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Statistical Applications in Genetics and Molecular Biology

Editor-in-Chief: Sanguinetti, Guido


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Volume 7, Issue 1

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Volume 10 (2011)

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Volume 1 (2002)

A Sparse PLS for Variable Selection when Integrating Omics Data

Kim-Anh Lê Cao / Debra Rossouw / Christèle Robert-Granié / Philippe Besse
Published Online: 2008-11-18 | DOI: https://doi.org/10.2202/1544-6115.1390

Recent biotechnology advances allow for multiple types of omics data, such as transcriptomic, proteomic or metabolomic data sets to be integrated. The problem of feature selection has been addressed several times in the context of classification, but needs to be handled in a specific manner when integrating data. In this study, we focus on the integration of two-block data that are measured on the same samples. Our goal is to combine integration and simultaneous variable selection of the two data sets in a one-step procedure using a Partial Least Squares regression (PLS) variant to facilitate the biologists' interpretation. A novel computational methodology called ``sparse PLS" is introduced for a predictive analysis to deal with these newly arisen problems. The sparsity of our approach is achieved with a Lasso penalization of the PLS loading vectors when computing the Singular Value Decomposition.Sparse PLS is shown to be effective and biologically meaningful. Comparisons with classical PLS are performed on a simulated data set and on real data sets. On one data set, a thorough biological interpretation of the obtained results is provided. We show that sparse PLS provides a valuable variable selection tool for highly dimensional data sets.

Keywords: joint analysis; two-block data set; multivariate regression; dimension reduction

About the article

Published Online: 2008-11-18


Citation Information: Statistical Applications in Genetics and Molecular Biology, Volume 7, Issue 1, ISSN (Online) 1544-6115, DOI: https://doi.org/10.2202/1544-6115.1390.

