Johan Trygg

Cited by

	All	Since 2017
Citations	21311	8787
h-index	56	38
i10-index	143	109

1700

850

425

1275

2003200420052006200720082009201020112012201320142015201620172018201920202021202278 112 143 276 424 609 772 999 1264 1419 1446 1562 1555 1644 1583 1583 1639 1678 1660 636

Public access

View all

64 articles

14 articles

available

not available

Based on funding mandates

Co-authors

Svante Woldprofessor of chemometrics, umea univ, sweden
Elaine HolmesMurdoch University & Imperial College LondonVerified email at imperial.ac.uk
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 NicholsonDirector, Australian National Phenome Center, Murdoch Univ. and Imperial College LondonVerified email at murdoch.edu.au
Olivier CloarecPrincipal Research Scientist, Sartorius Corporate ResearchVerified email at sartorius.com
Mattias RantalainenAssociate professor, Karolinska Institutet, SwedenVerified email at ki.se
Andreas SjödinFOIVerified email at foi.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 LondonVerified email at imperial.ac.uk
John P. ShockcorVisiting Professor, Dept of Surgery and Cancer, Imperial College, LondonVerified email at imperial.ac.uk
Craig WheelockAssociate Professor of Biochemistry, Karolinska InstituteVerified email at ki.se
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, Data Science & Biostatistics, 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


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
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	2315	2002
Multi-and megavariate data analysis basic principles and applications L Eriksson, T Byrne, E Johansson, J Trygg, C Vikström Umetrics Academy, 2013	1966	2013
Chemometrics in metabonomics J Trygg, E Holmes, T Lundstedt Journal of proteome research 6 (2), 469-479, 2007	1445	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	1271	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	1173	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	921	2005
The MicroArray Quality Control (MAQC)-II study of common practices for the development and validation of microarray-based predictive models MaQC Consortium Nature biotechnology 28 (8), 827, 2010	763	2010
Some recent developments in PLS modeling S Wold, J Trygg, A Berglund, H Antti Chemometrics and intelligent laboratory systems 58 (2), 131-150, 2001	669	2001
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	646	2008
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	626	2005
Chemometrics in metabolomics—a review in human disease diagnosis R Madsen, T Lundstedt, J Trygg Analytica chimica acta 659 (1-2), 23-33, 2010	598	2010
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	498	2005
Proposed minimum reporting standards for data analysis in metabolomics R Goodacre, D Broadhurst, AK Smilde, BS Kristal, JD Baker, R Beger, ... Metabolomics 3 (3), 231-241, 2007	457	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	410	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	353	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 (3), 419-429, 2004	308	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	273	2002
PLS regression on wavelet compressed NIR spectra J Trygg, S Wold Chemometrics and Intelligent Laboratory Systems 42 (1-2), 209-220, 1998	233	1998
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), 1-9, 2008	214	2008
Data integration in plant biology: the O2PLS method for combined modeling of transcript and metabolite data M Bylesjö, D Eriksson, M Kusano, T Moritz, J Trygg The Plant Journal 52 (6), 1181-1191, 2007	198	2007

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow this author

Cited by

Co-authors