Abstract
The aim of this work was to investigate possible sex differences in the patterns of sodium deposition between muscle and skin using sodium MRI. A total of 38 subjects were examined for comparisons: 20 males, aged 25–79 years with a median age of 51; 18 females, aged 38–66 years, median age 53. All subjects underwent sodium MRI scans of the calf muscles together with cross sections through four calibration standards containing known sodium contents (10mM, 20mM, 30mM, and 40mM). Tissue sodium concentrations (TSC) in muscle and skin were then calculated by comparing signal intensities between tissues and reference standards using a linear analysis. A Wilcoxon rank sum test was applied to the ΔTSC (= TSCmuscle − TSCskin) series of males and females to examine if they were significantly different. Finally, a multiple linear regression was utilized to account for the effects from two potential confounders, age and body mass index (BMI). We found that sodium content appears to be higher in skin than in muscle for men, however women tend to have higher muscle sodium than skin sodium. This sex-relevant sodium deposition is statistically significant (P = 3.10×10−5) by the Wilcoxon rank sum test, and this difference in distribution seems to be more reliable with increasing age. In the multiple linear regression, gender still has a statistically significant effect (P < 1.0×10−4) on the difference between sodium deposition in muscle and skin, while taking the effects of age and BMI into account.
Keywords: Sodium deposition, Muscle, Skin, Gender, Sodium MRI
1. Introduction
Sodium is the most abundant cation in the human body, and is vital for cellular function and integrity [1, 2]. Normally, the intracellular space accounts for 80% of tissue volume with a sodium concentration of 10 – 15mM, against an extracellular volume fraction of 20% with a sodium concentration of 140 – 150mM. This relatively stable concentration difference is primarily maintained by the sodium-potassium Na+/K+-ATPase pump, which pumps sodium out of cells while pumping potassium into cells. Leaky cell membranes or impaired Na+/K+ exchange kinetics potentially change the cytosolic total tissue sodium, making sodium a biomarker of a wide range of disease states [3–6], such as stroke, cancer, osteoarthritis, neurological disorders, edema, and acute myocardial infarction. Typically, an increase of total tissue sodium concentration (TSC) indicates a loss of tissue viability and is associated with an increase of intracellular sodium due to the loss of integrity of the cell, and also with an increase of extracellular volume when cells are dying [1, 7–12].
The first investigation of sodium NMR in biological tissues was piloted in the early 1970s [13, 14], while the feasibility of sodium MRI in human subjects and its potential use for detecting pathological changes were demonstrated in the middle to late 1980s [3, 8, 9, 15]. Interest in the use of sodium MRI has increased over time due to the availability of higher magnetic fields, improved hardware and pulse sequences [4, 16], and the availability of ultra-high field MRI scanners (7T and 9.4T) [17–19]. Further improvements in electronics, RF coils, and acquisition techniques [20–22] have made sodium MRI feasible at reasonable resolution in practical scan times. To date, sodium MRI has been applied to image several human organs in vivo including brain, heart, cartilage, kidney, breast, spine, as well as muscle and skin [6, 23–34].
In muscle, sodium changes can be linked to several disease states, including diabetes mellitus, starvation, hypothyroidism, hypertension, and cardiovascular risk. Skin sodium has been studied relatively rarely compared to muscle. Recent studies have shown that sodium may be sequestered in both skin and muscle so that tissue sodium levels are not reliably measured by sampling blood or interstitial fluid, which has important implications for the management of hypertension and kidney disease [33]. Therefore, measurements of sodium concentrations in skin or muscle may be a useful biomarker of risk of disease progressions, but the interpretation of such measurements will rely on understanding the factors that affect sodium levels.
A previous study observed that sodium in muscle and skin appeared to change differently with age for men and women. Specifically, it noted an increase of sodium storage in skin for both men and women, and an increase of sodium storage in muscle for men, but not women [33]. In our recent preliminary studies [35, 36], we observed that the sodium deposition between muscle and skin was sex-relevant. For males, skin sodium content appeared higher than muscle sodium, which was opposite to females who tended to have higher muscle sodium than skin. Prompted by these observations, we investigate whether this sex specific pattern of sodium deposition in muscle and skin is statistically significant.
