Salivary protein biomarkers for the diagnosis of oral squamous cell carcinoma: a systematic review and meta-analysis
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Jayesh Beladiya
, Dhruvi Mehta , Yashi Patel , Sandip Patel , Dharmistha Parmar , Sandip Dholakia , Devang Sheth , B. Mahalakshmi , Chirag A. Pateland Sai H.S. Boddu
Abstract
Identifying and assessing salivary protein biomarkers for the noninvasive diagnosis of oral squamous cell carcinoma (OSCC) could significantly enhance early detection, guide timely intervention, and ultimately improve patient survival and quality of life. A comprehensive search of PubMed, Google Scholar, and EMBASE databases was conducted to identify studies that assessed the potential of salivary protein biomarkers for screening OSCC. To assess the validity of the studies, two reviewers independently extracted data on sensitivity, specificity, positive and negative likelihood ratios (PLR and NLR), and diagnostic odds ratios (DOR). Owing to the expected variation between studies, a random effects model was used to combine the extracted data. The meta-analysis included 28 studies including 3,507 patients with OSCC and 3,501 control subjects that evaluated 37 salivary protein biomarkers. Pooled analysis across all biomarkers revealed a sensitivity of 0.71 (95 % CI 0.690–0.720), specificity of 0.69 (95 % CI 0.68–0.71), PLR of 3.04 (95 % CI 2.56–3.60), NLR of 0.37 (95 % CI 0.33–0.43), and DOR of 11.7 (95 % CI 8.02–15.29). Further analysis compared five specific biomarkers: interleukin-1 beta (IL-1β), tumor necrosis factor-alpha (TNF-α), interleukin-8 (IL-8), matrix metalloproteinase-9 (MMP9), and cytokeratin 19 fragment 21-1 (CYFRA21-1). Notably, MMP9 and CYFRA21-1 demonstrated sensitivity of 1.00 and 0.81, respectively, with specificities of 0.58 and 0.91, respectively, and high area under the curve (AUC) values of 0.9932 and 0.9447, respectively. Despite promising results, heterogeneity across studies warrants cautious interpretation. Focusing on promising candidates, this meta-analysis explored the potential of salivary protein biomarkers for diagnosing OSCC. Notably, MMP9 and CYFRA21-1 demonstrated good sensitivity, suggesting their strong potential for further development as noninvasive diagnostic tools.
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Research ethics: Not applicable.
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Informed consent: Not applicable.
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Author contributions: All authors had full access to the data in the study and took responsibility for the integrity of the data and accuracy of the data analysis. Conceptualization, C.P. and D. M.; Methodology, C.P., D. M., Y.P., M.B., and J.B.; Investigation, C.P., D. M., Y.P., and J.B.; Formal Analysis, D.M., J.B., M.B., and C. P.; Writing – Original Draft, D.M., D.P., S. P., and C. P.; Writing – Review & Editing, C.P., S.B., S.D., and D.S.; Supervision, J.B., S.B., and S.P.
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Use of Large Language Models, AI and Machine Learning Tools: None declared.
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Conflict of interest: The authors state no conflict of interest.
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Research funding: None declared.
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Data availability: Not applicable.
