| Literature DB >> 24119158 |
Lourdes Craver1, Adriana Dusso, Montserrat Martinez-Alonso, Felipe Sarro, José M Valdivielso, Elvira Fernández.
Abstract
BACKGROUND: Vascular calcification (VC) contributes to high mortality rates in chronic kidney disease (CKD). High serum phosphate and FGF23 levels and impaired phosphaturic response to FGF23 may affect VC. Therefore, their relative contribution to abdominal aortic calcification (AAC) was examined in patients CKD stages 3-4.Entities:
Mesh:
Substances:
Year: 2013 PMID: 24119158 PMCID: PMC3852798 DOI: 10.1186/1471-2369-14-221
Source DB: PubMed Journal: BMC Nephrol ISSN: 1471-2369 Impact factor: 2.388
Characteristics of the overall sample and subgroups defined by KI values
| | | ||||
|---|---|---|---|---|---|
| 37.6 (67) | 52.6 (30) | 29.4 (20) | 32.1 (17) | 0.017 | |
| 69.1 ± 11.6 | 61 ± 14 | 71 ± 8 | 75 ± 6 | 0.001 | |
| 28.5 ± 5.2 | 28.2 ± 6.1 | 29.2 ± 4.5 | 27.9 ± 4.9 | 0.342 | |
| 138.9 ± 21.2 | 134 ± 22 | 142 ± 19 | 140 ± 22 | 0.118 | |
| 72.6 ± 10.9 | 74 ± 10 | 73 ± 11 | 70 ± 12 | 0.123 | |
| 66.3 ± 19.9 | 60 ± 21 | 69 ± 19 | 70 ± 19 | 0.011 | |
| | | | | 0.169 | |
| | 33.7 (60) | 42.1 (24) | 35.3 (24) | 22.6 (12) | |
| | 66.3 (118) | 57.9 (33) | 64.7 (44) | 77.4 (41) | |
| | | | | | |
| | 38.8 (69) | 24.6 (14) | 41.2 (28) | 50.9 (27) | 0.015 |
| | 36.0 (64) | 26.3 (15) | 41.2 (28) | 39.6 (21) | 0.179 |
| | 95.5 (170) | 96.5 (55) | 92.6 (63) | 98.1 (52) | 0.392 |
| | | | | 0.011 | |
| | 18.0 (32) | 14 (8) | 19.1 (13) | 20.8 (11) | |
| | 32.6 (58) | 19.3 (11) | 38.2 (26) | 39.6 (21) | |
| | 18.0 (32) | 17.5 (10) | 25 (17) | 9.4 (5) | |
| | 15.2 (27) | 22.8 (13) | 10.3 (7) | 13.2 (7) | |
| | 16.3 (29) | 26.3 (15) | 7.4 (5) | 17 (9) | |
| 38.8 (69) | 17.5 (10) | 42.6 (29) | 56.6 (30) | 0.001 | |
| | 11.2 (20) | 5.3 (3) | 13.2 (9) | 15.1 (8) | 0.212 |
| | 23.0 (41) | 7 (4) | 26.5 (18) | 35.8 (19) | 0.001 |
| | 9.1 (16) | 5.4 (3) | 10.3 (7) | 11.5 (6) | 0.513 |
| | 16.9 (30) | 12.3 (7) | 17.6 (12) | 20.8 (11) | 0.482 |
| | 0.92 ± 0.25 | 0.95 ± 0.2 | 0.91 ± 0.20 | 0.91 ± 0.33 | 0.552 |
| | 37.6 (67) | 28.1 (16) | 42.6 (29) | 41.5 (22) | 0.193 |
| | | | | | |
| | 0.83 ± 0.17 | 0.72 ± 0.14 | 0.86 ± 0.15 | 0.91 ± 0.18 | 0.001 |
| | 73.6 (131) | 45.6 (26) | 82.4 (56) | 92.5 (4950) | 0.001 |
| | | | | 0.001 | |
| | 25.8 (46) | 54.4 (31) | 16.2 (11) | 7.5 (4) | |
| | 53.9 (96) | 33.3 (19) | 58.8 (40) | 69.8 (37) | |
