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Improvements in precision and accuracy of complex- relative to real-domain linear combination model spectral fitting not necessarily recovered by zero filling. | LitMetric

AI Article Synopsis

  • The study investigates the use of full complex data vs. real-only data in linear combination model (LCM) fitting for analyzing proton magnetic resonance spectroscopy (H MRS) spectra, aiming to see if complex data improves quantification accuracy.* -
  • It evaluates the impact of zero filling, a common spectral preprocessing method, on the accuracy and precision of these fits using synthetic and measured spectral data across three different types.* -
  • Results show that complex fitting often leads to better quantification, but zero filling can diminish these improvements in certain cases, especially for simpler spectra without baselines, while still being beneficial for more complex spectra.*

Article Abstract

Although the information obtained from in vivo proton magnetic resonance spectroscopy (H MRS) presents a complex-valued spectrum, spectral quantification generally employs linear combination model (LCM) fitting using the real spectrum alone. There is currently no known investigation comparing fit results obtained from LCM fitting over the full complex data versus the real data and how these results might be affected by common spectral preprocessing procedure zero filling. Here, we employ linear combination modeling of simulated and measured spectral data to examine two major ideas: first, whether use of the full complex rather than real-only data can provide improvements in quantification by linear combination modeling and, second, to what extent zero filling might influence these improvements. We examine these questions by evaluating the errors of linear combination model fits in the complex versus real domains against three classes of synthetic data: simulated Lorentzian singlets, simulated metabolite spectra excluding the baseline, and simulated metabolite spectra including measured in vivo baselines. We observed that complex fitting provides consistent improvements in fit accuracy and precision across all three data types. While zero filling obviates the accuracy and precision benefit of complex fitting for Lorentzian singlets and metabolite spectra lacking baselines, it does not necessarily do so for complex spectra including measured in vivo baselines. Overall, performing linear combination modeling in the complex domain can improve metabolite quantification accuracy relative to real fits alone. While this benefit can be similarly achieved via zero filling for some spectra with flat baselines, this is not invariably the case for all baseline types exhibited by measured in vivo data.

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Source
http://dx.doi.org/10.1002/nbm.5236DOI Listing

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