Radiopaque embolic particles
09757480 · 2017-09-12
Assignee
Inventors
Cpc classification
A61K49/0419
HUMAN NECESSITIES
A61P7/04
HUMAN NECESSITIES
A61K33/00
HUMAN NECESSITIES
A61K33/00
HUMAN NECESSITIES
A61P41/00
HUMAN NECESSITIES
A61K2300/00
HUMAN NECESSITIES
A61K2300/00
HUMAN NECESSITIES
International classification
A61K9/14
HUMAN NECESSITIES
A61K33/00
HUMAN NECESSITIES
Abstract
A radiopaque particulate material one or more of SiO.sub.2, TiO.sub.2, La.sub.2O.sub.3, Na.sub.2O and MgO and useful for embolization which optionally includes therapeutic components that are released in vivo.
Claims
1. A particulate material comprising: 0.4-0.6 mole fraction SiO.sub.2; 0.00-0.1 mole fraction TiO.sub.2; 0.04-0.188 mole fraction La.sub.2O.sub.3; 0.008-0.290 mole fraction ZnO; about 0.035 mote fraction Na.sub.3O; about 0.035 mole fraction MgO; about 0.035 mole fraction SrO; and about 0.035 mole fraction CaO.
2. The particulate material of claim 1 wherein La.sub.2O.sub.3 is present at 0.04 to 0.1 mole fraction.
3. The particulate material of claim 2 wherein La.sub.2O.sub.3 is present at 0.04 to 0.07 mole fraction.
4. The particulate material of claim 1 wherein TiO.sub.2 is present at 0.017 to 0.05 mole fraction.
5. The particulate material of claim 1 wherein SiO.sub.2 present at 0.5-0.57 mole fraction.
6. The particulate material of claim 1 wherein the particulate material is radiopaque.
7. The particulate material claim 1 wherein the particulate material is biocompatible.
8. The particulate material of claim 1 wherein said particulate material is degradable in vivo.
9. The particulate material of claim 8 wherein said particulate material degrades substantially in more than six months.
10. The particulate material of claim 1 further comprising a therapeutic component.
11. The particulate material of claim 10 wherein said therapeutic component is released under physiological conditions.
12. The particulate material of claim 1 having a Q-speciation of Q.sup.1-Q.sup.3.
13. The particulate material of claim 12 having a Q-speciation of Q.sup.1.
14. The particulate material of claim 1 having an average diameter of 45-1180 μm.
15. The particulate material of claim 14 having an average diameter of 200-1000 μm.
16. The particulate material of claim 15 having an average diameter of 300-400 μm.
17. The particulate material of claim 15 having an average diameter of 500-710 μm.
18. The particulate material of claim 1 further comprising a polymeric coating.
19. The particulate material of claim 18 wherein said polymeric coating comprises poly(lactic-co-glycolic acid).
20. The particulate material of claim 18 wherein said polymeric coating comprises a poloxamer.
21. The particulate material of claim 20 wherein said polymeric coating comprises Pluronic F-127.
22. The particulate material of claim 18 further comprising a therapeutic component.
23. The particulate material of claim 22 wherein said therapeutic component is released under physiological conditions.
24. The particular material of claim 1 comprising no more than 0.1 mole fraction aluminosilicates, phosphates or a combination thereof.
25. The particulate material according to claim 1, wherein the particulate material consists of: 0.562 mole fraction SiO.sub.2; 0.042 mole fraction TiO.sub.2; 0.068 mole fraction La.sub.2O.sub.3; 0.035 mule fraction MgO; 0.035 mole fraction Na.sub.2O; 0.188 mole fraction ZnO; 0.035 mole fraction CaO; and 0.035 mole fraction SrO.
26. The particulate material of claim 1, wherein the particulate material consists essentially of: 0.4-0.6 mote fraction SiO.sub.2; 0.00-0.1 mole fraction TiO.sub.2; 0.04-0.188 mole fraction La.sub.2O.sub.3; 0.008-0.290 mole fraction ZnO; about 0.035 mole fraction Na.sub.2O; about 0.035 mole fraction MgO; about 0.035 mole fraction SrO; and about 0.035 mole fraction CaO.
27. The particulate material of claim 1, wherein the particulate material consists of: 0.4-0.6 mole fraction SiO2; 0.00-0.1 mole fraction TiO2; 0.04-0.188 mole fraction La2O3; 0.068-0.290 mole fraction ZnO; and about 0.0435 mole fraction Na.sub.2O; about 0.035 mole fraction MgO; about 0.035 mole fraction SrO; and about 0.035 mole fraction CaO.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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DETAILED DESCRIPTION
(26) The particles of the particulate material comprise a core and an optional compressible shell/matrix. The core comprises one or more of SiO.sub.2, La.sub.2O.sub.3, Na.sub.2O, MgO and SrO. The optional compressible shell/matrix comprises a biocompatible polymer. Additional provided particulate materials have a core comprising one or more of SiO.sub.2, La.sub.2O.sub.3, TiO.sub.2, ZnO, MgO, Na.sub.2O, SrO, and CaO. In some embodiments, the particulate material is substantially free of phosphates and aluminosilicates. In some embodiments, the particulate material comprises no more than 0.1 mole fraction aluminosilicates, phosphates or a combination thereof. Surprisingly, the particulate materials are biocompatible and yet do not require phosphates or aluminosilicates.
(27) Core
(28) In one embodiment, the particulate material has the properties of a glass ceramic. In such an embodiment, the components make up a network, which can be amorphous or crystalline. Components include SiO.sub.2, La.sub.2O.sub.3, TiO.sub.2, ZnO, MgO, Na.sub.2O, SrO, and CaO. Modifying the amounts of the various core components (as well as the ratios of components to each other) allows for tuning the characteristics of the material to its intended use.
(29) Network Components
(30) La.sub.2O.sub.3 is present at a mole fraction of 0.04 to 0.5. In another embodiment, La.sub.2O.sub.3 is present at 0.04 to 0.4 mole fraction. In another embodiment, La.sub.2O.sub.3 is present at 0.04 to 0.3 mole fraction. La.sub.2O.sub.3 provides radiopacity to the particulate material. Lanthanum has been used for decades in dental applications as a radiopacifiying agent in glass ceramics and dental composites. The La.sub.2O.sub.3 provides superior radiopacity over current state of the art embolic agents. The release of La.sup.3+ as the material degrades has the additional potential benefit of providing therapeutic benefit. The La.sup.3+, for example, facilitates anoikis of certain cancers and is thus beneficial when the intended use of the particulate material is to initiate anoikis of those cancers. For those uses the amount of lanthanum is tuned for that purpose.
(31) Another component of the particulate material is titanium. TiO.sub.2 is present in 0.04 to 0.7 mole fraction. In some embodiments, TiO.sub.2 is present at 0.04 to 0.3 mole fraction. In some embodiments, TiO.sub.2 is present at 0.04-0.2 mole fraction. Titanium is thrombogenic and its inclusion in the particulate material increases thrombogenicity around the particles in vivo. The thrombogenicity of the particulate material may be tuned by the amount of TiO.sub.2 present. Depending on the intended application, a greater or lesser amount of thrombogenicity is required.
(32) A third component of the particulate materials is silicon. SiO.sub.2 is present in the particulate material at 0.4-0.7 mole fraction. In one embodiment, the SiO.sub.2 is present at 0.4-0.6 mole fraction. In yet another embodiment, the SiO.sub.2 is present at 0.4-0.5 mole fraction.
(33) Magnesium is present in the particulate material in the form of MgO at a mole fraction of 0.03 to 0.3. In one embodiment, the MgO is present at 0.03 to 0.2 mole fraction. In alternative embodiments, MgO is present at 0.05 to 0.3 pr 0.05 to 0.2 mole fraction. Magnesium is a thrombogenic material and its inclusion in the particulate material increases thrombogenicity around the particles in vivo. Further, magnesium, a metallic element, enhances the imaging qualities of the particulate material and also provides additional control over the structure of the particulate material. In some embodiments, a second alkaline earth metal oxide is also used, SrO. The ratio of MgO to SrO allows tuning the biocompatibility of the particulate material as needed for different applications. For example, increased MgO results in a less stable glass network which would result in faster degradation which is desirable for some applications. Increasing SrO increases radiopacity and so the ratio of MgO to SrO also allows for tuning of this functional aspect of the particulate material.
(34) Sodium imparts degradability to the particulate material. The more sodium present in the particulate material, the more quickly the particulate material degrades in vivo. Na.sub.2O is present in the particulate material at 0.03-0.3 mole fraction. In some embodiments, Na.sub.2O is present in the particulate material at 0.03-0.2 mole fraction. In yet other embodiments, Na.sub.2O is present in the particulate material at 0.03-0.15 mole fraction. In one embodiment, the particles take more than six months to degrade. Particles with this rate of degradation are useful when early recanalization of vessels is undesirable. Examples of such situations include organ ablation (i.e. embolization of native kidneys that are causing hypertension in a dialysis patient or a patient with a kidney transplant) or malignant tumor embolization (i.e hormonally active metastatic disease to the liver such as a carcinoid tumor, renal cell carcinoma, etc).
(35) Additional Components
(36) Additional components having therapeutic properties can be added to the particulate material. In one embodiment such therapeutic components release as a function of in vivo surface modifications to the particle. These components are then released from the particle in the body. The make-up of the network-modifying components is used to control the release of the therapeutic components. Examples of such components include therapeutic ions and chemotherapeutic agents. Therapeutic ions include, for example, Ca.sup.2+, which aids in coagulation. In one embodiment, calcium is provided in the particle in the form of CaO.
(37) Nature of Core/Particle
(38) In one embodiment, the particulate material is a ceramic. Ceramics are inorganic, non-metallic materials prepared by heating and subsequent cooling. Ceramics are usually formed between metallic and nonmetallic elements, such as, for example, aluminum and oxygen, calcium and oxygen and silicon and nitrogen. Ceramics can have crystalline, partly crystalline or amorphous structures and include ceramic glasses, also referred to as glasses. Other ceramics include enamels, glass-ceramics (glasses containing ceramic crystals), and inorganic cement-type materials (cement, plaster and lime). In one embodiment, the particulate material is a glass. Glass is any solid with a non-crystalline, or amorphous, structure and exhibits a glass transition upon heating.
(39) Q-speciation is known in the art as a system for characterizing glass materials. It is a measure of how many of the oxygens surrounding silicon are bridging oxygens. The superscript, n, in Q.sup.n is higher the more bridging oxygens there are in the tetrahedral units of the network. The superscript n can be from 0 to 4. In one embodiment, the particulate material of the invention has a Q-speciation between Q.sup.1 and Q.sup.3 with a corresponding network connectivity of between 1 and 3. In one embodiment, the particulate material has a Q-speciation of Q.sup.2.