2. Materials and methods
This study was approved by the Institutional Review Board (IRB) of the Vanderbilt University. A total of thirty eight (38) subjects: 20 males, aged 25–79 with a median age of 51; 18 females, aged 38–66 years, with a median age of 53 were recruited. The demographic characteristics of the subjects are included in Table 1. Written informed consent from each subject was obtained prior to MR imaging.
Table 1.
Age (years) | Sex a | Height (metre) | Weight (kg) | Body Mass Index (BMI) | Race b | TSC (mM) |
Wilcoxon rank sum test | ||
---|---|---|---|---|---|---|---|---|---|
Muscle | Skin | ΔTSC (muscle-skin) | |||||||
72 | M | 1.83 | 85.0 | 25.4 | W | 18.75 | 24.36 | −5.61 | P ≈ 3.10 × 10−5 |
58 | M | 1.78 | 71.2 | 22.5 | W | 13.23 | 16.85 | −3.62 | |
79 | M | 1.72 | 72.3 | 24.4 | W | 15.67 | 18.02 | −2.34 | |
66 | M | 1.89 | 98.9 | 27.7 | W | 17.98 | 20.87 | −2.89 | |
51 | M | 1.83 | 93.0 | 27.8 | W | 14.96 | 18.59 | −3.62 | |
45 | M | 1.91 | 111.0 | 30.4 | AA | 17.36 | 17.26 | 0.10 | |
49 | M | 1.81 | 102.9 | 31.4 | W | 17.70 | 18.04 | −0.34 | |
51 | M | 1.87 | 88.6 | 25.3 | AA | 18.43 | 14.60 | 3.83 | |
69 | M | 1.73 | 105.0 | 35.1 | W | 16.85 | 23.15 | −6.30 | |
48 | M | 1.75 | 82.7 | 27.0 | AA | 15.66 | 19.18 | −3.52 | |
36 | M | 1.72 | 96.0 | 32.4 | AA | 18.30 | 15.82 | 2.48 | |
25 | M | 1.80 | 75.7 | 23.4 | AA | 19.53 | 17.73 | 1.79 | |
36 | M | 1.79 | 129.2 | 40.3 | AA | 14.18 | 13.75 | 0.43 | |
50 | M | 1.86 | 97.9 | 28.3 | AA | 19.08 | 25.94 | −6.85 | |
58 | M | 1.80 | 91.4 | 28.2 | W | 18.53 | 20.75 | −2.21 | |
59 | M | 1.83 | 79.4 | 23.7 | W | 14.69 | 18.12 | −3.42 | |
51 | M | 1.85 | 136.5 | 39.9 | AA | 18.48 | 23.50 | −5.02 | |
38 | M | 1.75 | 81.6 | 26.6 | W | 17.20 | 17.44 | −0.23 | |
36 | M | 1.78 | 72.6 | 22.9 | W | 15.15 | 17.85 | −2.70 | |
26 | M | 1.70 | 77.1 | 26.7 | A | 14.91 | 14.98 | −0.067 | |
61 | F | 1.65 | 88.9 | 32.7 | W | 15.46 | 15.59 | −0.13 | |
56 | F | 1.51 | 53.5 | 23.5 | W | 17.10 | 14.11 | 2.99 | |
54 | F | 1.70 | 47.4 | 16.4 | W | 24.76 | 16.94 | 7.81 | |
59 | F | 1.62 | 83.8 | 31.9 | W | 15.00 | 12.40 | 2.60 | |
62 | F | 1.63 | 62.0 | 23.3 | AA | 22.44 | 12.81 | 9.62 | |
60 | F | 1.69 | 65.1 | 22.8 | W | 15.19 | 10.76 | 4.42 | |
50 | F | 1.68 | 63.1 | 22.4 | W | 14.54 | 13.86 | 0.67 | |
52 | F | 1.66 | 102.5 | 37.2 | AA | 16.98 | 13.31 | 3.67 | |
52 | F | 1.66 | 79.3 | 28.8 | W | 17.34 | 17.32 | 0.01 | |
57 | F | 1.62 | 53.5 | 20.4 | W | 14.56 | 11.45 | 3.10 | |
51 | F | 1.60 | 54.4 | 21.3 | W | 17.33 | 17.62 | −0.28 | |
50 | F | 1.74 | 66.8 | 22.1 | W | 15.96 | 14.35 | 1.61 | |
42 | F | 1.52 | 81.0 | 35.1 | AA | 14.23 | 13.62 | 0.61 | |
66 | F | 1.59 | 70.0 | 27.7 | AA | 25.74 | 14.97 | 10.77 | |
52 | F | 1.68 | 83.7 | 29.7 | AA | 26.76 | 21.01 | 5.75 | |
62 | F | 1.68 | 78.2 | 27.7 | W | 21.31 | 20.48 | 0.82 | |
42 | F | 1.62 | 90.6 | 34.5 | AA | 15.30 | 13.38 | 1.92 | |
38 | F | 1.58 | 68.0 | 27.2 | A | 13.83 | 10.54 | 3.28 |
Abbreviations of sex: M – Male, F – Female.
