Slug Is A Surrogate Marker of Epithelial to Mesenchymal Transition (EMT) in Head and Neck Cancer
Abstract
:1. Introduction
2. Experimental Section
2.1. Patients and FFPE Samples
2.2. Routine Immunohistochemistry and Subsample for EMT Analysis
2.3. Analysis of Slug and EMT Marker Expression
2.3.1. Slug Quantification Using Enzyme Immunohistochemistry and Image Cytometry
2.3.2. EMT Quantification Using Immunofluorescence Multichannel Image Cytometry
2.3.3. Confocal Microscopy
2.4. Data Analysis
3. Results
3.1. Study Population
3.2. Routine Immunohistochemistry
3.3. Analysis of Slug and EMT Marker Expression
3.3.1. Slug Quantification Using Enzyme Immunohistochemistry and Image Cytometry
3.3.2. Gain of Cytokeratin/Vimentin Double Positive Cells
3.3.3. E-Cadherin and ß-Catenin Single Positive Cells
3.3.4. Loss of E-Cadherin/Beta-Catenin Double Positive Cells
4. Discussion
4.1. Methods
4.2. Slug Expression and EMT in HNC
4.3. Slug Scores as A Clinical Surrogate Marker for EMT
4.4. Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Brabletz, T.; Kalluri, R.; Nieto, M.A.; Weinberg, R.A. EMT in cancer. Nat. Rev. Cancer 2018, 18, 128–134. [Google Scholar] [CrossRef]
- Nieto, M.A.; Huang, R.Y.; Jackson, R.A.; Thiery, J.P. Emt: 2016. Cell. 2016, 166, 21–45. [Google Scholar] [CrossRef] [Green Version]
- Chaw, S.Y.; Abdul Majeed, A.; Dalley, A.J.; Chan, A.; Stein, S.; Farah, C.S. Epithelial to mesenchymal transition (EMT) biomarkers—E-cadherin, beta-catenin, APC and Vimentin—In oral squamous cell carcinogenesis and transformation. Oral Oncol. 2012, 48, 997–1006. [Google Scholar] [CrossRef] [PubMed]
- Zhu, G.J.; Song, P.P.; Zhou, H.; Shen, X.H.; Wang, J.G.; Ma, X.F.; Gu, Y.J.; Liu, D.D.; Feng, A.N.; Qian, X.Y. Role of epithelial-mesenchymal transition markers E-cadherin, N-cadherin, beta-catenin and ZEB2 in laryngeal squamous cell carcinoma. Oncol. Lett. 2018, 15, 3472–3481. [Google Scholar]
- Simeone, P.; Trerotola, M.; Franck, J.; Cardon, T.; Marchisio, M.; Fournier, I.; Salzet, M.; Maffia, M.; Vergara, D. The multiverse nature of epithelial to mesenchymal transition. Semin. Cancer Biol. 2019, 58, 1–10. [Google Scholar] [CrossRef]
- Bolos, V.; Peinado, H.; Perez-Moreno, M.A.; Fraga, M.F.; Esteller, M.; Cano, A. The transcription factor Slug represses E-cadherin expression and induces epithelial to mesenchymal transitions: A comparison with Snail and E47 repressors. J. Cell Sci. 2003, 116, 499–511. [Google Scholar] [CrossRef] [Green Version]
- Thiery, J.P. Epithelial-mesenchymal transitions in tumour progression. Nat. Rev. Cancer 2002, 2, 442–454. [Google Scholar] [CrossRef]
- Navas, T.; Kinders, R.J.; Lawrence, S.M.; Ferry-Galow, K.V.; Borgel, S.; Hollingshead, M.G.; Srivastava, A.K.; Alcoser, S.Y.; Makhlouf, H.R.; Chuaqui, R.; et al. Clinical Evolution of Epithelial-Mesenchymal Transition in Human Carcinomas. Cancer Res. 2020, 80, 304–318. [Google Scholar] [CrossRef] [PubMed]
- Wang, Y.; Shi, J.; Chai, K.; Ying, X.; Zhou, B.P. The Role of Snail in EMT and Tumorigenesis. Curr. Cancer Drug Targets 2013, 13, 963–972. [Google Scholar] [CrossRef] [PubMed]