(40) Compressible Shell/Matrix
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(42) Size of Particulate Material
(43) The individual particles of the particulate materials are between 45 and 1180 μm in average diameter. Alternatively the particles are between 200 and 1000 μm in average diameter. Various uses for the particles require different sizes of particles. Thus, in one embodiment, the particles have an average diameter of 100-300 μm which are useful for deep tumor necrosis as may be needed in malignant tumor embolization. In another embodiment, the particles have an average diameter of 300-500 μm and are used for treating gastrointestinal or traumatic bleeding. The 300-500 μm particles can also be used as the initial size of particle for uterine fibroid embolization and most other organ or tumor embolizations. In another alternative embodiment, the particles have an average diameter of 500-710 μm. The 500-710 μm particles are also used in embolization of uterine fibroids. Which size range, 300-500 μm or 500-710 μm, to use for embolization of uterine fibroids depends on other characteristics of the particle. In yet another alternative, the particles have an average diameter of 710-1000 μm and are useful for proximal embolization to reduce the “head pressure” to a site of hemorrhage such as in gastrointestinal hemorrhage or traumatic hemorrhage.
(44) Additional Uses of Particulate Material
(45) The particulate material of the invention may be used for vascular occlusion. In one embodiment, vascular occlusion is used in the treatment of uterine fibroids, vascular malformations and other vascular anomalies or lesions, organ ablation including portal vein embolization, chemoembolization and hemorrhage from any cause.
EXAMPLES
(46) Synthesis of Glass Particulate Materials
(47) Generally, appropriate amounts of analytical grade reagents are weighed out as appropriate and thoroughly mixed by shaking (30 mins) in a plastic container. Each batch of powder is fired at the appropriate temperature (initially 1520° C. for 1 hour) in a platinum crucible. The glass melt is then shock quenched into water. The resulting glass frit is dried in an oven (120° C., 1 day), ground and sieved to retrieve glass powder for subsequent analysis. Tables 1 and 2 show example compositions for particulate materials. Table 2 as appended at the end of the specification.
(48) TABLE-US-00001 TABLE 1 13 glass compositions (mol. fraction) formulated using design of experiments. The Network Modifying (NM) components (Ca; Mg; Sr and Na) are kept constant at 0.035 mol. fraction. Embolic Design Designation NC points.sup.a SiO.sub.2 CaO ZnO MgO La.sub.2O.sub.3 SrO Ti.sub.2O Na.sub.2O ORP1 2 V 0.553 0.035 0.137 0.035 0.137 0.035 0.033 0.035 ORP2 2 V 0.570 0.035 0.240 0.035 0.000 0.035 0.050 0.035 ORP3 2 V 0.537 0.035 0.213 0.035 0.068 0.035 0.042 0.035 ORP4 2 V 0.570 0.035 0.000 0.035 0.240 0.035 0.050 0.035 ORP5 2 V 0.562 0.035 0.188 0.035 0.068 0.035 0.042 0.035 ORP6 2 V 0.562 0.035 0.068 0.035 0.188 0.035 0.042 0.035 ORP7 2 A-CB 0.562 0.035 0.213 0.035 0.068 0.035 0.017 0.035 ORP8 2 A-CB 0.570 0.035 0.000 0.035 0.290 0.035 0.000 0.035 ORP9 2 A-CB 0.520 0.035 0.290 0.035 0.000 0.035 0.050 0.035 ORP10 2 A-CB 0.520 0.035 0.000 0.035 0.290 0.035 0.050 0.035 ORP11 2 A-CB 0.570 0.035 0.290 0.035 0.000 0.035 0.000 0.035 ORP12 2 A-CB 0.562 0.035 0.068 0.035 0.213 0.035 0.017 0.035 ORP13 2 C 0.537 0.035 0.068 0.035 0.213 0.035 0.042 0.035
(49) The optional compressible shell/matrix are added by a modified emulsification method. PLGA of various molecular weights are supplemented with glass particles at various wt %. PLGA are dissolved in methylene chloride, and then the glass will be added, at the preferred level, into the solution. The mixture is then added, drop-wise, into a stirred PVA solution. Micro-spheres are isolated by filtration, washed with deionized water air dried then vacuum dried. Table 3 provides the make-up of example particulate materials with a polymer coating.
(50) TABLE-US-00002 TABLE 3 9 composite variations (wt %.) formulated using design of experiments. The glass is expressed as a wt. % of the PLGA base. Std. Run. PLGA Glass ORP2 1 25.00 5.00 ORP8 2 25.00 60.00 ORP1 3 15.00 5.00 ORP9 4 25.00 60.00 ORP7 5 10.00 60.00 ORP6 6 10.00 60.00 ORP4 7 10.00 32.50 ORP3 8 25.0 5.00 ORP5 9 15.0 41.67
Example 1
Particle Compositions
(51) Particle compositions (mol. fraction) (0.52-0.57)SiO.sub.2-0.035CaO-(0.00-0.29)-ZnO-0.035MgO-(0.00-0.188)La.sub.2O.sub.3-0.035SrO-(0.00-0.05)TiO.sub.2-0.035Na.sub.2O were synthesized for this work. Analytical grade reagents: silicon dioxide, calcium carbonate, zinc oxide, magnesium oxide, lanthanum (III) oxide, strontium carbonate, titanium dioxide and sodium carbonate (Sigma Aldrich, Canada) were weighed and homogeneously mixed in a plastic container (Nalgene™, Sigma Aldrich, Canada) for 1 hour. Each batch of powder was placed in platinum crucibles (50 mL), then fired (1480° C., 1 hour) using a Bench-Top High Temperature Muffle Furnace (EQ-KSL, MTI Corporation. USA) and shock quenched into water. The resulting frit was dried in an oven (120° C., 1 day), pulverized in an agate planetary mill (Pulverisette 7; Laval Labs Inc., Canada) and sieved through various aperture to produce powder particulates in the following size ranges: <45 μm; 45-212 μm; 212-300 μm; 355-500 μm; >500 μm. All batches of particles produced in this work were subsequently stored in dry dessicators for further evaluation.
(52) Characterization of Particulate Materials
(53) Differential Scanning Calorimetry (DSC)
(54) Generally, DSC is used to determine the onset of the glass transition temperature (T.sub.g) for each glass using a differential scanning calorimeter (DSC). Temperature intervals of 258.15° C. (up to 725° C.) are employed in an air atmosphere with alumina (or other appropriate reference) in a matched platinum crucible. The tolerance of the DSC used is on the order of 2%.
Example 2
(55) DSC analysis of the particles made in Example 1 was performed to obtain the values of the glass transition temperature (T.sub.g). Samples (˜80 mg) were heated in a platinum crucible in a nitrogen environment alongside an empty reference crucible. A standard reference material is already pre-selected for a given temperature range. T.sub.g was measured in a differential scanning calorimeter (DSC; TA Instruments-DQ200) between 25° C. and 725° C. at temperature intervals of 258.15° C. DSC traces for the eight particles (ORP1-3, ORP5-7, ORP9 and ORP11) are shown in
T.sub.g(° C.)=+634.82ZnO+833.28La.sub.2O.sub.3+677.195SiO.sub.2+699.01TiO.sub.2 Eqn. 1
(56) TABLE-US-00003 TABLE 4 Response (sig./non F Prob. > F Adq. sig.) SD Mean Value Model R.sup.2 Adj-R.sup.2 Pred-R.sup.2 CV % Prec. T.sub.g (° C.) 5.05 662.27 31.54 0.0309 0.9793 0.9482 0.7089 0.76 10.728 significant
(57) TABLE-US-00004 TABLE 5 Residuals of the T.sub.g study. Embolic Composition ORP2 ORP3 ORP5 ORP7 ORP9 ORP11 Calculated T.sub.g 646.08 680.971 684.087 681.573 639.845 641.05 (° C.) Experimental 643.65 680.20 688.94 677.49 640.23 643.09 T.sub.g (° C.) Residual 2.43 −0.78 4.85 −4.08 0.39 2.04 (Difference)
X-Ray Diffraction (XRD)
(58) Generally, XRD is employed to validate the amorphous nature of the glasses. Powdered samples of each glass are pressed to form discs (Ø32 mm×3 mm). Diffraction patterns are collected using an X-ray Diffraction Unit with monochromated CuKα (λ=1.54060 A) radiation at 40 KV and 35 mA. The scanning angle range (2θ) is performed from 10° to 70° with a step size 0.033423° and step time of 59.69 s.
Example 3
(59) X-ray diffraction (XRD) measurements for the particles were performed using an INEL CPS-120 diffractometer with a curved position sensitive detector coupled to an X-ray generator (40 kV; 35 mA) and equipped with a Cu target X-ray tube. Samples were prepared by pressing the selected particle particles (45-212 μm) into hollow square steel wafers. A monochromator in the incident beam path limits the wavelengths striking the sample to Cu Kα1,α2. The X-ray beam is incident upon the sample at approximately 6° and the curved position sensitive detector collects all scattered X-rays in the scan angle range 10°<2θ<110°. Collection time for the XRD spectra is 1800 seconds. The powder samples were placed on the INEL's x-y translating stage that allows measurement and move operations to be sequentially programmed.
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(61) TABLE-US-00005 TABLE 6 Peak Identi- JCPDS Card Chemical Present in fier No. Phase Identifier Formula Composition: B 00-050-0522 Strontium- Sr.sub.3La.sub.2Ti.sub.2O.sub.10 ORP1,6 Lanthanum- Titanium oxide C 00-042-0423 Perovskite, CaTiO.sub.3 ORP6 Calcium Titanium Oxide D 00-049-1433 Titanium oxide TiO.sub.2 ORP6 E 00-039-0190 Zinc-Titanium ZnTiO.sub.3 ORP1 oxide
(62) Surprisingly T.sub.g for these complex multi-component systems is increased by increasing any of the four compositional variants, with its level of statistical significance for the compositional variants following the order: La.sub.2O.sub.3>TiO.sub.2>SiO.sub.2>ZnO. One might have expected that only increasing SiO.sub.2 content would lead to increases in T.sub.g. Interestingly, with a decrease in T.sub.g attributed to the formation of a weaker glass network, the strongest to weakest networks formed for the series of glasses herein therefore, follows the order: ORP5>ORP3>ORP7>ORP2>ORP11>ORP9.
(63) Network Connectivity
Example 4
(64) The network connectivity (NC) of each composition was calculated using Equation 2 and the molar compositions of the glass..sup.1,2 The results are shown in Table 1.
