The Development of Anti-Salt Fluid Loss Additive for Cement-Metakaolin Slurry with Semi-Saturated/Saturated Saline Water: The Application of Maleic Anhydride
Abstract
:1. Introduction
2. Experiment
2.1. Experimental Material
2.2. Experimental Method
2.2.1. The Preparation of Cement Slurry and the Test of Compressive Strength of Set Cement
2.2.2. Polymer Synthesis Method
2.2.3. Characterization and Analysis Method of Fluid Loss Additive ADAM-J
- (1)
- Infrared analysis method of fluid loss additive ADAM-J
- (2)
- Nuclear magnetic resonance hydrogen spectrum analysis of fluid loss additive ADAM-J
- (3)
- Thermogravimetric analysis of fluid loss additive ADAM-J
- (4)
- Determination of molecular weight of fluid loss additive ADAM-J
2.2.4. Evaluation Method for Salt Resistance of Fluid Loss Additive ADAM-J
2.2.5. Analysis Method of Action Mechanism of Fluid Loss Additive ADAM-J
- (1)
- SEM analysis method
- (2)
- Method for Zeta potential analysis of filter cake
- (3)
- Method for viscosity analysis of aqueous solution
- (4)
- Infrared analysis
- (5)
- Nuclear magnetic resonance hydrogen spectrum analysis
- (6)
- Thermogravimetric analysis
3. Results and Discussion
3.1. Molecular Structure Design
3.1.1. Molecular Structure Principle of Anti-Salt Fluid Loss Additive
3.1.2. Selection of Synthetic Monomers
- (1)
- Among adsorbent monomers, acrylamide and N,N-dimethyl acrylamide have good adsorption because the hydrogen atom on N of N,N-dimethyl acrylamide is replaced by two methyl groups; the steric hindering of methyl group leads to the amide group having good stability under acidic or alkaline conditions.
- (2)
- Among salt-resistance monomers, 2-propylene acyl amino-2-methyl propane sulfonic acid, sodium styrene sulfonic acid, and N-vinyl pyrrolidone have large side effects, but since 2-acryloy-2-methylpropyl sulfonic acid is low in cost, it was preferred as the salt-resistant monomer.
- (3)
- Among hydrophilic monomers, itaconic acid is not considered because of its strong retarding property [30]. Not only does maleic anhydride have strong hydrophilicity [31], but also its ring structure can enhance the rigidity of the polymer molecular chain and improve the temperature resistance of the polymer molecular chain [32,33], so maleic anhydride was selected as the adsorbent monomer.
3.2. Single Factor Experiment
3.2.1. Optimization of Monomer Ratio
3.2.2. Effect of Reaction Temperature on Fluid Loss
3.2.3. Effect of Initiator Dosage on Fluid Loss
3.2.4. Effect of pH of Polymerization System on Fluid Loss Effect
3.3. Characterization Analysis of ADAM-J
3.3.1. Infrared Analysis of Fluid Loss Additive ADAM-J
3.3.2. Nuclear Magnetic Resonance Hydrogen Spectrum Analysis of Fluid Loss Additive ADAM-J
3.3.3. Thermogravimetric Analysis of Fluid Loss Additive ADAM-J
3.3.4. Determination of Molecular Weight of Fluid Loss Additive ADAM-J
3.4. Evaluation of Fluid Loss Additive
3.5. Analysis of Action Mechanism of Fluid Loss Additive ADAM-J
3.5.1. SEM Analysis
3.5.2. Zeta Potential Analysis of Filter Cake
3.5.3. Viscosity Analysis of Aqueous Solution
4. Conclusions
- (1)
- The optimal synthesis conditions of the fluid loss additive were determined by changing the monomer ratio, reaction temperature, initiator dosage, monomer mass fraction, and other factors: AMPS:DMAA:AM:MA molar ratio was 6:1:4:0.5; monomer mass fraction was 20%; pH value was 7; reaction temperature was 50 °C; initiator dosage was 0.16% (potassium persulfate: sodium bisulfite is 1:1); reaction time was 5 h; and the synthesized fluid loss additive used was ADAM-J, which has excellent fluid loss performance and salt resistance.