| | 20.2 (36) | 12.3 (7) | 25 (17) | 22.6 (12) | |
| | | | | | |
| | 112.7 ± 39.1 | 107 ± 32 | 118 ± 45 | 111 ± 37 | 0.283 |
| | 166.2 ± 30.9 | 171 ± 31 | 161 ± 32 | 168 ± 29 | 0.164 |
| | 4.3 ± 0.3 | 4.3 ± 0.4 | 4.3 ± 0.2 | 4.3 ± 0.2 | 0.629 |
| | 5.2 ± 6.7 | 4.7 ± 5.3 | 4.8 ± 4.8 | 6.1 ± 9.7 | 0.468 |
| | 2.5 ± 0.7 | 2.5 ± 0.8 | 2.5 ± 0.7 | 2.6 ± 0.7 | 0.731 |
| | 27.2 ± 9.6 | 27.5 ± 9.9 | 28.2 ± 10.4 | 25.5 ± 7.9 | 0.309 |
| | 9.2 ± 0.47 | 9.3 ± 0.46 | 9.2 ± 0.51 | 9.2 ± 0.41 | 0.311 |
| | 3.8 ± 0.6 | 3.9 ± 0.8 | 3.7 ± 0.5 | 3.8 ± 0.6 | 0.090 |
| | 34.8 ± 6.0 | 36.4 ± 7.3 | 33.6 ± 4.7 | 34.6 ± 5.5 | 0.036 |
| | 18.5 ± 9.7 | 17.4 ± 6.2 | 18.2 ± 9.0 | 20.1 ± 12.9 | 0.336 |
| | 15.6 ± 9.9 | 16.2 ± 10.1 | 14.8 ± 9.9 | 15.9 ± 9.9 | 0.711 |
| | 22.6 ± 13.6 | 23.5 ± 17.6 | 22.6 ± 12.7 | 21.5 ± 9.1 | 0.898 |
| | 16.5 ± 10.4 | 15.7 ± 8.8 | 17.6 ± 12.7 | 15.9 ± 8.4 | 0.509 |
| | 35.8 ± 11.0 | 35.6 ± 11.4 | 36.2 ± 10.7 | 35.6 ± 11.2 | 0.931 |
| | 2.4 ± 1.1 | 2.4 ± 1.1 | 2.3 ± 0.9 | 2.6 ± 1.3 | 0.357 |
| | 0.95 ± 0.8 | 0.96 ± 0.9 | 0.99 ± 0.9 | 0.89 ± 0.5 | 0.790 |
| | 153.8 ± 111.5 | 136.1 ± 72.1 | 130.8 ± 81.9 | 202.4 ± 156.9 | 0.001 |
| | 482.2 ± 223.1 | 491 ± 250 | 466 ± 193 | 493 ± 230 | 0.739 |
| | 1.01 ± 0.27 | 1.01 ± 0.27 | 1.02 ± 0.28 | 1.02 ± 0.28 | 0.977 |
| | | | | | |
| | 12.9 (23) | 19.3 (11) | 8.8 (6) | 11.3 (6) | 0.202 |
| | 39.3 (70) | 36.8 (21) | 45.6 (31) | 34 (18) | 0.386 |
| | 4.5 (8) | 5.3 (3) | 5.9 (4) | 1.9 (1) | 0.659 |
| | 48.3 (86) | 31.6 (18) | 50 (34) | 64.2 (34) | 0.002 |
| | 70.8 (126) | 59.6 (34) | 76.5 (52) | 75.5 (40) | 0.080 |
| | 64.6 (115) | 56.1 (32) | 60.3 (41) | 79.2 (42) | 0.025 |
| | 77.3 (85) | 67.7 (21) | 79.5 (31) | 82.5 (33) | 0.311 |
Data are presented as % (n) = Percentage (number of patients) or Mean ± SD; P values were determined by Chi squared tests (or Fisher exact test in case of expected frequencies lower than 5) for comparison of frequencies, and Kruskal Wallis tests for quantitative variables. Abbreviations: KI, Kauppila Index; BMI, Body mass index; BP, Blood pressure; CD, Cardiovascular disease; CHF, Cardiac heart failure; ABI, Ankle, brachial index; IMT, Intima-media thickness; CRP, C reactive protein; eGFR, Estimated GFR; Bone Alp, Bone alkaline phosphatase; FEP, FECa and FENa indicate fractional excretion of phosphate, calcium and sodium, respectively; AS, Atherosclerosis score.