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Wherein NC=Network Connectivity; BO=Bridging Oxygens and NBO=Non-Bridging Oxygens
Generation and Application of Mathematical Models Using a Design of Experiments (DoE) Approach
(66) To estimate the coefficients of a second order canonical Scheffé polynomial.sup.3,4, a quadratic user-defined design with thirteen experiments representing different compositional variants (design points) within a defined domain (design space) was constructed using Design-Expert 8.0.4 software (Stat-Ease, Inc.). These design points were determined based on the constrained ranges for each composition: with six experiments set at the extreme vertices; a further six investigating axial check-blends and one overall centroid within the defined design space. These points are in clear agreement with Scheffé's proposal that the interesting points of a domain are at its tops, at the middle of the sides, at the middle of the faces and its centre of gravity (See Table 1). With the mixture design method, an equation is obtained. This formula connects Y, with the four compositional factors (ZnO, La.sub.2O.sub.3, SiO.sub.2 and TiO.sub.2, noted respectively as X.sub.1, X.sub.2, X.sub.3 and X.sub.4).
(67) The ordinary second-order Scheffé (linear) polynomial equation fitted for Magic Angle Spinning-Nuclear Magnetic Resonance (MAS-NMR) spectroscopy and DSC responses (chemical shift and line width) is:
Y.sub.A=β.sub.1X.sub.1+β.sub.2X.sub.2+β.sub.3X.sub.3+β.sub.4X.sub.4+e Eq. 3
where X.sub.1 to X.sub.4 represent the compositional factors, β.sub.1-4 coefficients represent the effect of the individual compositional factors X.sub.1-4. e is called residual, this value is the difference between calculated and experimental values for each selected glass. It is equal to 0 if the number of retained glasses is the same as the number of coefficients in the formula. In the case of a number of chosen glasses higher than the number of coefficients, residual has a different value for each experiment.
(68) The canonical Scheffé second-order polynomial equation fitted for density and cell viability responses is:
Y=β.sub.1X.sub.1+β.sub.2X.sub.2+β.sub.3X.sub.3+β.sub.4X.sub.4+β.sub.12X.sub.1X.sub.2+β.sub.13X.sub.1X.sub.3+β.sub.14X.sub.1X.sub.4+β.sub.23X.sub.2X.sub.3+β.sub.24X.sub.2X.sub.4+β.sub.123X.sub.1X.sub.2X.sub.3+β.sub.124X.sub.1X.sub.2X.sub.4+β.sub.134X.sub.1X.sub.3X.sub.4+β.sub.234X.sub.2X.sub.3X.sub.4+e Eq. 4
where X.sub.1 to X.sub.4 represent the compositional factors, β.sub.1-4 coefficients represent the effect of the individual compositional factors X.sub.1-4; β.sub.12-24, are the coefficients of regression which represent the effects of two-way interactions between the compositional factors; β.sub.123-234, are the coefficients of regression which represent the effects of three-way interactions between the compositional factors and e is the residual.
(69) From the estimated coefficients of a quadratic model presented in pseudo and actual values, the effect of each component can be derived. All mixture experiment models were developed relating the response variables to proportions of pseudo-components. Pseudo-component proportions (z.sub.i) are calculated as:
z.sub.i=(x.sub.i−L.sub.i)/(1−ΣL) Eq. 5
where x.sub.i stands for the original component proportions, L.sub.i stands for the lower bound constraint (limit) for the i.sup.th component, L stands for the sum of all lower bound constraints (limits) for all components in the design, and 1 represents the mixture total.
(70) The pseudo-components are combinations of the original (actual) components, which rescale the constrained composition region so that the minimum allowable proportion of each pseudo-component is zero. This transformation provides for estimating model coefficients more precisely compared to using the actual component system, and as such the coefficients derived based on the pseudo-component scaling is referred to in the context of the discussion to follow. Model validity, in terms of experimental versus calculated data points and graphical representation (contour plots) however, is presented in terms of actual component coding.
(71) If several response characteristics y.sub.1, y.sub.2, . . . , y.sub.n have been modeled in the proportions of the same set of q components, where in the composition space the best overall set of properties are obtained by implementing the desirability function approach. Using the models, which are based on the response characteristics, compositions for particulate materials having desired properties for a particular purpose can be determined.
(72) True Densities
Example 5
(73) The true densities were measured using a helium pycnometer (AccuPyc 1340, Micromeritics) for all the particles synthesized herein and, also for the commercial control material: Contour™ (PVA particulates). Results are representative of an average of five recorded measurements.
(74) Table 7 illustrates final regression equations in terms of L_Pseudo (1); Actual components (2) and R.sup.2 values; and summarized ANOVA for density. The ANOVA data demonstrates that the model adequately predicts the characteristics of the particulate material.
(75) TABLE-US-00006 TABLE 7 Summarized ANOVA Adeq. Response Regression Models R.sup.2 R.sup.2.sub.adj. R.sup.2.sub.pred. Prob > F CV (%) Prec. Density 1 +3.39ZnO + 5.12La.sub.2O.sub.3 + 0.9989 0.9975 0.9859 <0.0001 0.55 69.809 (g/cc) 2.43SiO.sub.2 + 2.92TiO.sub.2 + 1.07ZnO * La.sub.2O.sub.3 2 +5.65559ZnO + 10.72595La.sub.2O.sub.3 + 2.82345SiO.sub.2 + 4.26905TiO.sub.2 + 9.211775ZnO * La.sub.2O.sub.3
(76) Table 8 is a summary of the significant (positive and negative) main, interaction and quadratic compositional factors (ranked highest to lowest) and its effect on increasing density; where ↑ denotes an increase and ↓ a decrease. Based on actual component coding.
(77) TABLE-US-00007 TABLE 8 Ranking of Compositional Factors Density Response 1 ↑La.sub.2O.sub.3 2 ↑ZnO 3 ↑TiO.sub.2 4 ↑SiO.sub.2 5 ↑ZnO*La.sub.2O.sub.3
(78) As illustrated, density may be increased by increasing any of the four compositional variants in the order La.sub.2O.sub.3>ZnO>TiO.sub.2>SiO.sub.2. Interestingly, increasing the interaction of ZnO and La.sub.2O.sub.3 (fifth most influencing factor) may result in an increase in material density, a feature which would not have been predicted but which the disclosed models do predict for the disclosed compositions. The lowest levels of density achieved (3.2 g/cc (ORP2) and 3.3 (ORP11)) in the design matrix tested, demonstrate how a slight variation in compositional variants from ORP2 to ORP 11 (increased ZnO (0.05 mol. fraction) and reduced TiO.sub.2 (0.5 mol. fraction) content) may adversely affect the final cell viability obtainable; by reducing it from 84 to 61%, respectively. Interestingly, density in the range of 3.5 g/cc (±0.3) (for ORP2, 3 and 5) was also representative of the top three compositional variations in terms of cell viabilities (86% (±5) attainable.
(79) Specific Surface Area Determination
(80) N.sub.2 adsorption/desorption will be determined using the Brunauer-Emmett-Teller (BET) method to determine the specific surface area (SSA) and porosimetry of the prepared glass powders. Glass samples (˜0.15 g±0.05 g) will be placed under a nitrogen atmosphere at 77.35 K with an equilibration interval of 10 s.
Example 6
(81) The theoretical external specific surface areas for the particle particulates and Contour™ were calculated according to the following equation.sup.5, under the assumption of spherical particulate morphology
(82)
(83) Table 9 provides specific surface area measurements (45 micron (Lower Level, LL) and 212 micron (Upper Level, UL).
(84) TABLE-US-00008 TABLE 9 Sample Density SD PD (LL) PD (UL) SSA (LL) SSA (UL) ID (g/cc) (g/cc) cm cm cm.sup.2/g cm.sup.2/g ORP1 4.09 0.002 0.045 0.212 32.600 6.920 ORP2 3.17 0.001 0.045 0.212 42.048 8.925 ORP3 3.77 0.001 0.045 0.212 35.395 7.513 ORP5 3.70 0.002 0.045 0.212 36.075 7.657 ORP6 4.29 0.001 0.045 0.212 31.087 6.599 ORP7 3.73 0.002 0.045 0.212 35.737 7.586 ORP9 3.32 0.001 0.045 0.212 40.136 8.520 ORP11 3.25 0.003 0.045 0.212 41.038 8.711 Contour 1.77 0.003 0.045 0.212 75.406 16.006 Sample Density Density SD PD (LL) PD (UL) SSA (LL) SSA (UL) 1 m.sup.2 1 cm.sup.2 ID g/m.sup.3 g/m.sup.3 m m m.sup.2/g m.sup.2/g g g ORP1 4090000 2000 0.000045 0.000212 0.033 0.007 144.51 0.14 ORP2 3171000 1000 0.000045 0.000212 0.042 0.009 112.04 0.11 ORP3 3767000 1000 0.000045 0.000212 0.035 0.008 133.10 0.13 ORP5 3696000 2000 0.000045 0.000212 0.036 0.008 130.59 0.13 ORP6 4289000 1000 0.000045 0.000212 0.031 0.007 151.54 0.15 ORP7 3731000 2000 0.000045 0.000212 0.036 0.008 131.83 0.13 ORP9 3322000 1000 0.000045 0.000212 0.040 0.009 117.38 0.12 ORP11 3249000 3000 0.000045 0.000212 0.041 0.009 114.80 0.11 Contour ™ 1768200 3000 0.000045 0.000212 0.075 0.016 62.48 0.06
Scanning Electron Microscopy
Example 7
(85) For scanning electron microscopy (SEM) observations, powder samples (particle size range: 355-500 μm) were mounted onto 10 mm diameter×3 mm high A1 stubs and coated with ˜27 nm platinum using a gold-sputter coater (SC7640, Fisons Instruments). The samples were subsequently transferred to the chamber of a Hitachi S-4700 FEG-SEM equipped with an Oxford Inca energy dispersive x-ray spectroscopy (EDS) system for morphological and chemical analysis. An accelerating voltage of 5.0 kV and a working distance of 11-12 mm were used with the lower secondary electron (SE) detector.
(86)
(87) Chemical (EDX) data for ORP5 is presented in
(88) Magic Angle Spinning-Nuclear Magnetic Resonance (MAS-NMR) Spectroscopy for Determination of Non-Bridging Oxygens
(89) Generally, the .sup.29Si MAS-NMR spectra of the glasses are recorded at a spinning frequency of 5 kHz using a high power pulse (P1) acquisition of 1.5 μs for silicon. The .sup.29Si MAS-NMR samples are spun with a recycle/delay time set to ˜2 s. .sup.29Si NMR chemical shifts are reported in ppm and recorded at an ambient probe temperature with .sup.29Si referenced externally relative to 2,2-dimethyl-2 silapentane-5-sulfonate sodium salt (DSS) or other appropriate reference. For solid state NMR, shifts recorded using MAS are independent of the isotropic bulk magnetic susceptibility of the sample. The estimated error of chemical shift for data is ca. 0.1 ppm for an ideal material; small variations above this value may be observed.
