Malnutrition Is Associated with Increased Liver Stiffness in Type 2 Diabetes: The Mediating Role of Inflammation
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Nutritional Assessment
2.3. Liver Stiffness and Steatosis Assessment
2.4. Statistical Analysis
3. Results
3.1. Demographic and Clinical Characteristics of the Study Population
3.2. Association of Nutritional and Inflammatory Factors with Liver Fibrosis
3.3. Mediation Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Zhang, T.; Qin, J.; Guo, J.; Dong, J.; Chen, J.; Ma, Y.; Han, L. Prevalence and Influencing Factors of Malnutrition in Diabetic Patients: A Systematic Review and Meta-analysis. J. Diabetes 2024, 16, e13610. [Google Scholar] [CrossRef]
- Piersa, J.; Bajek, W.; Pilśniak, A.; Jarosińska, A.; Pietrukaniec, M.; Holecki, M. Nutrition Indicators in Type 2 Diabetes Mellitus—Retrospective Study. Biomedicines 2025, 13, 1137. [Google Scholar] [CrossRef]
- Ning, Y.; Pan, D.; Guo, J.; Su, Z.; Wang, J.; Wu, S.; Gu, Y. Association of Prognostic Nutritional Index with the Risk of All-Cause Mortality and Cardiovascular Mortality in Patients with Type 2 Diabetes: NHANES 1999–2018. BMJ Open Diabetes Res. Care 2023, 11, e003564. [Google Scholar] [CrossRef]
- Thaenpramun, R.; Komolsuradej, N.; Buathong, N.; Srikrajang, S. Association between Glycaemic Control and Malnutrition in Older Adults with Type 2 Diabetes Mellitus: A Cross-Sectional Study. Br. J. Nutr. 2024, 131, 1497–1505. [Google Scholar] [CrossRef]
- Landi, F.; Camprubi-Robles, M.; Bear, D.E.; Cederholm, T.; Malafarina, V.; Welch, A.A.; Cruz-Jentoft, A.J. Muscle Loss: The New Malnutrition Challenge in Clinical Practice. Clin. Nutr. 2019, 38, 2113–2120. [Google Scholar] [CrossRef] [PubMed]
- Bao, S.; Jimu, W.; Mu, N.; Yan, F.; Xing, S.; Li, T.; Zhou, Z. Inflammation Mediates the Association between Muscle Mass and Accelerated Phenotypic Aging: Results from the NHANES 2011–2018. Front. Nutr. 2025, 11, 1503702. [Google Scholar] [CrossRef] [PubMed]
- Londhe, P.; Guttridge, D.C. Inflammation Induced Loss of Skeletal Muscle. Bone 2015, 80, 131–142. [Google Scholar] [CrossRef]
- Pellegrini, V.; La Grotta, R.; Carreras, F.; Giuliani, A.; Sabbatinelli, J.; Olivieri, F.; Berra, C.C.; Ceriello, A.; Prattichizzo, F. Inflammatory Trajectory of Type 2 Diabetes: Novel Opportunities for Early and Late Treatment. Cells 2024, 13, 1662. [Google Scholar] [CrossRef]
- Manilla, V.; Santopaolo, F.; Gasbarrini, A.; Ponziani, F.R. Type 2 Diabetes Mellitus and Liver Disease: Across the Gut–Liver Axis from Fibrosis to Cancer. Nutrients 2023, 15, 2521. [Google Scholar] [CrossRef]
- Liu, C.; Feng, X.; Li, Q.; Wang, Y.; Li, Q.; Hua, M. Adiponectin, TNF-α and Inflammatory Cytokines and Risk of Type 2 Diabetes: A Systematic Review and Meta-Analysis. Cytokine 2016, 86, 100–109. [Google Scholar] [CrossRef] [PubMed]
