Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts

Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts

10.1371/journal.pmed.1003149

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Main Authors: Atabaki-Pasdar, N., Ohlsson, M., Viñuela, A., Frau, F., Pomares-Millan, H., Haid, M., Jones, A.G., Louise Thomas, E., Koivula, R.W., Kurbasic, A., Mutie, P.M., Fitipaldi, H., Fernandez, J., Dawed, A.Y., Giordano, G.N., Forgie, I.M., McDonald, T.J., Rutters, F., Cederberg, H., Chabanova, E., Dale, M., de Masi, F., Thomas, C.E., Allin, K.H., Hansen, T.H., Heggie, A., Hong, M.-G., Elders, P.J.M., Kennedy, G., Kokkola, T., Pedersen, H.K., Mahajan, A., McEvoy, D., Pattou, F., Raverdy, V., Häussler, R.S., Sharma, S., Thomsen, H.S., Vangipurapu, J., Vestergaard, H., T Hart, L.M., Adamski, J., Musholt, P.B., Brage, S., Brunak, S., Dermitzakis, E., Frost, G., Hansen, T., Laakso, M., Pedersen, O., Ridderstråle, M., Ruetten, H., Hattersley, A.T., Walker, M., Beulens, J.W.J., Mari, A., Schwenk, J.M., Gupta, R., McCarthy, M.I., Pearson, E.R., Bell, J.D., Pavo, I., Franks, P.W.
Other Authors: BIOCHEMISTRY
Format: Article
Published: Public Library of Science 2021
Online Access:https://scholarbank.nus.edu.sg/handle/10635/198186
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spelling sg-nus-scholar.10635-1981862024-04-22T03:11:02Z Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts Atabaki-Pasdar, N. Ohlsson, M. Viñuela, A. Frau, F. Pomares-Millan, H. Haid, M. Jones, A.G. Louise Thomas, E. Koivula, R.W. Kurbasic, A. Mutie, P.M. Fitipaldi, H. Fernandez, J. Dawed, A.Y. Giordano, G.N. Forgie, I.M. McDonald, T.J. Rutters, F. Cederberg, H. Chabanova, E. Dale, M. de Masi, F. Thomas, C.E. Allin, K.H. Hansen, T.H. Heggie, A. Hong, M.-G. Elders, P.J.M. Kennedy, G. Kokkola, T. Pedersen, H.K. Mahajan, A. McEvoy, D. Pattou, F. Raverdy, V. Häussler, R.S. Sharma, S. Thomsen, H.S. Vangipurapu, J. Vestergaard, H. T Hart, L.M. Adamski, J. Musholt, P.B. Brage, S. Brunak, S. Dermitzakis, E. Frost, G. Hansen, T. Laakso, M. Pedersen, O. Ridderstråle, M. Ruetten, H. Hattersley, A.T. Walker, M. Beulens, J.W.J. Mari, A. Schwenk, J.M. Gupta, R. McCarthy, M.I. Pearson, E.R. Bell, J.D. Pavo, I. Franks, P.W. BIOCHEMISTRY 10.1371/journal.pmed.1003149 PLoS Medicine 17 6 e1003149 2021-08-19T04:59:29Z 2021-08-19T04:59:29Z 2020 Article Atabaki-Pasdar, N., Ohlsson, M., Viñuela, A., Frau, F., Pomares-Millan, H., Haid, M., Jones, A.G., Louise Thomas, E., Koivula, R.W., Kurbasic, A., Mutie, P.M., Fitipaldi, H., Fernandez, J., Dawed, A.Y., Giordano, G.N., Forgie, I.M., McDonald, T.J., Rutters, F., Cederberg, H., Chabanova, E., Dale, M., de Masi, F., Thomas, C.E., Allin, K.H., Hansen, T.H., Heggie, A., Hong, M.-G., Elders, P.J.M., Kennedy, G., Kokkola, T., Pedersen, H.K., Mahajan, A., McEvoy, D., Pattou, F., Raverdy, V., Häussler, R.S., Sharma, S., Thomsen, H.S., Vangipurapu, J., Vestergaard, H., T Hart, L.M., Adamski, J., Musholt, P.B., Brage, S., Brunak, S., Dermitzakis, E., Frost, G., Hansen, T., Laakso, M., Pedersen, O., Ridderstråle, M., Ruetten, H., Hattersley, A.T., Walker, M., Beulens, J.W.J., Mari, A., Schwenk, J.M., Gupta, R., McCarthy, M.I., Pearson, E.R., Bell, J.D., Pavo, I., Franks, P.W. (2020). Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts. PLoS Medicine 17 (6) : e1003149. ScholarBank@NUS Repository. https://doi.org/10.1371/journal.pmed.1003149 1549-1277 https://scholarbank.nus.edu.sg/handle/10635/198186 CC0 1.0 Universal http://creativecommons.org/publicdomain/zero/1.0/ Public Library of Science Scopus OA2020
