Johan Trygg

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Svante Woldprofessor of chemometrics, umea univ, sweden
Elaine HolmesMurdoch University & Imperial College LondonVerified email at imperial.ac.uk
Olivier CloarecPrincipal Research Scientist, Sartorius Corporate ResearchVerified email at sartorius.com
Pär JonssonUmeå UniversitetVerified email at umu.se
Max BylesjöFios Genomics LtdVerified email at fiosgenomics.com
Henrik AnttiDepartment of Chemsitry, Umeå University, SwedenVerified email at chem.umu.se
Jeremy K NicholsonAustralian National Phenome Center, Murdoch University + Imperial College LondonVerified email at murdoch.edu.au
Andreas SjödinFOIVerified email at foi.se
Mattias RantalainenAssociate professor, Karolinska Institutet, SwedenVerified email at ki.se
Tommy LöfstedtAssociate Professor at Umeå University doing Machine Learning and Computer Vision in Medical ImagingVerified email at umu.se
Stefan JanssonProfessor in plant cell and molecular biology, Umeå Plant Sience Centre, Umeå UniversityVerified email at plantphys.umu.se
Lindon JCVerified email at imperial.ac.uk
Marc-Emmanuel Dumas, PhD, FRSB,...Professor, Chair in Systems Medicine, Imperial College London, Director of Research, CNRSVerified email at imperial.ac.uk
Craig WheelockAssociate Professor of Biochemistry, Karolinska InstituteVerified email at ki.se
John P. ShockcorVisiting Professor, Dept of Surgery and Cancer, Imperial College, LondonVerified email at imperial.ac.uk
rui pintoImperial College London - Faculty of MedicineVerified email at imperial.ac.uk
Tim EbbelsProfessor of Biomedical Data Science, Imperial College LondonVerified email at imperial.ac.uk
Miyako KusanoUniversity of TsukubaVerified email at psc.riken.jp
Beatrice MelinProfessor in OncologyVerified email at umu.se
David BroadhurstProfessor, Biosystems Data Science, School of Science, Edith Cowan UniversityVerified email at ecu.edu.au

Johan Trygg

Professor of Chemometrics, Umeå University, Sweden

Verified email at umu.se - Homepage

Advanced data analytics combined with large-scale high-throughput ('omics) data to understand prevent and trea


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Multi-and megavariate data analysis basic principles and applications L Eriksson, T Byrne, E Johansson, J Trygg, C Vikström Umetrics Academy, 2013	3715	2013
Orthogonal projections to latent structures (O‐PLS) J Trygg, S Wold Journal of Chemometrics: A Journal of the Chemometrics Society 16 (3), 119-128, 2002	2698	2002
Chemometrics in metabonomics J Trygg, E Holmes, T Lundstedt Journal of proteome research 6 (2), 469-479, 2007	1595	2007
OPLS discriminant analysis: combining the strengths of PLS‐DA and SIMCA classification M Bylesjö, M Rantalainen, O Cloarec, JK Nicholson, E Holmes, J Trygg Journal of Chemometrics: A Journal of the Chemometrics Society 20 (8‐10 …, 2006	1546	2006
Visualization of GC/TOF-MS-based metabolomics data for identification of biochemically interesting compounds using OPLS class models S Wiklund, E Johansson, L Sjöström, EJ Mellerowicz, U Edlund, ... Analytical chemistry 80 (1), 115-122, 2008	1342	2008
Statistical total correlation spectroscopy: an exploratory approach for latent biomarker identification from metabolic 1H NMR data sets O Cloarec, ME Dumas, A Craig, RH Barton, J Trygg, J Hudson, ... Analytical chemistry 77 (5), 1282-1289, 2005	1032	2005
The MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models L Shi, G Campbell, WD Jones, F Campagne, Z Wen, SJ Walker, Z Su, ... Nature biotechnology 28 (8), 827-838, 2010	876	2010
CV‐ANOVA for significance testing of PLS and OPLS® models L Eriksson, J Trygg, S Wold Journal of Chemometrics: A Journal of the Chemometrics Society 22 (11‐12 …, 2008	769	2008
Some recent developments in PLS modeling S Wold, J Trygg, A Berglund, H Antti Chemometrics and intelligent laboratory systems 58 (2), 131-150, 2001	751	2001
Chemometrics in metabolomics—a review in human disease diagnosis R Madsen, T Lundstedt, J Trygg Analytica chimica acta 659 (1-2), 23-33, 2010	702	2010
Evaluation of the orthogonal projection on latent structure model limitations caused by chemical shift variability and improved visualization of biomarker changes in 1H NMR … O Cloarec, ME Dumas, J Trygg, A Craig, RH Barton, JC Lindon, ... Analytical chemistry 77 (2), 517-526, 2005	659	2005
Extraction and GC/MS analysis of the human blood plasma metabolome A Jiye, J Trygg, J Gullberg, AI Johansson, P Jonsson, H Antti, ... Anal Chem 77 (24), 8086-8094, 2005	564	2005
Proposed minimum reporting standards for data analysis in metabolomics R Goodacre, D Broadhurst, AK Smilde, BS Kristal, JD Baker, R Beger, ... Metabolomics 3, 231-241, 2007	527	2007
High-throughput data analysis for detecting and identifying differences between samples in GC/MS-based metabolomic analyses P Jonsson, AI Johansson, J Gullberg, J Trygg, B Grung, S Marklund, ... Analytical chemistry 77 (17), 5635-5642, 2005	439	2005
O2‐PLS, a two‐block (X–Y) latent variable regression (LVR) method with an integral OSC filter J Trygg, S Wold Journal of chemometrics 17 (1), 53-64, 2003	385	2003
Using chemometrics for navigating in the large data sets of genomics, proteomics, and metabonomics (gpm) L Eriksson, H Antti, J Gottfries, E Holmes, E Johansson, F Lindgren, I Long, ... Analytical and bioanalytical chemistry 380, 419-429, 2004	336	2004
O2‐PLS for qualitative and quantitative analysis in multivariate calibration J Trygg Journal of Chemometrics: A Journal of the Chemometrics Society 16 (6), 283-293, 2002	304	2002
Variable influence on projection (VIP) for orthogonal projections to latent structures (OPLS) B Galindo‐Prieto, L Eriksson, J Trygg Journal of Chemometrics 28 (8), 623-632, 2014	300	2014
LAMINA: a tool for rapid quantification of leaf size and shape parameters M Bylesjö, V Segura, RY Soolanayakanahally, AM Rae, J Trygg, ... BMC plant biology 8, 1-9, 2008	257	2008
PLS regression on wavelet compressed NIR spectra J Trygg, S Wold Chemometrics and Intelligent Laboratory Systems 42 (1-2), 209-220, 1998	255	1998

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