| Literature DB >> 19578502 |
Birong Liao1, Eileen McCall, Karen Cox, Chung-Wein Lee, Shuguang Huang, Richard E Higgs, Li-Chun Chio, Eugene Zhen, John E Hale, Nancy K Jackson, Pamela G Rutherford, Xiao-di Huang, Donetta Gifford-Moore, Kwan Hui, Kevin Duffin, Kenneth E Gould, Mark Rekhter.
Abstract
BACKGROUND: Current drug therapy of atherosclerosis is focused on treatment of major risk factors, e.g. hypercholesterolemia while in the future direct disease modification might provide additional benefits. However, development of medicines targeting vascular wall disease is complicated by the lack of reliable biomarkers. In this study, we took a novel approach to identify circulating biomarkers indicative of drug efficacy by reducing the complexity of the in vivo system to the level where neither disease progression nor drug treatment was associated with the changes in plasma cholesterol.Entities:
Year: 2008 PMID: 19578502 PMCID: PMC2688353 DOI: 10.4137/bmi.s632
Source DB: PubMed Journal: Biomark Insights ISSN: 1177-2719
Figure 1Atherosclerotic plaque develops steadily when ApoE−/− mouse ages from 8 to 32 weeks (a). Simvastatin treatment significantly increases plaque formation in ApoE−/− mice, whereas ramipril significantly decreases plaque formation during 8 week (b), 16 week (c) and 24 week (d) treatments. Asterisk indicates p-value of <0.05 compared to the control.
Figure 2Both simvastatin and ramipril treatments do not alter cholesterol level of ApoE−/− mice. Ramapril treatment does not change the triglyceride level of ApoE−/− mice, whereas simvastatin treatment significantly reduces the triglyceride level of ApoE−/− mice. Asterisk indicates a statistically significant difference with p value <0.05 compared to the same age control.
Cholesterol (a) and Triglyceride (b) concentration in ApoE−/− Mice.
| ( | ||||
| Week | 8 | 16 | 24 | 32 |
| Control | 389.75 + 83.74 | 599.5 + 122.30 | 511.32 + 114.87 | 640.00 + 135.15 |
| Simvastatin | 806.18 + 392.78 | 633.89 + 180.28 | 516.39 + 119.91 | |
| Ramipril | 594.25 + 126.12 | 564 + 131.54 | 562.00 + 151.51 | |
| ( | ||||
| Week | 8 | 16 | 24 | 32 |
| Control | 145.00 + 36.09 | 302.75 + 128.86 | 145.53 + 66.58 | 252.00 + 82.90 |
| Simvastatin | 68.82 + 32.19 | 51.58 + 29.58 | 51.94 + 19.64 | |
| Ramipril | 226.50 + 78.46 | 186.75 + 77.28 | 192.00 + 89.02 | |
Figure 3Expression changes of whole blood RNA from simvastatin or ramipril treated ApoE−/− mice at the age of 16 weeks (a), 24 weeks (b) and 32 weeks (c). Y-axis is the fold change compared to the control group (1 means no change). Note the direction and robustness of changes of CD14, IL1RN and MMP9 over treatment times. The mice were initially fed with the Chow diet for 8 weeks before subsequent drug treatments. Asterisk indicates a statically significant difference with p value < 0.05 between simvastatin and ramipril groups.
Figure 4The plasma concentration of CD14, fibrinogen, IL1β, IL18, MCSF, MMP-9 and VCAM-1 changes in ApoE−/− mice treated with simvastatin or ramipril. In general, the concentrations of these markers increase in mice treated with simvastatin, whereas they decrease in mice treated with ramipril. LDD—Least Detectable Dose as determined by Rules Based Medicine (Austin, TX), red line—simvastatin treatment, green line—ramipril treatment, blue line—the Chow fed control. Asterisk indicates a statically significant difference with p value < 0.05 between simvastatin/or ramipril and control groups.
White Blood Cell Count From ApoE−/− Mice*.
| Week | Treatment | WBC (10^3/μL) |
|---|---|---|
| 32 | Control | 3.08 ± 0.70 |
| 32 | Simvastatin | 3.35 ± 1.66 |
| 32 | Ramipril | 2.67 ± 0.98 |
| 24 | Control | 2.96 ± 0.66 |
| 24 | Simvastatin | 1.69 ± 0.53 |
| 24 | Ramipril | 2.70 ± 0.63 |
| 16 | Control | 1.85 ± 0.84 |
| 16 | Simvastatin | 1.97 ± 0.15 |
| 16 | Ramipril | NA |
| 8 | Control | 2.05 ± 0.92 |
There is no statistical significant difference among groups.