Abbreviations of race: W – While, AA – African American, A – Asian.
2.1. MR acquisition
Imaging was performed on a Philips Achieva 3.0T MR scanner (Philips Healthcare, Cleveland OH, USA) with a 23Na quadrature knee coil (Rapid Biomedical GmbH, Rimpar, Germany). Four calibration phantoms (NaCl aqueous solutions of 10mM, 20mM, 30mM, and 40mM) served as reference standards and were scanned together with sections through the subject’s calf muscles. Each subject was required to rest for 30 minutes before imaging to allow the body to reach a physiological equilibrium. The left lower leg (the widest part of calf region) was scanned with the skin closely in contact with the hard surface of the phantom holder. Fig. 1 shows the sodium coil, phantoms and holder, and the subject’s setup.
MR scans primarily included a proton mDixon scan and a sodium scan. The mDixon scan provides a high resolution anatomical image allowing for accurate muscle ROI (region of interest) definition. Five 6mm slices were acquired by the scanner body coil with parameters FOV = 192 × 192 mm2, resolution = 1 × 1 mm2, TR = 200ms, and TE = 4.6 ms. Four types of images (water, water fat in-phase, water fat out-of-phase, and fat) were generated resulting in a total of 20 images. Scan time was 3 min 52 sec. For sodium relaxation, muscle typically has a T1 of 12 – 25ms, a short T2 (T2, short) of 1.5 – 2.5ms, and a long T2 (T2, long) of 15 – 30ms [2]. To our knowledge, skin relaxation times are not readily available, so we assume that they are within a similar range as muscle. To eliminate the T1 effect in tissues, a TR of approximately 5T1, tissue was chosen to allow the longitudinal magnetization to fully relax, and the shortest possible TE was chosen to maximize SNR (signal-to-noise ratio). Aqueous NaCl solution has a T2 (long component only) that is close to its T1 ranging from 50 – 60ms [5, 37]. Although longitudinal magnetization in the phantom is not fully relaxed for the selected TR, higher SNR would be achieved by increasing the number of signal averages for a given total scan time. In view of these factors, sodium imaging was performed using an optimized 3D Gradient-echo sequence, with parameters FOV = 192 × 192 × 210mm3, voxel size = 3 × 3 × 30mm3, 7 slices, TR/TE/FA = 130ms/0.99ms/90°, bandwidth = 434Hz/pixel, acquisitions: 26, scan time = 15 min 54 sec. Prior to human imaging, the sodium coil homogeneity was examined on a plastic jar phantom (inner diameter = 14 cm, volume = 3.5L) filled with a 50mM aqueous NaCl solution using the above sodium imaging technique. A uniform sodium image was acquired (Fig. 2) indicating the imaging data acquired by the coil can be used reliably for sodium quantification without further B1 calibration. All the human imaging data were processed off-line with custom MATLAB (R2013a) scripts.
2.2. Data processing
The mDixon and sodium scans were aligned in the middle of their imaging slabs, so that the center slice of each modality was taken for ROI definition and sodium quantification. The muscle ROIs included five regions (anterior compartment, peroneus, soleus, medial gastrocnemius, and lateral gastrocnemius) which were drawn on the mDixon images. Skin ROI and phantom ROIs were drawn on the sodium image directly, see Fig. 3.
Sodium quantification was performed by comparing signal intensities between tissue and calibration phantoms on the sodium image. A linear relationship (sodium concentration vs signal intensity) was assessed based on the phantom data, and results from a linear regression were applied to the tissue regions to quantify sodium content assuming the same T1 and T2 values for tissue and solutions. ImageJ (NIH, version 1.49v) was used for drawing ROIs and making signal intensity measurements.
