Improving genetic prediction by leveraging genetic correlations among human diseases and traits

Autor: Maier, R. M., Zhu, Z., Lee, S. H., Trzaskowski, M., Ruderfer, D. M., Stahl, E. A., Ripke, S., Wray, N. R., Yang, J., Visscher, P. M., Robinson, M. R., Forstner, A. J., Mcquillin, A., Trubetskoy, V., Wang, W., Wang, Y., Coleman, J. R. I., Gaspar, H. A., Leeuw, C. A., Whitehead Pavlides, J. M., Olde Loohuis, L. M., Pers, T. H., Lee, P. H., Charney, A. W., Dobbyn, A. L., Huckins, L., Boocock, J., Giambartolomei, C., Roussos, P., Mullins, N., Awasthi, S., Agerbo, E., Als, T. D., Pedersen, C. B., Grove, J., Kupka, R., Regeer, E. J., Anjorin, A., Casas, M., Mahon, P. B., Allardyce, J., Escott-Price, V., Forty, L., Fraser, C., Kogevinas, M., Frank, J., Streit, F., Strohmaier, J., Treutlein, J., Witt, S. H., Kennedy, J. L., Strauss, J. S., Garnham, J., O Donovan, C., Slaney, C., Steinberg, S., Thorgeirsson, T. E., Hautzinger, M., Steffens, M., Perlis, R. H., Sánchez-Mora, C., Hipolito, M., Lawson, W. B., Nwulia, E. A., Levy, S. E., Foroud, T. M., Jamain, S., Young, A. H., Mckay, J. D., Albani, D., Zandi, P., Potash, J. B., Zhang, P., Raymond Depaulo, J., Bergen, S. E., Juréus, A., Karlsson, R., Kandaswamy, R., Mcguffin, P., Rivera, M., Lissowska, J., Cruceanu, C., Lucae, S., Cervantes, P., Budde, M., Gade, K., Heilbronner, U., Pedersen, M. G., Morris, D. W., Weickert, C. S., Weickert, T. W., Macintyre, D. J., Lawrence, J., Elvsåshagen, T., Smeland, O. B., Djurovic, S., Xi, S., Green, E. K., Czerski, P. M., Hauser, J., Xu, W., Vedder, H., Oruc, L., Spijker, A. T., Gordon, S. D., Medland, S. E., Curtis, D., Mühleisen, T. W., Badner, J. A., Scheftner, W. A., Sigurdsson, E., Schork, N. J., Schatzberg, A. F., Bækvad-Hansen, M., Bybjerg-Grauholm, J., Hansen, C. S., Knowles, J. A., Szelinger, S., Montgomery, G. W., Boks, M., Adolfsson, A. N., Hoffmann, P., Bauer, M., Pfennig, A., Leber, M., Kittel-Schneider, S., Reif, A., Del-Favero, J., Fischer, S. B., Herms, S., Reinbold, C. S., Degenhardt, F., Koller, A. C., Maaser, A., Ori, A. P. S., Dale, A. M., Fan, C. C., Greenwood, T. A., Nievergelt, C. M., Shehktman, T., Shilling, P. D., Byerley, W., Bunney, W., Alliey-Rodriguez, N., Clarke, T. K., Liu, C., Coryell, W., Akil, H., Burmeister, M., Flickinger, M., Li, J. Z., Mcinnis, M. G., Meng, F., Thompson, R. C., Watson, S. J., Zollner, S., Guan, W., Green, M. J., Craig, D., Sobell, J. L., Milani, L., Gordon-Smith, Katherine, Knott, Sarah, Perry, Amy, Parra, J. G., Mayoral, F., Rivas, F., Rice, J. P., Barchas, J. D., Børglum, A. D., Mortensen, P. B., Mors, O., Grigoroiu-Serbanescu, M., Bellivier, F., Etain, B., Leboyer, M., Ramos-Quiroga, J. A., Agartz, I., Amin, F., Azevedo, M. H., Bass, N., Black, D. W., Blackwood, D. H. R., Bruggeman, R., Buccola, N. G., Choudhury, K., Cloninger, C. R., Corvin, A., Craddock, N., Daly, M. J., Datta, S., Donohoe, G. J., Duan, J., Dudbridge, F., Fanous, A., Freedman, R., Freimer, N. B., Friedl, M., Gill, M., Gurling, H., Haan, L., Hamshere, M. L., Hartmann, A. M., Holmans, P. A., Kahn, R. S., Keller, M. C., Kenny, E., Kirov, G. K., Krabbendam, L., Krasucki, R., Lencz, T., Levinson, D. F., Lieberman, J. A., Lin, D. -Y, Linszen, D. H., Magnusson, P. K. E., Maier, W., Malhotra, A. K., Mattheisen, M., Mattingsdal, M., Mccarroll, S. A., Medeiros, H., Melle, I., Milanova, V., Myin-Germeys, I., Neale, B. M., Ophoff, R. A., Owen, M. J., Pimm, J., Purcell, S. M., Puri, V., Digby Quested, Rossin, L., Sanders, A. R., Shi, J., Sklar, P., St Clair, D., Stroup, T. S., Os, J., Wiersma, D., Zammit, S.