- Popko, K.; Gorska, E.; Stelmaszczyk-Emmel, A.; Plywaczewski, R.; Stoklosa, A.; Gorecka, D.; Pyrzak, B.; Demkow, U. Proinflammatory Cytokines IL-6 and TNF-α and the Development of Inflammation in Obese Subjects. Eur. J. Med. Res. 2010, 15, 120. [Google Scholar] [CrossRef]
- Giovannini, S.; Onder, G.; Liperoti, R.; Russo, A.; Carter, C.; Capoluongo, E.; Pahor, M.; Bernabei, R.; Landi, F. Interleukin-6, C-Reactive Protein, and Tumor Necrosis Factor-Alpha as Predictors of Mortality in Frail, Community-Living Elderly Individuals. J. Am. Geriatr. Soc. 2011, 59, 1679–1685. [Google Scholar] [CrossRef]
- Maimunah, U.; Kholili, U.; Putra, R.R.; Brimantyo, D.; Wirantara, H. Increased Levels of TNF-α, IL-6, and IL-10 Are Associated with The Degree of Liver Fibrosis in Chronic Hepatitis B Patients with NUC Therapy. Indones. Biomed. J. 2024, 16, 72–78. [Google Scholar] [CrossRef]
- Oladipupo, S.O.; Ezenabor, E.H.; Ojo, A.B.; Ogunlakin, A.D.; Ojo, O.A. Interplay of the Pathophysiological Mechanisms of Non-Alcoholic Fatty Liver Disease, Diabetes Mellitus, and Inflammation: A Growing Threat to Public Health. Obes. Med. 2025, 55, 100613. [Google Scholar] [CrossRef]
- Ciardullo, S.; Vergani, M.; Perseghin, G. Nonalcoholic Fatty Liver Disease in Patients with Type 2 Diabetes: Screening, Diagnosis, and Treatment. J. Clin. Med. 2023, 12, 5597. [Google Scholar] [CrossRef] [PubMed]
- Lo Buglio, A.; Bellanti, F.; Carapellese, R.M.; Capurso, C.; Serviddio, G.; Vendemiale, G. Adherence to the Mediterranean Diet Mitigates Inflammation and Hospital Stay in Frail Elderly Patients: A Moderation Analysis. Nutrients 2024, 16, 2482. [Google Scholar] [CrossRef] [PubMed]
- Bae, M.; Park, Y.-K.; Lee, J.-Y. Food Components with Antifibrotic Activity and Implications in Prevention of Liver Disease. J. Nutr. Biochem. 2018, 55, 1–11. [Google Scholar] [CrossRef] [PubMed]
- Bauer, K.C.; Littlejohn, P.T.; Ayala, V.; Creus-Cuadros, A.; Finlay, B.B. Nonalcoholic Fatty Liver Disease and the Gut-Liver Axis: Exploring an Undernutrition Perspective. Gastroenterology 2022, 162, 1858–1875.e2. [Google Scholar] [CrossRef]
- Simental-Mendía, L.E.; Rodríguez-Morán, M.; Guerrero-Romero, F. The Product of Fasting Glucose and Triglycerides As Surrogate for Identifying Insulin Resistance in Apparently Healthy Subjects. Metab. Syndr. Relat. Disord. 2008, 6, 299–304. [Google Scholar] [CrossRef]
- Tacke, F.; Horn, P.; Wai-Sun Wong, V.; Ratziu, V.; Bugianesi, E.; Francque, S.; Zelber-Sagi, S.; Valenti, L.; Roden, M.; Schick, F.; et al. EASL–EASD–EASO Clinical Practice Guidelines on the Management of Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD). J. Hepatol. 2024, 81, 492–542. [Google Scholar] [CrossRef]
- Detsky, A.; McLaughlin; Baker, J.; Johnston, N.; Whittaker, S.; Mendelson, R.; Jeejeebhoy, K. What Is Subjective Global Assessment of Nutritional Status? J. Parenter. Enter. Nutr. 1987, 11, 8–13. [Google Scholar] [CrossRef]