2.3. Statistical analysis
Sodium differences between muscle and skin were computed for each subject (ΔTSC = TSCmuscle − TSCskin), and a Wilcoxon rank sum test was applied to the ΔTSC series of males and females to examine if they were significantly different (with P value reported).
To further examine contributions from other factors, a multiple linear regression model was applied in which sodium difference was the outcome variable and gender was the main explanatory variable while two potential confounders, i.e., age and BMI (body mass index) were added to the model.
In addition, a scatter plot was used to depict the relationship between ΔTSC and age for all subjects, and the correlation was examined by a linear regression analysis.
3. Results
Table 1 summarizes the demographic information and TSC in muscle and skin for males and females, along with the calculation of ΔTSC (= TSCmuscle − TSCskin). Notably, a majority of the males have higher TSC in skin than in muscle, while female muscle TSC is greater than skin TSC. The Wilcoxon rank sum test confirms the sex difference in sodium deposition between muscle and skin is significantly different (P = 3.10×10−5). The multiple linear regression also showed a statistically significant effect of sex (P < 1.0×10−4) on the difference between sodium deposition in muscle and skin, while taking the effects of age and BMI into account.
Fig. 4 plots the correlation between sodium difference (ΔTSC = TSCmuscle − TSCskin) and age for males and females. Younger subjects appear to have lower |ΔTSC|, but it is more variable in males. The absolute value of ΔTSC tends to increase with increased age for both males and females, which is verified by the linear regressions (females: r = 0.41, P = 0.089; males: r = 0.57, P = 0.0084. Here r represents correlation coefficient).
4. Discussion
Our results show there are different patterns of sodium accumulation in muscle and skin for men and women, a difference that appears to increase with age. The MRI method used is able to unambiguously differentiate sodium in muscles and skin of the leg and quantify spatial differences in concentration with good precision and spatial resolution. These findings are relevant to the interpretation of sodium measurements that may be used to follow changes over time in, for example, patients with hypertension or chronic kidney disease.
Skin is an important site for extrarenal regulation of sodium metabolism. There is evidence that the skin interstitium concentrates electrolytes and thereby may provide a physiological barrier which induces a continuous solvent drag for water, very similar to the renal medullary interstitium. However, the physiological function of this process is not well characterized. It has also been suggested that sodium storage in skin may be relevant in health and disease [32, 33], but the mechanisms of sodium ions entry into the skin, and its clearance from interstitial tissue, still remain unclear [38].
In this study, we found gender differences of sodium deposition between muscle and skin. Men show higher sodium content in skin than in muscle, which is contrary to women who tend to accumulate higher muscle than skin sodium. Whether such differences reflect differences in sodium metabolic patterns or possibly the influence of other factors such as skin thickness and lipid content, which may be different amongst the sexes, remains unclear.
There are certain aspects can be further improved in our study. First, although it is reasonable for sodium imaging, the in-plane resolution of our sodium image (3mm × 3mm) is relatively low, which could be improved at higher field (such as 7T) and/or with more advanced UTE-like sequences. Second, the measured sodium signal was from both intracellular and extracellular spaces in our study. To be more specific for the underlying pathologic process, a selective assessment of the intra- or extracellular sodium might be more indicative. Prospective MRI approaches for selecting intra- or extracellular sodium could be based on inversion recovery (IR) [39, 40] or multiple quantum filter (such as double quantum filter - DQF, triple quantum filter - TQF), although the latter would need more investigation due to the large specific absorption rate (SAR) [41–43]. Moreover, T2, short and T2, long components in biological tissues constitute roughly 60% and 40% of the transverse magnetization [44]. There is often considerable signal loss in tissues due to the rapid decay of T2, short components when TE is not sufficiently short. Therefore, although such effects do not influence the conclusions of this study, sodium levels reported may not be accurate in an absolute sense because they assume equal relaxation times for sodium in tissue and the phantoms, which may underestimate the levels of sodium in tissue.
In conclusion, a significant sex dependent difference in sodium deposition between muscle and skin was found, with males having higher sodium content in skin than in muscle, while females have higher muscle sodium than skin sodium. This observation appears to be more reliable with increased age.
Acknowledgments
The work was supported by NIH T32 EB001628, and the Vanderbilt University Institute of Imaging Science (VUIIS) internal funds.
Footnotes
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