References
1. Badwelan, M, Muaddi, H, Ahmed, A, Lee, KT, Tran, SD. Oral squamous cell carcinoma and concomitant primary tumors, what do we know? A review of the literature. Curr Oncol 2023;30:3721–34. https://doi.org/10.3390/curroncol30040283.Search in Google Scholar PubMed PubMed Central
2. WHO. Global oral health status report: towards universal health coverage for oral health by 2030. Geneva 2022. Available from: https://www.who.int/team/noncommunicable-diseases/global-status-report-on-oral-health-2022 [Accessed 10 Jun 2025].Search in Google Scholar
3. Tan, Y, Wang, Z, Xu, M, Li, B, Huang, Z, Qin, S, et al.. Oral squamous cell carcinomas: state of the field and emerging directions. Int J Oral Sci 2023;15:44. https://doi.org/10.1038/s41368-023-00249-w.Search in Google Scholar PubMed PubMed Central
4. Brenner, DR, Carbonell, C, O’Sullivan, DE, Ruan, Y, Basmadjian, RB, Bu, V, et al.. Exploring the future of cancer impact in Alberta: projections and trends 2020-2040. Curr Oncol 2023;30:9981–95. https://doi.org/10.3390/curroncol30110725.Search in Google Scholar PubMed PubMed Central
5. Mauceri, R, Bazzano, M, Coppini, M, Tozzo, P, Panzarella, V, Campisi, G. Diagnostic delay of oral squamous cell carcinoma and the fear of diagnosis: a scoping review. Front Psychol 2022;13:1009080. https://doi.org/10.3389/fpsyg.2022.1009080.Search in Google Scholar PubMed PubMed Central
6. Parate, PM, Mahajan, AM, Prakash, N, Pradeep, GL, Harnekar, SH, Sadhwani, VA. Comparative evaluation of quality of life in oral cancer patients undergoing 3-dimensional conformal radiation therapy with or without concomitant chemotherapy – a longitudinal study. J Cancer Res Therapeut 2024;20. https://doi.org/10.4103/jcrt.jcrt_39_23.Search in Google Scholar PubMed
7. Yakob, M, Fuentes, L, Wang, MB, Abemayor, E, Wong, DTW. Salivary biomarkers for detection of oral squamous cell carcinoma - current state and recent advances. Curr Oral Health Rep 2014;1:133–41. https://doi.org/10.1007/s40496-014-0014-y.Search in Google Scholar PubMed PubMed Central
8. Sklenicka, S, Gardiner, S, Dierks, EJ, Potter, BE, Bell, RB. Survival analysis and risk factors for recurrence in oral squamous cell carcinoma: does surgical salvage affect outcome? JOMS 2010;68:1270–5. https://doi.org/10.1016/j.joms.2009.11.016.Search in Google Scholar PubMed
9. Swaminathan, D, George, NA, Thomas, S, Iype, EM. Factors associated with delay in diagnosis of oral cancers. Cancer Treat Res Commun 2024;40:100831. https://doi.org/10.1016/j.ctarc.2024.100831.Search in Google Scholar PubMed
10. Kim, H, Lee, SM, Ahn, KM. The epidemiological and histopathological factors for delayed local recurrence in oral squamous cell carcinoma. Maxillofac Plast Reconstr Surg 2024;46:38. https://doi.org/10.1186/s40902-024-00443-8.Search in Google Scholar PubMed PubMed Central
11. Imbesi Bellantoni, M, Picciolo, G, Pirrotta, I, Irrera, N, Vaccaro, M, Vaccaro, F, et al.. Oral cavity squamous cell carcinoma: an update of the pharmacological treatment. Biomedicines 2023;11. https://doi.org/10.3390/biomedicines11041112.Search in Google Scholar PubMed PubMed Central
12. Fati, SM, Senan, EM, Javed, Y. Early diagnosis of oral squamous cell carcinoma based on histopathological images using deep and hybrid learning approaches. Diagnostica 2022;12. https://doi.org/10.3390/diagnostics12081899.Search in Google Scholar PubMed PubMed Central
13. Messadi, DV. Diagnostic aids for detection of oral precancerous conditions. Int J Oral Sci 2013;5:59–65. https://doi.org/10.1038/ijos.2013.24.Search in Google Scholar PubMed PubMed Central
14. Kumar, P, Gupta, S, Das, BC. Saliva as a potential non-invasive liquid biopsy for early and easy diagnosis/prognosis of head and neck cancer. Transl Oncol 2024;40:101827. https://doi.org/10.1016/j.tranon.2023.101827.Search in Google Scholar PubMed PubMed Central