- (2)
- With the increase in the brine concentration, the compressive strength of cement stone decreases from 31.36 MPa to about 22.60 MPa, which still meets the standard 24 h compressive strength of cement stone of more than 14 MPa. The fluid loss of freshwater cement slurry can be controlled at 12 mL·(30 min)−1, and 24 mL·(30 min)−1 in semi-saturated brine.
- (3)
- Through the scanning electron microscopy, Zeta potential analysis, viscosity change in aqueous solution, and polymer molecular weight analysis of the action mechanism of ADAM-J, we can see that the main role includes the following three aspects: (a) After adding the fluid loss additive ADAM-J, the set cement structure became more compact compared with the pure set cement due to the negatively charged copolymer molecular chains wrapped over the cement particles’ surface, deformation under the action of pressure, and better process of filling the cement hydration hole and connecting channel, making the cement filter cake’s structure more compact compared with the pure cement filter cake, thus achieving the effect of fluid loss. (b) The sulfonic acid group and carboxylic acid group of the fluid loss additive ADAM-J will adsorb on the surface of cement particles. These negatively charged copolymer molecules give the surface of cement particles strong negative electricity. The hydrophilic groups on the polymer molecular chain bind free water, so as to achieve a good fluid loss effect. (c) ADAM has a high molecular weight, which can still ensure the viscosity of cement slurry filtrate of 37.20 mPa·s in subsaturation brine, greatly increasing the flow resistance of filtrate to achieve the effect of fluid loss.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Kupwade-Patil, K.; Chin, S.H.; Johnston, M.L.; Maragh, J.; Masic, A.; Büyüköztürk, O. Particle Size Effect of Volcanic Ash towards Developing Engineered Portland Cements. J. Mater. Civ. Eng. 2018, 30, 14. [Google Scholar] [CrossRef]
- Kocak, Y. Effects of metakaolin on the hydration development of Portland-composite cement. J. Build. Eng. 2020, 31, 9. [Google Scholar] [CrossRef]
- Petre, I.; Amzica, F.; Ilie, G.; Draganoaia, C. High Performance Portland Metakaolin Cement. Rev. Rom. Mat. 2008, 38, 255–259. [Google Scholar]
- Huang, G.D.; Li, Y.Q.; Zhang, Y.T.; Zhu, J.L.; Li, D.W.; Wang, B. Effect of Sodium Hydroxide, Liquid Sodium Silicate, Calcium Hydroxide, and Slag on the Mechanical Properties and Mineral Crystal Structure Evolution of Polymer Materials. Crystals 2021, 11, 1586. [Google Scholar] [CrossRef]
- Ahdaya, M.; Imqam, A. Investigating geopolymer cement performance in presence of water based drilling fluid. J. Pet. Sci. Eng. 2019, 176, 934–942. [Google Scholar] [CrossRef]
- Liu, H.J.; Bu, Y.H.; Sanjayan, J.G.; Nazari, A.; Shen, Z.H. The application of coated superabsorbent polymer in well cement for plugging the microcrack. Constr. Build. Mater. 2016, 104, 72–84. [Google Scholar] [CrossRef]
- Velayati, A.; Tokhmechi, B.; Soltanian, H.; Kazemzadeh, E. Cement slurry optimization and assessment of additives according to a proposed plan. J. Nat. Gas Sci. Eng. 2015, 23, 165–170. [Google Scholar] [CrossRef]