Multi-analyte profile of plasma protein from apoE−/− mice.
| Marker | Treatment1 | Treatment2 | Conc_1 | Conc_2 | Fold change | p value | LDD |
|---|---|---|---|---|---|---|---|
| CD40 | 16wRam | 16wCon | 82.81 ± 22.949 | 66.74 ± 19.237 | 1.24 | 0.1284 | 12 |
| CD40 | 16wSim | 16wCon | 113.84 ± 42.431 | 66.74 ± 19.237 | 1.71 | 0.0001 | 12 |
| CD40 | 24wRam | 24wCon | 56.96 ± 8.867 | 62.41 ± 19.322 | −1.1 | 0.6445 | 12 |
| CD40 | 24wSim | 24wCon | 119.97 ± 30.577 | 62.41 ± 19.322 | 1.92 | 0 | 12 |
| CD40 | 32wRam | 32wCon | 42.5 ± 12.481 | 59.58 ± 19.073 | −1.4 | 0.1159 | 12 |
| CD40 | 32wSim | 32wCon | 95.33 ± 33.306 | 59.58 ± 19.073 | 1.6 | 0.0033 | 12 |
| CD40 | 16wCon | 8wCon | 66.74 ± 19.237 | 59.81 ± 9.015 | 1.12 | 0.5208 | 12 |
| CD40 | 16wRam | 8wCon | 82.81 ± 22.949 | 59.81 ± 9.015 | 1.38 | 0.0354 | 12 |
| CD40 | 16wSim | 8wCon | 113.84 ± 42.431 | 59.81 ± 9.015 | 1.9 | 0 | 12 |
| CD40 | 24wCon | 8wCon | 62.41 ± 19.322 | 59.81 ± 9.015 | 1.04 | 0.8257 | 12 |
| CD40 | 24wRam | 8wCon | 56.96 ± 8.867 | 59.81 ± 9.015 | −1.1 | 0.7963 | 12 |
| CD40 | 24wSim | 8wCon | 119.97 ± 30.577 | 59.81 ± 9.015 | 2.01 | 0 | 12 |
| CD40 | 32wCon | 8wCon | 59.58 ± 19.073 | 59.81 ± 9.015 | −1 | 0.9832 | 12 |
| CD40 | 32wRam | 8wCon | 42.5 ± 12.481 | 59.81 ± 9.015 | −1.4 | 0.1111 | 12 |
| CD40 | 32wSim | 8wCon | 95.33 ± 33.306 | 59.81 ± 9.015 | 1.59 | 0.0035 | 12 |
| Fibrinogen | 16wRam | 16wCon | 3358 ± 949.18 | 3810 ± 500.58 | −1.1 | 0.398 | 12 |
| Fibrinogen | 16wSim | 16wCon | 3615 ± 496.47 | 3810 ± 500.58 | −1.1 | 0.7305 | 12 |
| Fibrinogen | 24wRam | 24wCon | 4037.78 ± 646.43 | 4596.67 ± 1647.3 | −1.1 | 0.3218 | 12 |
| Fibrinogen | 24wSim | 24wCon | 3408.89 ± 744.32 | 4596.67 ± 1647.3 | −1.3 | 0.0372 | 12 |
| Fibrinogen | 32wRam | 32wCon | 3614 ± 648.08 | 4371 ± 971.3 | −1.2 | 0.1585 | 12 |
| Fibrinogen | 32wSim | 32wCon | 5494.29 ± 3060.4 | 4371 ± 971.3 | 1.26 | 0.0588 | 12 |
| Fibrinogen | 16wCon | 8wCon | 3810 ± 500.58 | 2553.33 ± 754.4 | 1.49 | 0.0241 | 12 |
| Fibrinogen | 16wRam | 8wCon | 3358 ± 949.18 | 2553.33 ± 754.4 | 1.32 | 0.1448 | 12 |
| Fibrinogen | 16wSim | 8wCon | 3615 ± 496.47 | 2553.33 ± 754.4 | 1.42 | 0.0699 | 12 |
| Fibrinogen | 24wCon | 8wCon | 4596.67 ± 1647.3 | 2553.33 ± 754.4 | 1.8 | 0.0005 | 12 |