Multivariate linear regression analysis of factors associated with the severity of abdominal aortic calcification
| | ||||||
|---|---|---|---|---|---|---|
| Intercept | −11.568 | −17.218, 5.917 | <0.001 | −10.887 | −19.151; -2.622 | 0.010 |
| Male sex | 1.237 | 0.058; 2.417 | 0.040 | 1.490 | −0.075; 3.055 | 0.062 |
| Age (y) | 0.108 | 0.055; 0.162 | <0.001 | 0.097 | 0.025; 0.168 | 0.009 |
| CKD Stage 4 vs. 3 | 1.704 | 0.349; 3.058 | 0.014 | N/A | N/A | N/A |
| Carotid plaque | 1.978 | 0.560; 3.396 | 0.007 | 2.491 | 0.429; 4.552 | 0.018 |
| FEP | −0.071 | −0.127; -0.015 | 0.013 | −0.083 | −0.154; -0.012 | 0.023 |
| Ln(FGF23) | 1.488 | 0.448; 2.529 | 0.005 | 1.839 | 0.438; 3.240 | 0.011 |
Coefficient (B) and 95% confidence intervals (CI) for variables with a statistically significant (p < 0.05) contribution to explain the magnitude of abdominal aortic calcification (AAC), measured by Kauppila Index (KI), in a multivariate linear regression model including all the patients (Model 1) or patients with an estimated eGFR below 30 ml/min (Model 2). The coefficients of determination (r2) for Model 1 and 2 were 0.301 and 0.286, respectively.
Figure 1Resistance to FGF23-driven phosphaturia in CKD patients with severe abdominal aortic calcification. Linear regression models for the relationship between FEP and serum FGF23 (A), or serum PTH (B) or estimated GFR (C) in the three subgroups of CKD patients defined by their Kauppila Index (KI; Black: KI = 0, no calcification; Green: KI = 1 to 5, moderate calcification; Red: KI > 5, severe calcification) in the whole patient population (Left side panels) or in patients with estimated GFR under 30 ml/min (Right side panels).
AAC and renal response to FGF23 in the course of CKD
| AAC (KI) | 2.8 ± 3.3 | 4.5 ± 4.6 | 0.02 |
| FEP (%) | 29.9 ± 8.1 | 38.8 ± 11.1 | 0.000001 |
| FGF23 (RU/ml) | 105.5 ± 87.8 | 178.4 ± 114.4 | 0.000001 |
| Log2 (FEP/FGF23) | −1.64 ± 0.84 | - 2.04 ± 0.78 | 0.002 |
| Klotho (pg/ml) | 458.6 ± 236.5 | 494.2 ± 216.0 | 0.238 |
Figure 2Biphasic relationship between the severity of abdominal aortic calcification with the phosphaturic response to FGF23. Linear regression (Gray line) and non parametric regression (Black, continuous lines) depicting the relationships between the ratio of FEP/FGF23 (in logarithmic scale (base 2): log2(FEP/FGF23)), in the X axis, with the Kauppila Index (Y axis). The softer continuous lanes mark the dispersion from the mean fit (see Methods for specifics). The box plot below the X axis shows that the cut-off point FEP/FGF23 = 1/3.9 coincides with the median for the log2(FEP/FGF23) in our patient population. Note that the cut-off point FEP/FGF23 = 1/3.9 also marks an inflexion point for quite distinct average changes for KI with changes in FEP/FGF23 ratios above and below the cut-off: No change in KI for FEP/FGF23 ratios above the cut off; Parallel increases in KI with decreases in FEP/FGF23 ratios below the cut-off. Note in the X axis, the FEP/FGF23 ratios corresponding to the values of log2(FEP/FGF23). The Box plot for KI distribution in our patients is depicted to the left of the Y axes.
Logistic regression analysis of factors associated with severe abdominal aortic calcification
| | | | | | ||
|---|---|---|---|---|---|---|
| Intercept | 0.003 | 0.000; 0.022 | <.001 | 0.005 | 0.000; 0.050 | <.001 |
| Male sex | 4.218 | 1.403; 14.207 | 0.014 | 4.167 | 1.050; 20.178 | 0.05 |
| Age (y) - 50 | 1.111 | 1.047; 1.194 | 0.002 | 1.083 | 1.011; 1.177 | 0.037 |
| CKD Stage 4 vs. 3 | 3.290 | 1.068; 10.773 | 0.041 | N/A | N/A | N/A |
| Carotid plaque | 6.131 | 1.605; 27.983 | 0.011 | 17.387 | 2.750;175.88 | 0.006 |
| Cutoff point | | | | | | |
| ((FEP/FGF23) < 1/3.9) | 3.915 | 1.346; 12.364 | 0.015 | 6.873 | 1.703; 35.999 | 0.011 |
Exp (B) for the intercept measures the estimated odds of KI > 5 for the reference or zero values of the explanatory variables in the model. Exp (B) of the predictor measures the odds ratio (B) associated to the variable category or 1 unit change depending of the nature of the variable. The table provides with Exp (B) and 95% confidence intervals (CI) for variables with a statistically significant (p < 0.05) contribution to explain the magnitude of abdominal aortic calcification (AAC) in a multivariate logistic regression model comparing KI > 5 vs. KI = 0 for all patients (Model 1), or among patients with an estimated GFR below 30 ml/min (Model 2). The ratio FEP/FGF23 was introduced as a binary variable with a cutoff point of (FEP/FGF23) < (1/3.9) (or equivalently, log2(FEP/FGF23) < log2(1/3.9)). The ROC curve in Figure 2 shows the high sensitivity and specificity of the logistic regression analysis in Model 1 (Area under the ROC curve = 0.89 and good model calibration, as measured by Hosmer-Lemenshow goodness-of-fit test p = 0.95). For Model 2, the area under the ROC curve = 0.899 and HL test p = 0.55.
