Process Mapping of the Sol–Gel Transition in Acid-Initiated Sodium Silicate Solutions
Abstract
:1. Introduction
- Sufficient mechanical properties and controllable degradation rate, capable of providing short-term strength that transitions into load-bearing bone before being resorbed;
- Ability to bond to bone (bioactivity);
- Interconnected porosity and controllable pore size to allow for cell growth and vascularization;
- Reliable, repeatable, fast, and economically convenient for mass production;
- Free from any toxic substances and safe for people and the environment;
- Customizable to meet the needs of each patient.
- Conventional methods require heat treatment for consolidation, which adversely affects glass bioactivity;
- AMTs, such as 3D printing, require 3D models and imaging for each patient, which can be costly and time-consuming;
- There is a lack of formability, despite bone defects coming in various sizes and shapes.
- Lack of repeatability;
- Mass transport limitations at the surface;
- Restricted to a narrow pH range, despite silica gel properties being pH-dependent.
- pH: pH is a key parameter controlling gelation in silica–water systems. Although many studies have examined the effect of pH on waterglass gelation time, they are typically limited to narrow pH ranges of 1–2 units [17,18,19]. A comprehensive study conducted by Iler [20] in the 1970s focused on silica–water systems in general, but not specifically on waterglass, leaving the general trend for gelation time across the entire pH range for waterglass uncertain. Detailed data on the relationship between gelation time and pH are essential for precisely modeling and controlling the gelation process, which is critical for tailoring the properties of the resulting gel. Although applying soluble silicates to biomaterials limits us to a pH range safe for human tissue, data on gelation time across the whole pH range are the missing puzzle piece for developing gels from waterglass. This information is crucial for optimizing the gelation process, regardless of the target application.
- Type of acid initiator: various acids—both strong (such as hydrochloric acid [21], nitric acid [22], phosphoric acid [23], and formic acid [24]) and weak (such as boric acid [25], acetic acid [26] and carbonic acid [27])—are used for silica gel formation from waterglass for different applications. However, the rationale behind the selection of a given acid as an initiator is rarely explained in the literature and appears to have been chosen arbitrarily. Studies using multiple acid initiators for silica gels [28,29] typically fail to maintain constant pH, making it unclear whether the type of acid initiator affects gelation time beyond its influence on pH. Here, we seek to elucidate the effects of acid initiators by controlling and fixing other independent variables.
- Waterglass concentration: Gelation is known to accelerate with an increase in sodium silicate content in water [16]. While higher concentrations initially promise shorter gelation times, adjusting waterglass concentrations offers flexibility to achieve specific gelation times across varying pH conditions. Therefore, we investigate the impact of initial waterglass concentration on gelation kinetics to optimize the gelation processes tailored to bone tissue composite scaffolds.
- How should pH and waterglass concentration be adjusted to achieve a target gelation time that is practical for making composite bone scaffolds?
- Can gels with the same gelation time be produced under different processing conditions (i.e., pH, waterglass concentration, type of acid initiator)? How do these conditions affect the final properties of the gels?
- At a fixed gelation time, does the type of acid initiator influence the final properties of the gel?
- Can the appearance and optical properties of the gels provide insights into the sol–gel kinetics and the structure of the final gels?
2. Results and Discussion
2.1. Gelation Time
2.2. Optical Properties
2.2.1. Visual Changes
2.2.2. Tyndall Effect
- Initially, all samples exhibited the Tyndall effect to some degree, confirming the colloidal nature of the initial waterglass solution.
- The overall trend of the light scattering in our samples closely mirrors that seen in Figure 5, indicating that the reduction in light transmission results from increased scattering by colloidal particles or aggregates.
- Over time, after introducing the acid-initiator, the intensity of scattered light in each sample increases. This increased scattering is evident from both the increased brightness of the beam path and the glow that expands around it, often illuminating the entire vial. This glow is attributed to multiple scattering centers within the specimen, which redistributes light in various directions, making scattered light visible beyond the direct laser beam path. This scattering phenomenon suggests the formation of new colloidal particles, an increase in colloidal particles, or both.
2.2.3. UV/VIS Spectrophotometry
- There is an increase in transmittance with increasing wavelength, contributing to the bluish tint observed.
- The overall transmittance decreases with time within each sample, resembling the photos in Figure 5.
