Meniscal Extrusion Correlates with Symptom Severity in Knee Osteoarthritis: An Ultrasound and Magnetic Resonance Imaging Analysis of 100 Patients
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Patient Selection
2.2. Imaging Analysis of Meniscal Extrusion
2.3. Clinical Evaluation
2.4. Statystical Analysis
3. Results
3.1. Meniscal Extrusion and Clinical Scores
3.2. Medial Meniscus: Lower vs. Higher Extrusion
3.3. Lateral Meniscus: Lower vs. Higher Extrusion
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Sabha, M.; Hochberg, M.C. Non-surgical management of hip and knee osteoarthritis; comparison of ACR/AF and OARSI 2019 and VA/DoD 2020 guidelines. Osteoarthr. Cartil. Open 2022, 4, 100232. [Google Scholar] [CrossRef] [PubMed]
- Singh, H.; Knapik, D.M.; Polce, E.M.; Eikani, C.K.; Bjornstad, A.H.; Gursoy, S.; Perry, A.K.; Westrick, J.C.; Yanke, A.B.; Verma, N.N.; et al. Relative Efficacy of Intra-articular Injections in the Treatment of Knee Osteoarthritis: A Systematic Review and Network Meta-analysis. Am. J. Sports Med. 2022, 50, 3140–3148. [Google Scholar] [CrossRef] [PubMed]
- Jordan, K.M.; Arden, N.K.; Doherty, M.; Bannwarth, B.; Bijlsma, J.W.; Dieppe, P.; Gunther, K.; Hauselmann, H.; Herrero-Beaumont, G.; Kaklamanis, P.; et al. EULAR Recommendations 2003: An evidence based approach to the management of knee osteoarthritis: Report of a Task Force of the Standing Committee for International Clinical Studies Including Therapeutic Trials (ESCISIT). Ann. Rheum. Dis. 2003, 62, 1145–1155. [Google Scholar] [CrossRef] [PubMed]
- Langworthy, M.; Dasa, V.; Spitzer, A.I. Knee osteoarthritis: Disease burden, available treatments, and emerging options. Ther. Adv. Musculoskelet. Dis. 2024, 16, 1759720X241273009. [Google Scholar] [CrossRef]
- Neogi, T. The epidemiology and impact of pain in osteoarthritis. Osteoarthr. Cartil. 2013, 21, 1145–1153. [Google Scholar] [CrossRef]
- Ozdemir, M.; Turan, A. Correlation Between Medial Meniscal Extrusion Determined by Dynamic Ultrasound and Magnetic Resonance Imaging Findings of Medial-Type Knee Osteoarthritis in Patients With Knee Pain. J. Ultrasound Med. 2019, 38, 2709–2719. [Google Scholar] [CrossRef]
- Crema, M.D.; Roemer, F.W.; Felson, D.T.; Englund, M.; Wang, K.; Jarraya, M.; Nevitt, M.C.; Marra, M.D.; Torner, J.C.; Lewis, C.E.; et al. Factors associated with meniscal extrusion in knees with or at risk for osteoarthritis: The Multicenter Osteoarthritis study. Radiology 2012, 264, 494–503. [Google Scholar] [CrossRef]
- Adams, J.G.; McaLindon, T.; Dimasi, M.; Carey, J.; Eustace, S. Contribution of meniscal extrusion and cartilage loss to joint space narrowing in osteoarthritis. Clin. Radiol. 1999, 54, 502–506. [Google Scholar] [CrossRef]
