Why the study?
It was unknown whether analyzing microvascular network perfusion using complexity-based methods could discriminate between individuals at increased risk of developing CVD.
Does analysis of microvascular network perfusion using complexity-based methods discriminate between groups of individuals at increased risk of developing CVD in patients with NAFLD?
Does analysis of microvascular network perfusion using complexity-based methods discriminate between groups of individuals at increased risk of developing CVD in patients with NAFLD?
May discriminate higher CVD risk groups in NAFLD via perfusion complexity; hypothesis-generating and requires prospective validation.
OBJECTIVE: To determine whether analysis of microvascular network perfusion using complexity-based methods can discriminate between groups of individuals at an increased risk of developing CVD. METHODS: Data were obtained from laser Doppler recordings of skin blood flux at the forearm in 50 participants with non-alcoholic fatty liver disease grouped for absence (n = 28) or presence (n = 14) of type 2 diabetes and use of calcium channel blocker medication (n = 8). Power spectral density was evaluated and Lempel-Ziv complexity determined to quantify signal information content at single and multiple time-scales to account for the different processes modulating network perfusion. RESULTS: Complexity was associated with dilatory capacity and respiration and negatively with baseline blood flux and cardiac band power. The relationship between the modulators of flowmotion and complexity of blood flux is shown to change with time-scale improving discrimination between groups. Multiscale Lempel-Ziv achieved best classification accuracy of 86.1%. CONCLUSIONS: Time and frequency domain measures alone are insufficient to discriminate between groups. As cardiovascular disease risk increases, the degree of complexity of the blood flux signal reduces, indicative of a reduced temporal activity and heterogeneous distribution of blood flow within the microvascular network sampled. Complexity-based methods, particularly multiscale variants, are shown to have good discriminatory capabilities.
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Chipperfield et al. (2019) studied this question.
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