- There is a distinct difference between acidic and basic gels in their ability to transmit light, with acidic gels having a higher %T, regardless of the type of acid initiator used. However, the difference in the light transmittance behavior diminishes as the dilution rate increases.
- Basic gels show an increase in transmittance with decreasing silica concentration, whereas acidic gels exhibit a decrease in transmittance with dilution.
2.3. What Do Optical Properties Reveal About Gelation Kinetics?
2.4. Relationships between Gel Structure and Optical Properties
2.4.1. Acidic vs. Basic Gels
2.4.2. Effect of Concentration and Type of Acid Initiator
3. Conclusions
- Gelation time changed exponentially with pH in the basic region and fit third-order polynomials in the acidic region, peaking near pH 2. The fitted equation parameters varied with waterglass concentration, allowing prediction of gelation time for any given concentration and pH.
- A wide range of target gelation times could be achieved in both acidic and basic regions. The specific pH for the target gelation time could be adjusted toward neutral pH by decreasing the initial waterglass concentration.
- Studying the optical properties of gels, while not directly critical in bone tissue engineering, provided insights into gelation kinetics and microstructure, which influence essential properties such as setting time, porosity, and presumably mechanical strength.
- With BA, being weaker than PA, 28–38 times more volume of acid was needed to adjust the pH and only basic gels could be made. Overall, the gelation kinetics, optical properties and microstructure of BA basic gel were similar to what was observed for PA basic gels, highlighting that the effect of pH and waterglass concentration on the gelation process is more significant than the type of acid initiator used.
- Based on light transmittance data and SEM micrographs, acidic gels are likely composed of smaller particles, forming smaller aggregates and pores with less light scattering, while basic gels have larger particles forming larger aggregates and pores leading to more light scattering and opacity.
- UV/VIS spectroscopy was useful for indicating the gel point, marked by an inflection point in light transmittance over time. Differentiating light transmittance spectra using various orders of derivatives enhanced time resolution for precisely and accurately determining the gelation point.
4. Materials and Methods
4.1. Independent Variables
4.1.1. pH
4.1.2. Type of Acid Initiator
4.1.3. Waterglass Concentration
4.2. Materials
4.3. Preparation of Dilute Waterglass and Acid Solutions
4.4. Gelation Time
4.5. Optical Properties
4.5.1. Macrographs
Sol–Gel Transition
Tyndall Effect
4.5.2. UV/VIS Spectrophotometry
4.6. Scanning Electron Microscopy
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Why Pure CO2 Gas Did Not Work
- Mass transport limitations: The setting reaction is mass-transport limited, meaning that it is limited by diffusion of CO2 gas into waterglass. As gasification progresses, the surface viscosity increases to a point where it hinders further reaction, often leaving the reaction incomplete.
- Ambiguities in Reaction Kinetics and Setting Point: Monitoring or controlling the setting point or the degree of gelation within the bulk is challenging. Chemical analysis techniques like SEM/EDX, XRD, Raman, and FTIR spectroscopy are not very useful due to the common elements and chemical bonds between sodium silicate gel and bioactive glass, as well as their amorphous nature. Physical analysis methods such as Micro-CT or light microscopy are also limited due to the similar densities and the transparent nature of the components.
- Risk of under-gassing/over-gassing: Finding the optimal gassing conditions for ideal gelation kinetics is crucial. Insufficient gassing can result in incomplete reaction, while excessive gassing—known as “over-gassing”—can significantly reduce binder strength. Over-gassing occurs due to gel dehydration, accelerated evaporation, hydration of sodium carbonate crystals, or formation of sodium bicarbonate [69]. Since the reaction kinetics cannot be easily monitored, both of these cases are likely to happen.
- Limited pH Range: The pH of waterglass is a key factor in controlling gelation kinetics and final gel properties. Ideally, a wide pH range should be explored to find the best processing conditions for our application and target gelation time. However, the carbonic acid introduced from CO2 gas is a weak acid and, combined with the buffering ability of the waterglass solution, cannot lower the pH below ~10. This limitation is problematic because the minimum gelation time in silica–water systems typically occur around neutral pH, which is also ideal for biological applications to reduce tissue damage.
- Lack of Repeatability: No meaningful correlation was found between gassing variables (such as time and flow rate) and the final compressive strength. Other factors, including the sample’s height, the binder-to-bioactive glass ratio, the type of nozzle, and binder viscosity, also influence the results. With so many variables and no control or clear understanding of the gelation progression, achieving consistent results became nearly impossible.