- Englund, M.; Guermazi, A.; Roemer, F.W.; Yang, M.; Zhang, Y.; Nevitt, M.C.; Lynch, J.A.; Lewis, C.E.; Torner, J.; Felson, D.T. Meniscal pathology on MRI increases the risk for both incident and enlarging subchondral bone marrow lesions of the knee: The MOST Study. Ann. Rheum. Dis. 2010, 69, 1796–1802. [Google Scholar] [CrossRef]
- Englund, M.; Guermazi, A.; Roemer, F.W.; Aliabadi, P.; Yang, M.; Lewis, C.E.; Torner, J.; Nevitt, M.C.; Sack, B.; Felson, D.T. Meniscal tear in knees without surgery and the development of radiographic osteoarthritis among middle-aged and elderly persons: The Multicenter Osteoarthritis Study. Arthritis Rheumatol. 2009, 60, 831–839. [Google Scholar] [CrossRef]
- Bloecker, K.; Wirth, W.; Guermazi, A.; Hunter, D.J.; Resch, H.; Hochreiter, J.; Eckstein, F. Relationship Between Medial Meniscal Extrusion and Cartilage Loss in Specific Femorotibial Subregions: Data From the Osteoarthritis Initiative. Arthritis Care Res. 2015, 67, 1545–1552. [Google Scholar] [CrossRef] [PubMed]
- Tortorella, F.; Boffa, A.; Andriolo, L.; Facchini, G.; Di Carlo, M.; Miceli, M.; Klos, B.; Zaffagnini, S.; Filardo, G. Ultrasounds outperform magnetic resonance imaging in quantifying meniscal extrusion in patients with knee osteoarthritis. J. Exp. Orthop. 2024, 11, e70031. [Google Scholar] [CrossRef] [PubMed]
- Aagaard, H.; Verdonk, R. Function of the normal meniscus and consequences of meniscal resection. Scand. J. Med. Sci. Sports 1999, 9, 134–140. [Google Scholar] [CrossRef] [PubMed]
- Gajjar, S.M.; Solanki, K.P.; Shanmugasundaram, S.; Kambhampati, S.B. Meniscal Extrusion: A Narrative Review. Orthop. J. Sports Med. 2021, 9, 23259671211043797. [Google Scholar] [CrossRef]
- Kijima, H.; Yamada, S.; Nozaka, K.; Saito, H.; Shimada, Y. Relationship between Pain and Medial Meniscal Extrusion in Knee Osteoarthritis. Adv. Orthop. 2015, 2015, 210972. [Google Scholar] [CrossRef]
- Yoshizuka, H.; Taniguchi, T.; Fukuta, K.; Mitsutake, T.; Honda, S. Decrease in medial meniscal extrusion after physical therapy to improve knee pain and range of motion in patients with knee osteoarthritis: A retrospective study. PLoS ONE 2022, 17, e0277628. [Google Scholar] [CrossRef]
- Kawaguchi, K.; Enokida, M.; Otsuki, R.; Teshima, R. Ultrasonographic evaluation of medial radial displacement of the medial meniscus in knee osteoarthritis. Arthritis Rheum. 2012, 64, 173–180. [Google Scholar] [CrossRef]