- Yuan, Z.; Jiang, C.; Lao, G.; Zhang, Y.; Wang, C.; Zhu, Y.; Chen, C.; Ran, J.; Wang, C.; Zhu, P. Effectiveness of Global Leadership Initiative on Malnutrition and Subjective Global Assessment for Diagnosing Malnutrition and Predicting Wound Healing in Patients with Diabetic Foot Ulcers. Br. J. Nutr. 2024, 132, 21–30. [Google Scholar] [CrossRef]
- Karlas, T.; Petroff, D.; Sasso, M.; Fan, J.-G.; Mi, Y.-Q.; de Lédinghen, V.; Kumar, M.; Lupsor-Platon, M.; Han, K.-H.; Cardoso, A.C.; et al. Individual Patient Data Meta-Analysis of Controlled Attenuation Parameter (CAP) Technology for Assessing Steatosis. J. Hepatol. 2017, 66, 1022–1030. [Google Scholar] [CrossRef]
- Fritz, M.S.; MacKinnon, D.P. A Graphical Representation of the Mediated Effect. Behav. Res. Methods 2008, 40, 55–60. [Google Scholar] [CrossRef]
- Miano, N.; Todaro, G.; Di Marco, M.; Scilletta, S.; Bosco, G.; Di Giacomo Barbagallo, F.; Scicali, R.; Piro, S.; Purrello, F.; Di Pino, A. Malnutrition-Related Liver Steatosis, CONUT Score and Poor Clinical Outcomes in an Internal Medicine Department. Nutrients 2024, 16, 1925. [Google Scholar] [CrossRef]
- Haj Ali, S.; Abu Sneineh, A.; Hasweh, R. Nutritional Assessment in Patients with Liver Cirrhosis. World J. Hepatol. 2022, 14, 1694–1703. [Google Scholar] [CrossRef] [PubMed]
- Muscaritoli, M.; Imbimbo, G.; Jager-Wittenaar, H.; Cederholm, T.; Rothenberg, E.; di Girolamo, F.G.; Amabile, M.I.; Sealy, M.; Schneider, S.; Barazzoni, R.; et al. Disease-Related Malnutrition with Inflammation and Cachexia. Clin. Nutr. 2023, 42, 1475–1479. [Google Scholar] [CrossRef] [PubMed]
- Ghone, R.A. A Study of Oxidative Stress Biomarkers and Effect of Oral Antioxidant Supplementation in Severe Acute Malnutrition. J. Clin. Diagn. Res. 2013, 7, 2146–2148. [Google Scholar] [CrossRef] [PubMed]
- Fan, Y.; Yao, Q.; Liu, Y.; Jia, T.; Zhang, J.; Jiang, E. Underlying Causes and Co-Existence of Malnutrition and Infections: An Exceedingly Common Death Risk in Cancer. Front. Nutr. 2022, 9, 814095. [Google Scholar] [CrossRef] [PubMed]
- Pérez-Baos, S.; Prieto-Potin, I.; Román-Blas, J.A.; Sánchez-Pernaute, O.; Largo, R.; Herrero-Beaumont, G. Mediators and Patterns of Muscle Loss in Chronic Systemic Inflammation. Front. Physiol. 2018, 9, 409. [Google Scholar] [CrossRef]
- Pourhassan, M.; Cederholm, T.; Trampisch, U.; Volkert, D.; Wirth, R. Inflammation as a Diagnostic Criterion in the GLIM Definition of Malnutrition—What CRP-Threshold Relates to Reduced Food Intake in Older Patients with Acute Disease? Eur. J. Clin. Nutr. 2022, 76, 397–400. [Google Scholar] [CrossRef] [PubMed]
- Jee, Y.-M.; Lee, J.-Y.; Ryu, T. Chronic Inflammation and Immune Dysregulation in Metabolic-Dysfunction-Associated Steatotic Liver Disease Progression: From Steatosis to Hepatocellular Carcinoma. Biomedicines 2025, 13, 1260. [Google Scholar] [CrossRef]