15. Mumtaz, M, Bijnsdorp, IV, Böttger, F, Piersma, SR, Pham, TV, Mumtaz, S, et al.. Secreted protein markers in oral squamous cell carcinoma (OSCC). Clin Proteom 2022;19:4. https://doi.org/10.1186/s12014-022-09341-5.Search in Google Scholar PubMed PubMed Central
16. Kalló, G, Bertalan, PM, Márton, I, Kiss, C, Csősz, É. Salivary chemical barrier proteins in oral squamous cell carcinoma—alterations in the defense mechanism of the oral cavity. Int J Mol Sci 2023;24:13657. https://doi.org/10.3390/ijms241713657.Search in Google Scholar PubMed PubMed Central
17. Gaba, FI, Sheth, CC, Veses, V. Salivary biomarkers and their efficacies as diagnostic tools for oral squamous cell carcinoma: systematic review and meta-analysis. J Oral Pathol Med 2021;50:299–307. https://doi.org/10.1111/jop.12791.Search in Google Scholar PubMed
18. Chiamulera, MMA, Zancan, CB, Remor, AP, Cordeiro, MF, Gleber-Netto, FO, Baptistella, AR. Salivary cytokines as biomarkers of oral cancer: a systematic review and meta-analysis. BMC Cancer 2021;21:205. https://doi.org/10.1186/s12885-021-07932-3.Search in Google Scholar PubMed PubMed Central
19. Ferrari, E, Pezzi, ME, Cassi, D, Pertinhez, TA, Spisni, A, Meleti, M. Salivary Cytokines as biomarkers for oral squamous cell carcinoma: a systematic review. Int J Mol Sci 2021;22:6795. https://doi.org/10.3390/ijms22136795.Search in Google Scholar PubMed PubMed Central
20. Shaw, AK, Garcha, V, Shetty, V, Vinay, V, Bhor, K, Ambildhok, K, et al.. Diagnostic accuracy of salivary biomarkers in detecting early oral squamous cell carcinoma: a systematic review and meta-analysis. Asian Pac J Cancer Prev APJCP 2022;23:1483–95. https://doi.org/10.31557/apjcp.2022.23.5.1483.Search in Google Scholar
21. Khijmatgar, S, Yong, J, Rübsamen, N, Lorusso, F, Rai, P, Cenzato, N, et al.. Salivary biomarkers for early detection of oral squamous cell carcinoma (OSCC) and head/neck squamous cell carcinoma (HNSCC): a systematic review and network meta-analysis. Jpn Dent Sci Rev 2024;60:32–9. https://doi.org/10.1016/j.jdsr.2023.10.003.Search in Google Scholar PubMed PubMed Central
22. Piyarathne, NS, Rasnayake, RMSGK, Angammana, R, Chandrasekera, P, Ramachandra, S, Weerasekera, M, et al.. Diagnostic salivary biomarkers in oral cancer and oral potentially malignant disorders and their relationships to risk factors – a systematic review. Expert Rev Mol Diagn 2021;21:789–807. https://doi.org/10.1080/14737159.2021.1944106.Search in Google Scholar PubMed
23. Pillai, J, Chincholkar, T, Dixit, R, Pandey, M. A systematic review of proteomic biomarkers in oral squamous cell cancer. World J Surg Oncol 2021;19:315. https://doi.org/10.1186/s12957-021-02423-y.Search in Google Scholar PubMed PubMed Central
24. Ashwini, R, Narayan, M, Rajkumar, K. Diagnostic and prognostic markers of oral squamous cell carcinoma- a detailed review. Oral Oncol Rep 2024;10:100321. https://doi.org/10.1016/j.oor.2024.100321.Search in Google Scholar
25. Normando, AGC, Dos Santos, ES, Sá, JDO, Busso-Lopes, AF, De Rossi, T, Patroni, FMDS, et al.. A meta-analysis reveals the protein profile associated with malignant transformation of oral leukoplakia Front oral health 2023;4:1088022, https://doi.org/10.3389/froh.2023.1088022.Search in Google Scholar PubMed PubMed Central
26. Singh, P, Verma, JK, Singh, JK. Validation of salivary markers, IL-1β, IL-8 and Lgals3bp for detection of oral squamous cell carcinoma in an Indian population. Sci Rep 2020;10:7365. https://doi.org/10.1038/s41598-020-64494-3.Search in Google Scholar PubMed PubMed Central