- Winkler, P.W.; Csapo, R.; Wierer, G.; Hepperger, C.; Heinzle, B.; Imhoff, A.B.; Hoser, C.; Fink, C. Sonographic evaluation of lateral meniscal extrusion: Implementation and validation. Arch. Orthop. Trauma Surg. 2021, 141, 271–281. [Google Scholar] [CrossRef]
- Nogueira-Barbosa, M.H.; Gregio-Junior, E.; Lorenzato, M.M.; Guermazi, A.; Roemer, F.W.; Chagas-Neto, F.A.; Crema, M.D. Ultrasound assessment of medial meniscal extrusion: A validation study using MRI as reference standard. AJR Am. J. Roentgenol. 2015, 204, 584–588. [Google Scholar] [CrossRef]
- Antony, B.; Driban, J.; Price, L.; Lo, G.; Ward, R.; Nevitt, M.; Lynch, J.; Eaton, C.; Ding, C.; McAlindon, T. The relationship between meniscal pathology and osteoarthritis depends on the type of meniscal damage visible on magnetic resonance images: Data from the Osteoarthritis Initiative. Osteoarthr. Cartil. 2017, 25, 76–84. [Google Scholar] [CrossRef]
- Di Paolo, S.; Grassi, A.; Lucidi, G.A.; Macchiarola, L.; Dal Fabbro, G.; Zaffagnini, S. Biomechanics of the lateral meniscus: Evidences from narrative review. Ann. Jt. 2022, 7, 19. [Google Scholar] [CrossRef] [PubMed]
- Mameri, E.S.; Dasari, S.P.; Fortier, L.M.; Verdejo, F.G.; Gursoy, S.; Yanke, A.B.; Chahla, J. Review of Meniscus Anatomy and Biomechanics. Curr. Rev. Musculoskelet. Med. 2022, 15, 323–335. [Google Scholar] [CrossRef] [PubMed]
- Singh, A.P.; Saran, S.; Thukral, B.B.; Kaushik, R. Ultrasonographic Evaluation of Osteoarthritis-affected Knee Joints: Comparison with Kellgren-Lawrence Grading and Pain Scores. J. Med. Ultrasound 2021, 29, 39–45. [Google Scholar] [CrossRef]
- Hashimoto, K.; Oda, Y.; Nakagawa, K.; Ikeda, T.; Ohtani, K.; Akagi, M. LOX-1 deficient mice show resistance to zymosan-induced arthritis. Eur. J. Histochem. 2018, 62, 2847. [Google Scholar] [CrossRef]
- Novaretti, J.V.; Astur, D.C.; Cavalcante, E.L.B.; Kaleka, C.C.; Amaro, J.T.; Cohen, M. Preoperative Meniscal Extrusion Predicts Unsatisfactory Clinical Outcomes and Progression of Osteoarthritis after Isolated Partial Medial Meniscectomy: A 5-Year Follow-Up Study. J. Knee Surg. 2022, 35, 393–400. [Google Scholar] [CrossRef]
- Svensson, F.; Felson, D.T.; Zhang, F.; Guermazi, A.; Roemer, F.W.; Niu, J.; Aliabadi, P.; Neogi, T.; Englund, M. Meniscal body extrusion and cartilage coverage in middle-aged and elderly without radiographic knee osteoarthritis. Eur. Radiol. 2019, 29, 1848–1854. [Google Scholar] [CrossRef]
- Costa, C.R.; Morrison, W.B.; Carrino, J.A. Medial meniscus extrusion on knee MRI: Is extent associated with severity of degeneration or type of tear? AJR Am. J. Roentgenol. 2004, 183, 17–23. [Google Scholar] [CrossRef]
Gender (Male/Female) | 65/35 |
Age, y (mean ± SD) | 60.3 ± 9.7 |
BMI, kg/m2 (mean ± SD) | 25.8 ± 3.7 |