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[45]
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[46]
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[47]
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[49]
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[50]
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[51]
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[52]
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[53]
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[54]
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[55]
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[56]
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[57]
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[58]
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[59]
Stefan Feuerriegel and Julius Gordon
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[60]
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[61]
D. Hervás, J.M. Prats-Montalbán, A. Lahoz, and A. Ferrer
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[62]
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[63]
Matthew Sutton, Rodolphe Thiébaut, and Benoît Liquet
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[64]
Jinyu Chen and Shihua Zhang
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[65]
Francis B. Lavoie, Koji Muteki, and Ryan Gosselin
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[66]
Roel Vermeulen, Fatemeh Saberi Hosnijeh, Barbara Bodinier, Lützen Portengen, Benoît Liquet, Javiera Garrido-Manriquez, Henk Lokhorst, Ingvar A. Bergdahl, Soterios A. Kyrtopoulos, Ann-Sofie Johansson, Panagiotis Georgiadis, Beatrice Melin, Domenico Palli, Vittorio Krogh, Salvatore Panico, Carlotta Sacerdote, Rosario Tumino, Paolo Vineis, Raphaële Castagné, Marc Chadeau-Hyam, Maria Botsivali, Aristotelis Chatziioannou, Ioannis Valavanis, Jos C.S. Kleinjans, Theo M.C.M. de Kok, Hector C. Keun, Toby J. Athersuch, Rachel Kelly, Per Lenner, Goran Hallmans, Euripides G. Stephanou, Antonis Myridakis, Manolis Kogevinas, Lucia Fazzo, Marco De Santis, Pietro Comba, Benedetta Bendinelli, Hannu Kiviranta, Panu Rantakokko, Riikka Airaksinen, Paivi Ruokojarvi, Mark Gilthorpe, Sarah Fleming, Thomas Fleming, Yu-Kang Tu, Thomas Lundh, Kuo-Liong Chien, Wei J. Chen, Wen-Chung Lee, Chuhsing Kate Hsiao, Po-Hsiu Kuo, Hung Hung, and Shu-Fen Liao
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[67]
Cannon Giglio and Steven D. Brown
Journal of Chemometrics, 2018, Page e3034
[69]
M. Bes, J. Corbera, F. Sayol, G. Bagaria, M. Jover, C. Preece, A. Viza, F. Sabater, and M. Fernández-Martínez
Journal of Bryology, 2018, Page 1
[70]
Cyrille Charnier, Eric Latrille, Jean-Michel Roger, Jérémie Miroux, and Jean-Philippe Steyer
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[71]
Irene Sui Lan Zeng and Thomas Lumley
Bioinformatics and Biology Insights, 2018, Volume 12, Page 117793221875929
[72]
Pierre Bady, Sebastian Kurscheid, Mauro Delorenzi, Thierry Gorlia, Martin J. van den Bent, Khê Hoang-Xuan, Élodie Vauléon, Anja Gijtenbeek, Roelien Enting, Brian Thiessen, Olivier Chinot, Frédéric Dhermain, Alba A. Brandes, Jaap C. Reijneveld, Christine Marosi, Martin J. B. Taphoorn, Wolfgang Wick, Andreas von Deimling, Pim French, Roger Stupp, Brigitta G. Baumert, and Monika E. Hegi
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[73]
Deepshika Ramanan, Rowann Bowcutt, Soo Ching Lee, Mei San Tang, Zachary D. Kurtz, Yi Ding, Kenya Honda, William C. Gause, Martin J. Blaser, Richard A. Bonneau, Yvonne A.L. Lim, P’ng Loke, and Ken Cadwell
Science, 2016, Volume 352, Number 6285, Page 608
[74]
D. Valour, I. Hue, B. Grimard, and B. Valour
Physiological Genomics, 2013, Volume 45, Number 14, Page 615
[75]
Li-Li Wang, You-Wu Lin, Xu-Fei Wang, Nan Xiao, Yuan-Da Xu, Hong-Dong Li, and Qing-Song Xu
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[76]
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[77]
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[78]
Claudia P. Sanmiguel, Jonathan Jacobs, Arpana Gupta, Tiffany Ju, Jean Stains, Kristen Coveleskie, Venu Lagishetty, Anna Balioukova, Yijun Chen, Erik Dutson, Emeran A. Mayer, and Jennifer S. Labus
Psychosomatic Medicine, 2017, Volume 79, Number 8, Page 880
[79]