- Tripathi, M.K.; Misra, S.; Chaudhuri, G. Negative regulation of the expressions of cytokeratins 8 and 19 by SLUG repressor protein in human breast cells. Biochem. Biophys. Res. Commun. 2005, 329, 508–515. [Google Scholar] [CrossRef] [Green Version]
- Vuoriluoto, K.; Haugen, H.; Kiviluoto, S.; Mpindi, J.P.; Nevo, J.; Gjerdrum, C.; Tiron, C.; Lorens, J.B.; Ivaska, J. Vimentin regulates EMT induction by Slug and oncogenic H-Ras and migration by governing Axl expression in breast cancer. Oncogene 2011, 30, 1436–1448. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Raymond, W.A.; Leong, A.S. Co-expression of cytokeratin and vimentin intermediate filament proteins in benign and neoplastic breast epithelium. J. Pathol. 1989, 157, 299–306. [Google Scholar] [CrossRef] [PubMed]
- Steinbichler, T.B.; Alshaimaa, A.; Maria, M.V.; Daniel, D.; Herbert, R.; Jozsef, D.; Ira-Ida, S. Epithelial-mesenchymal crosstalk induces radioresistance in HNSCC cells. Oncotarget 2018, 9, 3641–3652. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Steinbichler, T.B.; Metzler, V.; Pritz, C.; Riechelmann, H.; Dudas, J. Tumor-associated fibroblast-conditioned medium induces CDDP resistance in HNSCC cells. Oncotarget 2016, 7, 2508–2518. [Google Scholar] [CrossRef] [Green Version]
- Dudas, J.; Dietl, W.; Romani, A.; Reinold, S.; Glueckert, R.; Schrott-Fischer, A.; Dejaco, D.; Chacko, L.J.; Tuertscher, R.; Schartinger, V.H.; et al. Nerve Growth Factor (NGF)-Receptor Survival Axis in Head and Neck Squamous Cell Carcinoma. Int. J. Mol. Sci. 2018, 19, 1711. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Dudas, J.; Fullar, A.; Bitsche, M.; Schartinger, V.; Kovalszky, I.; Sprinzl, G.M.; Riechelmann, H. Tumor-produced, active interleukin-1beta regulates gene expression in carcinoma-associated fibroblasts. Exp. Cell Res. 2011, 317, 2222–2229. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Fullar, A.; Kovalszky, I.; Bitsche, M.; Romani, A.; Schartinger, V.H.; Sprinzl, G.M.; Riechelmann, H.; Dudás, J. Tumor cell and carcinoma-associated fibroblast interaction regulates matrix metalloproteinases and their inhibitors in oral squamous cell carcinoma. Exp. Cell Res. 2012, 318, 1517–1527. [Google Scholar] [CrossRef] [Green Version]
- Steinbichler, T.B.; Savic, D.; Dejaco, D.; Romani, A.; Kofler, B.; Skvortsova, I.I.; Riechelmann, H.; Dudas, J. Pleiotropic Effects of Epithelial Mesenchymal Crosstalk on Head and Neck Cancer: EMT and beyond. Cancer Microenviron. 2019, 12, 67–76. [Google Scholar] [CrossRef] [Green Version]
- Zhao, Z.; Ge, J.; Sun, Y.; Tian, L.; Lu, J.; Liu, M.; Zhao, Y. Is E-cadherin immunoexpression a prognostic factor for head and neck squamous cell carcinoma (HNSCC)? A systematic review and meta-analysis. Oral Oncol. 2012, 48, 761–767. [Google Scholar] [CrossRef]
- Polioudaki, H.; Agelaki, S.; Chiotaki, R.; Politaki, E.; Mavroudis, D.; Matikas, A.; Georgoulias, V.; Theodoropoulos, P.A. Variable expression levels of keratin and vimentin reveal differential EMT status of circulating tumor cells and correlation with clinical characteristics and outcome of patients with metastatic breast cancer. BMC Cancer 2015, 15, 399. [Google Scholar] [CrossRef] [Green Version]