Symptoms duration, mo (mean ± SD) | 80.5 ± 73.9 |
Kellgren–Lawrence grade | Grade 1:2 Grade 2:55 Grade 3:36 Grade 4:7 |
IKDC Subjective | 46.6 ± 15.6 |
IKDC Objective | 2.4 ± 0.8 |
KOOS Pain | 65.5 ± 16.7 |
KOOS Symptoms | 66.0 ± 18.0 |
KOOS ADL | 72.1 ± 17.6 |
KOOS Sport/rec | 46.4 ± 20.4 |
KOOS QOL | 41.2 ± 19.3 |
WOMAC Pain | 5.4 ± 3.5 |
WOMAC Stiffness | 2.9 ± 2.7 |
WOMAC Function | 19.8 ± 11.1 |
WOMAC Total | 28.1 ± 15.7 |
VAS pain | 5.2 ± 2.3 |
Tegner score | 2.4 ± 1.3 |
Score | MME (MR) | MME (Clino-US) | MME (Ortho-US) | LME (MR) | LME (Clino-US) | LME (Ortho-US) |
---|---|---|---|---|---|---|
IKDC subjective | Rho: −0.212 p = 0.034 * | Rho: −0.260 p = 0.009 * | Rho: −0.291 p = 0.003 * | Rho: −0.286 p = 0.004 * | Rho: −0.260 p = 0.009 * | Rho: −0.273 p = 0.006 * |
IKDC objective | Tau: 0.204 p = 0.009 * | Tau: 0.211 p = 0.007 * | Tau: 0.245 p = 0.002 * | Tau: 0.135 p = 0.087 | Tau: 0.154 p = 0.050 | Tau: 0.163 p = 0.038 * |
KOOS pain | Rho: −0.154 p = 0.125 | Rho: −0.206 p = 0.040 * | Rho: −0.235 p = 0.019 * | Rho: −0.329 p = 0.001 * | Rho: −0.292 p = 0.003 * | Rho: −0.279 p = 0.005 * |
KOOS symptoms | Rho: −0.059 p = 0.559 | Rho: −0.107 p = 0.290 | Rho: −0.045 p = 0.660 | Rho: −0.399 p < 0.0005 * | Rho: −0.288 p = 0.004 * | Rho: −0.261 p = 0.009 * |
KOOS ADL | Rho: −0.162 p = 0.108 | Rho: −0.176 p = 0.080 | Rho: −0.235 p = 0.019 * | Rho: −0.375 p < 0.0005 * | Rho: −0.253 p = 0.011 * | Rho: −0.246 p = 0.014 * |
KOOS Sport/rec | Rho: −0.143 p = 0.157 | Rho: −0.164 p = 0.104 | Rho: −0.198 p = 0.049 * | Rho: −0.340 p = 0.001 * | Rho: −0.228 p = 0.023 * | Rho: −0.213 p = 0.033 * |
KOOS QOL | Rho: −0.211 p = 0.036 * | Rho: −0.196 p = 0.051 | Rho: −0.257 p = 0.010 * | Rho: −0.351 p < 0.0005 * | Rho: −0.301 p = 0.002 * | Rho: −0.217 p = 0.030 * |
WOMAC total | Rho: 0.176 p = 0.081 | Rho: 0.180 p = 0.073 | Rho: 0.237 p = 0.017 * | Rho: 0.385 p < 0.0005 * | Rho: 0.231 p = 0.021 * | Rho: 0.247 p = 0.013 * |
WOMAC pain | Rho: 0.177 p = 0.079 | Rho: 0.197 p = 0.050 | Rho: 0.248 p = 0.013 * | Rho: 0.303 p = 0.002 * | Rho: 0.235 p = 0.019 * | Rho: 0.243 p = 0.015 * |
WOMAC stiffness | Rho: 0.140 p = 0.165 | Rho: 0.166 p = 0.098 | Rho: 0.208 p = 0.038 * | Rho: 0.397 p < 0.0005 * | Rho: 0.237 p = 0.018 * | Rho: 0.265 p = 0.008 * |
WOMAC function | Rho: 0.163 p = 0.105 | Rho: 0.165 p = 0.101 | Rho: 0.223 p = 0.026 * | Rho: 0.367 p < 0.0005 * | Rho: 0.212 p = 0.035 * | Rho: 0.221 p = 0.027 * |
VAS pain | Rho: 0.072 p = 0.480 | Rho: 0.063 p = 0.533 | Rho: 0.126 p = 0.212 | Rho: −0.002 p = 0.982 | Rho: 0.049 p = 0.627 | Rho: 0.102 p = 0.311 |