- Zhang, Z.; Wang, J.; Li, H.; Niu, Q.; Tao, Y.; Zhao, X.; Zeng, Z.; Dong, H. The Role of the Interleukin Family in Liver Fibrosis. Front. Immunol. 2025, 16, 1497095. [Google Scholar] [CrossRef]
- Koyama, Y.; Brenner, D.A. Liver Inflammation and Fibrosis. J. Clin. Investig. 2017, 127, 55–64. [Google Scholar] [CrossRef]
- Tauil, R.B.; Golono, P.T.; de Lima, E.P.; de Alvares Goulart, R.; Guiguer, E.L.; Bechara, M.D.; Nicolau, C.C.T.; Yanaguizawa Junior, J.L.; Fiorini, A.M.R.; Méndez-Sánchez, N.; et al. Metabolic-Associated Fatty Liver Disease: The Influence of Oxidative Stress, Inflammation, Mitochondrial Dysfunctions, and the Role of Polyphenols. Pharmaceuticals 2024, 17, 1354. [Google Scholar] [CrossRef]
- Suwała, S.; Junik, R. Assessment of the Liver Steatosis and Fibrosis Risk in Metabolic Syndrome and Its Individual Components, Considering the Varying Definitions Used in Clinical Practice throughout Time: A Retrospective Cross-Sectional Study. Biomedicines 2024, 12, 1739. [Google Scholar] [CrossRef]
- Riley, D.R.; Hydes, T.; Hernadez, G.; Zhao, S.S.; Alam, U.; Cuthbertson, D.J. The Synergistic Impact of Type 2 Diabetes and MASLD on Cardiovascular, Liver, Diabetes-related and Cancer Outcomes. Liver Int. 2024, 44, 2538–2550. [Google Scholar] [CrossRef]
- Rutledge, S.M.; Asgharpour, A. Smoking and Liver Disease. Gastroenterol. Hepatol. 2020, 16, 617–625. [Google Scholar]
- Mihara, T.; Hori, M. Nicotine Aggravates Liver Fibrosis via A7 Nicotinic Acetylcholine Receptor Expressed on Activated Hepatic Stellate Cells in Mice. Hepatol. Commun. 2024, 8, e0457. [Google Scholar] [CrossRef] [PubMed]
- Hahad, O.; Arnold, N.; Prochaska, J.H.; Panova-Noeva, M.; Schulz, A.; Lackner, K.J.; Pfeiffer, N.; Schmidtmann, I.; Michal, M.; Beutel, M.; et al. Cigarette Smoking Is Related to Endothelial Dysfunction of Resistance, but Not Conduit Arteries in the General Population—Results From the Gutenberg Health Study. Front. Cardiovasc. Med. 2021, 8, 674622. [Google Scholar] [CrossRef] [PubMed]
- Wei, Y.; Hägg, S.; Mak, J.K.L.; Tuomi, T.; Zhan, Y.; Carlsson, S. Metabolic Profiling of Smoking, Associations with Type 2 Diabetes and Interaction with Genetic Susceptibility. Eur. J. Epidemiol. 2024, 39, 667–678. [Google Scholar] [CrossRef]
- Dhananjayan, R.; Koundinya, K.S.S.; Malati, T.; Kutala, V.K. Endothelial Dysfunction in Type 2 Diabetes Mellitus. Indian J. Clin. Biochem. 2016, 31, 372–379. [Google Scholar] [CrossRef]
- Gao, V.; Long, M.T.; Singh, S.R.; Kim, Y.; Zhang, X.; Rogers, G.; Jacques, P.F.; Levy, D.; Ma, J. A Healthy Diet Is Associated with a Lower Risk of Hepatic Fibrosis. J. Nutr. 2023, 153, 1587–1596. [Google Scholar] [CrossRef] [PubMed]
- Perez-Diaz-del-Campo, N.; Castelnuovo, G.; Rosso, C.; Nicolosi, A.; Guariglia, M.; Dileo, E.; Armandi, A.; Caviglia, G.P.; Bugianesi, E. Impact of Health Related QoL and Mediterranean Diet on Liver Fibrosis in Patients with NAFLD. Nutrients 2023, 15, 3018. [Google Scholar] [CrossRef] [PubMed]