- Hao, Y. Research and application of anti-leakage drilling fluid. Bulg. Chem. Commun. 2016, 48, 215–221. [Google Scholar]
- Tang, X.; Yuan, B.; Yang, Y.G.; Xie, Y.Q. Preparation and performance of AMPS/AA/DMAA/SA copolymer as a filtrate reducer for oil well cementing. J. Appl. Polym. Sci. 2016, 133, 9. [Google Scholar] [CrossRef]
- Guo, J.T.; Lu, H.C.; Liu, S.Q.; Jin, J.Z.; Yu, Y.J. The novel fluid loss additive HTF-200C for oil field cementing. Petroleum Explor. Dev. 2012, 39, 385–390. [Google Scholar] [CrossRef]
- Yang, Y.P.; Li, M.; Zhang, W.; Jiang, B.L.; Xu, W. Synthesis and performance study of amphoteric ion fluid loss additive SSS/AM/FA/DMDAAC. J. Polym. Res. 2023, 30, 14. [Google Scholar] [CrossRef]
- Cao, L.; Liu, C.; Tian, H.Y.; Jia, D.D.; Wang, D.J.; Xu, Y.; Guo, J.T. Adsorption interaction between cement hydrates minerals with fluid loss additive investigated by fluorescence technique. Constr. Build. Mater. 2019, 223, 1106–1111. [Google Scholar] [CrossRef]
- Cai, Q.; Xie, Z.H.; Jiang, X.Y.; Liu, Y.; Yan, H.T. Synthesis of Maleic Anhydride-Acrylamide Copolymer and Study of Its Adsorption Properties by ICP-AES. Spectrosc. Spectr. Anal. 2012, 32, 1946–1949. [Google Scholar] [CrossRef]
- Chang, X.F.; Sun, J.S.; Zhang, F.; Lv, K.H.; Zhou, X.Y.; Wang, J.T.; Zhao, J.W. A novel zwitterionic quaternary copolymer as a fluid-loss additive for water-based drilling fluids. In Energy Sources, Part A: Recovery, Utilization, and Environmental Effects; Taylor and Francis: Abingdon, UK, 2020; p. 14. [Google Scholar] [CrossRef]
- GB/T 19139-2012; Testing of Well Cements. National Standards of People’s Republic of China: Beijing, China, 2012.
- Feng, G.J.; Wang, Y.; Li, P.; Guo, T.T. Comparison of mid-infrared regular transmittance measurement. In Proceedings of the International Conference on Measurement, Instrumentation and Automation (ICMIA 2012), Guangzhou, China, 15–16 September 2012; Trans Tech Publications Ltd.: Bäch, Switzerland, 2012. [Google Scholar]
- Li, M.; Xiao, W.Y.; Zhang, H.; Yu, Y.J.; Liu, Z.S.; Xie, D.B. An effective salt-tolerant fluid loss additive-suitable for high temperature oil well cement. J. Dispersion Sci. Technol. 2021, 42, 730–741. [Google Scholar] [CrossRef]
- Sun, J.S.; Chang, X.F.; Lv, K.H.; Wang, J.T.; Zhang, F.; Jin, J.F.; Zhou, X.Y.; Dai, Z.W. Environmentally friendly and salt-responsive polymer brush based on lignin nanoparticle as fluid-loss additive in water-based drilling fluids. Colloid Surf. A-Physicochem. Eng. Asp. 2021, 621, 15. [Google Scholar] [CrossRef]
- Xiao, Q.; Xiao, W.F.; Liu, X.X.; Dong, L.T. A new type of fluid loss additive P1301 for oil field cementing. In Proceedings of the 3rd International Conference on Chemical, Metallurgical Engineering (ICCMME 2013), Zhuhai, China, 10–11 December 2013; Trans Tech Publications Ltd.: Bäch, Switzerland, 2012. [Google Scholar]
- Bardhan, A.; Vats, S.; Prajapati, D.K.; Halari, D.; Sharma, S.; Saxena, A. Utilization of mesoporous nano-silica as high-temperature water-based drilling fluids additive: Insights into the fluid loss reduction and shale stabilization potential. Geoenergy Sci. Eng. 2024, 232, 14. [Google Scholar] [CrossRef]
