Exploring the Use of Hydroxytyrosol and Some of Its Esters in Food-Grade Nanoemulsions: Establishing Connection between Structure and Efficiency
Round 1
Reviewer 1 Report
Comments and Suggestions for AuthorsThe manuscript titled "Investigating Hydroxytyrosol and Its Esters in Fish Oil-in-Water Nanoemulsions: Establishing Structure-Efficiency Relationships" presents an intriguing exploration of the application of hydrophobic esters and their effectiveness when incorporated into oil-in-water nanoemulsions. This research aligns well with the journal Antioxidants and its Special Issue, "Advanced Strategies for the Oxidative Stabilization of Wet and Dry Emulsions." While the concept of hydrophobic esters of hydroxytyrosol is not entirely novel, their correlation with efficiency in an oil-in-water system, particularly within the realm of food colloids, piques significant interest. In consideration of publication, I recommend a Major Revision to address the following key points:
Major Points
1. Title refining could be useful to make it more concise and reflective of the research's core focus, for example, "Exploring Hydroxytyrosol and Its Esters in Food-Grade Nanoemulsions: Establishing a Connection between Structure and Efficiency."
2. The manuscript would benefit from language editing to eliminate redundancy and enhance clarity. Some sentences contain repetitive concepts that could be consolidated for improved readability. For example in lines 37 & 42 are repeating the same concept two times very close in the text.
3. Ensure the references are correctly ordered within the text. For example Ref.14 appears in the text before Ref. 13.
4. Consider the necessity of Figure 1. It doesn't substantially contribute to readers' understanding, and replacing it with a "graphical abstract" might be more beneficial, particularly for readers familiar with hydroxytyrosol and related antioxidants. Otherwise, please remove it totally.
5. The introduction should be revised to clearly state the primary research goals. Emphasize the main objective of the study at the end of the section (last paragraph) and then comment on the overall goal.
6. Provide precise details regarding material purity. Specify equipment, temperature, and other conditions employed during Dynamic Light Scattering measurements. Move results-related content, such as nanoemulsion diameter and kinetic plots, to the Results section.
7. Include the polydispersity index and z-potential measurements for the nanoemulsions before and after compound incorporation in all cases. Additionally, provide Dynamic Light Scattering measurements to assess the 24-hour "stability" of the systems, as visual inspection alone is not be adequate.
8. Analyze the impact of the emulsification process on the antioxidant activity of the compounds. Specify the temperature of the procedure and present antioxidant activity values before and after homogenization. Each component could behave differently.
9. Clearly state the stability of the system and present experimental data detailing how the compounds efficiency change over time. If the system exhibits stability over several days, demonstrate the degradation profiles of the compounds. In the case of instability, provide a rationale for using this specific system.
Minor Points
1. The abstract could be made more concise by eliminating the introductory sentence and focusing on the primary topic and conclusion.
2. Add "lipid oxidation" to the list of keywords, and replace "nanoemulsions" with "food-grade nano-emulsions."
3. Include a brief literature review in the introduction to provide readers with context on the relevant research regarding hydroxytyrosol and esters in colloidal systems. Suggested literature: (1) Lucas, Ricardo, et al. "Surface-active properties of lipophilic antioxidants tyrosol and hydroxytyrosol fatty acid esters: A potential explanation for the nonlinear hypothesis of the antioxidant activity in oil-in-water emulsions." Journal of agricultural and food chemistry 58.13 (2010): 8021-8026. (2) Mitsou, Evgenia, et al. "Hydroxytyrosol encapsulated in biocompatible water-in-oil microemulsions: How the structure affects in vitro absorption." Colloids and Surfaces B: Biointerfaces 184 (2019): 110482. (3) Cuomo, Francesca, et al. "Progress in colloid delivery systems for protection and delivery of phenolic bioactive compounds: two study cases—hydroxytyrosol and curcumin." Molecules 27.3 (2022): 921.
