D., Bustamante, C.D., Gravel, S., Kenny, E.E., Kidd, J.M., Lacroute, P., Maples, B.K., Moreno-Estrada, A., Zakharia, F., Henn, B., Sandoval, K., Byrnes, J.K., Halperin, E., Baran, Y., Craig, D.W., Christoforides, A., Izatt, T., Kurdoglu, A.A., Sinari, S.A., Homer, N., Squire, K., Sebat, J., Bafna, V., Ye, Kenny, Burchard, E.G., Hernandez, R.D., Gignoux, C.R., Haussler, D., Katzman, S.J., Kent, W.J., Howie, B., Ruiz-Linares, A., Dermitzakis, E.T., Lappalainen, T., Devine, S.E., Liu, Xinyue, Maroo, A., Tallon, L.J., Rosenfeld, J.A., Michelson, L.P., Angius, A., Cucca, F., Sanna, S., Bigham, A., Jones, C., Reinier, F., Li, Yun, Lyons, R., Schlessinger, D., Awadalla, P., Hodgkinson, A., Oleksyk, T.K., Martinez-Cruzado, J.C., Fu, Yunxin, Liu, Xiaoming, Xiong, M., Jorde, L., Witherspoon, D., Xing, J., Browning, B.L., Hajirasouliha, I., Chen, K., Albers, C.A., Gerstein, M.B., Abyzov, A., Chen, J., Fu, Yao, Habegger, L., Harmanci, A.O., Mu, X.J., Sisu, C., Balasubramanian, S., Jin, M., Khurana, E., Clarke, D., Michaelson, J.J., OSullivan, C., Barnes, K.C., Gharani, N., Toji, L.H., Gerry, N., Kaye, J.S., Kent, A., Mathias, R., Ossorio, P.N., Parker, M., Rotimi, C.N., Royal, C.D., Tishkoff, S., Via, M., Bodmer, W., Bedoya, G., Yang, G., You, C.J., Garcia-Montero, A., Orfao, A., Dutil, J., Brooks, L.D., Felsenfeld, A.L., McEwen, J.E., Clemm, N.C., Guyer, M.S., Peterson, J.L., Duncanson, A., Dunn, M., Peltonen, L., 2014. Integrating sequence and array data to create an improved 1000 Genomes Project haplotype reference panel. Nat. Commun. 5, 1-9.
    [17]
    Delaneau, O., Zagury, J.F., Marchini, J., 2013. Improved whole-chromosome phasing for disease and population genetic studies. Nat. Methods 10, 5-6.
    [18]
    D’Haene, B., Attanasio, C., Beysen, D., Dostie, J., Lemire, E., Bouchard, P., Field, M., Jones, K., Lorenz, B., Menten, B., Buysse, K., Pattyn, F., Friedli, M., Ucla, C., Rossier, C., Wyss, C., Speleman, F., De Paepe, A., Dekker, J., Antonarakis, S.E., De Baere, E., 2009. Disease-causing 7.4 kb cis-regulatory deletion disrupting conserved non-coding sequences and their interaction with the FOXL2 promotor: Implications for mutation screening. PLoS Genet. 5.
    [19]
    Dinno, A., 2009. Implementing horn’s parallel analysis for principal component analysis and factor analysis. Stata J. 9, 291-298.
    [20]
    Green, S.A., Simoes-costa, M., Bronner, M.E., 2015. Evolution of vertebrates as viewed from the crest.
    [21]
    Guo, J., Mei, X., Tang, K., 2013. Automatic landmark annotation and dense correspondence registration for 3D human facial images. BMC Bioinformatics 14, 1.
    [22]
    Heike, C.L., Upson, K., Stuhaug, E., Weinberg, S.M., 2010. 3D digital stereophotogrammetry: A practical guide to facial image acquisition. Head Face Med. 6, 1-11.
    [23]
    Howie, B.N., Donnelly, P., Marchini, J., 2009. A flexible and accurate genotype imputation method for the next generation of genome-wide association studies. PLoS Genet. 5.