Publikováno v: Nature Communications
Nature Communications, 9(1):02769-6. Nature Publishing Group
Maier, R M, Zhu, Z, Lee, S H, Trzaskowski, M, Ruderfer, D M, Stahl, E A, Ripke, S, Wray, N R, Yang, J, Visscher, P M, Robinson, M R, Forstner, A J, Mcquillin, A, Trubetskoy, V, Wang, W, Wang, Y, Coleman, J R I, Gaspar, H A, De Leeuw, C A, Whitehead Pavlides, J M, Olde Loohuis, L M, Pers, T H, Lee, P H, Charney, A W, Dobbyn, A L, Huckins, L, Boocock, J, Giambartolomei, C, Roussos, P, Mullins, N, Awasthi, S, Agerbo, E, Als, T D, Pedersen, C B, Grove, J, Kupka, R, Regeer, E J, Anjorin, A, Casas, M, Mahon, P B, Allardyce, J, Escott-Price, V, Forty, L, Fraser, C, Kogevinas, M, Frank, J, Streit, F, Strohmaier, J & Treutlein, J 2018, ' Improving genetic prediction by leveraging genetic correlations among human diseases and traits ', Nature Communications, vol. 9, no. 1, 02769-6 . https://doi.org/10.1038/s41467-017-02769-6
Nature Communications, 9(1). Nature Publishing Group
Nature Communications, Vol 9, Iss 1, Pp 1-17 (2018)
Nature communications, 9(1):02769-6. Nature Publishing Group
Maier, R M, Zhu, Z, Lee, S H, Trzaskowski, M, Ruderfer, D M, Stahl, E A, Ripke, S, Wray, N R, Yang, J, Visscher, P M, Robinson, M R, Forstner, A J, Mcquillin, A, Trubetskoy, V, Wang, W, Wang, Y, Coleman, J R I, Gaspar, H L A, de Leeuw, C A, Whitehead Pavlides, J M, Olde Loohuis, L M, Pers, T H, Lee, P H, Charney, A W, Dobbyn, A L, Huckins, L, Boocock, J, Giambartolomei, C, Roussos, P, Mullins, N, Awasthi, S, Agerbo, E, Als, T D, Pedersen, C B C, Grove, J, Kupka, R, Regeer, E J, Anjorin, A, Casas, M, Mahon, P B, Allardyce, J, Escott-Price, V, Forty, L, Fraser, C, Kogevinas, M, Frank, J, Streit, F, Strohmaier, J, Treutlein, J, Witt, S H, Kennedy, J L, Strauss, J S, Garnham, J, O'donovan, C, Slaney, C, Steinberg, S, Thorgeirsson, T E, Hautzinger, M, Steffens, M, Perlis, R H, Sánchez-Mora, C, Hipolito, M, Lawson, W B, Nwulia, E A, Levy, S E, Foroud, T M, Jamain, S, Young, A H, Mckay, J D, Albani, D, Zandi, P, Potash, J B, Zhang, P, Raymond Depaulo, J, Bergen, S E, Juréus, A, Karlsson, R, Kandaswamy, R, Mcguffin, P, Rivera, M, Lissowska, J, Cruceanu, C, Lucae, S, Cervantes, P, Budde, M, Gade, K, Heilbronner, U, Pedersen, M G, Morris, D W, Weickert, C S, Weickert, T W, Macintyre, D J, Lawrence, J, Elvsåshagen, T, Smeland, O B, Djurovic, S, Xi, S, Green, E K, Czerski, P M, Hauser, J, Xu, W, Vedder, H, Oruc, L, Spijker, A T, Gordon, S D, Medland, S E, Curtis, D, Mühleisen, T W, Badner, J, Scheftner, W A, Sigurdsson, E, Schork, N J, Schatzberg, A F, Bækvad-Hansen, M, Bybjerg-Grauholm, J, Hansen, C S H, Knowles, J A, Szelinger, S, Montgomery, G W, Boks, M, Adolfsson, A N, Hoffmann, P, Bauer, M, Pfennig, A, Leber, M, Kittel-Schneider, S, Reif, A, del-Favero, J, Fischer, S B, Herms, S, Reinbold, C L