Comments on the Quality of English LanguageMinor English editing
Author Response
REVIEWER 1
The manuscript titled "Investigating Hydroxytyrosol and Its Esters in Fish Oil-in-Water Nanoemulsions: Establishing Structure-Efficiency Relationships" presents an intriguing exploration of the application of hydrophobic esters and their effectiveness when incorporated into oil-in-water nanoemulsions. This research aligns well with the journal Antioxidants and its Special Issue, "Advanced Strategies for the Oxidative Stabilization of Wet and Dry Emulsions." While the concept of hydrophobic esters of hydroxytyrosol is not entirely novel, their correlation with efficiency in an oil-in-water system, particularly within the realm of food colloids, piques significant interest. In consideration of publication, I recommend a Major Revision to address the following key points:
Many thanks for your comments, which certainly helped us to improve the clarity of the manuscript. We considered all your suggestions, and details are as follows.
Major Points
- Title refining could be useful to make it more concise and reflective of the research's core focus, for example, "Exploring Hydroxytyrosol and Its Esters in Food-Grade Nanoemulsions: Establishing a Connection between Structure and Efficiency."
We like the suggestion made by the reviewer and consequently we changed the title as suggested.
- The manuscript would benefit from language editing to eliminate redundancy and enhance clarity. Some sentences contain repetitive concepts that could be consolidated for improved readability. For example in lines 37 & 42 are repeating the same concept two times very close in the text.
We have gone again throught out the text and revised accordingly.
- Ensure the references are correctly ordered within the text. For example Ref.14 appears in the text before Ref. 13.
References within the text had been revised accordingly and are now in proper order.
- Consider the necessity of Figure 1. It doesn't substantially contribute to readers' understanding, and replacing it with a "graphical abstract" might be more beneficial, particularly for readers familiar with hydroxytyrosol and related antioxidants. Otherwise, please remove it totally.
We removed figure 1 from the text and placed it as graphical abstracts following your recommendations.
- The introduction should be revised to clearly state the primary research goals. Emphasize the main objective of the study at the end of the section (last paragraph) and then comment on the overall goal.
We revised thoroughly the introduction emphasizing at the end of the section the objectives of the paper.
- Provide precise details regarding material purity.
Details about RMN spectra of HT derivatives are given in the Supporting Information (section S1)
Specify equipment, temperature, and other conditions employed during Dynamic Light Scattering measurements.
Done.
Move results-related content, such as nanoemulsion diameter and kinetic plots, to the Results section.
The reviewer must have in mind that the main aim of the paper is not to report on the physical properties of nanoemulsions. This has already been investigated in previous works (and properly referenced in the text). Thus, we consider those results are not so relevant to place them in the results section, which is focused in those much closer to the main aim of the manuscript. Thus, we think that figures 4 and 5 should remain in the methododlogy section “Methods” section for a better flow of the manuscript. However, results related with the characterization and the physical stability of nanoemulsions were added to Results and Discussion section for clarity.
- Include the polydispersity index and z-potential measurements for the nanoemulsions before and after compound incorporation in all cases. Additionally, provide Dynamic Light Scattering measurements to assess the 24-hour "stability" of the systems, as visual inspection alone is not be adequate.
Done. Following your suggestions, we have included a brief description about the characterization and the physical stability of nanoemulsions in “Results and Discussion section”.
- Analyze the impact of the emulsification process on the antioxidant activity of the compounds. Specify the temperature of the procedure and present antioxidant activity values before and after homogenization. Each component could behave differently.
Thanks for your comment but, we are afraid we do not get your point. The aim of the manuscript is to investigate the efficiency of a series of HT esters in the naoemulsions. Without the emulsification processs, the system is totally different and, in our opinion, results in binary oil-water systems cannot be compared with those in emulsions because of the critical role of the interfacial region. Thus, we cannot compare results before and after homogenization.
- Clearly state the stability of the system and present experimental data detailing how the compounds efficiency change over time. If the system exhibits stability over several days, demonstrate the degradation profiles of the compounds. In the case of instability, provide a rationale for using this specific system.
Previous experiments focused on the physical stability of the nanoemulsions showed are the prepared nanoemulsions are rather stable with ageing for more than 2 weeks, a much longer time than that required to complete the kinetic experiments about the chemical stability of nanoemulsions in the absence and in the presence of antioxidants. Besides, nanoemulsions were placed in a thermostated orbital shaker, maintaining agitation during overall chemical stability experiment to further ensure their physical stability.
We agree with the reviewer that antioxidant efficiency differs significantly when switching from an oil/water binary system to an emulsified system but the uniformity of the induction period for different antioxidants indicates minimal effects of phase separation on the kinetics of oxidation because, otherwise, the values should have much more scatter in their variation with time.