    [24]
    Howie, B., Marchini, J., Stephens, M., 2011. Genotype imputation with thousands of genomes. G3 Genes, Genomes, Genet. 1, 457-470.
    [25]
    Heilmann-Heimbach, S., Herold, C., Hochfeld, L.M., Hillmer, A.M., Nyholt, D.R., Hecker, J., Javed, A., Chew, E.G.Y., Pechlivanis, S., Drichel, D., Heng, X.T., Del Rosario, R.C.H., Fier, H.L., Paus, R., Rueedi, R., Galesloot, T.E., Moebus, S., Anhalt, T., Prabhakar, S., Li, R., Kanoni, S., Papanikolaou, G., Kutalik, Z., Deloukas, P., Philpott, M.P., Waeber, G., Spector, T.D., Vollenweider, P., Kiemeney, L.A.L.M., Dedoussis, G., Richards, J.B., Nothnagel, M., Martin, N.G., Becker, T., Hinds, D.A., Nothen, M.M., 2017. Meta-analysis identifies novel risk loci and yields systematic insights into the biology of male-pattern baldness. Nat. Commun. 8, 1-8.
    [26]
    Kang, G., Liu, W., Cheng, C., Wilson, C.L., Neale, G., Yang, J.J., Ness, K.K., Robison, L.L., Hudson, M.M., Srivastava, D.K., 2015. Evaluation of a two-step iterative resampling procedure for internal validation of genome-wide association studies. J. Hum. Genet. 60, 729-738.
    [27]
    Kurosaka, H., Iulianella, A., Williams, T., Trainor, P.A., 2014. Disrupting hedgehog and WNT signaling interactions promotes cleft lip pathogenesis. J. Clin. Invest. 124, 1660-1671.
    [28]
    Le Pabic, P., Ng, C., Schilling, T.F., 2014. Fat-Dachsous Signaling Coordinates Cartilage Differentiation and Polarity during Craniofacial Development. PLoS Genet. 10.
    [29]
    Lee, M.K., Shaffer, J.R., Leslie, E.J., Orlova, E., Carlson, J.C., Feingold, E., Marazita, M.L., Weinberg, S.M., 2017. Genome-wide association study of facial morphology reveals novel associations with FREM1 and PARK2. PLoS One 12, 1-13.
    [30]
    Levivier, E., Goud, B., Souchet, M., Calmels, T.P.G., Mornon, J.P., Callebaut, I., 2001. uDENN, DENN, and dDENN: Indissociable domains in Rab and MAP kinases signaling pathways. Biochem. Biophys. Res. Commun. 287, 688-695.
    [31]
    Liu, F., van der Lijn, F., Schurmann, C., Zhu, G., Chakravarty, M.M., Hysi, P.G., Wollstein, A., Lao, O., de Bruijne, M., Ikram, M.A., van der Lugt, A., Rivadeneira, F., Uitterlinden, A.G., Hofman, A., Niessen, W.J., Homuth, G., de Zubicaray, G., McMahon, K.L., Thompson, P.M., Daboul, A., Puls, R., Hegenscheid, K., Bevan, L., Pausova, Z., Medland, S.E., Montgomery, G.W., Wright, M.J., Wicking, C., Boehringer, S., Spector, T.D., Paus, T., Martin, N.G., Biffar, R., Kayser, M., 2012. A Genome-Wide Association Study Identifies Five Loci Influencing Facial Morphology in Europeans. PLoS Genet. 8.
    [32]
    Lutzeyer, J.F., Walden, A.T., 2017. Comparing Graph Spectra of Adjacency and Laplacian Matrices 1-14.
    [33]
    Machiela, M.J., Chanock, S.J., 2015. LDlink: A web-based application for exploring population-specific haplotype structure and linking correlated alleles of possible functional variants. Bioinformatics 31, 3555-3557.
    [34]
    Marat, A.L., Dokainish, H., McPherson, P.S., 2011. DENN domain proteins: Regulators of Rab GTPases. J. Biol. Chem. 286, 13791-13800.