- Cheaito, K.A.; Bahmad, H.F.; Hadadeh, O.; Saleh, E.; Dagher, C.; Hammoud, M.S.; Shahait, M.; Mrad, Z.A.; Nassif, S.; Tawil, A. EMT Markers in Locally-Advanced Prostate Cancer: Predicting Recurrence? Front. Oncol. 2019, 9, 131. [Google Scholar] [CrossRef] [Green Version]
- Cappellesso, R.; Marioni, G.; Crescenzi, M.; Giacomelli, L.; Guzzardo, V.; Mussato, A. The prognostic role of the epithelial-mesenchymal transition markers E-cadherin and Slug in laryngeal squamous cell carcinoma. Histopathology 2015, 67, 491–500. [Google Scholar] [CrossRef] [PubMed]
- La Spada, A.; Baronchelli, S.; Ottoboni, L.; Ruffini, F.; Martino, G.; Convertino, N.; Ntai, A.; Steiner, T.; Biunno, I.; Blasio, A.D. Cell Line Macroarray: An Alternative High-Throughput Platform to Analyze hiPSC Lines. J. Histochem. Cytochem. 2016, 64, 739–751. [Google Scholar] [CrossRef] [Green Version]
- Darrah, P.A.; Patel, D.T.; De Luca, P.M.; Lindsay, R.W.; Davey, D.F.; Flynn, B.J.; Hoff, S.T.; Andersen, P.; Reed, S.G.; Morris, S.L. Multifunctional TH1 cells define a correlate of vaccine-mediated protection against Leishmania major. Nat. Med. 2007, 13, 843–850. [Google Scholar] [CrossRef] [PubMed]
- Park, S.M.; Gaur, A.B.; Lengyel, E.; Peter, M.E. The miR-200 family determines the epithelial phenotype of cancer cells by targeting the E-cadherin repressors ZEB1 and ZEB2. Genes Dev. 2008, 22, 894–907. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Yamada, S.; Fuchs, B.C.; Fujii, T.; Shimoyama, Y.; Sugimoto, H.; Nomoto, S.; Takeda, S.; Tanabe, K.K.; Kodera, Y.; Nakao, A. Epithelial-to-mesenchymal transition predicts prognosis of pancreatic cancer. Surgery 2013, 154, 946–954. [Google Scholar] [CrossRef]
- Mak, P.H.; Campbell, R.C.; Irwin, M.G. American Society of A. The ASA Physical Status Classification: Inter-observer consistency. American Society of Anesthesiologists. Anaesth Intensive Care 2002, 30, 633–640. [Google Scholar] [CrossRef] [Green Version]
- Brabletz, T.; Jung, A.; Spaderna, S.; Hlubek, F.; Kirchner, T. Opinion: Migrating cancer stem cells—An integrated concept of malignant tumour progression. Nat. Rev. Cancer 2005, 5, 744–749. [Google Scholar] [CrossRef]
- Nelson, W.J.; Nusse, R. Convergence of Wnt, beta-catenin, and cadherin pathways. Science 2004, 303, 1483–1487. [Google Scholar] [CrossRef] [Green Version]
- Wong, S.H.M.; Fang, C.M.; Chuah, L.H.; Leong, C.O.; Ngai, S.C. E-cadherin: Its dysregulation in carcinogenesis and clinical implications. Crit. Rev. Oncol./Hematol. 2018, 121, 11–22. [Google Scholar] [CrossRef]
- Tarin, D.; Thompson, E.W.; Newgreen, D.F. The fallacy of epithelial mesenchymal transition in neoplasia. Cancer Res. 2005, 65, 5996–6000. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Wolf, G.T.; Winter, W.; Bellile, E.; Nguyen, A.; Donnelly, C.R.; McHugh, J.B.; Thomas, D.; Amlani, L.; Rozek, L.; Lei, Y.L.; et al. Histologic pattern of invasion and epithelial-mesenchymal phenotype predict prognosis in squamous carcinoma of the head and neck. Oral Oncol. 2018, 87, 29–35. [Google Scholar] [CrossRef]