Example 8
(90) .sup.29Si magic angle spinning (MAS) NMR studies were carried out on a Bruker Avance NMR spectrometer with a 9.4 T magnet (79.51 MHz .sup.29Si Larmor frequency) using a probe head for 7 mm rotor diameters. The specimens (<45 μm) were spun at 5.00 kHz. 200 scans were accumulated with single pulse excitation using a pulse length of eighty degrees at 28 kHz rf field strength. The recycle delays were chosen to be three times the spin lattice relaxation times as determined by inversion recovery sequences. Spin lattice relaxation times range between 15 and 26 seconds. The chemical shift scale was referenced externally against Kaolin as secondary chemical shift standard at −91.34 ppm. Error bars on the peak maxima and peak widths are ±1 ppm.
(91)
(92)
(93)
(94) Table 10 illustrates the total number of positive charges and associated NMR max. position and line width from the nominal compositions outlined in Table 1 (where SiO.sub.2, TiO.sub.2, ZnO and La.sub.2O.sub.3 are varied with equimolar concentrations of CaO, Na.sub.2O MgO and SrO).
(95) TABLE-US-00009 TABLE 10 Maximum ORP Si0.sub.2 TiO.sub.2 ZnO La.sub.2O.sub.3 #charges/ position width Sample mol fraction Si ±1 ppm ±1 ppm Morphology 11 0.570 0.000 0.290 0.000 1.51 −86.2 26.9 glassy 2 0.570 0.050 0.240 0.000 1.68 −89.8 26.9 9 0.520 0.050 0.290 0.000 2.04 −85.5 24.7 7 0.562 0.017 0.213 0.068 2.10 −83.6 19.7 5 0.562 0.042 0.188 0.068 2.19 −84.3 19.9 3 0.537 0.042 0.213 0.068 2.39 −82.2 18.8 1 0.553 0.033 0.137 0.137 2.73 −82.4 15.7 glassy + crystalline 6 0.562 0.042 0.068 0.188 3.05 −84.1 19.0 12 0.562 0.017 0.068 0.213 3.14 frit synthesis impossible 4 0.570 0.050 0.000 0.240 3.37 13 0.537 0.042 0.068 0.213 3.47 8 0.570 0.000 0.000 0.290 3.54 10 0.520 0.050 0.000 0.290 4.27
(96) Table 11 illustrates regression equations in terms of L_Pseudo (1); Actual components (2) and R.sup.2 values; and summarized ANOVA for each response. The ANOVA data demonstrates that the model adequately predicts the characteristics of the particulate material for responses A and B.
(97) TABLE-US-00010 TABLE 11 Summarized ANOVA Response Regression Models R.sup.2 R.sup.2.sub.adj. R.sup.2.sub.pred. Prob > F CV (%) AP A Chemical 1 −82.25ZnO − 63.59La.sub.2O.sub.3 − 0.9836 0.9589 0.7689 0.0246 0.62 16.512 Shift 111.10SiO.sub.2 − 103.60TiO.sub.2 (ppm) 2 −44.32971ZnO + 10.55810La.sub.2O.sub.3 − 129.18571SiO.sub.2 − 107.11371TiO.sub.2 B Line 1 +24.65ZnO − 8.69La.sub.2O.sub.3 + 0.9997 0.9993 0.9958 0.0004 0.45 97.003 Width 39.61SiO.sub.2 + 25.19TiO.sub.2 (ppm) 2 +2.05426ZnO − 95.99452La.sub.2O.sub.3 + 46.05426SiO.sub.2 + 3.65426TiO.sub.2
(98) Table 12 presents a summary of the significant (positive and negative) main, interaction and quadratic compositional factors (ranked highest to lowest) and its effect on producing a chemical shift/peak position towards a negative direction and increasing line width; where ↑ denotes an increase and ↓ a decrease. The data is based on actual component coding.
(99) TABLE-US-00011 TABLE 12 Ranking of Compositional Responses Factors A B 1 ↑SiO.sub.2 ↑ SiO.sub.2 2 ↑TiO.sub.2 ↑ TiO.sub.2 3 ↑ZnO ↑ ZnO 4 ↑La.sub.2O.sub.3.sup.2 ↓ La.sub.2O.sub.3 5
(100) Table 13 presents residuals of the .sup.29Si MAS-NMR chemical shift (a) and line width (b) study for all material compositions synthesized.
(101) TABLE-US-00012 TABLE 13 A. .sup.29Si MAS-NMR chemical shift (ppm) B. .sup.29Si MAS-NMR line width (ppm) Experimental Calculated Residual Experimental Calculated Residual Glass Data Data (Difference) Data Data (Difference) ORP2 −89.803 −89.631 −0.172 26.900 26.927 −0.027 ORP3 −82.336 −82.528 0.192 18.800 18.747 0.053 ORP5 −84.305 −84.650 0.345 19.900 19.847 0.053 ORP7 −83.617 −83.080 −0.537 19.700 19.807 −0.107 ORP9 −85.484 −85.388 −0.096 24.700 24.727 −0.027 ORP11 −86.223 −86.491 0.268 26.900 26.847 0.053
(102) As shown in the NMR spectra, both NMR peak shift may be increased by decreasing any of the four compositional variants in the order SiO.sub.2>TiO.sub.2>ZnO>La.sub.2O.sub.3, and that the line width follows the same order, except for La.sub.2O.sub.3 The NMR spectra (
(103) Specimen ORP2 is comprised of more TiO.sub.2 at the cost of ZnO compared to ORP11 and therefore has a higher charge-to-silica ratio, but, the Q.sup.n (nSi, 4-nTi) species resonate at lower ppm values than the Q.sup.n (nSi, 4-nZn) species. Based on the charge-to-silica ratio and assuming a roughly binary Q-species distribution, ORP11 and 2 should and experimentally do resonate in the Q.sup.3/Q.sup.2 range, specimens ORP9, 7, 5, 3, and 1 in the Q.sup.2/Q.sup.1 range (deconvolutions indicate the presence Q.sup.1 sites) and specimen ORP6 and below in the Q.sup.1/Q.sup.0 range, while specimen ORP10 should only consist of Q.sup.0 and separate metal oxide species. Interestingly, for specimen ORP1 and 6, (i.e. where the charge-to-silica ratio comes in the range of Q.sup.0 contributions), separation into glassy and crystalline components already occurs with a higher charge ratio and cannot be made into frits at all. This phase separation in specimen ORP6 is the reason, why its NMR properties fall in between those of the spectra for ORP7 and ORP5, due to the crystals withdrawing cation-oxides and to result in a glass of different composition studied by NMR. La.sub.2O.sub.3, even at modest concentrations causes a breakdown of the glasses. This is useful because it adds to the tunability of the degradation of the particulate material.
(104) Quantification of Degradation Products from Glass and Composite
(105) TRIS-HCl buffer and citric acid buffer solutions with a pH of 7.4±0.1 and pH of 3.0±0.2 respectively, are prepared to simulate normal and extreme physiological conditions (according to ISO10993-14). Both buffer solutions are used for the quantification of degradation products from the glasses. 100 mg of each particulate material are immersed in 10 ml of each solution (n=3) in polypropylene tubes maintained at 37° C. in a shaking waterbath, agitated at 2 Hz. Specimens are stored for various durations of time—for example, 1, 3, 7, or 30 days. After each time period, specimens are removed and filtered through Grade 5 Whatman filter paper, the filtrate retained for ionic content analysis. The degradation products from the glass are identified and quantified using Inductively Coupled Plasma-Mass Spectrometer. Analysis of each extract are performed in triplicate (n=3 (extracts per condition), 3 analyses performed on each extract).
(106) Analysis of Ion Release Profiles
(107) The ion release profiles from the embolic agents are described in terms of the ion release concentration (Y) over incubation time (X). Since the incubation time is not an input of the correlation function, the time dependent functions have been fitted to nonlinear regressive polynomial, gaussian, sine waves and exponential models using Prism 5.0 software (GraphPad software Inc.). The best fitting model for the four elements with respect to each embolic agent is the one phase-decay association model:
Y═Y.sub.0+(Plateau−Y.sub.0)*(1−exp(−K*X)) Eq. 7
Wherein: ‘Y’ and ‘X’ are the ion release concentrations in ppm and incubation time in hours, respectively; ‘Y.sub.0’ is the ion release concentration (ppm) at initial ion release; where Y value at X.sub.0=1; ‘Plateau’ is the ion release concentration at an infinite time (ppm), where Y value at X=120 h; ‘K’ is the rate constant, expressed in reciprocal of the ‘t.sub.au’ incubation time and unit is inverse days; ‘t.sub.au’ denotes the time necessary for ion release to reach 63% of the estimated ‘y.sub.max’ (ppm); ‘t.sup.1/2’ denotes the half-life (time) to reach 50% of final ‘y.sub.max’ value, ‘t.sup.1/2=t.sub.au*LN (2)’; ‘t.sub.s’ denotes the difference between Y.sub.0 and Plateau; ‘R.sup.2’ is the sum of the squares of the distances of the points from the best-fit of the exponential nonlinear regression as determined by Prism 5.0 (GraphPad Inc.) software. The value of R.sup.2 is a fraction between 0.0 and 1.0, with the best-fit line with a R.sup.2 equal to 1.0.
Cell Culture Testing with Mouse Fibroblast Cell Line L929
(108) The established mouse fibroblast cell line L929 (American Type Culture Collection CCL 1 fibroblast, NCTC clone 929) is cultured in M199 media supplemented with 10% foetal bovine serum and 1% (2 mM) L-glutamine. Cells are grown in T-75 flasks at 37° C. in a 5% CO.sub.2 incubator. When the cells reach confluency, they are chemically removed using 0.25% trypsin, centrifuged and re-suspended in fresh culture media to create a new single cell suspension for further inoculation.