    [35]
    Melen, E., Granell, R., Kogevinas, M., Strachan, D., Gonzalez, J.R., Wjst, M., Jarvis, D., Ege, M., Braun-Fahrlander, C., Genuneit, J., Horak, E., Bouzigon, E., Demenais, F., Kauffmann, F., Siroux, V., Michel, S., von Berg, A., Heinzmann, A., Kabesch, M., Probst-Hensch, N.M., Curjuric, I., Imboden, M., Rochat, T., Henderson, J., Sterne, J.A.C., Mcardle, W.L., Hui, J., James, A.L., William Musk, A., Palmer, L.J., Becker, A., Kozyrskyj, A.L., Chan-Young, M., Park, J.E., Leung, A., Daley, D., Freidin, M.B., Deev, I.A., Ogorodova, L.M., Puzyrev, V.P., Celedon, J.C., Brehm, J.M., Cloutier, M.M., Canino, G., Acosta-Perez, E., Soto-Quiros, M., Avila, L., Bergstrom, A., Magnusson, J., Soderhall, C., Kull, I., Scholtens, S., Marike Boezen, H., Koppelman, G.H., Wijga, A.H., Marenholz, I., Esparza-Gordillo, J., Lau, S., Lee, Y.A., Standl, M., Tiesler, C.M.T., Flexeder, C., Heinrich, J., Myers, R.A., Ober, C., Nicolae, D.L., Farrall, M., Kumar, A., Moffatt, M.F., Cookson, W.O.C.M., Lasky-Su, J., 2013. Genome-wide association study of body mass index in 23 000 individuals with and without asthma. Clin. Exp. Allergy 43, 463-474.
    [36]
    Pailhoux, E., Vigier, B., Chaffaux, S., Servel, N., Taourit, S., Furet, J.P., Fellous, M., Grosclaude, F., Cribiu, E.P., Cotinot, C., Vaiman, D., 2001. A 11.7-kb deletion triggers intersexuality and polledness in goats. Nat. Genet. 29, 453-458.
    [37]
    Pailhoux, E., Vigier, B., Schibler, L., Cribiu, E.P., Cotinot, C., Vaiman, D., 2005. Positional cloning of the PIS mutation in goats and its impact on understanding mammalian sex-differentiation. Genet. Sel. Evol. 37, 55-64.
    [38]
    Pannetier, M., Elzaiat, M., Thepot, D., Pailhoux, E., 2012. Telling the story of XX sex reversal in the goat: Highlighting the sex-crossroad in domestic mammals. Sex. Dev. 6, 33-45.
    [39]
    Paternoster, L., Zhurov, A.I., Toma, A.M., Kemp, J.P., St. Pourcain, B., Timpson, N.J., McMahon, G., McArdle, W., Ring, S.M., Smith, G.D., Richmond, S., Evans, D.M., 2012. Genome-wide association study of three-dimensional facial morphology identifies a variant in PAX3 associated with nasion position. Am. J. Hum. Genet. 90, 478-485.
    [40]
    Prescott, S.L., Srinivasan, R., Marchetto, M.C., Grishina, I., Narvaiza, I., Selleri, L., Gage, F.H., Swigut, T., Wysocka, J., 2015. Enhancer Divergence and cis-Regulatory Evolution in the Human and Chimp Neural Crest. Cell 163, 68-84.
    [41]
    Pruim, R.J., Welch, R.P., Sanna, S., Teslovich, T.M., Chines, P.S., Gliedt, T.P., Boehnke, M., Abecasis, G.R., Willer, C.J., Frishman, D., 2011. LocusZoom: Regional visualization of genome-wide association scan results. Bioinformatics 27, 2336-2337.
    [42]
    Purcell, S., Neale, B., Todd-Brown, K., Thomas, L., Ferreira, M.A.R., Bender, D., Maller, J., Sklar, P., de Bakker, P.I.W., Daly, M.J., Sham, P.C., 2007. PLINK: A Tool Set for Whole-Genome Association and Population-Based Linkage Analyses. Am. J. Hum. Genet. 81, 559-575.