- Pickett-Blakely, O.; Young, K.; Carr, R.M. Micronutrients in Nonalcoholic Fatty Liver Disease Pathogenesis. Cell. Mol. Gastroenterol. Hepatol. 2018, 6, 451–462. [Google Scholar] [CrossRef]
- Esposito, K.; Maiorino, M.I.; Bellastella, G.; Panagiotakos, D.B.; Giugliano, D. Mediterranean Diet for Type 2 Diabetes: Cardiometabolic Benefits. Endocrine 2017, 56, 27–32. [Google Scholar] [CrossRef] [PubMed]
- Oguntibeju, O.O. Type 2 Diabetes Mellitus, Oxidative Stress and Inflammation: Examining the Links. Int. J. Physiol. Pathophysiol. Pharmacol. 2019, 11, 45–63. [Google Scholar]
- Chen, T.; Zuo, X.; Wang, S.; Yu, P.; Yuan, J.; Wei, S.; Chen, J.; Sun, Y.; Gao, Y.; Li, X. The Effect of Vitamin D Supplementation on the Progression of Fibrosis in Patients with Chronic Liver Disease. Medicine 2020, 99, e20296. [Google Scholar] [CrossRef]
- Ng, C.H.; Lim, W.H.; Hui Lim, G.E.; Hao Tan, D.J.; Syn, N.; Muthiah, M.D.; Huang, D.Q.; Loomba, R. Mortality Outcomes by Fibrosis Stage in Nonalcoholic Fatty Liver Disease: A Systematic Review and Meta-Analysis. Clin. Gastroenterol. Hepatol. 2023, 21, 931–939.e5. [Google Scholar] [CrossRef]
- Saarinen, K.; Färkkilä, M.; Jula, A.; Erlund, I.; Vihervaara, T.; Lundqvist, A.; Åberg, F. Enhanced Liver Fibrosis® Test Predicts Liver-Related Outcomes in the General Population. JHEP Rep. 2023, 5, 100765. [Google Scholar] [CrossRef]





| Comorbidities | n |
|---|---|
| Hypertension | 54 (62) |
| Dyslipidemia | 70 (80.5) |
| Chronic Kidney Disease | 11 (12.6) |
| Ischemic Heart Disease | 8 (9.2) |
| Atrial fibrillation | 6 (6.9) |
| Heart failure | 6 (6.9) |
| Chronic obstructive pulmonary disease | 4 (4.6) |
| Stroke | 3 (3.4) |
| Active smokers | 24 (27.6%) |
| Well-Fed (SGA A) n. 43 (49.4%) | Malnourished (SGA B + C) n. 44 (50.6%) | p Value | |
|---|---|---|---|
| Age, years | 66.0 [55.0–71.0] | 68.0 [62.0–74.0] | 0.118 |
| Genre F, n (%) | 15 (34.9) | 13 (29.5) | 0.651 |
| BMI, Kg/m2 | 27.7 ± 5.6 | 29.2 ± 6.1 | 0.227 |
| Haemoglobin, g/dL | 14.4 ± 1.8 | 13.6 ± 2.2 | 0.066 |
| WBC, n/mm3 | 7389 ± 2802 | 6148 ± 2053 | 0.022 |
| Neutrophils, n/mm3 | 4518 ± 1909 | 3751 ± 1463 | 0.038 |
| Lymphocytes, n/mm3 | 2060 [1570–2540] | 1660 [1100–2275] | 0.041 |
| Platelet, 103/mcL | 234 ± 72 | 202 ± 88 | 0.072 |
| Glucose, mg/dL | 126.8 ± 25.4 | 130.1 ± 38.3 | 0.065 |
| Albumin, g/dL | 4.4 ± 0.5 | 4.3 ± 0.5 | 0.132 |
| Creatinine, mg/dL | 0.94 ± 0.33 | 1.02 ± 0.5 | 0.384 |
| HbA1c, % | 7.1 ± 1.0 | 7.8 ± 1.21 | 0.010 |
| Total cholesterol, mg/dL | 174.9 ± 38.0 | 144.9 ± 35.7 | <0.001 |
| LDL, mg/dL | 105.3 ± 28.7 | 78.1 ± 27.4 | <0.001 |
| HDL, mg/dL | 47.3 ± 10.4 | 57.4 ± 14.4 | 0.977 |
| Triglycerides, mg/dL | 91 [79–130] | 92 [65–138] | 0.975 |
| CRP, ng/mL | 3.5 [2.1–5.4] | 4.4 [3.1–6.7] | 0.018 |
| TyG index | 8.5 ± 0.5 | 8.8 ± 0.7 | 0.050 |
| Charlson index | 5 [3–7] | 7 [5–9] | 0.042 |