Minor Points
- The abstract could be made more concise by eliminating the introductory sentence and focusing on the primary topic and conclusion.
Done.
- Add "lipid oxidation" to the list of keywords, and replace "nanoemulsions" with "food-grade nano-emulsions."
Done.
- Include a brief literature review in the introduction to provide readers with context on the relevant research regarding hydroxytyrosol and esters in colloidal systems. Suggested literature: (1) Lucas, Ricardo, et al. "Surface-active properties of lipophilic antioxidants tyrosol and hydroxytyrosol fatty acid esters: A potential explanation for the nonlinear hypothesis of the antioxidant activity in oil-in-water emulsions." Journal of agricultural and food chemistry 58.13 (2010): 8021-8026. (2) Mitsou, Evgenia, et al. "Hydroxytyrosol encapsulated in biocompatible water-in-oil microemulsions: How the structure affects in vitro absorption." Colloids and Surfaces B: Biointerfaces 184 (2019): 110482. (3) Cuomo, Francesca, et al. "Progress in colloid delivery systems for protection and delivery of phenolic bioactive compounds: two study cases—hydroxytyrosol and curcumin." Molecules 27.3 (2022): 921.
Done.
Author Response File: Author Response.docx
Reviewer 2 Report
Comments and Suggestions for Authors1. Figures 1, 2, and 3 should be the result of citing other literature, so there should be a citation in the figure title.
2. Line 292-294, if it is a constant, it is recommended to write down the actual value used in this research.
3. This manuscript is incomplete. There are results in the manuscript, but there is a lack of discussion.
4. The first occurrence of AO is not expressed in full letters. Please write the full letters of AO.
5. In page 2 line 44, the word ’’benezene-1,2-diol’’ should be corrected to ‘’benzene-1,2-diol’’
6. following this modification process, has any experimentation been conducted to establish its suitability and safety as a food additive?
7. This study aims to expand the use of HT in cardiovascular disease and utilize olive oil industry by-products, which impact economic sustainability. But the importance of this issue was not explicitly mentioned or emphasized in the introductory section.
8. The information on fish oil and nanoemulsions should be provided more in the introduction.
9. The full term of AO, AOs, AOt, AOi, and all other abbreviations should be given at its first mention.
10. Section 3.3, Please clarify what the "control" sample in this study is.
11. In conclusion, it is recommended to write a response to the hypothesis and objective statement, emphasizing its potential, the opportunity for industrial expansion, and economic sustainability.
12. Line 499-502: Please elaborate more about the reason of this phenomenon.
13. Why this research only uses some of esters from HT (C1, C3, C8, C10, C12, C16) ?
14. In line 496, please explain the "cut-off" effect depicted in Figure 11B, expounding upon its representative significance. Also, could you explain the representative implications associated with the legend items denoted as 0.5%, 1%, and 3% within Figure 11B?
15. The prepared nanoemulsion is recommended for stability and dispersibility tests of the particles.
16. To provide a brief overview of the mechanisms underlying the various functionalities of Hydroxytyrosol (HT), such as its applications in antioxidation, antimicrobial effects, and anti-inflammatory properties, presented in the form of a literature review.
17. Please explain why Figure 11B uses 0.5% conjugated dienes(0.5%ΔCD) as the standard ?
18. In figure 8C and 9C, why HT is not included in the experiment ?
19. In Figure 4, the unit of DPPH clearance rate is %, so the y-axis values should be 40%, 60%, 80%, and 100%.
20. In Figure 4, please add the error bar; In Table 1, there should be indicated significant differences with hydrophobic esters at different reaction times.
21. Comparing proposed additives with the currently prevalent agents utilized for the preservation of fish oil.
22. The conclusion should be its own chapter.
23. Please add additional explanation why it cannot be used by heating, or attach a reference at Line 70.
Author Response
REVIEWER 2
Comments and Suggestions for Authors
Many thanks for your time and the efforts made to improve the manuscript, we appreciate them. We considered most of your suggestions and you can find details below
- Figures 1, 2, and 3 should be the result of citing other literature, so there should be a citation in the figure title.
Figures 1-3 are original figures of this manuscript.
- Line 292-294, if it is a constant, it is recommended to write down the actual value used in this research.
Done
- This manuscript is incomplete. There are results in the manuscript, but there is a lack of discussion.