(109) Cell Viability Assay
(110) 3T3 cells are seeded at a density of 1×10.sup.4/ml in 24 well plates (Sarstedt, Ireland). M199 Culture media is used as a negative control and culture media plus cells used as a positive control. Plates are then incubated for 24 hrs in a cell culture incubator at 37° C. (5% CO.sub.2/95% air atmosphere). After 24 hrs, 100 μl of sterile tissue culture water are added to control wells. 100 μl of relevant experimental extracts (containing particles) are added to appropriate wells for testing. The plate is then incubated for 24 hrs in a cell culture incubator at 37° C. (5% CO.sub.2/95% air atmosphere). After 24 hrs incubation, each well is exposed to MTT (Sigma Aldrich, Ireland) at an amount equal to 10% of the culture media volume (100 μl). Plates are returned to the incubator for 3 hrs. After incubation, MTT solubilisation solution are added to each well at a volume equal to the original culture media volume (1 ml). Each well is titrated using a pipette in order to enhance dissolution of the crystals, after which the absorbance of each well is measured spectrophotometrically at a wavelength of 570 nm. Cell positive control wells were assumed to have metabolic activities of 100% and the percentage metabolic activity of the cells exposed to experimental extracts were calculated relative to this.
Example 9
Preparation of Particle Extracts for Degradation Studies
(111) 0.1 g of particles and Contour™ (commercial control) (Lot No.s: 13473927 and 13599201) were immersed in 10 ml.sup.6 of sterile tissue culture water (Sigma-Aldrich, Canada) for 12, 24, 48, 96 and 120 hours at 37° C. in a shaking waterbath (Stuart Sb40, Techne Inc., USA) vibrated rotationally at 2 Hz. After each storage period, samples were filtered using a sterile 0.20 μm filter (Sarstedt, Canada), and filtrates stored at 7° C. prior to in vitro evaluation.
(112) The SO.sup.4+, Na.sup.+, Ca.sup.2+, Zn.sup.2+, Ti.sup.4+, La.sup.3+, Sr.sup.2+, and Mg.sup.2+ concentrations for each extract were analyzed using inductively coupled plasma atomic emission spectroscopy (ICP-AES, Perkin Elmer Optima 3000, MA, USA). The absorption wavelengths used for the determination of each element is reported in Table 14. Before each cycle of measurement, calibration curves were obtained by preparing standard solutions containing Ti.sup.4+, La.sup.3+, Sr.sup.2+, and Mg.sup.2+ and a separate set of standard solutions containing Si.sup.4+, Na.sup.+, Ca.sup.2+ and Zn.sup.2+ (as obtained from JVA Analytical Ltd, Ireland) at concentrations reported in Tables 15 and 16. Standard sample concentrations were measured periodically to ensure the accuracy of the calibration curve. Triplicates of each extract (from each incubated embolic agent) were measured for each element, with appropriate adjustments in outputs being deployed to balance dilutions of original extracts. The results demonstrate that the complex multi-component system provides for tailored rates of degradability.
(113) TABLE-US-00013 TABLE 14 Absorption Background Element Wavelength Lower Limit Upper Limit Correction Si.sup.4+ 288.158 288.073 288.256 ±0.026 Na.sup.+ 330.237 330.136 330.348 ±0.030 Ca.sup.2+ 396.847 396.679 397.039 ±0.072 Zn.sup.2+ 334.501 334.400 334.614 ±0.031 Ti.sup.4+ 337.279 335.188 334.810 ±0.031 La.sup.3+ 407.735 407.971 407.596 ±0.075 Mg.sup.2+ 279.553 279.646 279.399 ±0.026 Sr.sup.2+ 421.552 421.759 421.371 ±0.078
(114) Table 15 provides the standard concentrations used for the ICP measurements (JVA Analytical, Ireland).
(115) TABLE-US-00014 TABLE 15 Standard Si.sup.4+ (mg/L) Na.sup.+ (mg/L) Ca.sup.2+ (mg/L) Zn.sup.2+ (mg/L) 1 2 1 0.5 1 2 4 2 1 2 3 10 4 3 4
(116) Table 16 provides laboratory standard concentrations used for the ICP measurements.
(117) TABLE-US-00015 TABLE 16 Standard Ti.sup.4+ (mg/L) La.sup.3+ (mg/L) Mg.sup.2+ (mg/L) Sr.sup.2+ (mg/L) 4 0.1 0.1 0.1 0.1 5 1 1 1 1 6 10 10 10 10
(118)
(119) Table 16 provides the goodness of fit (in terms of R.sup.2 values) for the non-linear one phase association model formed from Si.sup.4+ and Na.sup.+ release over 5 time points (12, 24, 48, 96, 120 h).
(120) TABLE-US-00016 TABLE 16 Si.sup.4+ Na.sup.+ Embolic Composition R.sup.2 R.sup.2 ORP1 0.8219 0.7752 ORP2 0.8115 0.7383 ORP3 0.7195 0.7174 ORP5 0.8691 0.8935 ORP6 0.8123 0.6263 ORP7 0.8672 0.7111 ORP9 0.7839 0.5419 ORP11 0.8697 0.6747
(121) Table 17 provides the best-fit parameters for the non-linear one phase association model formed from Ca.sup.2+ release over 5 time points (12, 24, 48, 96, 120 h).
(122) TABLE-US-00017 TABLE 17 Embolic Composition t.sup.1/2 (h) t.sub.au (h) t.sub.s (h) y.sub.max (ppm) R.sup.2 ORP1 4.938 7.123 7.948 7.953 0.9808 ORP2 4.003 5.776 3.932 3.936 0.9427 ORP3 4.840 6.982 2.860 2.868 0.9594 ORP5 4.523 6.525 2.663 2.669 0.9660 ORP6 3.926 5.664 2.650 2.653 0.9604 ORP7 3.771 5.440 2.605 2.607 0.9605 ORP9 1.379 1.989 5.515 5.515 0.6575 ORP11 4.044 5.835 3.189 3.193 0.9669
(123) Table 18 provides the best-fit parameters for the non-linear one phase association model formed from Sr.sup.2+ release over 5 time points (12, 24, 48, 96, 120 h).
(124) TABLE-US-00018 TABLE 18 Embolic Composition t.sup.1/2 (h) t.sub.au (h) t.sub.s (h) y.sub.max (ppm) R.sup.2 ORP1 15.70 22.65 0.3583 0.3706 0.9550 ORP2 14.64 21.12 0.3446 0.3585 0.9181 ORP3 18.28 26.38 0.2980 0.3089 0.9239 ORP5 12.63 18.21 0.2772 0.2828 0.9713 ORP6 16.00 23.08 0.4494 0.4669 0.9645 ORP7 10.20 14.72 0.3201 0.3262 0.9666 ORP9 6.786 9.79 0.4188 0.4202 0.8559 ORP11 9.671 13.95 0.3096 0.3129 0.9749
(125) Table 19 presents the best-fit parameters for the non-linear one phase association model formed from Ti.sup.4+ release over 5 time points (12, 24, 48, 96, 120 h). The asterisk (*) represents the models denoted as ambiguous.
(126) TABLE-US-00019 TABLE 19 Embolic Composition t.sup.1/2 (h) t.sub.au (h) t.sub.s (h) y.sub.max (ppm) R.sup.2 ORP1* ~0.233 ~0.336 0.1980 0.1980 0.9661 ORP2 2.563 3.698 0.1875 0.1875 0.9815 ORP3 4.300 6.203 0.1861 0.1862 0.9878 ORP5 2.885 4.162 0.1801 0.1801 0.9876 ORP6 2.885 4.162 0.1801 0.1801 0.9876 ORP7 2.885 4.162 0.1801 0.1801 0.9925 ORP9* ~0.000 ~0.000 0.1920 0.1920 0.9867
(127) Table 20 presents the best-fit parameters for the non-linear one phase association model formed from Mg.sup.2+ release over 5 time points (12, 24, 48, 96, 120 h). The asterisk (*) represents the models denoted as ambiguous.
(128) TABLE-US-00020 TABLE 20 Embolic Composition t.sup.1/2 (h) t.sub.au (h) t.sub.s (h) y.sub.max (ppm) R.sup.2 ORP1 57.52 82.98 0.11 0.1111 0.9639 ORP2 74.21 107.10 0.07 0.0721 0.7802 ORP3 9.50 13.70 0.03 0.0261 0.3176 ORP5* ~0.05 ~0.01 0.05 0.0460 0.2356 ORP6 58.01 83.69 0.11 0.1058 0.9656 ORP7* ~0.00 ~0.00 0.05 0.0460 0.1572 ORP9 7.71 11.12 0.08 0.0751 0.4458 OR11 3.91 5.64 0.04 0.0372 0.1779
(129) Surprisingly, Zn.sup.2+ was only found to initially release after 120 h. All other ions were found to release continuously for all time periods. This is contrary to the expectation that Zn.sup.2+ would release ions with the immediate onset of its submersion into solution.
(130) The ion release profiles for both Si.sup.4+ and Na.sup.2+ present stable time-dependent increases in ion release (denoted by the goodness of fit values represented by R.sup.2 values ranging from 0.81 to 0.87 with the exception of ORP3 and 9 yielding R.sup.2 values of 0.72 and 0.78, respectively for Si.sup.4+ and R.sup.2 values ranging from 0.71 to 0.90 with the exception of ORP6, 9 and 11 yielding R.sup.2 values of 0.63, 0.54 and 0.67, respectively for Na.sup.2+) up to 120 h, which potentially indicate the controllable nature for each composition. Full stabilization of ion release is not evident for both ions after 120 h.
(131) An initial burst of Ca.sup.2+ released for ORP9 during the first few hours in solution was noted, ending abruptly to maintain a stable release level for the remainder of the study. ORP1 also exhibited an initial burst of Ca.sup.2+ release to gradually release Ca.sup.2+ at a stable rate past 24 h. The remaining compositions however, show more gradual initial Ca.sup.2+ release up to 24 h prior to reach full stabilization. This is likely due to the formation of a hydrogel like layer on the full surface area of the glass particulate as a result of initial Ca.sup.2+ release (from the particulate) in exchange for H.sub.3O.sup.+ in the incubation media, to precipitate onto the entire surface of the particulate; and further impact upon the rate of ion release from the particulates. Interestingly, the same release profiles were observed for Sr.sup.2+ and Ti.sup.4+.
(132) Importantly, very slow release levels of Mg.sup.2+ into the solution were noted, to suggests that it is strongly chelated by the silicate network. The same is reported for La.sup.2+ with the exception of ORP1 (possibly due to an increase in crystalline species).