S, Degenhardt, F, Koller, A C, Maaser, A, Ori, A, Dale, A M, Fan, C C, Greenwood, T A, Nievergelt, C M, Shehktman, T, Shilling, P D, Byerley, W, Bunney, W, Alliey-Rodriguez, N, Clarke, T-K, Liu, C, Coryell, W, Akil, H, Burmeister, M, Flickinger, M, Li, J Z, Mcinnis, M G, Meng, F, Thompson, R C, Watson, S J, Zollner, S, Guan, W, Green, M J, Craig, D, Sobell, J L, Milani, L, Gordon-Smith, K, Knott, S V, Perry, A, Parra, J G, Mayoral, F, Rivas, F, Rice, J P, Barchas, J D, Børglum, A D, Mortensen, P B, Mors, O, Grigoroiu-Serbanescu, M, Bellivier, F, Etain, B, Leboyer, M, Ramos-Quiroga, J A, Agartz, I, Amin, F, Azevedo, M H, Bass, N, Black, D W, Blackwood, D H R, Bruggeman, R, Buccola, N G, Choudhury, K, Cloninger, C R, Corvin, A, Craddock, N, Daly, M J, Datta, S, Donohoe, G J, Duan, J, Dudbridge, F, Fanous, A, Freedman, R, Freimer, N B, Friedl, M, Gill, M, Gurling, H, de Haan, L, Hamshere, M L, Hartmann, A M, Holmans, P A, Kahn, R S, Keller, M C, Kenny, E, Kirov, G K, Krabbendam, L, Krasucki, R, Lencz, T, Levinson, D F, Lieberman, J A, Lin, D-Y, Linszen, D H, Magnusson, P K E, Maier, W, Malhotra, A K, Mattheisen, M, Mattingsdal, M, Mccarroll, S A, Medeiros, H, Melle, I, Milanova, V, Myin-Germeys, I, Neale, B M, Ophoff, R A, Owen, M J, Pimm, J, Purcell, S M, Puri, V, Quested, D J, Rossin, L, Sanders, A R, Shi, J, Sklar, P, St Clair, D, Stroup, T S, van Os, J, Wiersma, D & Zammit, S 2018, ' Improving genetic prediction by leveraging genetic correlations among human diseases and traits ', Nature Communications, vol. 9, no. 1, 02769-6 . https://doi.org/10.1038/s41467-017-02769-6
Nature communications, vol. 9, no. 1, pp. 989
Maier, R M, Zhu, Z, Lee, S H, Trzaskowski, M, Ruderfer, D M, Stahl, E A, Ripke, S, Wray, N R, Yang, J & Visscher, P M & Robinson, M R 2018, ' Improving genetic prediction by leveraging genetic correlations among human diseases and traits ', Nature Communications, vol. 9, no. 1, 989 . https://doi.org/10.1038/s41467-017-02769-6
Maier, R M, Zhu, Z, Lee, S H, Trzaskowski, M, Ruderfer, D M, Stahl, E A, Ripke, S, Wray, N R, Yang, J, Visscher, P M, Robinson, M R, Forstner, A J, Mcquillin, A, Trubetskoy, V, Wang, W, Wang, Y, Coleman, J R I, Gaspar, H A, De Leeuw, C A, Whitehead Pavlides, J M, Olde Loohuis, L M, Pers, T H, Lee, P H, Charney, A W, Dobbyn, A L, Huckins, L, Boocock, J, Giambartolomei, C, Roussos, P, Mullins, N, Awasthi, S, Agerbo, E, Als, T D, Pedersen, C B, Grove, J, Kupka, R, Regeer, E J, Anjorin, A, Casas, M, Mahon, P B, Allardyce, J, Escott-Price, V, Forty, L, Fraser, C, Kogevinas, M, Frank, J, Streit, F, Strohmaier, J, Treutlein, J, Witt, S H, Kennedy, J L, Strauss, J S, Garnham, J, O'donovan, C, Slaney, C, Steinberg, S, Thorgeirsson, T E, Hautzinger, M, Steffens, M, Perlis, R H, Sánchez-Mora, C, Hipolito, M, Lawson, W B, Nwulia, E A, Levy, S E, Foroud, T