Sorry, but we do not get the point. We agree that there is not discussion section as such, but results are discussed, compared to those in the literature (when available), and place in context just after showing them in the text.
Furthermore, we followed the suggestions of reviewer 1 and included some discussion about characterization and physical stability of the prepared nanoemulsions.
- The first occurrence of AO is not expressed in full letters. Please write the full letters of AO.
Done
- In page 2 line 44, the word ’’benezene-1,2-diol’’ should be corrected to ‘’benzene-1,2-diol’’
Done
- following this modification process, has any experimentation been conducted to
establish its suitability and safety as a food additive?
No, not at this stage. The focus of the present paper is to investigate the effects of hydrophonbicity on the efficiency of antioxidants. Further experiments need to be done to test them as suitable food addivives if considered appropriate.
- This study aims to expand the use of HT in cardiovascular disease and utilize olive oil industry by-products, which impact economic sustainability. But the importance of this issue was not explicitly mentioned or emphasized in the introductory section.
We think the reviewer missed the point. We mention the possibility of using HT and some of its derivatives in human health in the introduction, but it is not the point of this manuscript and so we think it is not necessary further discussion on the topic.
- The information on fish oil and nanoemulsions should be provided more in the introduction.
We do not understand what the reviewer means and why more information on nanoemulsion preparation should be given in the introduction. Information related to the preparation of the nanoemulsions is already given in in the methodological section. No need of further discussion in the introduction. This has the advantage of focusing on the topic clearly and avoid missinterpreations as the preparation of the nanoemulsions is not the aim of the manuscript.
- The full term of AO, AOs, AOt, AOi, and all other abbreviations should be given at its first mention.
Done.
- Section 3.3, Please clarify what the "control" sample in this study is.
Done.
- In conclusion, it is recommended to write a response to the hypothesis and objective statement, emphasizing its potential, the opportunity for industrial expansion, and economic sustainability.
Done.
- Line 499-502: Please elaborate more about the reason of this phenomenon.
Done. We added a paragraph in page 16-17 of the revised manuscript to clarify this point.
- Why this research only uses some of esters from HT (C1, C3, C8, C10, C12, C16) ?
We prepared some HT derivatives, those that could be easily synthetized and, at the same time, cover a wide range of hydrophobicities.
- In line 496, please explain the "cut-off" effect depicted in Figure 11B, expounding upon its representative significance.
Thanks for drawing our attention to this point. We have already explained the “cut-off” in previous reports on the basis of the differential concentration of the antioxidants in the interfacial region, see references in the text. So, we think it is not necessary to repeat it again.
Also, could you explain the representative implications associated with the legend items denoted as 0.5%, 1%, and 3% within Figure 11B?
Done . This point was clarified.
- The prepared nanoemulsion is recommended for stability and dispersibility tests of the particles.
Following your suggestions and those of reviewer 1, we have included a brief description about the characterization and the physical stability of nanoemulsions in “Results and Discussion section”.
- To provide a brief overview of the mechanisms underlying the various functionalities of Hydroxytyrosol (HT), such as its applications in antioxidation, antimicrobial effects, and anti-inflammatory properties, presented in the form of a literature review.
We updated the references to include some related to the topics you mention. However, we did not expand the text on them because they are not relevant for the purposes of the manuscript-
- Please explain why Figure 11B uses 0.5% conjugated dienes(0.5%ΔCD) as the standard ?
It is mentioned in the text that the method was adopted because a world-wide interlaboratory study concluded that the method is trustable and can be employed to monitor the formation of primary oxidation products. The experiments are properly referenced in the text.
- In figure 8C and 9C, why HT is not included in the experiment ?
It is not included HT in both figures due to HT is a hydrophilic antioxidant and thus, its percentage in the oil region is ~ 0.
- In Figure 4, the unit of DPPH clearance rate is %, so the y-axis values should be 40%, 60%, 80%, and 100%.
The reviewer is right. Thank you for your sharp observation and drawing our attention to the point.
- In Figure 4, please add the error bar; In Table 1, there should be indicated significant differences with hydrophobic esters at different reaction times.
Figure 4 shows typical representations to obtain EC50 values for this reason error bar are not included here. At the initial reaction time, the differences between AOs are not significantly.
- Comparing proposed additives with the currently prevalent agents utilized for the preservation of fish oil.