institution National University of Singapore
building NUS Library
continent Asia
country Singapore
Singapore
content_provider NUS Library
collection ScholarBank@NUS
description 10.1371/journal.pmed.1003149
author2 BIOCHEMISTRY
author_facet BIOCHEMISTRY
Atabaki-Pasdar, N.
Ohlsson, M.
Viñuela, A.
Frau, F.
Pomares-Millan, H.
Haid, M.
Jones, A.G.
Louise Thomas, E.
Koivula, R.W.
Kurbasic, A.
Mutie, P.M.
Fitipaldi, H.
Fernandez, J.
Dawed, A.Y.
Giordano, G.N.
Forgie, I.M.
McDonald, T.J.
Rutters, F.
Cederberg, H.
Chabanova, E.
Dale, M.
de Masi, F.
Thomas, C.E.
Allin, K.H.
Hansen, T.H.
Heggie, A.
Hong, M.-G.
Elders, P.J.M.
Kennedy, G.
Kokkola, T.
Pedersen, H.K.
Mahajan, A.
McEvoy, D.
Pattou, F.
Raverdy, V.
Häussler, R.S.
Sharma, S.
Thomsen, H.S.
Vangipurapu, J.
Vestergaard, H.
T Hart, L.M.
Adamski, J.
Musholt, P.B.
Brage, S.
Brunak, S.
Dermitzakis, E.
Frost, G.
Hansen, T.
Laakso, M.
Pedersen, O.
Ridderstråle, M.
Ruetten, H.
Hattersley, A.T.
Walker, M.
Beulens, J.W.J.
Mari, A.
Schwenk, J.M.
Gupta, R.
McCarthy, M.I.
Pearson, E.R.
Bell, J.D.
Pavo, I.
Franks, P.W.
format Article
author Atabaki-Pasdar, N.
Ohlsson, M.
Viñuela, A.
Frau, F.
Pomares-Millan, H.
Haid, M.
Jones, A.G.
Louise Thomas, E.
Koivula, R.W.
Kurbasic, A.
Mutie, P.M.
Fitipaldi, H.
Fernandez, J.
Dawed, A.Y.
Giordano, G.N.
Forgie, I.M.
McDonald, T.J.
Rutters, F.
Cederberg, H.
Chabanova, E.
Dale, M.
de Masi, F.
Thomas, C.E.
Allin, K.H.
Hansen, T.H.
Heggie, A.
Hong, M.-G.
Elders, P.J.M.
Kennedy, G.
Kokkola, T.
Pedersen, H.K.
Mahajan, A.
McEvoy, D.
Pattou, F.
Raverdy, V.
Häussler, R.S.
Sharma, S.
Thomsen, H.S.
Vangipurapu, J.
Vestergaard, H.
T Hart, L.M.
Adamski, J.
Musholt, P.B.
Brage, S.
Brunak, S.
Dermitzakis, E.
Frost, G.
Hansen, T.
Laakso, M.
Pedersen, O.
Ridderstråle, M.
Ruetten, H.
Hattersley, A.T.
Walker, M.
Beulens, J.W.J.
Mari, A.
Schwenk, J.M.
Gupta, R.
McCarthy, M.I.
Pearson, E.R.
Bell, J.D.
Pavo, I.
Franks, P.W.
spellingShingle Atabaki-Pasdar, N.
Ohlsson, M.
Viñuela, A.
Frau, F.
Pomares-Millan, H.
Haid, M.
Jones, A.G.
Louise Thomas, E.
Koivula, R.W.
Kurbasic, A.
Mutie, P.M.
Fitipaldi, H.
Fernandez, J.
Dawed, A.Y.
Giordano, G.N.
Forgie, I.M.
McDonald, T.J.
Rutters, F.
Cederberg, H.
Chabanova, E.
Dale, M.
de Masi, F.
Thomas, C.E.
Allin, K.H.
Hansen, T.H.
Heggie, A.
Hong, M.-G.
Elders, P.J.M.
Kennedy, G.
Kokkola, T.
Pedersen, H.K.
Mahajan, A.
McEvoy, D.
Pattou, F.
Raverdy, V.
Häussler, R.S.
Sharma, S.
Thomsen, H.S.
Vangipurapu, J.
Vestergaard, H.
T Hart, L.M.
Adamski, J.
Musholt, P.B.
Brage, S.
Brunak, S.
Dermitzakis, E.
Frost, G.
Hansen, T.
Laakso, M.
Pedersen, O.
Ridderstråle, M.
Ruetten, H.
Hattersley, A.T.
Walker, M.
Beulens, J.W.J.
Mari, A.
Schwenk, J.M.
Gupta, R.
McCarthy, M.I.
Pearson, E.R.
Bell, J.D.
Pavo, I.
Franks, P.W.
Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
author_sort Atabaki-Pasdar, N.
title Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
title_short Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
title_full Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
title_fullStr Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
title_full_unstemmed Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts
title_sort predicting and elucidating the etiology of fatty liver disease: a machine learning modeling and validation study in the imi direct cohorts
publisher Public Library of Science
publishDate 2021
url https://scholarbank.nus.edu.sg/handle/10635/198186
_version_ 1800914942931501056

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