Figure 3Validation of the logistic model identifying factors independently associated with severe abdominal aortic calcification. ROC curve depicting the high sensitivity of the logistic regression analysis of factors independently associated with severe abdominal aortic calcification (KI < 5) vs. no calcification (KI = 0) including all patients. The ROC curve includes male gender, age, CKD stage, the presence of carotid plaques, and the log2 (FEP/FGF23). The ratio FEP/FGF23 was introduced as a binary variable with a cutoff point of 1/3.9.
Figure 4The severity of AAC is higher in patients with a FEP/FGF23 below the threshold FEP/FGF23 = 1/3.9. Box-plot analysis of the AAC measured by the Kauppila index (KI) in patients with a ratio FEP/FGF23 below 1/3.9 or equal or above 1/3.9. Patients were divided in two groups defined by the median of the ratio (1/3.9).
Zero-inflated regression analysis of factors associated with abdominal aortic calcification, taking Negative binomial distribution to model KI scores
| | | | | | ||
|---|---|---|---|---|---|---|
| | | | | | ||
| Intercept | 1.568 | 0.897: 2.740 | 0.114 | 2.023 | 1.090; 3.756 | 0.026 |
| Male sex | 1.086 | 0.837; 1.410 | 0.534 | 1.115 | 0.830; 1.498 | 0.471 |
| Age (y) - 50 | 1.022 | 1.004; 1.040 | 0.015 | 1.010 | 0.989; 1.032 | 0.349 |
| CKD Stage 4 vs. 3 | 1.232 | 0.941; 1.612 | 0.128 | N/A | N/A | N/A |
| Carotid plaque | 1.266 | 0.844; 1.897 | 0.254 | 1.577 | 0.943; 2.636 | 0.082 |
| Cutoff point | | | | | | |
| ((FEP/FGF23) < 1/3.9) | 1.817 | 1.422; 2.320 | <0.001 | 1.847 | 1.374; 2.482 | <0.001 |
| | | | | | ||
| Intercept | 17.629 | 4.113; 75.551 | <0.001 | 6.329 | 1.506; 26.596 | 0.012 |
| Male sex | 0.250 | 0.092; 0.682 | 0.007 | 0.305 | 0.078; 1.189 | 0.087 |
| Age (y) - 50 | 0.919 | 0.875; 0.965 | 0.001 | 0.905 | 0.846; 0.969 | 0.004 |
| CKD Stage 4 vs. 3 | 0.347 | 0.128; 0.942 | 0.038 | N/A | N/A | N/A |
| Carotid plaque | 0.271 | 0.100; 0.738 | 0.011 | 0.337 | 0.080; 1.410 | 0.136 |
| Cutoff point | | | | | | |
| ((FEP/FGF23) < 1/3.9) | 1.047 | 0.410; 2.677 | 0.923 | 0.958 | 0.273; 3.356 | 0.946 |
Exp (B) for the first and second intercepts are the estimated KI score and the estimated odds of KI = 0 respectively for a patient with the reference categories or zero values of the explanatory variables in the model. Additionally Exp (B) of the predictor measures the odds ratio (B) associated to the variable category or 1 unit change depending of the nature of the variable. The table provides with Exp (B) and 95% confidence intervals (CI) for variables with a statistically significant (p < 0.05) contribution to explain the score of abdominal aortic calcification (AAC) measured by KI and the high frequency of no ACC (KI = 0) simultaneously in a multivariate Zero-inflated regression model in all patients (Model 1), or among patients with an estimated GFR below 30 ml/min (Model 2). The ratio FEP/FGF23 was introduced as a binary variable with a cutoff point of (FEP/FGF23) < (1/3.9).