Tegner score | Rho: −0.119 p = 0.238 | Rho: −0.212 p = 0.035 * | Rho: −0.186 p = 0.064 | Rho: −0.187 p = 0.062 | Rho: −0.188 p = 0.062 | Rho: −0.133 p = 0.185 |
Scores | Medial Meniscal Extrusion | ||||||||
---|---|---|---|---|---|---|---|---|---|
MR | Clino-US | Ortho-US | |||||||
<4 mm (56 pts) | ≥4 mm (44 pts) | p Value | <4 mm (56 pts) | ≥4 mm (44 pts) | p Value | <4 mm (45 pts) | ≥4 mm (55 pts) | p Value | |
IKDC subjective | 50.5 ± 15.1 | 41.7 ± 15.1 | 0.006 * | 49.8 ± 16.8 | 42.5 ± 15.6 | 0.042 * | 50.9 ± 17.2 | 43.1 ± 13.4 | 0.035 * |
IKDC objective | 2.2 ± 0.7 | 2.6 ± 0.8 | n.s. | 2.2 ± 0.7 | 2.6 ± 0.7 | 0.034 * | 2.1± 0.7 | 2.6 ± 0.7 | 0.001 * |
KOOS pain | 68.5 ± 14.7 | 61.7 ± 18.5 | n.s. | 68.0 ± 14.9 | 62.3 ± 18.5 | n.s. | 68.6 ± 15.1 | 63.0 ± 17.7 | n.s. |
KOOS symptoms | 67.2 ± 18.3 | 64.6 ± 17.7 | n.s. | 67.7 ± 17.6 | 63.9 ± 18.4 | n.s. | 67.3 ± 18.4 | 65.0 ± 17.7 | n.s. |
KOOS ADL | 75.2 ± 15.1 | 68.1 ± 19.8 | n.s. | 74.5 ± 15.4 | 68.9 ± 19.8 | n.s. | 75.5 ± 15.7 | 69.2 ± 18.7 | n.s. |
KOOS Sport/rec | 49.5 ± 21.3 | 42.5 ± 18.8 | n.s. | 48.8 ± 21.7 | 43.3 ± 18.3 | n.s. | 50.9 ± 21.8 | 42.6 ± 18.5 | 0.043 * |
KOOS QOL | 44.8 ± 19.3 | 36.6 ± 18.6 | 0.031 * | 43.6 ± 19.5 | 38.1 ± 18.9 | n.s. | 45.3 ± 20.1 | 37.8 ± 18.2 | n.s. |
WOMAC total | 25.1 ± 13.5 | 31.9 ± 17.7 | n.s. | 26.2 ± 13.9 | 30.6 ± 17.7 | n.s. | 25.5 ± 14.1 | 30.3 ± 16.8 | n.s. |
WOMAC pain | 4.8 ± 3.1 | 6.2 ± 3.8 | n.s. | 5.0 ± 3.2 | 5.9 ± 3.8 | n.s. | 4.9 ± 3.3 | 5.9 ± 3.7 | n.s. |
WOMAC stiffness | 2.4 ± 1.5 | 3.5 ± 3.7 | n.s. | 2.5 ± 1.5 | 3.4 ± 3.7 | n.s. | 2.4 ± 1.5 | 3.3 ± 3.4 | n.s. |
WOMAC function | 17.9 ± 9.8 | 22.3 ± 12.2 | n.s. | 18.7 ± 10.0 | 21.3 ± 12.2 | n.s. | 18.2 ± 10.2 | 21.2 ± 11.6 | n.s. |
VAS pain | 5.0 ± 2.2 | 5.5 ± 2.4 | n.s. | 5.1 ± 2.3 | 5.4 ± 2.3 | n.s. | 5.0 ± 2.3 | 5.4 ± 2.3 | n.s. |
Tegner score | 2.5 ± 1.4 | 2.1 ± 1.2 | n.s. | 2.6 ± 1.4 | 2.0 ± 1.0 | 0.026 * | 2.6 ± 1.4 | 2.1 ± 1.1 | 0.049 * |
Scores | Lateral Meniscal Extrusion | ||||||||
---|---|---|---|---|---|---|---|---|---|
MR | Clino-US | Ortho-US | |||||||
<4 mm (72 pts) | ≥4 mm (28 pts) | p Value | <4 mm (66 pts) | ≥4 mm (34 pts) | p Value | <4 mm (57 pts) | ≥4 mm (43 pts) | p Value | |
IKDC subjective | 49.1 ± 15.8 | 40.3 ± 15.6 | 0.016 * | 49.9 ± 16.3 | 40.2 ± 12.6 | 0.006 * | 51.1 ± 16.6 | 43.1 ± 13.4 | 0.003 * |
IKDC objective | 2.3 ± 0.8 | 2.4 ± 0.7 | n.s. | 2.3 ± 0.7 | 2.5 ± 0.8 | n.s. | 2.3± 0.7 | 2.5 ± 0.8 | n.s. |
WOMAC total | 25.1 ± 14.9 | 35.8 ± 15.4 | 0.001 * | 25.0 ± 14.6 | 34.2 ± 16.4 | 0.006 * | 24.3 ± 14.8 | 33.2 ± 15.7 | 0.006 * |
WOMAC pain | 4.8 ± 3.3 | 7.0 ± 3.7 | 0.006 * | 4.6 ± 3.2 | 6.9 ± 3.7 | 0.004 * | 4.5 ± 3.1 | 6.6 ± 3.7 | 0.006 * |