- Paczkowska, J.; Szyfter, K.; Giefing, M.; Wierzbicka, M. Genetic signature and profiling of head and neck cancer: Where do we stand? Curr. Opin. Otolaryngol. Head Neck Surg. 2017, 25, 154–158. [Google Scholar] [CrossRef] [PubMed]
- Chen, L.; Li, Y.C.; Wu, L.; Yu, G.T.; Zhang, W.F.; Huang, C.F.; Sun, Z.J. TRAF6 regulates tumour metastasis through EMT and CSC phenotypes in head and neck squamous cell carcinoma. J. Cell Mol. Med. 2018, 22, 1337–1349. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Puram, S.V.; Parikh, A.S.; Tirosh, I. Single cell RNA-seq highlights a role for a partial EMT in head and neck cancer. Mol. Cell Oncol. 2018, 5, e1448244. [Google Scholar] [CrossRef] [PubMed]
- Gavert, N.; Conacci-Sorrell, M.; Gast, D.; Schneider, A.; Altevogt, P.; Brabletz, T.; Ben-Ze’ev, A. L1, a novel target of beta-catenin signaling, transforms cells and is expressed at the invasive front of colon cancers. J. Cell Biol. 2005, 168, 633–642. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Mahmood, M.Q.; Walters, E.H.; Shukla, S.D.; Weston, S.; Muller, H.K.; Ward, C.; Sohal, S.S. Beta-catenin, Twist and Snail: Transcriptional regulation of EMT in smokers and COPD, and relation to airflow obstruction. Sci. Rep. 2017, 7, 10832. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Zhang, S.; Wang, Z.; Shan, J.; Yu, X.; Li, L.; Lei, R.; Lin, D.; Guan, S.; Wang, X. Nuclear expression and/or reduced membranous expression of beta-catenin correlate with poor prognosis in colorectal carcinoma: A meta-analysis. Medicine 2016, 95, e5546. [Google Scholar] [CrossRef]
- Jolly, M.K.; Boareto, M.; Huang, B.; Jia, D.; Lu, M.; Ben-Jacob, E.; Onuchic, J.N.; Levine, H. Implications of the Hybrid Epithelial/Mesenchymal Phenotype in Metastasis. Front. Oncol. 2015, 5, 155. [Google Scholar] [CrossRef] [Green Version]
- Jolly, M.K.; Somarelli, J.A.; Sheth, M.; Biddle, A.; Tripathi, S.C.; Armstrong, A.J.; Hanash, S.M.; Bapat, S.A.; Rangarajan, A.; Levine, H. Hybrid epithelial/mesenchymal phenotypes promote metastasis and therapy resistance across carcinomas. Pharmacol. Ther. 2019, 194, 161–184. [Google Scholar] [CrossRef]
- Leroy, P.; Mostov, K.E. Slug is required for cell survival during partial epithelial-mesenchymal transition of HGF-induced tubulogenesis. Mol. Biol. Cell 2007, 18, 1943–1952. [Google Scholar] [CrossRef] [PubMed]
- Hudson, L.G.; Newkirk, K.M.; Chandler, H.L.; Choi, C.; Fossey, S.L.; Parent, A.E.; Kusewittf, D.F. Cutaneous wound reepithelialization is compromised in mice lacking functional Slug (Snai2). J. Dermatol. Sci. 2009, 56, 19–26. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Goppel, J.; Mockelmann, N.; Munscher, A.; Sauter, G.; Schumacher, U. Expression of Epithelial-Mesenchymal Transition Regulating Transcription Factors in Head and Neck Squamous Cell Carcinomas. Anticancer Res. 2017, 37, 5435–5440. [Google Scholar]