(133) Preparation of Particle Extracts for MTT/Release of LDH Assays
(134) For this protocol, all particles were sterilized by autoclaving (AMSCO Medallist) at 121°/25 bar for a period of 20 mins prior to incubation. Pre-sterilized batches of Contour™ (Lot No.s: 13473927 and 13599201) were used as a control. Subsequently, an equivalent amount (0.1 g) of each sterile glass (ORP1-3, ORP5-7, ORP9, ORP11) and Contour™ were immersed in 10 mL of sterile tissue culture water (Sigma-Aldrich, Canada) for 24 hours, placed on a roller (rotating at ˜2 Hz.) positioned inside a 37° C. incubator. After each storage period, samples were filtered using a sterile 0.20 μm filter (Sarstedt, Canada), and filtrates stored at 7° C. prior to in vitro evaluation.
(135) Fibroblast Cell Culture
(136) Immortalized rat fibroblasts (NIH-3T3; American Type Tissue Collection, Manassas, Va.) at passages 15-20 were used for experiments. The cells were grown in 75-cm.sup.2 tissue culture flasks in Dulbecco's Modified Eagle's Medium (DMEM) supplemented with 5% fetal calf serum (FCS; heat-inactivated at 56° C. for 60 min). Cells were passaged twice weekly at 70% confluence, using 2 mL of 0.25% trypsin-EDTA to detach cells, and re-suspended in 8 mL of DMEM. Flasks were maintained in a humidified atmosphere at 37° C. and 10% CO.sub.2. No antibiotics were used during routine subdivisions or for cell culture experiments to avoid altering cell metabolism. Fibroblasts for use in experiments were harvested at 70% confluence, detached using trypsin-EDTA, suspended at a concentration of 1×10.sup.4 cells/mL, and verified using a Coulter counter.
(137) Assessment of Cell Viability (MTT Assay)
(138) NIH-3T3 cells (200 μL) were seeded at a density of 1×10.sup.4 cells/mL in 96-nontissue culture-treated polystyrene plates (CoStar, Corning, Canada). DMEM+5% FCS culture media plus sterile tissue culture water only was used as a negative control and culture media plus cells plus sterile tissue culture water used as a positive control. Serial dilutions were performed on all samples (at 25, 50, 75 and 100%) and performed in triplicate. Hence, 4 plates (corresponding to each dilution) were incubated for 24 h in a cell culture incubator at 37° C. (10% CO.sub.2/95% air atmosphere). After 24 h, 5, 10 and 15 μL of sterile tissue culture water were added to each well in their respective plate (corresponding to 75, 50 and 25% dilutions). 20 μL of relevant experimental extracts were then added to appropriate wells for testing. The plate was incubated again for 24 h in a cell culture incubator at 37° C. (10% CO.sub.2/95% air atmosphere). A 5 mg/mL solution of MTT reagent (M2128, Sigma Aldrich Canada) was prepared in phosphate-buffered saline, vortexed and sterile-filtered (0.20 μm). Post 24 h incubation of the plates, each well was exposed to the prepared MTT at an amount equal to 10% of the culture media volume. The four plates representing each set of dilutions were then returned to the incubator for 3 h. After incubation, MTT solubilisation solution (Catalog Code: M8910) was added to each well at a volume equal to the original culture media volume. Each well was gently stirred on a rotating table to enhance dissolution of the formazan crystals. Subsequently, the absorbance of each well was spectrophotometrically measured at a wavelength of 570 nm on a multidetection microplate reader (Synergy HT, BIO-TEK). Cell positive control wells were assumed to have 100% metabolic activity corresponding to cellular viability of 100% and the percentage cell viability of the cells exposed to experimental extracts were calculated relative to this.
(139) Assessment of Cell Cytotoxicity (Release of LDH Assay)
(140) The lactate dehydrogenase (LDH) assay was measured by a colorimetric lactate dehydrogenase (LDH) assay (TOX-7 (Product Code: 050M6079), Sigma Aldrich, Canada), according to instructions from the supplier. The amount of LDH in the medium is proportional to the number of lysed/dead cells present; therefore, this assay can be used to estimate cell death. This assay measures membrane integrity as a function of the amount of cytoplasmic LDH released into the medium. Briefly, assay mixture was prepared by mixing equal amounts of LDH assay substrate (Catalog Number: L2402), cofactor (Catalog Number: L2527) and dye solutions (Catalog Number: L2277). For all cultures (70 μL), assay mixture was added to the medium in a proportion of two to one in 4×96-nontissue culture-treated polystyrene plates (CoStar, Corning, Canada). Each plate corresponds to medium dilutions of 25, 50, 75 and 100%, respectively. After incubation at room temperature in the dark (each plate covered with Al foil) and through gentle rotation on a roller, the color reaction was stopped by 1 N HCl. Similar to the MTT assay, DMEM+5% FCS culture media plus sterile tissue culture water only was used as a negative control and culture media plus cells plus sterile tissue culture water used as a positive control. Absorbance was determined at 490 nm using a multidetection microplate reader (Synergy HT, BIO-TEK), with the background correction performed at 650 nm.
(141) Statistical Analysis
(142) Each experiment was performed in triplicate and analysed using Prism 5.0 software (GraphPad software, Inc.) Results are expressed as mean±standard deviation of the triplicate determinations. One way analysis of variance (ANOVA) was carried out followed by a Tukey's post hoc test for comparisons between groups. The level of significance was set at p<0.05.
(143) Table 21 provides the final regression equations in terms of L_Pseudo (1); Actual components (2) and R.sup.2 values; and summarized ANOVA for cell viability. The ANOVA data demonstrates that the model adequately predicts the cell viability response of the particulate material.
(144) TABLE-US-00021 TABLE 21 Summarized ANOVA Adeq. Response Regression Models R.sup.2 R.sup.2.sub.adj. R.sup.2.sub.pred. Prob > F CV (%) Prec. Cell 1 +66.63ZnO − 145.51La.sub.2O.sub.3 + 0.9999 0.9994 0.9817 0.0179 0.36 123.770 Viability 338.30SiO.sub.2 + 815.98TiO.sub.2 + (%) 265.33ZnO * La.sub.2O.sub.3 − 365.03ZnO * SiO.sub.2 − 913.28ZnO * TiO.sub.2 2 +1236.37607ZnO − 1029.59161La.sub.2O.sub.3 + 393.36925SiO.sub.2 + 1798.32577TiO.sub.2 + 2295.21826ZnO * La.sub.2O.sub.3 − 3157.72134ZnO * SiO.sub.2 − 7900.33004ZnO * TiO.sub.2
(145) Table 22 provides the residuals of the cell viability study for all material compositions synthesized.
(146) TABLE-US-00022 TABLE 22 Cell Viability (%) Experimental Calculated Residual Glass Data SD Data (Difference) ORP1 73.790 °19.77 73.954 −0.164 ORP2 84.120 °17.23 84.087 −0.033 ORP3 81.270 °16.15 81.153 0.117 ORP5 91.790 °18.74 91.885 −0.095 ORP6 72.370 °17.05 72.301 0.069 ORP7 71.440 °10.90 71.323 0.117 ORP9 62.240 °22.03 62.278 −0.038 ORP11 60.760 °03.49 60.798 −0.038
(147) Table 23 provides the summary of the significant (positive and negative) main, interaction and quadratic compositional factors (ranked highest to lowest) and its effect on increasing cytocompatibility; where ↑ denotes an increase and ↓ a decrease. The data is based on actual component coding.
(148) TABLE-US-00023 TABLE 23 Ranking of Compositional Cell Viability Factors Response 1 ↓ZnO*TiO.sub.2 2 ↑TiO.sub.2 3 ↓ZnO*SiO.sub.2 4 ↑SiO.sub.2 5 ↑ZnO*La.sub.2O.sub.3
(149) The data demonstrates that the most significant ‘main’ compositional variants which impact upon cell viability at 75% are on the order TiO.sub.2>SiO.sub.2. An interesting feature is that, counter to what would be expected, ZnO in its own right does not contribute to a reduction in cell viability. Rather, ZnO is dependant on interactions with TiO.sub.2 (Table 23 G; ZnO*TiO.sub.2 is the 1.sup.st most significant factor with respect to the MTT assay) to reduce cell viability; whereby a decrease in ZnO for an increase in TiO.sub.2 may enhance cell viability. Similarly, the interactions between ZnO and SiO.sub.2 indicates that decreased ratio of ZnO:SiO.sub.2 will allow for enhanced cytocompatibility. Other surprising relationships shown in the data are described below.
(150) It also would not have been predicted that increasing the ratio of ZnO:La.sub.2O.sub.3 provides for increased levels of cell viabilities. This interaction effect deems La.sub.2O.sub.3 more cytotoxic than ZnO. To the contrary, it would have been expected that the Zn containing materials described herein would demonstrate a cytotoxicity profile counter to requirements. However, it is clearly demonstrated that the complex multi-component system provides for tailored (equivalent or superior) cytocompatibility versus conventional embolic materials (Contour).
(151) Evaluation of Radiopacity
(152) Radiopacity of OccluRad versus PVA (Contour) was determined using computed tomography scans of Gammex Tissue Characterization phantom inserts filled with each product.
(153) Due to the complexity of the multi-component systems (compositions) disclosed, one could not predict the response for each, with respect to its inherent radiopacity. It is noted that the HU values for ORP5 representative for all sets of compositions disclosed) demonstrates far superior levels to Contour in the absence of any contrast agent.
(154) In Vivo Evaluation of Safety and Efficacy
(155) Animal units (New Zealand White Rabbits) were used for a pilot examination of local effects after implantation in the uterine artery. Material (ORP 5) was delivered to the relevant vasculature, using a 25G butterfly cannulae, in a suspension of saline (8 mg/mL). 8 animals were utilized; 4 treated with ORP5 and 4 with Contour. Animals were euthanized after 21 days, using Isofluorane and KCl (the latter administered via IV at 2 mg/kg). Laparotomy was performed, and the uterus, including both ovaries, was removed. The left and right uterine horns were dissected, fixed in 10% formaldehyde solution and sectioned appropriately for histological evaluation. Histological samples were taken at four to six different levels (depending on size) along the uterine horn; routine hematoxylin and eosin staining was performed thereafter.
(156)
(157) That ORP5 worked as well as and in some measures, out performed, the Contour could not have been predicted. Gross examination of the pathology specimens from all 8 rabbits showed a necrotic uterus at the embolization site, with no obvious changes in any of the untreated uterine horns. No adverse reactions were observed for any of the H&E stained tissues examined (in both experimental and commercial groups) with comparable data to untreated (normal) uterine tissues. In the intracutaneous irritation test, there was no evidence of irritation in both the polar (normal saline) and non-polar (sesame oil) vehicles (the mean score difference less than 1 in all observations), to demonstrate equivalency for ORP5 to the embolic predicate Contour.