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Acid Catalyst | WG:Water (wt. Ratio) | WG (wt%) | Fitted Equation | Parameters | ||||
---|---|---|---|---|---|---|---|---|
a | b | c | d | |||||
Boric Acid | 1:5 | Basic | 15 | tg = a·eb·pH | 1 × 10−27 | 6.107 | - | - |
Phosphoric Acid | 1:1 | Basic | 50 | 2 × 10−60 | 13.135 | - | - | |
1:3 | 25 | 5 × 10−40 | 8.929 | |||||
1:5 | 15 | 5 × 10−26 | 6.221 | |||||
1:1 | Acidic | 50 | tg = a·pH3 + b·pH2 + c·pH + d | −5 × 10−5 | 0.002 | −0.114 | 100.47 | |
1:3 | 25 | −5 × 10−5 | 0.004 | −0.134 | 100.74 | |||
1:5 | 15 | −6 × 10−5 | 0.011 | −0.823 | 100.38 |
Acid Catalyst | WG:Water (wt. Ratio) | WG (g) | Acid Content (µL) | pH | tg (min) | |
---|---|---|---|---|---|---|
Boric Acid | 1:5 | Basic | 3.34 | 14,000 | 10.60 | 10 |
Phosphoric Acid | 1:1 | Basic | 10.00 | 545 | 10.63 | 10 |
1:3 | 5.00 | 360 | 10.35 | |||
1:5 | 3.34 | 300 | 9.70 | |||
1:1 | Acidic | 10.00 | 2800 | 3.36 | 10 | |
1:3 | 5.00 | 1300 | 4.80 | |||
1:5 | 3.34 | 825 | 5.30 |
Acid Catalyst | WG:Water (wt. Ratio) | WG (wt%) | Fitted Equation | Parameters | ||||
---|---|---|---|---|---|---|---|---|
a | b | c | d | |||||
Boric Acid | 1:5 | Basic | 15 | %T = at3 + bt2 + ct + d | 25 × 10−6 | 0.321 | −9.155 | 119.7 |
Phosphoric Acid | 1:1 | Basic | 50 | −23 × 10−5 | 0.176 | 0.193 | 99.92 | |
1:3 | 25 | −49 × 10−5 | 0.081 | −4.498 | 114.5 | |||
1:5 | 15 | −26 × 10−6 | 0.041 | −2.428 | 107.7 | |||
1:1 | Acidic | 50 | %T = at3 + bt2 + ct + d | −19 × 10−6 | 0.002 | 0.114 | 100.5 | |
1:3 | 25 | 51 × 10−6 | 0.004 | 0.134 | 100.7 | |||
1:5 | 15 | 56 × 10−6 | 0.10 | −0.823 | 100.4 |
WG:Water (wt. Ratio) | Water (g) | WG (g) | pH | Acid Type | Acid: Water (wt. Ratio) | Water (g) | Acid (g) | pH | ||
---|---|---|---|---|---|---|---|---|---|---|
WG Solutions | 1:1 | 10.00 | 10.00 | 11.48 | Acid Solutions | PA | 11:1 | 1.00 | 11.00 | 1.50 |
1:3 | 15.00 | 5.00 | 11.22 | BA | 1:24 | 96.00 | 4.00 | 3.20 | ||
1:5 | 16.66 | 3.34 | 10.91 |
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Matinfar, M.; Nychka, J.A. Process Mapping of the Sol–Gel Transition in Acid-Initiated Sodium Silicate Solutions. Gels 2024, 10, 673. https://doi.org/10.3390/gels10100673
Matinfar M, Nychka JA. Process Mapping of the Sol–Gel Transition in Acid-Initiated Sodium Silicate Solutions. Gels. 2024; 10(10):673. https://doi.org/10.3390/gels10100673
Chicago/Turabian StyleMatinfar, Marzieh, and John A. Nychka. 2024. "Process Mapping of the Sol–Gel Transition in Acid-Initiated Sodium Silicate Solutions" Gels 10, no. 10: 673. https://doi.org/10.3390/gels10100673
APA StyleMatinfar, M., & Nychka, J. A. (2024). Process Mapping of the Sol–Gel Transition in Acid-Initiated Sodium Silicate Solutions. Gels, 10(10), 673. https://doi.org/10.3390/gels10100673