Christopher J. Stewart, Jonathan M. Mansbach, Matthew C. Wong, Nadim J. Ajami, Joseph F. Petrosino, Carlos A. Camargo, and Kohei Hasegawa
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[80]
Baptiste Féraud, Carine Munaut, Manon Martin, Michel Verleysen, and Bernadette Govaerts
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[81]
Marion Schiavone, Sébastien Déjean, Nathalie Sieczkowski, Mathieu Castex, Etienne Dague, and Jean M. François
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[82]
Anne Rechtien, Laura Richert, Hadrien Lorenzo, Gloria Martrus, Boris Hejblum, Christine Dahlke, Rahel Kasonta, Madeleine Zinser, Hans Stubbe, Urte Matschl, Ansgar Lohse, Verena Krähling, Markus Eickmann, Stephan Becker, Rodolphe Thiébaut, Marcus Altfeld, Marylyn Addo, Selidji Todagbe Agnandji, Sanjeev Krishna, Peter G. Kremsner, Jessica S. Brosnahan, Philip Bejon, Patricia Njuguna, Marylyn M. Addo, Stephan Becker, Verena Krähling, Claire-Anne Siegrist, Angela Huttner, Marie-Paule Kieny, Vasee Moorthy, Patricia Fast, Barbara Savarese, and Olivier Lapujade
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[83]
Carlos Bustos-Segura, Amanda Padovan, David Kainer, William J. Foley, and Carsten Külheim
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[84]
Ying Yao, Valentin Voillet, Maeva Jegou, Magali SanCristobal, Samir Dou, Véronique Romé, Yannick Lippi, Yvon Billon, Marie-Christine Père, Gaëlle Boudry, Laure Gress, Nathalie Iannucelli, Pierre Mormède, Hélène Quesnel, Laurianne Canario, Laurence Liaubet, and Isabelle Le Huërou-Luron
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[85]
Denis Blache, Emmanuel Bourdon, Pauline Salloignon, Géraldine Lucchi, Patrick Ducoroy, Jean-Michel Petit, Bruno Verges, and Laurent Lagrost
Diabetes, 2015, Volume 64, Number 3, Page 960
[86]
Naifei Zhao, Qingsong Xu, and Hong Wang
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[87]
Arpana Gupta, Emeran A. Mayer, Claudia P. Sanmiguel, John D. Van Horn, Davis Woodworth, Benjamin M. Ellingson, Connor Fling, Aubrey Love, Kirsten Tillisch, and Jennifer S. Labus
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[88]
Rémy Burcelin, Matteo Serino, Chantal Chabo, Lucile Garidou, Celine Pomié, Michael Courtney, Jacques Amar, and Anne Bouloumié
Diabetes, Obesity and Metabolism, 2013, Volume 15, Number s3, Page 61
[89]
C. Colombani, A. Legarra, S. Fritz, F. Guillaume, P. Croiseau, V. Ducrocq, and C. Robert-Granié
Journal of Dairy Science, 2013, Volume 96, Number 1, Page 575
[90]
Édith Le Floch, Vincent Guillemot, Vincent Frouin, Philippe Pinel, Christophe Lalanne, Laura Trinchera, Arthur Tenenhaus, Antonio Moreno, Monica Zilbovicius, Thomas Bourgeron, Stanislas Dehaene, Bertrand Thirion, Jean-Baptiste Poline, and Édouard Duchesnay
NeuroImage, 2012, Volume 63, Number 1, Page 11
[91]
Kim De Paepe, Frederiek-Maarten Kerckhof, Joran Verspreet, Christophe M. Courtin, and Tom Van de Wiele
Environmental Microbiology, 2017, Volume 19, Number 8, Page 3251
[92]
Christopher J. Stewart, Nicholas D. Embleton, Emma C. L. Marrs, Daniel P. Smith, Tatiana Fofanova, Andrew Nelson, Tom Skeath, John D. Perry, Joseph F. Petrosino, Janet E. Berrington, and Stephen P. Cummings
Microbiome, 2017, Volume 5, Number 1
[93]
Zi Wang, Edward Curry, and Giovanni Montana
Bioinformatics, 2014, Volume 30, Number 19, Page 2693
[94]
Kim-Anh Lê Cao, Ignacio González, and Sébastien Déjean
Bioinformatics, 2009, Volume 25, Number 21, Page 2855
[95]
Yang Ai-Jun and Song Xin-Yuan
Bioinformatics, 2010, Volume 26, Number 2, Page 215
[96]
Miaomiao Jiang, Chunhua Wang, Yu Zhang, Yifan Feng, Yuefei Wang, and Yan Zhu
Phytochemical Analysis, 2014, Volume 25, Number 1, Page 50
[97]
Erik Andries and Shawn Martin
Applied Spectroscopy, 2013, Volume 67, Number 6, Page 579
[98]
Dongdong Lin, Vince D. Calhoun, and Yu-Ping Wang
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[99]
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[100]
Domenico Ciavardelli, Fabrizio Piras, Ada Consalvo, Claudia Rossi, Mirco Zucchelli, Carmine Di Ilio, Valerio Frazzini, Carlo Caltagirone, Gianfranco Spalletta, and Stefano L. Sensi
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[101]
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[102]
Dongdong Lin, Hongbao Cao, Vince D. Calhoun, and Yu-Ping Wang