| Fibrinogen | 24wRam | 8wCon | 4037.78 ± 646.43 | 2553.33 ± 754.4 | 1.58 | 0.0097 | 12 |
| Fibrinogen | 24wSim | 8wCon | 3408.89 ± 744.32 | 2553.33 ± 754.4 | 1.34 | 0.1309 | 12 |
| Fibrinogen | 32wCon | 8wCon | 4371 ± 971.3 | 2553.33 ± 754.4 | 1.71 | 0.0013 | 12 |
| Fibrinogen | 32wRam | 8wCon | 3614 ± 648.08 | 2553.33 ± 754.4 | 1.42 | 0.0558 | 12 |
| Fibrinogen | 32wSim | 8wCon | 5494.29 ± 3060.4 | 2553.33 ± 754.4 | 2.15 | 0 | 12 |
| IL_18 | 16wRam | 16wCon | 0.85 ± 0.122 | 0.84 ± 0.065 | 1.01 | 0.8771 | 0.67 |
| IL_18 | 16wSim | 16wCon | 1.18 ± 0.155 | 0.84 ± 0.065 | 1.4 | 0.0001 | 0.67 |
| IL_18 | 24wRam | 24wCon | 0.88 ± 0.161 | 0.94 ± 0.254 | −1.1 | 0.4334 | 0.67 |
| IL_18 | 24wSim | 24wCon | 1.18 ± 0.218 | 0.94 ± 0.254 | 1.26 | 0.0027 | 0.67 |
| IL_18 | 32wRam | 32wCon | 0.8 ± 0.161 | 0.95 ± 0.21 | −1.2 | 0.0475 | 0.67 |
| IL_18 | 32wSim | 32wCon | 1.37 ± 0.103 | 0.95 ± 0.21 | 1.45 | 0 | 0.67 |
| IL_18 | 16wCon | 8wCon | 0.84 ± 0.065 | 0.78 ± 0.079 | 1.07 | 0.4435 | 0.67 |
| IL_18 | 16wRam | 8wCon | 0.85 ± 0.122 | 0.78 ± 0.079 | 1.09 | 0.3598 | 0.67 |
| IL_18 | 16wSim | 8wCon | 1.18 ± 0.155 | 0.78 ± 0.079 | 1.5 | 0 | 0.67 |
| IL_18 | 24wCon | 8wCon | 0.94 ± 0.254 | 0.78 ± 0.079 | 1.2 | 0.0498 | 0.67 |
| IL_18 | 24wRam | 8wCon | 0.88 ± 0.161 | 0.78 ± 0.079 | 1.12 | 0.2319 | 0.67 |
| IL_18 | 24wSim | 8wCon | 1.18 ± 0.218 | 0.78 ± 0.079 | 1.5 | 0 | 0.67 |
| IL_18 | 32wCon | 8wCon | 0.95 ± 0.21 | 0.78 ± 0.079 | 1.21 | 0.0317 | 0.67 |
| IL_18 | 32wRam | 8wCon | 0.8 ± 0.161 | 0.78 ± 0.079 | 1.02 | 0.8209 | 0.67 |
| IL_18 | 32wSim | 8wCon | 1.37 ± 0.103 | 0.78 ± 0.079 | 1.75 | 0 | 0.67 |
| IL_1beta | 16wRam | 16wCon | 0.44 ± 0.055 | 0.4 ± 0.089 | 1.11 | 0.3863 | 0.45 |
| IL_1beta | 16wSim | 16wCon | 0.51 ± 0.175 | 0.4 ± 0.089 | 1.27 | 0.048 | 0.45 |
| IL_1beta | 24wRam | 24wCon | 0.42 ± 0.118 | 0.5 ± 0.105 | −1.2 | 0.1166 | 0.45 |
| IL_1beta | 24wSim | 24wCon | 0.61 ± 0.093 | 0.5 ± 0.105 | 1.21 | 0.0519 | 0.45 |
| IL_1beta | 32wRam | 32wCon | 0.37 ± 0.111 | 0.54 ± 0.12 | −1.4 | 0.002 | 0.45 |
| IL_1beta | 32wSim | 32wCon | 0.66 ± 0.042 | 0.54 ± 0.12 | 1.23 | 0.026 | 0.45 |
| IL_1beta | 16wCon | 8wCon | 0.4 ± 0.089 | 0.35 ± 0.156 | 1.13 | 0.3782 | 0.45 |