27. Faria, PCB, Carneiro, AP, Binato, R, Nascimento, R, Santos, PS, Fagundes, D, et al.. Upregulation of tropomyosin alpha-4 chain in patients’ saliva with oral squamous cell carcinoma as demonstrated by Phage display. Sci Rep 2019;9:18399. https://doi.org/10.1038/s41598-019-54686-x.Search in Google Scholar PubMed PubMed Central
28. Saluja, TS, Spadigam, A, Dhupar, A, Syed, S. Equating salivary lactate dehydrogenase (LDH) with LDH-5 expression in patients with oral squamous cell carcinoma: an insight into metabolic reprogramming of cancer cell as a predictor of aggressive phenotype. Tumour Biol 2016;37:5609–20. https://doi.org/10.1007/s13277-015-4415-x.Search in Google Scholar PubMed
29. Jou, YJ, Lin, CD, Lai, CH, Tang, CH, Huang, SH, Tsai, MH, et al.. Salivary zinc finger protein 510 peptide as a novel biomarker for detection of oral squamous cell carcinoma in early stages. Clin Chim Acta 2011;412:1357–65. https://doi.org/10.1016/j.cca.2011.04.004.Search in Google Scholar PubMed
30. St, JMAR, Li, Y, Zhou, X, Denny, P, Ho, CM, Montemagno, C, et al.. Interleukin 6 and interleukin 8 as potential biomarkers for oral cavity and oropharyngeal squamous cell carcinoma. Arch Otolaryngol Head Neck Surg 2004;130:929–35. https://doi.org/10.1001/archotol.130.8.929.Search in Google Scholar PubMed
31. Franzmann, EJ, Reategui, EP, Pedroso, F, Pernas, FG, Karakullukcu, BM, Carraway, KL, et al.. Soluble CD44 is a potential marker for the early detection of head and neck cancer. Cancer Epidemiol Biomark Prev 2007;16:1348–55. https://doi.org/10.1158/1055-9965.epi-06-0011.Search in Google Scholar PubMed
32. Malhotra, R, Urs, AB, Chakravarti, A, Kumar, S, Gupta, VK, Mahajan, B. Correlation of Cyfra 21-1 levels in saliva and serum with CK19 mRNA expression in oral squamous cell carcinoma. Tumour Biol 2016;37:9263–71. https://doi.org/10.1007/s13277-016-4809-4.Search in Google Scholar PubMed
33. Zhong, L, Zhang, C, Zheng, J, Li, J, Chen, W, Zhang, Z. Increased Cyfra 21-1 concentration in saliva from primary oral squamous cell carcinoma patients. Arch Oral Biol 2007;52:1079–87. https://doi.org/10.1016/j.archoralbio.2007.05.005.Search in Google Scholar PubMed
34. Balan, JJ, Rao, RS, Premalatha, BR, Patil, S. Analysis of tumor marker CA 125 in saliva of normal and oral squamous cell carcinoma patients: a comparative study. J Contemp Dent Pract 2012;13:671–5. https://doi.org/10.5005/jp-journals-10024-1207.Search in Google Scholar PubMed
35. Ghallab, NA, Shaker, OG. Serum and salivary levels of chemerin and MMP-9 in oral squamous cell carcinoma and oral premalignant lesions. Clin Oral Invest 2017;21:937–47. https://doi.org/10.1007/s00784-016-1846-8.Search in Google Scholar PubMed
36. Vajaria, BN, Patel, KR, Begum, R, Patel, JB, Shah, FD, Joshi, GM, et al.. Salivary glyco-sialylation changes monitors oral carcinogenesis. Glycoconj J 2014;31:649–59. https://doi.org/10.1007/s10719-014-9561-7.Search in Google Scholar PubMed
37. Xiao, H, Langerman, A, Zhang, Y, Khalid, O, Hu, S, Cao, CX, et al.. Quantitative proteomic analysis of microdissected oral epithelium for cancer biomarker discovery. Oral Oncol 2015;51:1011–9. https://doi.org/10.1016/j.oraloncology.2015.08.008.Search in Google Scholar PubMed
38. Geng, X, Du, M, Han, J, Zhang, M, Tang, X, Xing, R. Saliva CA125 and TPS levels in patients with oral squamous cell carcinoma. Int J Biol Markers 2013;28:216–20. https://doi.org/10.5301/jbm.5000001.Search in Google Scholar PubMed
39. Elashoff, D, Zhou, H, Reiss, J, Wang, J, Xiao, H, Henson, B, et al.. Prevalidation of salivary biomarkers for oral cancer detection. Cancer Epidemiol Biomark Prev 2012;21:664–72. https://doi.org/10.1158/1055-9965.epi-11-1093.Search in Google Scholar
40. Arellano-Garcia, ME, Hu, S, Wang, J, Henson, B, Zhou, H, Chia, D, et al.. Multiplexed immunobead-based assay for detection of oral cancer protein biomarkers in saliva. Oral Dis 2008;14:705–12. https://doi.org/10.1111/j.1601-0825.2008.01488.x.Search in Google Scholar PubMed PubMed Central