We do not get the point. We do not use preservatives. Precisely, we investigate the oxidation status of the nanoemulsions when loaded with different antioxidants.
- The conclusion should be its own chapter.
Done
- Please add additional explanation why it cannot be used by heating, or attach a reference at Line 70.
Reference was included.
Author Response File: Author Response.pdf
Round 2
Reviewer 1 Report
Comments and Suggestions for AuthorsThe manuscript has been substantially improved and it could be published in the present form.
Author Response
Reviewer 1
Many thanks for your time and efforts to improve the manuscript. Since you did not suggest any other comment, no further actions were taken.
Reviewer 2 Report
Comments and Suggestions for AuthorsThe author revised based on my suggestions, and I agree with the improvements the author made to focus the manuscript. However, the author uses nanoemulsion as the title, but lacks the current status of fish oil in nanoemulsions and related research (problems and directions for improvement should be explained clearly), which I think weakens the necessity of this research. Although some studies in the manuscript supports that nanoemulsions can reduce oxidative deterioration. After all, most fish oil products are currently on the market in capsule form. Are nanoemulsions a suitable/common fish oil carrier?
This is also the reason why I hoped that the author would add information about nanoemulsions when I reviewed the manuscript for the first time.
I agree that this is a good study, from the experimental design and writing logic. Therefore, I hope that the author can further explain why nanoemulsion is chosen as an experimental platform to highlight the advantages of HT-stabilized fish oil to complete the value of this research discovery.
Author Response
Reviewer 2
The author revised based on my suggestions, and I agree with the improvements the author made to focus the manuscript. However, the author uses nanoemulsion as the title, but lacks the current status of fish oil in nanoemulsions and related research (problems and directions for improvement should be explained clearly), which I think weakens the necessity of this research. Although some studies in the manuscript supports that nanoemulsions can reduce oxidative deterioration. After all, most fish oil products are currently on the market in capsule form. Are nanoemulsions a suitable/common fish oil carrier?
This is also the reason why I hoped that the author would add information about nanoemulsions when I reviewed the manuscript for the first time.
I agree that this is a good study, from the experimental design and writing logic. Therefore, I hope that the author can further explain why nanoemulsion is chosen as an experimental platform to highlight the advantages of HT-stabilized fish oil to complete the value of this research discovery.
R.
Thanks for your suggestion. Following it, we added the following paragraph before the last paragraph of the introduction section:
We have chosen nanoemulsions as experimental platform in our studies because Nanoemulsions constitute advanced mode of drug delivery system has been developed to overcome the major drawbacks associated with conventional drug delivery[1-7]. Because the food industry is now introducing omega-3 FA to prepare various kinds of functional foods in attempting to provide health benefits over and above their basic nutritional aspects, there are considerable challenges in incorporating both antioxidants and omega-3 FAs into many types of functional food products due to their low water-solubility, poor chemical stability, and variable bioavailability[8]. Consequently, there has been growing interest in the development of appropriate delivery systems to encapsulate, protect, and release them[8,9].
Nanoemulsions offer a promising way to incorporate omega-3 fatty acids into liquid food systems like beverages, dressing, sauces, and dips. The composition and fabrication of nanoemulsions can be optimized to increase the chemical and physical stability of oil droplets, as well as to increase the bioavailability of omega-3 fatty acids. Delivery systems such as nanoemulsions could be used for a number of purposes: controlling lipid bioavailability; targeting the delivery of bioactive components within the gastrointestinal tract; and designing food matrices that delay lipid digestion and induce and functional lipophilic constituents within the food and pharmaceutical industries. Nanoemulsion drug delivery systems can be, thus, envisaged as advanced modes for delivering and improving the bioavailability of hydrophobic drugs and the drug which have high first pass metabolism. The nanoemulsion can be prepared by both high energy and low energy methods, providing an excellent working system for optimal drug delivery for existing and newly developed antioxidants and antimicrobials, enhancing drug bioavailability, enabling site-specific drug targeting, and overcoming current limitations of drug formulations such as short elimination half-lives, poor drug solubility, and undesirable side effects[10-12]. Choosing nanoemulsions as working platform has, at the same time, the advantage of attempting to fill the need for edible delivery systems to encapsulate, protect and release bioactive[1,2,9,13].