| IL_1beta | 16wRam | 8wCon | 0.44 ± 0.055 | 0.35 ± 0.156 | 1.26 | 0.0916 | 0.45 |
| IL_1beta | 16wSim | 8wCon | 0.51 ± 0.175 | 0.35 ± 0.156 | 1.44 | 0.0075 | 0.45 |
| IL_1beta | 24wCon | 8wCon | 0.5 ± 0.105 | 0.35 ± 0.156 | 1.42 | 0.0077 | 0.45 |
| IL_1beta | 24wRam | 8wCon | 0.42 ± 0.118 | 0.35 ± 0.156 | 1.18 | 0.236 | 0.45 |
| IL_1beta | 24wSim | 8wCon | 0.61 ± 0.093 | 0.35 ± 0.156 | 1.72 | 0 | 0.45 |
| IL_1beta | 32wCon | 8wCon | 0.54 ± 0.12 | 0.35 ± 0.156 | 1.52 | 0.0009 | 0.45 |
| IL_1beta | 32wRam | 8wCon | 0.37 ± 0.111 | 0.35 ± 0.156 | 1.06 | 0.6756 | 0.45 |
| IL_1beta | 32wSim | 8wCon | 0.66 ± 0.042 | 0.35 ± 0.156 | 1.88 | 0 | 0.45 |
| MMP_9 | 16wRam | 16wCon | 6.33 ± 1.749 | 5.43 ± 1.606 | 1.17 | 0.4204 | 10 |
| MMP_9 | 16wSim | 16wCon | 11.7 ± 2.561 | 5.43 ± 1.606 | 2.15 | 0 | 10 |
| MMP_9 | 24wRam | 24wCon | 6.61 ± 3.155 | 8.79 ± 3.575 | −1.3 | 0.0669 | 10 |
| MMP_9 | 24wSim | 24wCon | 13.36 ± 2.711 | 8.79 ± 3.575 | 1.52 | 0.0002 | 10 |
| MMP_9 | 32wRam | 32wCon | 7.01 ± 1.989 | 9.44 ± 2.785 | −1.3 | 0.0316 | 10 |
| MMP_9 | 32wSim | 32wCon | 14.57 ± 2.769 | 9.44 ± 2.785 | 1.54 | 0.0001 | 10 |
| MMP_9 | 16wCon | 8wCon | 5.43 ± 1.606 | 7.55 ± 1.138 | −1.4 | 0.0668 | 10 |
| MMP_9 | 16wRam | 8wCon | 6.33 ± 1.749 | 7.55 ± 1.138 | −1.2 | 0.2879 | 10 |
| MMP_9 | 16wSim | 8wCon | 11.7 ± 2.561 | 7.55 ± 1.138 | 1.55 | 0.0009 | 10 |
| MMP_9 | 24wCon | 8wCon | 8.79 ± 3.575 | 7.55 ± 1.138 | 1.16 | 0.2941 | 10 |
| MMP_9 | 24wRam | 8wCon | 6.61 ± 3.155 | 7.55 ± 1.138 | −1.1 | 0.4252 | 10 |
| MMP_9 | 24wSim | 8wCon | 13.36 ± 2.711 | 7.55 ± 1.138 | 1.77 | 0 | 10 |
| MMP_9 | 32wCon | 8wCon | 9.44 ± 2.785 | 7.55 ± 1.138 | 1.25 | 0.1023 | 10 |
| MMP_9 | 32wRam | 8wCon | 7.01 ± 1.989 | 7.55 ± 1.138 | −1.1 | 0.6352 | 10 |
| MMP_9 | 32wSim | 8wCon | 14.57 ± 2.769 | 7.55 ± 1.138 | 1.93 | 0 | 10 |
| M_CSF | 16wRam | 16wCon | 3.8 ± 0.362 | 3.77 ± 0.327 | 1.01 | 0.8943 | 0.018 |
| M_CSF | 16wSim | 16wCon | 4.86 ± 0.573 | 3.77 ± 0.327 | 1.29 | 0.0002 | 0.018 |
| M_CSF | 24wRam | 24wCon | 3.59 ± 0.456 | 3.88 ± 1.067 | −1.1 | 0.2943 | 0.018 |
| M_CSF | 24wSim | 24wCon | 4.76 ± 0.595 | 3.88 ± 1.067 | 1.23 | 0.0019 | 0.018 |
| M_CSF | 32wRam | 32wCon | 3.31 ± 0.699 | 3.85 ± 0.611 | −1.2 | 0.0449 | 0.018 |