(158) Intracutaneous Irritation Test
(159) This study was conducted according to ISO 10993-10. The potential of the test article (extract of particle ORP5) producing irritation was evaluated after intracutaneous injection of the test article. Three New Zealand White rabbits were used in this study. Each rabbit was injected intracutaneously with 0.2 mL of test article or vehicles. The polar vehicle was normal saline, and the nonpolar vehicle was sesame oil. The treatment designs of each animal are presented in
(160) TABLE-US-00024 TABLE 24 Numerical Reaction Grading 1. Erythema and eschar formation No erythema 0 Very slight erythema (barely perceptible) 1 Well-defined erythema 2 Moderate erythema 3 Severe erythema (beet-redness) to escher formation preventing 4 grading of erythema 2. Edema formation No edema 0 Very slight edema (barely perceptible) 1 Well-defined edema (edges of area well-defined by definite 2 raising) Moderate edema (raised approximately 1 mm) 3 Severe erythema (raised approximately 1 mm and extending 4 beyond exposure area)
(161) The appearance of each injection site was noted and marked immediately after injection. Observation of the tissue reaction at 0 hours (immediately after injection), 24 hours, 48 hours, and 72 hours after injection were graded. Any reaction at the injection site was recorded accordingly.
(162) Conformation of Fibrinogen in Embolic Extracts Containing Degradation Products
(163) Far-ultraviolet (UV) Circular Dichroism (CD) spectra were recorded using a Jasco J-810 spectropolarimeter (Easton, Md.) with temperature control capability. A 6.4 mg/mL solution of fibrinogen from human plasma (F4883, plasminogen free, containing 58% protein, 96% clottable protein; Sigma Aldrich, ON) in 25 mM sodium phosphate buffer adjusted to pH 7.4±0.05 using NaOH and H.sub.2SO.sub.4 was diluted to a concentration of 0.2 mg/mL with the solutions of embolic extracts (containing the ion degradation products, as prepared in Example 9 at n=3 for each extract)). The concentration of the stock fibrinogen solution was determined by UV spectroscopy at 280 nm using the manufacturer's molar extinction coefficient. All spectra were collected at 37° C. (controlled with a NESLAB RTE-111 bath, Thermo Scientific, Newington, N.H.) in three repetitions (260-190 nm, 1 nm steps, 50 nm/min) in a 0.5 mm pathlength quartz cuvette (Hellma, Müllheim, Germany). The triplicate spectra for each ion degradation solution were averaged, blank subtracted with phosphate buffer (25 mM; pH 7.4±0.05), and converted to mean residue ellipticity ([θ]). Relative fibrinogen conformation between samples was monitored by comparing [θ] at the minima corresponding to the α-helical bands at ˜208 and 222 nm.
(164) The effect of the degradation by-products from such complex multi-component systems on the secondary structure of fibrinogen, Fg (an essential precursor protein for clot formation) could not have been predicted. Interestingly, no significant conformational changes to Fg structure were observed by CD (
(165) Platelet Lactate Dehydrogenase (LDH) Assay Studies
(166) All protocols pertaining to the use of whole blood and platelets were approved by the Capital Health Research Ethics Board. The blood (31.5 mL) was collected via venipuncture from healthy, aspirin-free human volunteers at the Laboratory Blood Collection facility at the Victoria General Hospital in seven 4.5 mL glass BD Vacutainer tubes (Catalog No. 364606, Becton-Dickinson, Franklin Lakes, N.J.) containing an acid-citrated dextrose (ACD) anticoagulant. It is important to note that the first tube (4.5 mL) of blood was discarded, as it is rich in clotting factors, and then the remaining 27 mL was collected. Platelet rich plasma (PRP) was generated by centrifuging the ACD-anticoagulated blood (1500 rpm, 8 min, 25° C.) using an Eppendorf 5702 centrifuge. Careful transfer of the PRP to individual centrifuge tubes was completed using sterile plastic pasteur pipettes.
(167) Platelet concentration was measured using a LH 785 CBC analyzer. The platelet concentration was recorded for each patient but not adjusted. The platelet suspension was then added to the preferred particles (ORP5 and Contour™) at a final concentration of 0.1 cc per mL of platelet suspension (3 mL of patient PRP for each embolic agent with the exception of patient 1006 which only had enough PRP to add 2.5 ml of PRP per embolic agent) and allowed to adhere for 1 h at 37° C. under static conditions.
(168) At the end of this step, the suspension was aspirated from each well, and the non-adherent platelets were rinsed away by filling and aspirating the wells ten times with 2.5 mL of PBS. The entire duration from blood collection to the conclusion of this step was less than 4 h. Platelet LDH was quantified by measuring the lactate dehydrogenase (LDH) released when the adherent platelets were lysed with a Triton-PSB buffer. A calibration curve was constructed using a known number of platelets and the platelet adhesion on the embolic agents was determined from this calibration curve.
(169) Given the complexity of the disclosed compositions, one could not have predicted the response of platelets to the material using the LDH assay. It is noted that performance of the multi-component systems in this assay demonstrate equivalent compatibility to Contour.
(170) All publications and patent applications cited in this specification are herein incorporated by reference as if each individual publication or patent application were specifically and individually indicated to be incorporated by reference.
(171) Although the foregoing invention has been described in some detail by way of illustration and example for purposes of clarity of understanding, it will be readily apparent to one of ordinary skill in the art in light of the teachings of this invention that certain changes and modifications may be made thereto without departing from the spirit or scope of the invention as defined in the appended claims.
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(173) TABLE-US-00025 TABLE 2 177 glass compositions (mol. fraction) formulated using design of experiments. The NM components are varied between 0 to 0.140 mol. fraction. Std. ORP# Run Si Ca Zn Mg La Sr Ti Na 78 1 0.000 0.150 0.520 0.050 0.140 0.000 0.140 0.000 4 2 0.290 0.000 0.570 0.000 0.000 0.140 0.000 0.000 17 3 0.290 0.140 0.520 0.050 0.000 0.000 0.000 0.000 132 4 0.000 0.000 0.570 0.050 0.100 0.140 0.000 0.140 150 5 0.000 0.150 0.520 0.050 0.000 0.000 0.140 0.140 73 6 0.200 0.000 0.520 0.000 0.140 0.000 0.140 0.000 6 7 0.290 0.000 0.570 0.000 0.000 0.000 0.000 0.140 43 8 0.290 0.000 0.520 0.000 0.000 0.140 0.050 0.000 10 9 0.000 0.290 0.570 0.000 0.000 0.000 0.140 0.000 125 10 0.000 0.200 0.520 0.000 0.000 0.140 0.000 0.140 14 11 0.290 0.000 0.520 0.050 0.000 0.140 0.000 0.000 142 12 0.000 0.010 0.520 0.050 0.140 0.140 0.000 0.140 121 13 0.000 0.100 0.570 0.050 0.140 0.000 0.000 0.140 20 14 0.000 0.290 0.520 0.050 0.000 0.000 0.140 0.000 144 15 0.000 0.000 0.520 0.050 0.140 0.140 0.010 0.140 171 16 0.000 0.000 0.570 0.010 0.000 0.140 0.140 0.140 62 17 0.000 0.100 0.570 0.050 0.140 0.140 0.000 0.000 152 18 0.000 0.100 0.570 0.050 0.000 0.000 0.140 0.140 151 19 0.100 0.000 0.570 0.050 0.000 0.000 0.140 0.140 15 20 0.290 0.000 0.520 0.050 0.000 0.000 0.140 0.000 153 21 0.000 0.000 0.570 0.050 0.100 0.000 0.140 0.140 27 22 0.290 0.090 0.570 0.050 0.000 0.000 0.000 0.000 8 23 0.000 0.290 0.570 0.000 0.140 0.000 0.000 0.000 145 24 0.200 0.000 0.520 0.000 0.000 0.000 0.140 0.140 63 25 0.290 0.000 0.520 0.000 0.000 0.000 0.140 0.050 134 26 0.060 0.000 0.520 0.000 0.140 0.140 0.000 0.140 107 27 0.290 0.000 0.520 0.000 0.000 0.000 0.050 0.140 148 28 0.000 0.150 0.570 0.000 0.000 0.000 0.140 0.140 160 29 0.000 0.000 0.570 0.010 0.140 0.000 0.140 0.140 120 30 0.100 0.000 0.570 0.050 0.140 0.000 0.000 0.140 75 31 0.150 0.000 0.570 0.000 0.140 0.000 0.140 0.000 128 32 0.150 0.000 0.520 0.050 0.000 