Literature DB >> 22616856

Variable reference alignment: an improved peak alignment protocol for NMR spectral data with large intersample variation.

Neil MacKinnon1, Wencheng Ge, Amjad P Khan, Bagganahalli S Somashekar, Pratima Tripathi, Javed Siddiqui, John T Wei, Arul M Chinnaiyan, Thekkelnaycke M Rajendiran, Ayyalusamy Ramamoorthy.   

Abstract

In an effort to address the variable correspondence problem across large sample cohorts common in metabolomic/metabonomic studies, we have developed a prealignment protocol that aims to generate spectral segments sharing a common target spectrum. Under the assumption that a single reference spectrum will not correctly represent all spectra of a data set, the goal of this approach is to perform local alignment corrections on spectral regions which share a common "most similar" spectrum. A natural beneficial outcome of this procedure is the automatic definition of spectral segments, a feature that is not common to all alignment methods. This protocol is shown to specifically improve the quality of alignment in (1)H NMR data sets exhibiting large intersample compositional variation (e.g., pH, ionic strength). As a proof-of-principle demonstration, we have utilized two recently developed alignment algorithms specific to NMR data, recursive segment-wise peak alignment and interval correlated shifting, and applied them to two data sets composed of 15 aqueous cell line extract and 20 human urine (1)H NMR profiles. Application of this protocol represents a fundamental shift from current alignment methodologies that seek to correct misalignments utilizing a single representative spectrum, with the added benefit that it can be appended to any alignment algorithm.

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Year:  2012        PMID: 22616856      PMCID: PMC3381959          DOI: 10.1021/ac301327k

Source DB:  PubMed          Journal:  Anal Chem        ISSN: 0003-2700            Impact factor:   6.986


  20 in total

Review 1.  Metabolic profiles of cancer cells.

Authors:  Julian L Griffin; John P Shockcor
Journal:  Nat Rev Cancer       Date:  2004-07       Impact factor: 60.716

2.  Alignment of high resolution magic angle spinning magnetic resonance spectra using warping methods.

Authors:  Guro F Giskeødegård; Tom G Bloemberg; Geert Postma; Beathe Sitter; May-Britt Tessem; Ingrid S Gribbestad; Tone F Bathen; Lutgarde M C Buydens
Journal:  Anal Chim Acta       Date:  2010-09-24       Impact factor: 6.558

3.  Statistical total correlation spectroscopy: an exploratory approach for latent biomarker identification from metabolic 1H NMR data sets.

Authors:  Olivier Cloarec; Marc-Emmanuel Dumas; Andrew Craig; Richard H Barton; Johan Trygg; Jane Hudson; Christine Blancher; Dominique Gauguier; John C Lindon; Elaine Holmes; Jeremy Nicholson
Journal:  Anal Chem       Date:  2005-03-01       Impact factor: 6.986

4.  SpecAlign--processing and alignment of mass spectra datasets.

Authors:  Jason W H Wong; Gerard Cagney; Hugh M Cartwright
Journal:  Bioinformatics       Date:  2005-02-02       Impact factor: 6.937

5.  Application of fast Fourier transform cross-correlation for the alignment of large chromatographic and spectral datasets.

Authors:  Jason W H Wong; Caterina Durante; Hugh M Cartwright
Journal:  Anal Chem       Date:  2005-09-01       Impact factor: 6.986

6.  Probabilistic quotient normalization as robust method to account for dilution of complex biological mixtures. Application in 1H NMR metabonomics.

Authors:  Frank Dieterle; Alfred Ross; Götz Schlotterbeck; Hans Senn
Journal:  Anal Chem       Date:  2006-07-01       Impact factor: 6.986

7.  Alignment using variable penalty dynamic time warping.

Authors:  David Clifford; Glenn Stone; Ivan Montoliu; Serge Rezzi; François-Pierre Martin; Philippe Guy; Stephen Bruce; Sunil Kochhar
Journal:  Anal Chem       Date:  2009-02-01       Impact factor: 6.986

8.  Determination of metabolite profiles in tropical wines by 1H NMR spectroscopy and chemometrics.

Authors:  Humberto G da Silva Neto; João B P da Silva; Giuliano E Pereira; Fernando Hallwass
Journal:  Magn Reson Chem       Date:  2009-12       Impact factor: 2.447

9.  Mixture analysis by NMR as applied to fruit juice quality control.

Authors:  Manfred Spraul; Birk Schütz; Eberhard Humpfer; Monika Mörtter; Hartmut Schäfer; Susanne Koswig; Peter Rinke
Journal:  Magn Reson Chem       Date:  2009-12       Impact factor: 2.447

10.  Metabolic profiling, metabolomic and metabonomic procedures for NMR spectroscopy of urine, plasma, serum and tissue extracts.

Authors:  Olaf Beckonert; Hector C Keun; Timothy M D Ebbels; Jacob Bundy; Elaine Holmes; John C Lindon; Jeremy K Nicholson
Journal:  Nat Protoc       Date:  2007       Impact factor: 13.491

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  2 in total

1.  Getting your peaks in line: a review of alignment methods for NMR spectral data.

Authors:  Trung Nghia Vu; Kris Laukens
Journal:  Metabolites       Date:  2013-04-15

2.  speaq 2.0: A complete workflow for high-throughput 1D NMR spectra processing and quantification.

Authors:  Charlie Beirnaert; Pieter Meysman; Trung Nghia Vu; Nina Hermans; Sandra Apers; Luc Pieters; Adrian Covaci; Kris Laukens
Journal:  PLoS Comput Biol       Date:  2018-03-01       Impact factor: 4.475

  2 in total

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