- Steinbichler, T.B.; Dudas, J.; Riechelmann, H.; Skvortsova, I.I. The Role of Exosomes in Cancer Metastasis. Semin. Cancer Biol. 2017, 44, 170–181. [Google Scholar] [CrossRef] [PubMed]
- Steinbichler, T.B.; Dudas, J.; Skvortsov, S.; Ganswindt, U.; Riechelmann, H.; Skvortsova, I.I. Therapy resistance mediated by cancer stem cells. Semin. Cancer Biol. 2018, 53, 156–167. [Google Scholar] [CrossRef]
- Steinbichler, T.B.; Dudas, J.; Skvortsov, S.; Ganswindt, U.; Riechelmann, H.; Skvortsova, I.I. Therapy resistance mediated by exosomes. Mol. Cancer 2019, 18, 58. [Google Scholar] [CrossRef]
- Steinbichler, T.B.; Savic, D.; Dudas, J.; Kvitsaridze, I.; Skvortsov, S.; Riechelmann, H.; Skvortsova, I.I. Cancer stem cells and their unique role in metastatic spread. Semin. Cancer Biol. 2019, 60, 148–156. [Google Scholar] [CrossRef]
- Chang, C.H.; Yen, M.C.; Liao, S.H.; Hsu, Y.L.; Lai, C.S.; Chang, K.P.; Hsu, Y.L. Secreted Protein Acidic and Rich in Cysteine (SPARC) Enhances Cell Proliferation, Migration, and Epithelial Mesenchymal Transition, and SPARC Expression is Associated with Tumor Grade in Head and Neck Cancer. Int. J. Mol. Sci. 2017, 18, 1556. [Google Scholar] [CrossRef] [Green Version]
- Zhang, W.; Li, J.; Wu, Y.; Ge, H.; Song, Y.; Wang, D.; Yuan, H.; Jiang, H.; Wang, Y.; Cheng, J. TEAD4 overexpression promotes epithelial-mesenchymal transition and associates with aggressiveness and adverse prognosis in head neck squamous cell carcinoma. Cancer Cell Int. 2018, 18, 178. [Google Scholar] [CrossRef] [Green Version]
- Caberg, J.H.; Hubert, P.M.; Begon, D.Y.; Herfs, M.F.; Roncarati, P.J.; Boniver, J.J.; Delvenne, P.O. Silencing of E7 oncogene restores functional E-cadherin expression in human papillomavirus 16-transformed keratinocytes. Carcinogenesis 2008, 29, 1441–1447. [Google Scholar] [CrossRef] [Green Version]
- Laurson, J.; Khan, S.; Chung, R.; Cross, K.; Raj, K. Epigenetic repression of E-cadherin by human papillomavirus 16 E7 protein. Carcinogenesis 2010, 31, 918–926. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Tavakolian, S.; Goudarzi, H.; Eslami, G.; Faghihloo, E. Transcriptional Regulation of Epithelial to Mesenchymal Transition Related Genes by Lipopolysaccharide in Human Cervical Cancer Cell Line HeLa. Asian Pac. J. Cancer Prev. 2019, 20, 2455–2461. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Liu, J.; Huang, B.; Xiu, Z.; Zhou, Z.; Liu, J.; Li, X.; Tang, X. PI3K/Akt/HIF-1alpha signaling pathway mediates HPV-16 oncoprotein-induced expression of EMT-related transcription factors in non-small cell lung cancer cells. J. Cancer 2018, 9, 3456–3466. [Google Scholar] [CrossRef] [Green Version]
- D’Costa, Z.J.; Jolly, C.; Androphy, E.J.; Mercer, A.; Matthews, C.M.; Hibma, M.H. Transcriptional repression of E-cadherin by human papillomavirus type 16 E6. PLoS ONE 2012, 7, e48954. [Google Scholar] [CrossRef] [PubMed]
- Wakisaka, N.; Yoshida, S.; Kondo, S.; Kita, M.; Sawada-Kitamura, S.; Endo, K.; Tsuji, A.; Nakanish, Y.; Murono, S.; Yoshizaki, T. Induction of epithelial-mesenchymal transition and loss of podoplanin expression are associated with progression of lymph node metastases in human papillomavirus-related oropharyngeal carcinoma. Histopathology 2015, 66, 771–780. [Google Scholar] [CrossRef] [PubMed]