WOMAC stiffness | 2.4 ± 1.5 | 4.0 ± 4.5 | 0.011 * | 2.4 ± 1.5 | 3.8 ± 4.1 | 0.028 * | 2.3 ± 1.5 | 3.6 ± 3.7 | 0.011 * |
WOMAC function | 17.9 ± 11.0 | 24.9 ± 9.7 | 0.003 * | 17.9 ± 10.7 | 23.5 ± 11.0 | 0.015 * | 17.4 ± 10.9 | 23.0 ± 10.6 | 0.013 * |
KOOS pain | 68.8 ± 16.2 | 57.2 ± 15.5 | 0.002 * | 70.2 ± 15.2 | 56.5 ± 16.0 | <0.0005 * | 70.6 ± 15.6 | 58.7 ± 15.8 | 0.001 * |
KOOS symptoms | 69.3 ± 16.3 | 57.7 ± 19.8 | 0.007 * | 70.1 ± 16.2 | 58.0 ± 18.7 | 0.002 * | 70.1 ± 16.4 | 60.6 ± 18.7 | 0.014 * |
KOOS ADL | 74.8 ± 17.1 | 65.1 ± 17.1 | 0.007 * | 75.6 ± 16.1 | 65.2 ± 18.5 | 0.007 * | 75.9 ± 16.7 | 67.0 ± 17.7 | 0.012 * |
KOOS Sport/rec | 48.0 ± 22.2 | 42.1 ± 14.1 | n.s. | 48.8 ± 22.0 | 41.6 ± 16.0 | n.s. | 50.2 ± 22.7 | 41.3 ± 15.7 | 0.019 |
KOOS QOL | 43.5 ± 19.1 | 35.0 ± 18.9 | n.s. | 44.5 ± 19.6 | 34.7 ± 17.3 | 0.024 * | 45.3 ± 19.6 | 35.6 ± 17.8 | 0.018 * |
VAS pain | 5.2 ± 2.3 | 5.3 ± 2.3 | n.s. | 5.1 ± 2.3 | 5.4 ± 2.3 | n.s. | 4.9 ± 2.3 | 5.7 ± 2.2 | n.s. |
Tegner | 2.5 ± 1.3 | 2.1 ± 1.2 | n.s. | 2.6 ± 1.3 | 1.8 ± 1.0 | 0.002 * | 2.6 ± 1.4 | 2.1 ± 1.2 | 0.045 * |
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
Tortorella, F.; Boffa, A.; Di Martino, A.; Andriolo, L.; Facchini, G.; Di Carlo, M.; Miceli, M.; Zaffagnini, S.; Filardo, G. Meniscal Extrusion Correlates with Symptom Severity in Knee Osteoarthritis: An Ultrasound and Magnetic Resonance Imaging Analysis of 100 Patients. J. Clin. Med. 2024, 13, 7716. https://doi.org/10.3390/jcm13247716
Tortorella F, Boffa A, Di Martino A, Andriolo L, Facchini G, Di Carlo M, Miceli M, Zaffagnini S, Filardo G. Meniscal Extrusion Correlates with Symptom Severity in Knee Osteoarthritis: An Ultrasound and Magnetic Resonance Imaging Analysis of 100 Patients. Journal of Clinical Medicine. 2024; 13(24):7716. https://doi.org/10.3390/jcm13247716
Chicago/Turabian StyleTortorella, Fabio, Angelo Boffa, Alessandro Di Martino, Luca Andriolo, Giancarlo Facchini, Maddalena Di Carlo, Marco Miceli, Stefano Zaffagnini, and Giuseppe Filardo. 2024. "Meniscal Extrusion Correlates with Symptom Severity in Knee Osteoarthritis: An Ultrasound and Magnetic Resonance Imaging Analysis of 100 Patients" Journal of Clinical Medicine 13, no. 24: 7716. https://doi.org/10.3390/jcm13247716
APA StyleTortorella, F., Boffa, A., Di Martino, A., Andriolo, L., Facchini, G., Di Carlo, M., Miceli, M., Zaffagnini, S., & Filardo, G. (2024). Meniscal Extrusion Correlates with Symptom Severity in Knee Osteoarthritis: An Ultrasound and Magnetic Resonance Imaging Analysis of 100 Patients. Journal of Clinical Medicine, 13(24), 7716. https://doi.org/10.3390/jcm13247716