References included in the revised text
- Chatzidaki, M.D.; Mitsou, E.; Yaghmur, A.; Xenakis, A.; Papadimitriou, V. Formulation and characterization of food-grade microemulsions as carriers of natural phenolic antioxidants. Colloids and Surfaces A: Physicochemical and Engineering Aspects 2015, 483, 130-136, doi:https://doi.org/10.1016/j.colsurfa.2015.03.060.
- Chatzidaki, M.D.; Arik, N.; Monteil, J.; Papadimitriou, V.; Leal-Calderon, F.; Xenakis, A. Microemulsion versus emulsion as effective carrier of hydroxytyrosol. Colloids and Surfaces B: Biointerfaces 2016, 137, 146-151, doi:https://doi.org/10.1016/j.colsurfb.2015.04.053.
- Galani, E.; Galatis, D.; Tzoka, K.; Papadimitriou, V.; Sotiroudis, T.G.; Bonos, A.; Xenakis, A.; Chatzidaki, M.D. Natural Antioxidant-Loaded Nanoemulsions for Sun Protection Enhancement. Cosmetics 2023, 10, 102.
- Colucci, G.; Santamaria-Echart, A.; Silva, S.C.; Fernandes, I.P.M.; Sipoli, C.C.; Barreiro, M.F. Development of Water-in-Oil Emulsions as Delivery Vehicles and Testing with a Natural Antimicrobial Extract. Molecules 2020, 25, 2105.
- Bhatti, H.S.; Khalid, N.; Uemura, K.; Nakajima, M.; Kobayashi, I. Formulation and characterization of food grade water-in-oil emulsions encapsulating mixture of essential amino acids. European Journal of Lipid Science and Technology 2017, 119, 1600202, doi:https://doi.org/10.1002/ejlt.201600202.
- Ribeiro, T.B.; Bonifácio-Lopes, T.; Morais, P.; Miranda, A.; Nunes, J.; Vicente, A.A.; Pintado, M. Incorporation of olive pomace ingredients into yoghurts as a source of fibre and hydroxytyrosol: Antioxidant activity and stability throughout gastrointestinal digestion. Journal of Food Engineering 2021, 297, 110476, doi:https://doi.org/10.1016/j.jfoodeng.2021.110476.
- Pintado, T.; Muñoz-González, I.; Salvador, M.; Ruiz-Capillas, C.; Herrero, A.M. Phenolic compounds in emulsion gel-based delivery systems applied as animal fat replacers in frankfurters: Physico-chemical, structural and microbiological approach. Food Chem. 2021, 340, 128095, doi:https://doi.org/10.1016/j.foodchem.2020.128095.
- Walker, R.; Decker, E.A.; McClements, D.J. Development of food-grade nanoemulsions and emulsions for delivery of omega-3 fatty acids: opportunities and obstacles in the food industry. Food & Function 2015, 6, 41-54, doi:10.1039/C4FO00723A.
- Demisli, S.; Chatzidaki, M.D.; Xenakis, A.; Papadimitriou, V. Recent progress on nano-carriers fabrication for food applications with special reference to olive oil-based systems. Current Opinion in Food Science 2022, 43, 146-154, doi:https://doi.org/10.1016/j.cofs.2021.11.012.
- Garcia, C.R.; Malik, M.H.; Biswas, S.; Tam, V.H.; Rumbaugh, K.P.; Li, W.; Liu, X. Nanoemulsion delivery systems for enhanced efficacy of antimicrobials and essential oils. Biomaterials Science 2022, 10, 633-653, doi:10.1039/D1BM01537K.
- Jaiswal, M.; Dudhe, R.; Sharma, P.K. Nanoemulsion: an advanced mode of drug delivery system. 3 Biotech 2015, 5, 123-127, doi:10.1007/s13205-014-0214-0.
- Kumar, M.; Bishnoi, R.S.; Shukla, A.K.; Jain, C.P. Techniques for Formulation of Nanoemulsion Drug Delivery System: A Review. Prev Nutr Food Sci 2019, 24, 225-234, doi:10.3746/pnf.2019.24.3.225.
- Wilson, R.J.; Li, Y.; Yang, G.; Zhao, C.-X. Nanoemulsions for drug delivery. Particuology 2022, 64, 85-97, doi:https://doi.org/10.1016/j.partic.2021.05.009.