Variable | Value | Count | Percent |
---|---|---|---|
Sex | male | 85 | 83% |
female | 17 | 17% | |
Age | ≤50 | 15 | 15% |
51–60 | 34 | 33% | |
61–70 | 32 | 31% | |
71–80 | 14 | 14% | |
>80 | 7 | 7% | |
Tumor site | lips/oral cavity | 10 | 10% |
oropharynx | 49 | 48% | |
hypopharynx | 19 | 19% | |
Larynx | 19 | 19% | |
other | 5 | 5% | |
UICC stage | stage 1 | 10 | 10% |
stage 2 | 10 | 10% | |
stage 3 | 20 | 20% | |
stage 4a | 49 | 48% | |
stage 4b | 6 | 6% | |
stage 4c | 7 | 7% | |
P16 status | negative (<60%) | 74 | 73% |
positive (≥60%) | 28 | 27% |
Marker | Number of Available Samples * | Spearman’s Rho | p-Value |
---|---|---|---|
Ki67 | 354 | 0.148 | 0.005 |
p16 | 354 | −0.133 | 0.012 |
CA-IX | 175 | 0.285 | <0.001 |
CD44 | 160 | 0.176 | 0.026 |
Survivin | 138 | 0.259 | 0.002 |
ERCC1 | 117 | 0.262 | 0.004 |
MMP9 | 352 | 0.190 | <0.001 |
EMT Marker | Tumor | Control | Sig. | ||
---|---|---|---|---|---|
Mean ± SD (%) | n= | Mean ± SD (%) | n= | ||
Slug | 12.1 ± 3.6 | 61 | 3.2 ± 2.5 | 11 | 0.001 |
E-cadherin | 56.9 ± 2.6 | 64 | 97.9 ± 1 | 12 | 0.049 |
Beta-catenin | 15.4 ± 5.7 | 64 | 86.2 ± 1.2 | 12 | 0.001 |
E-cadherin/ß-catenin doublepos. | 15.4 ± 5.7 | 64 | 85.4 ± 1.2 | 12 | 0.001 |
Slug IHC 1 | Number of Patients | Image Cytometry 2 | Modified Ranges 3 |
---|---|---|---|
0 (no) | 21 | 3.7 ± 2.3 | 0% |
1 (weak) | 9 | 5.6 ± 1.6 | ≤10% |
2 (intermediate) | 9 | 22.5 ± 2.1 | ≤30% |
3 (strong) | 21 | 40.2 ± 2.0 | >30% |
© 2020 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 (http://creativecommons.org/licenses/by/4.0/).
Share and Cite
Steinbichler, T.B.; Dudas, J.; Ingruber, J.; Glueckert, R.; Sprung, S.; Fleischer, F.; Cidlinsky, N.; Dejaco, D.; Kofler, B.; Giotakis, A.I.; et al. Slug Is A Surrogate Marker of Epithelial to Mesenchymal Transition (EMT) in Head and Neck Cancer. J. Clin. Med. 2020, 9, 2061. https://doi.org/10.3390/jcm9072061
Steinbichler TB, Dudas J, Ingruber J, Glueckert R, Sprung S, Fleischer F, Cidlinsky N, Dejaco D, Kofler B, Giotakis AI, et al. Slug Is A Surrogate Marker of Epithelial to Mesenchymal Transition (EMT) in Head and Neck Cancer. Journal of Clinical Medicine. 2020; 9(7):2061. https://doi.org/10.3390/jcm9072061
Chicago/Turabian StyleSteinbichler, T. B., J. Dudas, J. Ingruber, R. Glueckert, S. Sprung, F. Fleischer, N. Cidlinsky, D. Dejaco, B. Kofler, A. I. Giotakis, and et al. 2020. "Slug Is A Surrogate Marker of Epithelial to Mesenchymal Transition (EMT) in Head and Neck Cancer" Journal of Clinical Medicine 9, no. 7: 2061. https://doi.org/10.3390/jcm9072061
APA StyleSteinbichler, T. B., Dudas, J., Ingruber, J., Glueckert, R., Sprung, S., Fleischer, F., Cidlinsky, N., Dejaco, D., Kofler, B., Giotakis, A. I., Skvortsova, I. I., & Riechelmann, H. (2020). Slug Is A Surrogate Marker of Epithelial to Mesenchymal Transition (EMT) in Head and Neck Cancer. Journal of Clinical Medicine, 9(7), 2061. https://doi.org/10.3390/jcm9072061