- Li, J.; Sun, J.S.; Lv, K.H.; Ji, Y.X.; Liu, J.P.; Huang, X.B.; Bai, Y.R.; Wang, J.T.; Jin, J.F.; Shi, S.L. Temperature- and Salt-Resistant Micro-Crosslinked Polyampholyte Gel as Fluid-Loss Additive for Water-Based Drilling Fluids. Gels 2022, 8, 289. [Google Scholar] [CrossRef]
- Liu, F.; Wang, X.W.; Li, X.Q.; Dai, X.D.; Zhang, Z.X.; Wang, D.X.; Wang, Y.; Jiang, S.Y. Poly(ionic liquids) based on β-cyclodextrin as fluid loss additive in water-based drilling fluids. J. Mol. Liq. 2022, 350, 11. [Google Scholar] [CrossRef]
- Plank, J.; Brandl, A.; Zhai, Y.N.; Franke, A. Adsorption behavior and effectiveness of poly(N,N-dimethylacrylamide-co-Ca 2-acrylamido-2-methylpropanesulfonate) as cement fluid loss additive in the presence of acetone-formaldehyde-sulfite dispersant. J. Appl. Polym. Sci. 2006, 102, 4341–4347. [Google Scholar] [CrossRef]
- Bu, Y.H.; Liu, H.J.; Nazari, A.; He, Y.J.; Song, W.Y. Amphoteric ion polymer as fluid loss additive for phosphoaluminate cement in the presence of sodium hexametaphosphate. J. Nat. Gas Sci. Eng. 2016, 31, 474–480. [Google Scholar] [CrossRef]
- Fan, M.L.; Wang, L.; Li, J.; He, P.; Lai, X.J.; Gao, J.H.; Liu, G.R.; Wen, X. Preparation of supramolecular viscoelastic polymers with shear, temperature, and salt resistance/sensitivity by amphiphilic functional monomer modification. Polym. Test 2022, 116, 12. [Google Scholar] [CrossRef]
- He, Y.; Shu, X.; Wang, X.M.; Yang, Y.; Liu, J.P.; Ran, Q.P. Effects of polycarboxylates with different adsorption groups on the rheological properties of cement paste. J. Dispersion Sci. Technol. 2020, 41, 873–883. [Google Scholar] [CrossRef]
- Ran, Q.P.; Somasundaran, P.; Miao, C.W.; Liu, J.P.; Wu, S.S.; Shen, J. Adsorption Mechanism of Comb Polymer Dispersants at the Cement/Water Interface. J. Dispersion Sci. Technol. 2010, 31, 790–798. [Google Scholar] [CrossRef]
- Chu, Q.; Lin, L. Effect of molecular flexibility on the rheological and filtration properties of synthetic polymers used as fluid loss additives in water-based drilling fluid. RSC Adv. 2019, 9, 8608–8619. [Google Scholar] [CrossRef] [PubMed]
- Deng, Y.L.; Sun, J.S.; Wang, R.; Yang, J.; Qu, Y.Z.; Wang, J.; Huang, H.J.; Cheng, R.C.; Gao, S.F.; Ren, H. Preparation of a salt-responsive Gemini viscoelastic surfactant for application to solids-free drilling fluids. J. Appl. Polym. Sci. 2023, 140, 15. [Google Scholar] [CrossRef]
- Wu, H.; Zhang, L.F.; Bai, W.; Ma, C.; Xiong, C.D. Effect of Polymerization Temperature on Polymerization Degree and Structure of Calcium Polyphosphate. J. Inorg. Mater. 2012, 27, 174–178. [Google Scholar] [CrossRef]
- Chen, X.R.; Liu, Z.G.; Fu, X.Y.; Xie, X.M.; Wang, T.; Rong, Z.J.; Nong, Y.C.; Lu, Z.R. Enhanced adsorption and properties of TPEG-type superplasticizers modified by maleic anhydride: A perspective from molecular architecture and conformation. Mater. Struct. 2024, 57, 17. [Google Scholar] [CrossRef]
- Gilbert, E.; Morales, G.; Spontón, M.; Estenoz, D. Design of thermosetting polymeric systems based on benzoxazines modified with maleic anhydride. J. Appl. Polym. Sci. 2018, 135, 13. [Google Scholar] [CrossRef]
- Zou, G.; Fang, K.; He, P.S.; Zhang, Y.Z.; Wu, D.C. Static and dynamic behavior of poly (styrene-maleic anhydride) monolayer. Acta Chim. Sin. 2003, 61, 1246–1250. [Google Scholar]