    [43]
    Qiao, L., Yang, Y., Fu, P., Hu, S., Zhou, H., Peng, S., Tan, J., Lu, Y., Lou, H., Lu, D., Wu, S., Guo, J., Jin, L., Guan, Y., Wang, S., Xu, S., Tang, K., 2018. Genome-wide variants of Eurasian facial shape differentiation and a prospective model of DNA based face prediction. J. Genet. Genomics 45, 419-432.
    [44]
    Robert, P., Escoufier, Y., 1976. A Unifying Tool for Linear Multivariate Statistical Methods: The RV- Coefficient. Appl. Stat. 25, 257.
    [45]
    Rousseeuw, P.J., 1987. Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. J. Comput. Appl. Math. 20, 53-65.
    [46]
    Seifert, W., Holder-Espinasse, M., Kuhnisch, J., Kahrizi, K., Tzschach, A., Garshasbi, M., Najmabadi, H., Walter Kuss, A., Kress, W., Laureys, G., Loeys, B., Brilstra, E., Mancini, G.M.S., Dollfus, H., Dahan, K., Apse, K., Christian Hennies, H., Horn, D., 2009. Expanded mutational spectrum in Cohen syndrome, tissue expression, and transcript variants of COH1. Hum. Mutat. 30, 404-420.
    [47]
    Seifert, W., Kuhnisch, J., Maritzen, T., Horn, D., Haucke, V., Hennies, H.C., 2011. Cohen syndrome-associated protein, COH1, is a novel, giant Golgi matrix protein required for Golgi integrity. J. Biol. Chem. 286, 37665-37675.
    [48]
    Shaffer, J.R., Li, J., Lee, M.K., Roosenboom, J., Orlova, E., Adhikari, K., Agee, M., Alipanahi, B., Auton, A., Bell, R.K., Bryc, K., Elson, S.L., Fontanillas, P., Furlotte, N.A., Hinds, D.A., Hromatka, B.S., Huber, K.E., Kleinman, A., Litterman, N.K., McIntyre, M.H., Mountain, J.L., Noblin, E.S., Northover, C.A.M., Pitts, S.J., Sathirapongsasuti, J.F., Sazonova, O. V., Shelton, J.F., Shringarpure, S., Tian, C., Tung, J.Y., Vacic, V., Wilson, C.H., Gallo, C., Poletti, G., Schuler-Faccini, L., Bortolini, M.C., Canizales-Quinteros, S., Rothhammer, F., Bedoya, G., Gonzalez-Jose, R., Pfeffer, P.E., Wollenschlaeger, C.A., Hecht, J.T., Wehby, G.L., Moreno, L.M., Ding, A., Jin, L., Yang, Y., Carlson, J.C., Leslie, E.J., Feingold, E., Marazita, M.L., Hinds, D.A., Cox, T.C., Wang, S., Ruiz-Linares, A., Weinberg, S.M., 2017. Multiethnic GWAS Reveals Polygenic Architecture of Earlobe Attachment. Am. J. Hum. Genet. 101, 913-924.
    [49]
    Shaffer, J.R., Orlova, E., Lee, M.K., Leslie, E.J., Raffensperger, Z.D., Heike, C.L., Cunningham, M.L., Hecht, J.T., Kau, C.H., Nidey, N.L., Moreno, L.M., Wehby, G.L., Murray, J.C., Laurie, C.A., Laurie, C.C., Cole, J., Ferrara, T., Santorico, S., Klein, O., Mio, W., Feingold, E., Hallgrimsson, B., Spritz, R.A., Marazita, M.L., Weinberg, S.M., 2016. Genome-Wide Association Study Reveals Multiple Loci Influencing Normal Human Facial Morphology. PLoS Genet. 12, 1-21.