0.140 0.000 0.140 108 33 0.050 0.290 0.520 0.000 0.000 0.000 0.000 0.140 159 34 0.000 0.010 0.570 0.000 0.140 0.000 0.140 0.140 24 35 0.290 0.000 0.570 0.050 0.000 0.090 0.000 0.000 164 36 0.000 0.000 0.530 0.050 0.140 0.000 0.140 0.140 9 37 0.000 0.290 0.570 0.000 0.000 0.140 0.000 0.000 124 38 0.200 0.000 0.520 0.000 0.000 0.140 0.000 0.140 90 39 0.100 0.000 0.570 0.050 0.000 0.140 0.140 0.000 126 40 0.150 0.000 0.570 0.000 0.000 0.140 0.000 0.140 174 41 0.000 0.010 0.520 0.050 0.000 0.140 0.140 0.140 141 42 0.010 0.000 0.520 0.050 0.140 0.140 0.000 0.140 7 43 0.290 0.140 0.570 0.000 0.000 0.000 0.000 0.000 92 44 0.000 0.000 0.570 0.050 0.100 0.140 0.140 0.000 74 45 0.000 0.200 0.520 0.000 0.140 0.000 0.140 0.000 122 46 0.000 0.000 0.570 0.050 0.140 0.100 0.000 0.140 135 47 0.000 0.060 0.520 0.000 0.140 0.140 0.000 0.140 64 48 0.290 0.050 0.520 0.000 0.000 0.000 0.140 0.000 93 49 0.000 0.000 0.520 0.000 0.140 0.140 0.140 0.060 12 50 0.140 0.290 0.570 0.000 0.000 0.000 0.000 0.000 95 51 0.000 0.060 0.520 0.000 0.140 0.140 0.140 0.000 119 52 0.000 0.150 0.520 0.050 0.140 0.000 0.000 0.140 162 53 0.010 0.000 0.520 0.050 0.140 0.000 0.140 0.140 69 54 0.000 0.290 0.520 0.000 0.050 0.000 0.140 0.000 80 55 0.100 0.000 0.570 0.050 0.140 0.000 0.140 0.000 112 56 0.240 0.000 0.570 0.050 0.000 0.000 0.000 0.140 49 57 0.050 0.290 0.520 0.000 0.000 0.140 0.000 0.000 157 58 0.000 0.000 0.520 0.000 0.140 0.060 0.140 0.140 133 59 0.000 0.000 0.570 0.050 0.000 0.140 0.100 0.140 23 60 0.290 0.000 0.570 0.050 0.090 0.000 0.000 0.000 86 61 0.000 0.150 0.570 0.000 0.000 0.140 0.140 0.000 47 62 0.000 0.290 0.520 0.000 0.000 0.140 0.050 0.000 21 63 0.000 0.290 0.520 0.050 0.000 0.000 0.000 0.140 19 64 0.000 0.290 0.520 0.050 0.000 0.140 0.000 0.000 71 65 0.240 0.000 0.570 0.050 0.000 0.000 0.140 0.000 56 66 0.000 0.150 0.570 0.000 0.140 0.140 0.000 0.000 176 67 0.000 0.000 0.520 0.050 0.010 0.140 0.140 0.140 102 68 0.000 0.000 0.520 0.050 0.140 0.140 0.140 0.010 67 69 0.000 0.290 0.520 0.000 0.000 0.000 0.140 0.050 76 70 0.000 0.150 0.570 0.000 0.140 0.000 0.140 0.000 99 71 0.000 0.000 0.570 0.010 0.140 0.140 0.140 0.000 115 72 0.000 0.200 0.520 0.000 0.140 0.000 0.000 0.140 58 73 0.000 0.150 0.520 0.050 0.140 0.140 0.000 0.000 34 74 0.290 0.000 0.520 0.000 0.140 0.000 0.050 0.000 29 75 0.000 0.290 0.570 0.050 0.000 0.090 0.000 0.000 41 76 0.240 0.000 0.570 0.050 0.140 0.000 0.000 0.000 163 77 0.000 0.010 0.520 0.050 0.140 0.000 0.140 0.140 87 78 0.150 0.000 0.520 0.050 0.000 0.140 0.140 0.000 139 79 0.000 0.000 0.570 0.010 0.140 0.140 0.000 0.140 167 80 0.000 0.060 0.520 0.000 0.000 0.140 0.140 0.140 48 81 0.000 0.290 0.520 0.000 0.000 0.140 0.000 0.050 65 82 0.290 0.000 0.520 0.000 0.050 0.000 0.140 0.000 5 83 0.290 0.000 0.570 0.000 0.000 0.000 0.140 0.000 156 84 0.000 0.060 0.520 0.000 0.140 0.000 0.140 0.140 88 85 0.000 0.150 0.520 0.050 0.000 0.140 0.140 0.000 45 86 0.290 0.050 0.520 0.000 0.000 0.140 0.000 0.000 83 87 0.200 0.000 0.520 0.000 0.000 0.140 0.140 0.000 40 88 0.050 0.290 0.520 0.000 0.140 0.000 0.000 0.000 173 89 0.010 0.000 0.520 0.050 0.000 0.140 0.140 0.140 51 90 0.240 0.000 0.570 0.050 0.000 0.140 0.000 0.000 165 91 0.000 0.000 0.520 0.050 0.140 0.010 0.140 0.140 28 92 0.000 0.290 0.570 0.050 0.090 0.000 0.000 0.000 113 93 0.000 0.240 0.570 0.050 0.000 0.000 0.000 0.140 44 94 0.290 0.000 0.520 0.000 0.000 0.140 0.000 0.050 118 95 0.150 0.000 0.520 0.050 0.140 0.000 0.000 0.140 131 96 0.000 0.100 0.570 0.050 0.000 0.140 0.000 0.140 66 97 0.290 0.000 0.520 0.000 0.000 0.050 0.140 0.000 26 98 0.290 0.000 0.570 0.050 0.000 0.000 0.000 0.090 170 99 0.000 0.010 0.570 0.000 0.000 0.140 0.140 0.140 52 100 0.000 0.240 0.570 0.050 0.000 0.140 0.000 0.000 104 101 0.290 0.050 0.520 0.000 0.000 0.000 0.000 0.140 46 102 0.290 0.000 0.520 0.000 0.050 0.140 0.000 0.000 37 103 0.000 0.290 0.520 0.000 0.140 0.050 0.000 0.000 36 104 0.290 0.050 0.520 0.000 0.140 0.000 0.000 0.000 146 105 0.000 0.200 0.520 0.000 0.000 0.000 0.140 0.140 158 106 0.010 0.000 0.570 0.000 0.140 0.000 0.140 0.140 89 107 0.000 0.000 0.570 0.050 0.000 0.140 0.140 0.100 109 108 0.000 0.290 0.520 0.000 0.050 0.000 0.000 0.140 96 109 0.010 0.000 0.570 0.000 0.140 0.140 0.140 0.000 18 110 0.000 0.290 0.520 0.050 0.140 0.000 0.000 0.000 25 111 0.290 0.000 0.570 0.050 0.000 0.000 0.090 0.000 42 112 0.000 0.240 0.570 0.050 0.140 0.000 0.000 0.000 32 113 0.090 0.290 0.570 0.050 0.000 0.000 0.000 0.000 116 114 0.150 0.000 0.570 0.000 0.140 0.000 0.000 0.140 149 115 0.150 0.000 0.520 0.050 0.000 0.000 0.140 0.140 129 116 0.000 0.150 0.520 0.050 0.000 0.140 0.000 0.140 117 117 0.000 0.150 0.570 0.000 0.140 0.000 0.000 0.140 101 118 0.000 0.010 0.520 0.050 0.140 0.140 0.140 0.000 82 119 0.000 0.000 0.570 0.050 0.140 0.100 0.140 0.000 84 120 0.000 0.200 0.520 0.000 0.000 0.140 0.140 0.000 2 121 0.190 0.290 0.520 0.000 0.000 0.000 0.000 0.000 61 122 0.100 0.000 0.570 0.050 0.140 0.140 0.000 0.000 175 123 0.000 0.000 0.530 0.050 0.000 0.140 0.140 0.140 166 124 0.060 0.000 0.520 0.000 0.000 0.140 0.140 0.140 11 125 0.000 0.290 0.570 0.000 0.000 0.000 0.000 0.140 97 126 0.000 0.010 0.570 0.000 0.140 0.140 0.140 0.000 168 127 0.000 0.000 0.520 0.000 0.060 0.140 0.140 0.140 13 128 0.290 0.000 0.520 0.050 0.140 0.000 0.000 0.000 22 129 0.140 0.290 0.520 0.050 0.000 0.000 0.000 0.000 147 130 0.150 0.000 0.570 0.000 0.000 0.000 0.140 0.140 68 131 0.050 0.290 0.520 0.000 0.000 0.000 0.140 0.000 39 132 0.000 0.290 0.520 0.000 0.140 0.000 0.000 0.050 1 133 0.290 0.190 0.520 0.000 0.000 0.000 0.000 0.000 81 134 0.000 0.100 0.570 0.050 0.140 0.000 0.140 0.000 54 135 0.000 0.200 0.520 0.000 0.140 0.140 0.000 0.000 94 136 0.060 0.000 0.520 0.000 0.140 0.140 0.140 0.000 31 137 0.000 0.290 0.570 0.050 0.000 0.000 0.000 0.090 50 138 0.000 0.290 0.520 0.000 0.050 0.140 0.000 0.000 53 139 0.200 0.000 0.520 0.000 0.140 0.140 0.000 0.000 138 140 0.000 0.010 0.570 0.000 0.140 0.140 0.000 0.140 114 141 0.200 0.000 0.520 0.000 0.140 0.000 0.000 0.140 127 142 0.000 0.150 0.570 0.000 0.000 0.140 0.000 0.140 143 143 0.000 0.000 0.530 0.050 0.140 0.140 0.000 0.140 91 144 0.000 0.100 0.570 0.050 0.000 0.140 0.140 0.000 38 145 0.000 0.290 0.520 0.000 0.140 0.000 0.050 0.000 123 146 0.000 0.000 0.570 0.050 0.140 0.000 0.100 0.140 155 147 0.060 0.000 0.520 0.000 0.140 0.000 0.140 0.140 16 148 0.290 0.000 0.520 0.050 0.000 0.000 0.000 0.140 55 149 0.150 0.000 0.570 0.000 0.140 0.140 0.000 0.000 161 150 0.000 0.000 0.570 0.000 0.140 0.010 0.140 0.140 105 151 0.290 0.000 0.520 0.000 0.050 0.000 0.000 0.140 59 152 0.000 0.000 0.570 0.050 0.140 0.140 0.100 0.000 33 153 0.290 0.000 0.520 0.000 0.140 0.050 0.000 0.000 172 154 0.000 0.000 0.570 0.000 0.010 0.140 0.140 0.140 72 155 0.000 0.240 0.570 0.050 0.000 0.000 0.140 0.000 3 156 0.290 0.000 0.570 0.000 0.140 0.000 0.000 0.000 77 157 0.150 0.000 0.520 0.050 0.140 0.000 0.140 0.000 177 158 0.085 0.085 0.543 0.023 0.066 0.066 0.066 0.066 35 159 0.290 0.000 0.520 0.000 0.140 0.000 0.000 0.050 57 160 0.150 0.000 0.520 0.050 0.140 0.140 0.000 0.000 100 161 0.010 0.000 0.520 0.050 0.140 0.140 0.140 0.000 169 162 0.010 0.000 0.570 0.000 0.000 0.140 0.140 0.140 60 163 0.000 0.000 0.570 0.050 0.140 0.140 0.000 0.100 111 164 0.000 0.290 0.520 0.000 0.000 0.000 0.050 0.140 70 165 0.000 0.290 0.520 0.000 0.000 0.050 0.140 0.000 140 166 0.000 0.000 0.570 0.000 0.140 0.140 0.010 0.140 154 167 0.000 0.000 0.570 0.050 0.000 0.100 0.140 0.140 137 168 0.010 0.000 0.570 0.000 0.140 0.140 0.000 0.140 106 169 0.290 0.000 0.520 0.000 0.000 0.050 0.000 0.140 98 170 0.000 0.000 0.570 0.000 0.140 0.140 0.140 0.010 79 171 0.000 0.000 0.570 0.050 0.140 0.000 0.140 0.100 30 172 0.000 0.290 0.570 0.050 0.000 0.000 0.090 0.000 85 173 0.150 0.000 0.570 0.000 0.000 0.140 0.140 0.000 103 174 0.000 0.000 0.530 0.050 0.140 0.140 0.140 0.000 110 175 0.000 0.290 0.520 0.000 0.000 0.050 0.000 0.140 130 176 0.100 0.000 0.570 0.050 0.000 0.140 0.000 0.140 136 177 0.000 0.000 0.520 0.000 0.140 0.140 0.060 0.140