- Galhardo, E.; Machado, P.M.B.; Lona, L.M.F. Living free radical polymerization using cyclic trifunctional initiator. J. Appl. Polym. Sci. 2012, 124, 3900–3904. [Google Scholar] [CrossRef]
- Kwon, Y.R.; Kim, H.C.; Kim, J.S.; Chang, Y.W.; Kim, D.H. Novel itaconic acid-based superabsorbent polymer with improved gel strength and salt resistance using 2-acrylamido-2-methyl-1-propanesulfonic acid. Polym. Adv. Technol. 2022, 33, 392–399. [Google Scholar] [CrossRef]
- Wei, Z.J.; Zhou, F.S.; Chen, S.N.; Long, W.J. Synthesis and Weak Hydrogelling Properties of a Salt Resistance Copolymer Based on Fumaric Acid Sludge and Its Application in Oil Well Drilling Fluids. Gels 2022, 8, 251. [Google Scholar] [CrossRef]
- Wu, X.Y.; Li, M.; Sun, Y.J.; Guo, C.; Zhang, Z.H.; Fang, L.W. Preparation and performance of oil well cement fluid loss additive ANAFM. J. Dispersion Sci. Technol. 2023, 44, 2200–2209. [Google Scholar] [CrossRef]
- Xuan, Y.; Jiang, G.C.; Li, Y.Y. Nanographite Oxide as Ultrastrong Fluid-Loss-Control Additive in Water-Based Drilling Fluids. J. Dispersion Sci. Technol. 2014, 35, 1386–1392. [Google Scholar] [CrossRef]
- Cao, L.; Guo, J.T.; Tian, J.H.; Xu, Y.; Hu, M.M.; Guo, C.; Wang, M.Y.; Fan, J.J. Synthesis, characterization and working mechanism of a novel sustained-release-type fluid loss additive for seawater cement slurry. J. Colloid Interface Sci. 2018, 524, 434–444. [Google Scholar] [CrossRef]
- Li, J.; Sun, J.S.; Lv, K.H.; Ji, Y.X.; Ji, J.T.; Liu, J.P. Nano-Modified Polymer Gels as Temperature- and Salt-Resistant Fluid-Loss Additive for Water-Based Drilling Fluids. Gels 2022, 8, 547. [Google Scholar] [CrossRef]
- Wei, Z.J.; Wang, M.S.; Li, Y.; An, Y.H.; Li, K.J.; Bo, K.; Guo, M.Y. Sodium alginate as an eco-friendly rheology modifier and salt-tolerant fluid loss additive in water-based drilling fluids. RSC Adv. 2022, 12, 29852–29864. [Google Scholar] [CrossRef]
- Kök, M.V.; Bal, B. Effects of silica nanoparticles on the performance of water-based drilling fluids. J. Pet. Sci. Eng. 2019, 180, 605–614. [Google Scholar] [CrossRef]
- Mao, H.; Wang, W.J.; Ma, Y.L.; Huang, Y. Synthesis, characterization and properties of an anionic polymer for water-based drilling fluid as an anti-high temperature and anti-salt contamination fluid loss control additive. Polym. Bull. 2021, 78, 2483–2503. [Google Scholar] [CrossRef]
- Nooripoor, V.; Nazemi, R.; Hashemi, A. Employing Nano-sized Additives as Filtration Control Agent in Water-based Drilling Fluids: Study on Barium Sulfate, Bentonite, Surface-modified Bentonite, Titanium Oxide, and Silicon Oxide. In Energy Sources, Part A: Recovery, Utilization, and Environmental Effects; Taylor and Francis: Abingdon, UK, 2020; p. 17. [Google Scholar] [CrossRef]
- Wang, G.; Li, W.J.; Qiu, S.X.; Liu, J.T.; Ou, Z.T.; Li, X.G.; Ji, F.; Zhang, L.; Liu, S.S.; Yang, L.L.; et al. Application of a Core-Shell Structure Nano Filtration Control Additive in Salt-Resistant Clay-Free Water-Based Drilling Fluid. Polymers 2023, 15, 4331. [Google Scholar] [CrossRef]