| Active smokers | 13 (30.2) | 11 (25%) | 0.637 |
| MASLD | 26 (60.5) | 32 (72.7) | 0.261 |
| SGLT2-i/GLP-1 agonist | 14 (32.6) | 23 (52.3) | 0.083 |
| Liver stiffness, kPa | 5.3 ± 2.2 | 8.0 ± 2.1 | <0.001 |
| CAP, dB/m | 251.8 ± 61.8 | 271.5 ± 60.6 | 0.336 |
| Univariate Linear Regression | Multivariate Linear Regression | |||||
|---|---|---|---|---|---|---|
| Coefficient B | 95% CI | p Value | Coefficient B | 95% CI | p Value | |
| BMI, Kg/m2 | 0.07 | −0.03–0.17 | 0.179 | |||
| HbA1c, % | 0.59 | 0.120–1.05 | 0.014 | 0.01 | −0.36–0.36 | 0.993 |
| CRP, ng/mL | 0.48 | 0.29–0.98 | <0.001 | 0.32 | 0.15–0.48 | <0.001 |
| TyG index | 1.65 | 0.79–2.50 | <0.001 | 0.65 | −0.03–1.34 | 0.061 |
| Hypertension | 0.86 | −0.28–1.99 | 0.138 | |||
| CKD | −0.75 | −2.47–0.98 | 0.392 | |||
| Dyslipidemia | 0.24 | −1.17–1.64 | 0.737 | |||
| Heart failure | 0.49 | −1.79–2.78 | 0.669 | |||
| ICHD | −0.96 | −2.91–0.99 | 0.329 | |||
| Atrial fibrillation | 0.44 | −1.79–2.68 | 0.695 | |||
| Stroke | 0.53 | −2.54–3.60 | 0.732 | |||
| COPD | −1.28 | −3.96–1.39 | 0.343 | |||
| MASLD | 2.30 | 1.21–3.39 | <0.001 | 1.54 | 0.70–2.38 | 0.001 |
| Malnutrition | 2.97 | 2.04–3.90 | <0.001 | 2.29 | 1.48–3.10 | <0.001 |
| Charlson index | 0.07 | −0.12–0.26 | 0.449 | |||
| Active smokers | 1.24 | 0.02–2.46 | 0.047 | 1.06 | 0.22–1.89 | 0.014 |
| SGLT2-i/GLP-1 agonist | 1.1 | −0.03–2.24 | 0.06 | |||
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. |
© 2025 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
Lo Buglio, A.; Bellanti, F.; Villani, R.; Capurso, C.; Magnati, G.P.; Cioffi, S.; Tedesco, G.; Torsello, C.A.; Vendemiale, G.; Serviddio, G. Malnutrition Is Associated with Increased Liver Stiffness in Type 2 Diabetes: The Mediating Role of Inflammation. Biomolecules 2025, 15, 1735. https://doi.org/10.3390/biom15121735
Lo Buglio A, Bellanti F, Villani R, Capurso C, Magnati GP, Cioffi S, Tedesco G, Torsello CA, Vendemiale G, Serviddio G. Malnutrition Is Associated with Increased Liver Stiffness in Type 2 Diabetes: The Mediating Role of Inflammation. Biomolecules. 2025; 15(12):1735. https://doi.org/10.3390/biom15121735
Chicago/Turabian StyleLo Buglio, Aurelio, Francesco Bellanti, Rosanna Villani, Cristiano Capurso, Grazia Pia Magnati, Sara Cioffi, Gabriele Tedesco, Carlo Alberto Torsello, Gianluigi Vendemiale, and Gaetano Serviddio. 2025. "Malnutrition Is Associated with Increased Liver Stiffness in Type 2 Diabetes: The Mediating Role of Inflammation" Biomolecules 15, no. 12: 1735. https://doi.org/10.3390/biom15121735
APA StyleLo Buglio, A., Bellanti, F., Villani, R., Capurso, C., Magnati, G. P., Cioffi, S., Tedesco, G., Torsello, C. A., Vendemiale, G., & Serviddio, G. (2025). Malnutrition Is Associated with Increased Liver Stiffness in Type 2 Diabetes: The Mediating Role of Inflammation. Biomolecules, 15(12), 1735. https://doi.org/10.3390/biom15121735