| M_CSF | 32wSim | 32wCon | 4.79 ± 0.467 | 3.85 ± 0.611 | 1.25 | 0.0016 | 0.018 |
| M_CSF | 16wCon | 8wCon | 3.77 ± 0.327 | 2.93 ± 0.322 | 1.29 | 0.0026 | 0.018 |
| M_CSF | 16wRam | 8wCon | 3.8 ± 0.362 | 2.93 ± 0.322 | 1.3 | 0.0017 | 0.018 |
| M_CSF | 16wSim | 8wCon | 4.86 ± 0.573 | 2.93 ± 0.322 | 1.66 | 0 | 0.018 |
| M_CSF | 24wCon | 8wCon | 3.88 ± 1.067 | 2.93 ± 0.322 | 1.32 | 0.001 | 0.018 |
| M_CSF | 24wRam | 8wCon | 3.59 ± 0.456 | 2.93 ± 0.322 | 1.22 | 0.0203 | 0.018 |
| M_CSF | 24wSim | 8wCon | 4.76 ± 0.595 | 2.93 ± 0.322 | 1.63 | 0 | 0.018 |
| M_CSF | 32wCon | 8wCon | 3.85 ± 0.611 | 2.93 ± 0.322 | 1.31 | 0.0011 | 0.018 |
| M_CSF | 32wRam | 8wCon | 3.31 ± 0.699 | 2.93 ± 0.322 | 1.13 | 0.1617 | 0.018 |
| M_CSF | 32wSim | 8wCon | 4.79 ± 0.467 | 2.93 ± 0.322 | 1.64 | 0 | 0.018 |
| VCAM_1 | 16wRam | 16wCon | 1151.8 ± 194.51 | 1141 ± 117.99 | 1.01 | 0.9075 | 0.95 |
| VCAM_1 | 16wSim | 16wCon | 1692.5 ± 176.7 | 1141 ± 117.99 | 1.48 | 0 | 0.95 |
| VCAM_1 | 24wRam | 24wCon | 1296.67 ± 188.75 | 1296.67 ± 301.04 | 0 | 1 | 0.95 |
| VCAM_1 | 24wSim | 24wCon | 1956.67 ± 197.23 | 1296.67 ± 301.04 | 1.51 | 0 | 0.95 |
| VCAM_1 | 32wRam | 32wCon | 1252.6 ± 186.93 | 1449 ± 243.33 | −1.2 | 0.0371 | 0.95 |
| VCAM_1 | 32wSim | 32wCon | 1891.43 ± 297.96 | 1449 ± 243.33 | 1.31 | 0 | 0.95 |
| VCAM_1 | 16wCon | 8wCon | 1141 ± 117.99 | 763.22 ± 107.73 | 1.49 | 0.0002 | 0.95 |
| VCAM_1 | 16wRam | 8wCon | 1151.8 ± 194.51 | 763.22 ± 107.73 | 1.51 | 0.0001 | 0.95 |
| VCAM_1 | 16wSim | 8wCon | 1692.5 ± 176.7 | 763.22 ± 107.73 | 2.22 | 0 | 0.95 |
| VCAM_1 | 24wCon | 8wCon | 1296.67 ± 301.04 | 763.22 ± 107.73 | 1.7 | 0 | 0.95 |
| VCAM_1 | 24wRam | 8wCon | 1296.67 ± 188.75 | 763.22 ± 107.73 | 1.7 | 0 | 0.95 |
| VCAM_1 | 24wSim | 8wCon | 1956.67 ± 197.23 | 763.22 ± 107.73 | 2.56 | 0 | 0.95 |
| VCAM_1 | 32wCon | 8wCon | 1449 ± 243.33 | 763.22 ± 107.73 | 1.9 | 0 | 0.95 |
| VCAM_1 | 32wRam | 8wCon | 1252.6 ± 186.93 | 763.22 ± 107.73 | 1.64 | 0 | 0.95 |
| VCAM_1 | 32wSim | 8wCon | 1891.43 + 297.96 | 763.22 ± 107.73 | 2.48 | 0 | 0.95 |
Week and treatment. For example, 32wSim indicates simvastatin treated animals at the age of 32 weeks. Ram –Ramipril, Con – control.
Least detectable dose.