Search Results - "Trygg, Johan"
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LIVECell—A large-scale dataset for label-free live cell segmentation
Published in Nature methods (01-09-2021)“…Light microscopy combined with well-established protocols of two-dimensional cell culture facilitates high-throughput quantitative imaging to study biological…”
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Chemometrics in metabolomics—A review in human disease diagnosis
Published in Analytica chimica acta (05-02-2010)“…Metabolomics is a post genomic research field concerned with developing methods for analysis of low molecular weight compounds in biological systems, such as…”
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3
CV-ANOVA for significance testing of PLS and OPLS® models
Published in Journal of chemometrics (01-11-2008)“…This report describes significance testing for PLS and OPLS® (orthogonal PLS) models. The testing is applicable to single‐Y cases and is based on ANOVA of the…”
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Variable influence on projection (VIP) for OPLS models and its applicability in multivariate time series analysis
Published in Chemometrics and intelligent laboratory systems (15-08-2015)“…Recently a new parameter to infer variable importance in orthogonal projections to latent structures (OPLS) was presented. Called OPLS-VIP (variable influence…”
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Haralick texture features from apparent diffusion coefficient (ADC) MRI images depend on imaging and pre-processing parameters
Published in Scientific reports (22-06-2017)“…In recent years, texture analysis of medical images has become increasingly popular in studies investigating diagnosis, classification and treatment response…”
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Multiblock variable influence on orthogonal projections (MB-VIOP) for enhanced interpretation of total, global, local and unique variations in OnPLS models
Published in BMC bioinformatics (03-04-2021)“…For multivariate data analysis involving only two input matrices (e.g., X and Y), the previously published methods for variable influence on projection (e.g.,…”
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Visualization of GC/TOF-MS-Based Metabolomics Data for Identification of Biochemically Interesting Compounds Using OPLS Class Models
Published in Analytical chemistry (Washington) (01-01-2008)“…Metabolomics studies generate increasingly complex data tables, which are hard to summarize and visualize without appropriate tools. The use of chemometrics…”
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Heterozygous colon cancer-associated mutations of SAMHD1 have functional significance
Published in Proceedings of the National Academy of Sciences - PNAS (26-04-2016)“…Even small variations in dNTP concentrations decrease DNA replication fidelity, and this observation prompted us to analyze genomic cancer data formutations in…”
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Statistical analysis in metabolic phenotyping
Published in Nature protocols (01-09-2021)“…Metabolic phenotyping is an important tool in translational biomedical research. The advanced analytical technologies commonly used for phenotyping, including…”
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Orthogonal projections to latent structures (O-PLS)
Published in Journal of chemometrics (01-03-2002)“…A generic preprocessing method for multivariate data, called orthogonal projections to latent structures (O‐PLS), is described. O‐PLS removes variation from X…”
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Near-infrared hyperspectral image analysis for monitoring the cheese-ripening process
Published in Journal of dairy science (01-11-2023)“…Ripening is the most crucial process step in cheese manufacturing and constitutes multiple biochemical alterations that describe the final cheese quality and…”
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Metabolite and Lipid Profiling of Biobank Plasma Samples Collected Prior to Onset of Rheumatoid Arthritis
Published in PloS one (18-10-2016)“…The early diagnosis of rheumatoid arthritis (RA) is desirable to install treatment to prevent disease progression and joint destruction. Autoantibodies and…”
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Metabolic Profiling of Systemic Lupus Erythematosus and Comparison with Primary Sjögren's Syndrome and Systemic Sclerosis
Published in PloS one (01-07-2016)“…Systemic lupus erythematosus (SLE) is a chronic inflammatory autoimmune disease which can affect most organ systems including skin, joints and the kidney…”
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A chemometrics toolbox based on projections and latent variables
Published in Journal of chemometrics (01-05-2014)“…A personal view is given about the gradual development of projection methods—also called bilinear, latent variable, and more—and their use in chemometrics. We…”
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OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classification
Published in Journal of chemometrics (01-08-2006)“…The characteristics of the OPLS method have been investigated for the purpose of discriminant analysis (OPLS‐DA). We demonstrate how class‐orthogonal variation…”
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O2-PLS for qualitative and quantitative analysis in multivariate calibration
Published in Journal of chemometrics (01-06-2002)“…In this paper the O‐PLS method [1] has been modified to further improve its interpretational functionality to give (a) estimates of the pure constituent…”
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Cell‐specific chemotyping and multivariate imaging by combined FT‐IR microspectroscopy and orthogonal projections to latent structures (OPLS) analysis reveals the chemical landscape of secondary xylem
Published in The Plant journal : for cell and molecular biology (01-06-2011)“…Summary Fourier‐transform infrared (FT‐IR) spectroscopy combined with microscopy enables chemical information to be acquired from native plant cell walls with…”
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Data integration in plant biology: the O2PLS method for combined modeling of transcript and metabolite data
Published in The Plant journal : for cell and molecular biology (01-12-2007)“…The technological advances in the instrumentation employed in life sciences have enabled the collection of a virtually unlimited quantity of data from multiple…”
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Metabolic profiling of zebrafish embryo development from blastula period to early larval stages
Published in PloS one (14-05-2019)“…The zebrafish embryo is a popular model for drug screening, disease modelling and molecular genetics. In this study, samples were obtained from zebrafish at…”
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ADC texture—An imaging biomarker for high‐grade glioma?
Published in Medical physics (Lancaster) (01-10-2014)“…Purpose: Survival for high‐grade gliomas is poor, at least partly explained by intratumoral heterogeneity contributing to treatment resistance. Radiological…”
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