- Chen, D.; Guo, J.T.; Xu, Y.; Hu, M.M.; Li, P.P.; Jin, J.Z.; Yu, Y.J. Adsorption behavior and mechanism of a copolymer used as fluid loss additive in oil well cement. Constr. Build. Mater. 2019, 198, 650–661. [Google Scholar] [CrossRef]
- Gautam, S.; Guria, C.; Rajak, V.K. A state of the art review on the performance of high-pressure and high-temperature drilling fluids: Towards understanding the structure-property relationship of drilling fluid additives. J. Pet. Sci. Eng. 2022, 213, 71. [Google Scholar] [CrossRef]
Oxides | Wt% |
---|---|
CaO | 65.60 |
SiO2 | 18.50 |
Fe2O3 | 5.30 |
Al2O3 | 4.70 |
SO3 | 1.80 |
MgO | 2.30 |
Na2O | 0.10 |
K2O | 0.10 |
Loss on ignition | 0.53 |
Density (g/cm3) | 3.18 |
Specific surface area (m2/kg) | 343.00 |
Oxides | Wt% |
---|---|
CaO | 0.40 |
SiO2 | 47.90 |
Fe2O3 | 0.78 |
Al2O3 | 48.40 |
TiO2 | 1.30 |
MgO | 0.10 |
Na2O | 0.18 |
K2O | 0.18 |
Loss on ignition | 0.59 |
Density (g/cm3) | 3.43 |
Specific surface area (m2/kg) | 319.00 |
The Ratio of Monomer AMPS:DMAA:AM:MA/mol | Fluid Loss at 18% Brine Concentration/(mL·(30 min)−1) |
---|---|
4:3:3:0.5 | 201 |
5:3:3:0.5 | 210 |
6:3:3:0.5 | 219 |
7:3:3:0.5 | 223 |
6:3:3:0.1 | 545 |
6:3:3:0.3 | 417 |
6:3:3:1 | 41 |
6:3:2:0.1 | 318 |
6:3:2:0.3 | 60 |
6:3:2:0.5 | 34 |
6:0.5:4.5:0.5 | 40 |
6:1:4:0.5 | 30 |
6:2:3:0.5 | 32 |
6:2.5:2.5:0.5 | 56 |
6:3:2.5:1 | 130 |
Number Average Molecular Weight, Mn | Weight Average Molecular Weight, Mw | Dispersion Coefficient |
---|---|---|
201,831 | 1,182,950 | 5.86 |
Brine Concentration/% | Fluid Loss/mL | Compressive Strength (24 h)/MPa |
---|---|---|
0 | 12 | 31.36 |
6 | 18 | 29.02 |
12 | 22 | 26.79 |
18 | 24 | 24.28 |
27 | 24 | 22.60 |
Groups | Base Slurry | Base Slurry + Fluid Loss Additive |
---|---|---|
Zeta potential/mV | 1.65 | −13.83 |
Type of Fluid Loss Additive | Fluid Loss Additive JSJ-3 (Powder) | Fluid Loss Additive ADAM-J (Powder) |
---|---|---|
Viscosity of aqueous solution in fresh water/mPa·s | 35.23 | 51.10 |
Viscosity of aqueous solution in subsaturation saline/mPa·s | 12.89 | 37.20 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Li, X.; Yin, H.; Zhou, S.; Liu, H.; Zhao, J.; Zhang, H. The Development of Anti-Salt Fluid Loss Additive for Cement-Metakaolin Slurry with Semi-Saturated/Saturated Saline Water: The Application of Maleic Anhydride. Processes 2024, 12, 360. https://doi.org/10.3390/pr12020360
Li X, Yin H, Zhou S, Liu H, Zhao J, Zhang H. The Development of Anti-Salt Fluid Loss Additive for Cement-Metakaolin Slurry with Semi-Saturated/Saturated Saline Water: The Application of Maleic Anhydride. Processes. 2024; 12(2):360. https://doi.org/10.3390/pr12020360
Chicago/Turabian StyleLi, Xiaojiang, Hui Yin, Shiming Zhou, Huajie Liu, Junfeng Zhao, and Hongxu Zhang. 2024. "The Development of Anti-Salt Fluid Loss Additive for Cement-Metakaolin Slurry with Semi-Saturated/Saturated Saline Water: The Application of Maleic Anhydride" Processes 12, no. 2: 360. https://doi.org/10.3390/pr12020360
APA StyleLi, X., Yin, H., Zhou, S., Liu, H., Zhao, J., & Zhang, H. (2024). The Development of Anti-Salt Fluid Loss Additive for Cement-Metakaolin Slurry with Semi-Saturated/Saturated Saline Water: The Application of Maleic Anhydride. Processes, 12(2), 360. https://doi.org/10.3390/pr12020360