Literature DB >> 25753153

The trouble with quality filtering based on relative Cramér-Rao lower bounds.

Roland Kreis1.   

Abstract

Cramér Rao Lower Bounds (CRLB) have become the standard for expression of uncertainties in quantitative MR spectroscopy. If properly interpreted as a lower threshold of the error associated with model fitting, and if the limits of its estimation are respected, CRLB are certainly a very valuable tool to give an idea of minimal uncertainties in magnetic resonance spectroscopy (MRS), although other sources of error may be larger. Unfortunately, it has also become standard practice to use relative CRLB expressed as a percentage of the presently estimated area or concentration value as unsupervised exclusion criterion for bad quality spectra. It is shown that such quality filtering with widely used threshold levels of 20% to 50% CRLB readily causes bias in the estimated mean concentrations of cohort data, leading to wrong or missed statistical findings--and if applied rigorously--to the failure of using MRS as a clinical instrument to diagnose disease characterized by low levels of metabolites. Instead, absolute CRLB in comparison to those of the normal group or CRLB in relation to normal metabolite levels may be more useful as quality criteria.
© 2015 Wiley Periodicals, Inc.

Entities:  

Keywords:  Cramér Rao minimum variance bounds; MR spectroscopy; errors; quality control; quality filtering

Mesh:

Year:  2015        PMID: 25753153     DOI: 10.1002/mrm.25568

Source DB:  PubMed          Journal:  Magn Reson Med        ISSN: 0740-3194            Impact factor:   4.668


  87 in total

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