    [50]
    Siemionow, M.Z., Sonmez, E., 2011. Face as an Organ: The Functional Anatomy of the Face, in: Siemionow, M.Z. (Ed.), The Know-How of Face Transplantation. Springer London, London, pp. 3-10.
    [51]
    Sleiman, P.M.A., Flory, J., Imielinski, M., Bradfield, J.P., Annaiah, K., Willis-Owen, S.A.G., Wang, K., Rafaels, N.M., Michel, S., Bonnelykke, K., Zhang, H., Kim, C.E., Frackelton, E.C., Glessner, J.T., Hou, C., Otieno, F.G., Santa, E., Thomas, K., Smith, R.M., Glaberson, W.R., Garris, M., Chiavacci, R.M., Beaty, T.H., Ruczinski, I., Orange, J.S., Allen, J., Spergel, J.M., Grundmeier, R., Mathias, R. a, Christie, J.D., von Mutius, E., Cookson, W.O.C., Kabesch, M., Moffatt, M.F., Grunstein, M.M., Barnes, K.C., Devoto, M., Magnusson, M., Li, H., Grant, S.F.A., Bisgaard, H., Hakonarson, H., 2010. Variants of DENND1B Associated with Asthma in Children. N. Engl. J. Med. 362, 36-44.
    [52]
    Velayos-Baeza, A., Vettori, A., Copley, R.R., Dobson-Stone, C., Monaco, A.P., 2004. Analysis of the human VPS13 gene family. Genomics 84, 536-549.
    [53]
    Verdin, H., D’haene, B., Beysen, D., Novikova, Y., Menten, B., Sante, T., Lapunzina, P., Nevado, J., Carvalho, C.M.B., Lupski, J.R., de Baere, E., 2013. Microhomology-Mediated Mechanisms Underlie Non-Recurrent Disease-Causing Microdeletions of the FOXL2 Gene or Its Regulatory Domain. PLoS Genet. 9.
    [54]
    Weinberg, S.M., Raffensperger, Z.D., Kesterke, M.J., Heike, C.L., Cunningham, M.L., Hecht, J.T., Kau, C.H., Murray, J.C., Wehby, G.L., Moreno, L.M., Marazita, M.L., 2016. The 3D Facial Norms Database: Part 1. A Web-Based Craniofacial Anthropometric and Image Repository for the Clinical and Research Community. Cleft Palate. Craniofac. J. 53, e185-e197.
    [55]
    Wenzel, A., Hojensgaard, E., Henriksen, J.M., 1985. Craniofacial morphology and head posture in children with asthma and perennial rhinitis. Eur. J. Orthod. 7, 83-92.
    [56]
    Xiong, Z., Dankova, G., Howe, L.J., Lee, M.K., 2019. Novel genetic loci affecting facial shape variation in humans 1-32.
    [57]
    Xu, J., Fotouhi, M., McPherson, P.S., 2015. Phosphorylation of the exchange factor DENND 3 by ULK in response to starvation activates Rab12 and induces autophagy . EMBO Rep. 16, 709-718.
    [58]
    Xu, S., Yin, X., Li, S., Jin, W., Lou, H., Yang, L., Gong, X., Wang, H., Shen, Y., Pan, X., He, Y., Yang, Y., Wang, Y., Fu, W., An, Y., Wang, J., Tan, J., Qian, J., Chen, X., Zhang, Xin, Sun, Y., Zhang, Xuejun, Wu, B., Jin, L., 2009. Genomic Dissection of Population Substructure of Han Chinese and Its Implication in Association Studies. Am. J. Hum. Genet. 85, 762-774.
    [59]
    Yoshimura, S.I., Gerondopoulos, A., Linford, A., Rigden, D.J., Barr, F.A., 2010. Family-wide characterization of the DENN domain Rab GDP-GTP exchange factors. J. Cell Biol. 191, 367-381.
    [60]
    Zecca, M., Struhl, G., 2010. A feed-forward circuit linking wingless, Fat-Dachsous signaling, and the warts-hippo pathway to drosophila wing growth. PLoS Biol. 8.
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