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J Appl Physiol 103: 1109, 2007; doi:10.1152/japplphysiol.00619.2007
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LETTER TO THE EDITOR

Reply to Drs. Harris and Padilla

Reply: We welcome the recent letter from Harris and Padilla (4) and are hopeful that the proposed analysis of covariance (ANCOVA) approach to normalize flow-mediated dilation (FMD) for shear stimulus might provide an advancement of importance in this area. FMD in response to a 5-min forearm ischemia-induced elevation in brachial or radial artery shear stress has been championed as a valid bioassay of endothelial nitric oxide function (2, 5) since its initial application by Celermajer and colleagues (1). However, despite it being known that the stimulus for FMD is shear stress and that a reactive hyperemia represents an uncontrolled stimulus, investigations into FMD did not consider quantifying and accounting for shear stress between groups of interest for at least the first 10 years of research in this area.

Recently, we advocated the need to account for shear stress in determining whether differences in FMD between groups are due to endothelial function and/or simply a difference in reactive hyperemia-induced shear stress (6). In the study addressed by Dr.'s Harris and Padilla (7), our main objective was to determine whether it is the peak shear stimulus on release of forearm ischemia, or the continued, progressively decaying shear stimulus that is responsible for the magnitude of FMD. The salient finding from this study was that the area under the curve (AUC) of a reactive hyperemia-induced shear stimulus, not the peak shear, determines the magnitude of FMD. When we divided FMD by AUC of shear stimulus, differences in FMD with different AUC were eliminated.

Dr's Harris and Padilla proposed that ANCOVA may be a more appropriate method for "normalization" of FMD. In this approach, the contribution of a covariate (shear stress) to differences in the dependent variable (FMD) between levels of an independent variable (i.e. control vs. patient group) is accounted for statistically, providing adjusted means for the dependent variable. We agree with the potential benefits of such an approach, which include lessening the effects of the covariate, preservation of FMD units as percentages and improved power. However, the authors have not considered two critical assumptions of the ANCOVA that must be met for this analysis approach to be valid. These are 1) normal distribution of the covariate and, more importantly, 2) the assumption of parallelism. Mathematically, the precise definition of the latter is that the regression weight (slope) of the regression line for the dependent variable and covariate within each group is not different across groups. If parallelism is not found, then the ANCOVA approach should be avoided, as any adjusted mean from ANCOVA would be misleading [see p. 365–366, "Assumption of parallelism: a potential drawback" in (3)]. Thus a test for parallelism is required before proceeding with the ANCOVA (3) approach for assessment of FMD differences between groups of interest.

The concept and application of normalization of FMD for shear is in its infancy, and there is a clear need to determine the most effective and valid approach. We encourage Dr.'s Harris and Padilla to 1) test their proposed hypothesis that normalization via ANCOVA vs. dividing FMD by shear stress will result in different interpretations of the same data, and 2) assess the validity of the assumption of parallelism when comparing FMD responses in groups of interest.

FOOTNOTES


Address for reprint requests and other correspondence: M. E. Tschakovsky, School of Kinesiology and Health Studies and Dept. of Physiology, Queen's Univ., Kingston, ON, Canada K7L 3N6 (e-mail: mt29{at}post.queensu.ca)

REFERENCES

  1. Celermajer DS, Sorensen KE, Gooch VM, Spiegelhalter DJ, Miller OI, Sullivan ID, Lloyd JK, Deanfield JE. Non-invasive detection of endothelial dysfunction in children and adults at risk of atherosclerosis. Lancet 340: 1111–1115, 1992.[CrossRef][Web of Science][Medline]
  2. Joannides R, Haefeli WE, Linder L, Richard V, Bakkali EH, Thuillez C, Luscher TF. Nitric oxide is responsible for flow-dependent dilatation of human peripheral conduit arteries in vivo. Circulation 91: 1314–1319, 1995.[Abstract/Free Full Text]
  3. Kleinbaum DG, Kupper LL, Muller KE, Nizam A. Applied Regression Analysis and Other Multivariable Methods. Pacific Grove: Brooks/Cole, 1998.
  4. Harris R, Padilla J. Proper normalization of flow-mediated dilation for shear. J Appl Physiol; doi:10.1152/japplphysiol.00518.2007.
  5. Lieberman EH, Gerhard MD, Uehata A, Selwyn AP, Ganz P, Yeung AC, Creager MA. Flow-induced vasodilation of the human brachial artery is impaired in patients <40 years of age with coronary artery disease. Am J Cardiol 78: 1210–1214, 1996.[CrossRef][Web of Science][Medline]
  6. Pyke KE, Tschakovsky ME. The relationship between shear stress and flow-mediated dilatation: implications for the assessment of endothelial function. J Physiol 568: 357–369, 2005.[Abstract/Free Full Text]
  7. Pyke KE, Tschakovsky ME. Peak vs. total reactive hyperemia: which determines the magnitude of flow-mediated dilation? J Appl Physiol 102: 1510–1519, 2007.[Abstract/Free Full Text]

Michael E. Tschakovsky
Kyra E. Pyke
Stevenson Fergus
School of Kinesiology and Health Studies, Queen's University, Kingston, Ontario, Canada




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