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[103]
E. Betoret, C. Mannozzi, N. Dellarosa, L. Laghi, P. Rocculi, and M. Dalla Rosa
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[104]
Susie S.Y. Huang, Jonathan P. Benskin, Nik Veldhoen, Bharat Chandramouli, Heather Butler, Caren C. Helbing, and John R. Cosgrove
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[105]
Hidetake Fujinaka, Toru Takeshita, Hirayuki Sato, Tetsuji Yamamoto, Junji Nakamura, Tadashi Hase, and Yoshihisa Yamashita
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[106]
Marta Peciña, Hamdan Azhar, Tiffany M Love, Tingting Lu, Barbara L Fredrickson, Christian S Stohler, and Jon-Kar Zubieta
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[107]
January Weiner, Stefan H.E. Kaufmann, and Jeroen Maertzdorf
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[108]
Bobbie-Jo Webb-Robertson, Courtney Corley, Lee Ann McCue, Karen Wahl, and Helen Kreuzer
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[109]
Nicholas D. Embleton, Janet E. Berrington, Jon Dorling, Andrew K. Ewer, Edmund Juszczak, John A. Kirby, Christopher A. Lamb, Clare V. Lanyon, William McGuire, Christopher S. Probert, Stephen P. Rushton, Mark D. Shirley, Christopher J. Stewart, and Stephen P. Cummings
Frontiers in Nutrition, 2017, Volume 4
[110]
Dhivyaa Rajasundaram, Jean-Luc Runavot, Xiaoyuan Guo, William G. T. Willats, Frank Meulewaeter, Joachim Selbig, and David D. Fang
PLoS ONE, 2014, Volume 9, Number 11, Page e112168
[111]
Claire Saulou-Bérion, Ignacio Gonzalez, Brice Enjalbert, Jean-Nicolas Audinot, Isabelle Fourquaux, Frédéric Jamme, Muriel Cocaign-Bousquet, Muriel Mercier-Bonin, Laurence Girbal, and Ying-Jan Wang
PLOS ONE, 2015, Volume 10, Number 12, Page e0145748
[112]
Mahbaneh Eshaghzadeh Torbati, Makedonka Mitreva, and Vanathi Gopalakrishnan
Data, 2016, Volume 1, Number 3, Page 19
[113]
Douglas Mahana, Chad M. Trent, Zachary D. Kurtz, Nicholas A. Bokulich, Thomas Battaglia, Jennifer Chung, Christian L. Müller, Huilin Li, Richard A. Bonneau, and Martin J. Blaser
Genome Medicine, 2016, Volume 8, Number 1
[114]
B. Zimmerman, V. Tafintseva, M. Bağcıoğlu, M. Høegh Berdahl, and A. Kohler
Analytical Chemistry, 2016, Volume 88, Number 1, Page 803
[115]
Tomasz Waller, Tomasz Gubała, Krzysztof Sarapata, Monika Piwowar, and Wiktor Jurkowski
BioData Mining, 2015, Volume 8, Number 1
[116]
Mingon Kang, Dong-Chul Kim, Chunyu Liu, and Jean Gao
BioMed Research International, 2015, Volume 2015, Page 1
[117]
Ewa Szymańska, Emma Brodrick, Mark Williams, Antony N. Davies, Henk-Jan van Manen, and Lutgarde M. C. Buydens
Analytical Chemistry, 2015, Volume 87, Number 2, Page 869
[118]
Mingkun Chen and Evelyne Vigneau
Advances in Data Analysis and Classification, 2016, Volume 10, Number 1, Page 85
[119]
İbrahim Karaman, Natalja P. Nørskov, Christian Clement Yde, Mette Skou Hedemann, Knud Erik Bach Knudsen, and Achim Kohler
Metabolomics, 2015, Volume 11, Number 2, Page 367
[120]
Julieta Fuentes, Pilar Poncela, and Julio Rodríguez
Journal of Applied Econometrics, 2015, Volume 30, Number 4, Page 576
[121]
C. Corbane, S. Alleaume, and M. Deshayes
International Journal of Remote Sensing, 2013, Volume 34, Number 21, Page 7625
[122]
Kristian Hovde Liland, Martin Høy, Harald Martens, and Solve Sæbø
Chemometrics and Intelligent Laboratory Systems, 2013, Volume 122, Page 103
[123]
İbrahim Karaman, El Mostafa Qannari, Harald Martens, Mette Skou Hedemann, Knud Erik Bach Knudsen, and Achim Kohler
Chemometrics and Intelligent Laboratory Systems, 2013, Volume 122, Page 65
[124]
Tahir Mehmood, Kristian Hovde Liland, Lars Snipen, and Solve Sæbø
Chemometrics and Intelligent Laboratory Systems, 2012, Volume 118, Page 62
[125]
Athanassios Kondylis and Joe Whittaker
Chemometrics and Intelligent Laboratory Systems, 2010, Volume 104, Number 2, Page 205
[126]
Cinnamon S. Bloss, Kelly M. Schiabor, and Nicholas J. Schork
Brain Research Bulletin, 2010, Volume 83, Number 3-4, Page 177
[127]
Maria Vounou, Thomas E. Nichols, and Giovanni Montana
NeuroImage, 2010, Volume 53, Number 3, Page 1147
[128]
P. Roy, C. Truntzer, D. Maucort-Boulch, T. Jouve, and N. Molinari
Briefings in Bioinformatics, 2011, Volume 12, Number 2, Page 176

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