Abstract
A continuum approach for canonical correlation analysis based on a single tuning parameter is proposed. One of its noteworthy features is that it is straightforward and simple. It establishes a bridge between unfold Principal Components Analysis and Canonical Correlation Analysis. Interesting properties related to the method of analysis are also discussed. This makes it possible to highlight the rationale behind the continuum approach by showing that it aims at realizing a compromise between achieving the investigation of the relationships between two datasets and setting up a stable model. The strategy of analysis is exemplified on the basis of a case study aiming at linking metabolomics and proteomics data, on the one hand, and discriminating groups of individuals using metabolomics data, on the other hand.
Keywords: Canonical Correlation Analysis, Unfold Principal Components Analysis, Discriminant Analysis, ‘Omics’ data
Current Analytical Chemistry
Title:A Simple Continuum Approach for Canonical Correlation Analysis; Applications to “Omics” Data
Volume: 8 Issue: 2
Author(s): El Mostafa Qannari, Evelyne Vigneau, Thomas Moyon, Frederique Courant, Jean-Philippe Antignac and Marie-Cecile Alexandre-Gouabau
Affiliation:
Keywords: Canonical Correlation Analysis, Unfold Principal Components Analysis, Discriminant Analysis, ‘Omics’ data
Abstract: A continuum approach for canonical correlation analysis based on a single tuning parameter is proposed. One of its noteworthy features is that it is straightforward and simple. It establishes a bridge between unfold Principal Components Analysis and Canonical Correlation Analysis. Interesting properties related to the method of analysis are also discussed. This makes it possible to highlight the rationale behind the continuum approach by showing that it aims at realizing a compromise between achieving the investigation of the relationships between two datasets and setting up a stable model. The strategy of analysis is exemplified on the basis of a case study aiming at linking metabolomics and proteomics data, on the one hand, and discriminating groups of individuals using metabolomics data, on the other hand.
Export Options
About this article
Cite this article as:
Mostafa Qannari El, Vigneau Evelyne, Moyon Thomas, Courant Frederique, Antignac Jean-Philippe and Alexandre-Gouabau Marie-Cecile, A Simple Continuum Approach for Canonical Correlation Analysis; Applications to “Omics” Data, Current Analytical Chemistry 2012; 8 (2) . https://dx.doi.org/10.2174/157341112800392652
DOI https://dx.doi.org/10.2174/157341112800392652 |
Print ISSN 1573-4110 |
Publisher Name Bentham Science Publisher |
Online ISSN 1875-6727 |
Call for Papers in Thematic Issues
Advancements in biomedicine, corrosion inhibition/monitoring, and lubrication of carbon dots
Carbon dots, a class of carbon-based nanomaterials, have garnered substantial interest in various scientific and engineering fields due to their unique properties, including excellent optical properties, outstanding biocompatibility, easy preparation, good dispersity, ultrasmall size, low toxicity and environmental friendliness. This special issue of Current Analytical Chemistry aims to showcase cutting-edge ...read more
Advances in Microfluidic and Sensing Technologies of Biofluids.
Detection of biological fluids is an important means to assess human health and diagnose diseases. Currently, research on blood is relatively mature and widely applied in the medical field. With the development and advancement of microfluidic technology and novel detection methods, attention has turned to human physiological fluids such as ...read more
Analytical methods for environmental and food analysis
In recent years, the study of the chemical composition of food and the environment depends on analytical methods in order to acquire information about the chemical composition, processing, quality control and contamination of soil, water, air, plants and foods, aspects very important for food safety and environmental quality control. There ...read more
Applications of artificial intelligence in chemical analysis
Artificial intelligence (AI) has demonstrated its versatility in almost all scientific fields, especially analytical chemistry, which is leading the way in the integration of AI. According to Chemical Abstract Services, one of the major disciplines contributing to AI-related publications and patents is analytical chemistry. That?s because techniques such as deep ...read more
- Author Guidelines
- Graphical Abstracts
- Fabricating and Stating False Information
- Research Misconduct
- Post Publication Discussions and Corrections
- Publishing Ethics and Rectitude
- Increase Visibility of Your Article
- Archiving Policies
- Peer Review Workflow
- Order Your Article Before Print
- Promote Your Article
- Manuscript Transfer Facility
- Editorial Policies
- Allegations from Whistleblowers
Related Articles
-
Novel Therapeutic Strategy in the Management of COPD: A Systems Medicine Approach
Current Medicinal Chemistry Synthesis of 5-Arylidene Barbiturates: A Novel Class of DPPH Radical Scavengers
Letters in Drug Design & Discovery Iontophoretic Mediated Intraarticular Delivery of Deformable Liposomes of Diclofenac Sodium
Current Drug Delivery Mannosylated Solid Lipid Nanocarriers of Chrysin to Target Gastric Cancer: Optimization and Cell Line Study
Current Drug Delivery Pharmacokinetic Analysis of Taxane Through a Validated Ultra-High Performance Liquid Chromatography-Synapt Mass Spectrometry (UHPLC-MS/MS ESI-Q-TOF) Method
Current Bioactive Compounds Magnetic Driven Alginate Nanoparticles for Targeted Drug Delivery
Current Nanoscience Synthesis, Antimicrobial, Anticancer Evaluation and QSAR Studies of 3/4-Bromo Benzohydrazide Derivatives
Current Topics in Medicinal Chemistry Recent Advancement in the Treatment of Cardiovascular Diseases: Conventional Therapy to Nanotechnology
Current Pharmaceutical Design Editorial (Thematic Issue: Immunophilins, Protein Chemistry and Cell Biology of a Promising New Class of Drug Targets – Part II)
Current Molecular Pharmacology Recent Advances in Nanoparticle Carriers for Coordination Complexes
Current Topics in Medicinal Chemistry Design, Synthesis and Evaluation of Novel 9-substituted Carbazole Derivatives as Potential Anticancer Agents
Letters in Drug Design & Discovery Antimicrobial and Antioxidant Properties of <i>Satureja Montana</i> L. and S. Subspicata Vis. (Lamiaceae)
Current Drug Targets Denoising Medical Images Using Machine Learning, Deep Learning Approaches: A Survey
Current Medical Imaging Highly Efficient, Chemoselective Syntheses of 2-Methoxy-4-substituted Pyrimidines
Letters in Organic Chemistry Antioxidant, Antimicrobial and the Phenolic Content of Infusion, Decoction and Methanolic Extracts of Thyme and Rosmarinus Species
Current Pharmaceutical Biotechnology A Review on Colorimetric Sensing of Tumor Markers Based on Enzyme-Mimicking Nanomaterials
Current Medicinal Chemistry Therapeutic Hypothermia as a Neuroprotective Strategy in Neonatal Hypoxic-Ischemic Brain Injury and Traumatic Brain Injury
Current Molecular Medicine Synthesis, DNA Binding, Docking and Photoclevage Studies of Novel Benzo[b][1,8]naphthyridines
Medicinal Chemistry Attenuation of Hydroxyl Radical Formation by Extracted Constituent of Moringa oleifera Lam
Current Chemical Biology Synthesis and Antimicrobial Evaluation of Novel Bis-β-lactam Grafted Macrocycles
Medicinal Chemistry