M, Jamain, S, Young, A H, Mckay, J D, Albani, D, Zandi, P, Potash, J B, Zhang, P, Raymond Depaulo, J, Bergen, S E, Juréus, A, Karlsson, R, Kandaswamy, R, Mcguffin, P, Rivera, M, Lissowska, J, Cruceanu, C, Lucae, S, Cervantes, P, Budde, M, Gade, K, Heilbronner, U, Pedersen, M G, Morris, D W, Weickert, C S, Weickert, T W, Macintyre, D J, Lawrence, J, Elvsåshagen, T, Smeland, O B, Djurovic, S, Xi, S, Green, E K, Czerski, P M, Hauser, J, Xu, W, Vedder, H, Oruc, L, Spijker, A T, Gordon, S D, Medland, S E, Curtis, D, Mühleisen, T W, Badner, J, Scheftner, W A, Sigurdsson, E, Schork, N J, Schatzberg, A F, Bækvad-Hansen, M, Bybjerg-Grauholm, J, Hansen, C S, Knowles, J A, Szelinger, S, Montgomery, G W, Boks, M, Adolfsson, A N, Hoffmann, P, Bauer, M, Pfennig, A, Leber, M, Kittel-Schneider, S, Reif, A, Del-Favero, J, Fischer, S B, Herms, S, Reinbold, C S, Degenhardt, F, Koller, A C, Maaser, A, Ori, A, Dale, A M, Fan, C C, Greenwood, T A, Nievergelt, C M, Shehktman, T, Shilling, P D, Byerley, W, Bunney, W, Alliey-Rodriguez, N, Clarke, T K, Liu, C, Coryell, W, Akil, H, Burmeister, M, Flickinger, M, Li, J Z, Mcinnis, M G, Meng, F, Thompson, R C, Watson, S J, Zollner, S, Guan, W, Green, M J, Craig, D, Sobell, J L, Milani, L, Gordon-Smith, K, Knott, S V, Perry, A, Parra, J G, Mayoral, F, Rivas, F, Rice, J P, Barchas, J D, Børglum, A D, Mortensen, P B, Mors, O, Grigoroiu-Serbanescu, M, Bellivier, F, Etain, B, Leboyer, M, Ramos-Quiroga, J A, Agartz, I, Amin, F, Azevedo, M H, Bass, N, Black, D W, Blackwood, D H R, Bruggeman, R, Buccola, N G, Choudhury, K, Cloninger, C R, Corvin, A, Craddock, N, Daly, M J, Datta, S, Donohoe, G J, Duan, J, Dudbridge, F, Fanous, A, Freedman, R, Freimer, N B, Friedl, M, Gill, M, Gurling, H, De Haan, L, Hamshere, M L, Hartmann, A M, Holmans, P A, Kahn, R S, Keller, M C, Kenny, E, Kirov, G K, Krabbendam, L, Krasucki, R, Lencz, T, Levinson, D F, Lieberman, J A, Lin, D Y, Linszen, D H, Magnusson, P K E, Maier, W, Malhotra, A K, Mattheisen, M, Mattingsdal, M, Mccarroll, S A, Medeiros, H, Melle, I, Milanova, V, Myin-Germeys, I, Neale, B M, Ophoff, R A, Owen, M J, Pimm, J, Purcell, S M, Puri, V, Quested, D J, Rossin, L, Sanders, A R, Shi, J, Sklar, P, St Clair, D, Stroup, T S, Van Os, J, Wiersma, D & Zammit, S 2018, ' Improving genetic prediction by leveraging genetic correlations among human diseases and traits ', Nature Communications, vol. 9, no. 1, 02769-6 . https://doi.org/10.1038/s41467-017-02769-6
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Genomic prediction has the potential to contribute to precision medicine. However, to date, the utility of such predictors is limited due to low accuracy for most traits. Here theory and simulation study are used to demonstrate that widespread pleiot

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