41. Zheng, J, Sun, L, Yuan, W, Xu, J, Yu, X, Wang, F, et al.. Clinical value of Naa10p and CEA levels in saliva and serum for diagnosis of oral squamous cell carcinoma. J Oral Pathol Med 2018;47:830–5. https://doi.org/10.1111/jop.12767.Search in Google Scholar PubMed
42. Smriti, K, Ray, M, Chatterjee, T, Shenoy, RP, Gadicherla, S, Pentapati, KC, et al.. Salivary MMP-9 as a biomarker for the diagnosis of oral potentially malignant disorders and oral squamous cell carcinoma. Asian Pac J Cancer Prev APJCP 2020;21:233–8. https://doi.org/10.31557/apjcp.2020.21.1.233.Search in Google Scholar PubMed PubMed Central
43. Bai, ST, Xiong, DC, Niu, Y, Wu, YF, Ye, XS. Synthesis of novel N-glycoside derivatives via CuSCN-catalyzed reactions and their SGLT2 inhibition activities. Tetrahedron 2015;71:4909–19. https://doi.org/10.1016/j.tet.2015.05.108.Search in Google Scholar
44. Jou, YJ, Lin, CD, Lai, CH, Chen, CH, Kao, JY, Chen, SY, et al.. Proteomic identification of salivary transferrin as a biomarker for early detection of oral cancer. Anal Chim Acta 2010;681:41–8. https://doi.org/10.1016/j.aca.2010.09.030.Search in Google Scholar PubMed
45. Kang, Y, Chen, J, Li, X, Luo, M, Chen, H, Cui, B, et al.. Salivary KLK5 and uPA are potential biomarkers for malignant transformation of OLK and OLP. Cancer Biomarkers 2021;31:317–28. https://doi.org/10.3233/cbm-203105.Search in Google Scholar PubMed
46. Feng, Y, Li, Q, Chen, J, Yi, P, Xu, X, Fan, Y, et al.. Salivary protease spectrum biomarkers of oral cancer. Int J Oral Sci 2019;11:7. https://doi.org/10.1038/s41368-018-0032-z.Search in Google Scholar PubMed PubMed Central
47. Chu, HW, Chang, KP, Hsu, CW, Chang, IYF, Liu, HP, Chen, YT, et al.. Identification of salivary biomarkers for oral cancer detection with untargeted and targeted quantitative proteomics approaches. Mol Cell Proteomics 2019;18:1796–806. https://doi.org/10.1074/mcp.ra119.001530.Search in Google Scholar PubMed PubMed Central
48. Csősz, É, Lábiscsák, P, Kalló, G, Márkus, B, Emri, M, Szabó, A, et al.. Proteomics investigation of OSCC-specific salivary biomarkers in a Hungarian population highlights the importance of identification of population-tailored biomarkers. PLoS One 2017;12:e0177282. https://doi.org/10.1371/journal.pone.0177282.Search in Google Scholar PubMed PubMed Central
49. G, D, Nandan, SRK, Kulkarni, PG. Salivary tumour necrosis factor-α as a biomarker in oral leukoplakia and oral squamous cell carcinoma. Asian Pac J Cancer Prev APJCP 2019;20:2087–93. https://doi.org/10.31557/apjcp.2019.20.7.2087.Search in Google Scholar
50. Lee, LT, Wong, YK, Hsiao, HY, Wang, YW, Chan, MY, Chang, KW. Evaluation of saliva and plasma cytokine biomarkers in patients with oral squamous cell carcinoma. Int J Oral Maxillofac Surg 2018;47:699–707. https://doi.org/10.1016/j.ijom.2017.09.016.Search in Google Scholar PubMed
51. Peisker, A, Raschke, GF, Fahmy, MD, Guentsch, A, Roshanghias, K, Hennings, J, et al.. Salivary MMP-9 in the detection of oral squamous cell carcinoma. Med Oral Patol Oral Cir Bucal 2017;22:e270–275. https://doi.org/10.4317/medoral.21626.Search in Google Scholar PubMed PubMed Central
52. Rajkumar, K, Ramya, R, Nandhini, G, Rajashree, P, Ramesh Kumar, A, Nirmala Anandan, S. Salivary and serum level of CYFRA21‐1 in oral precancer and oral squamous cell carcinoma. Oral Dis 2015;21:90–6. https://doi.org/10.1111/odi.12216.Search in Google Scholar PubMed
53. Shpitzer, T, Hamzany, Y, Bahar, G, Feinmesser, R, Savulescu, D, Borovoi, I, et al.. Salivary analysis of oral cancer biomarkers. Br J Cancer 2009;101:1194–8. https://doi.org/10.1038/sj.bjc.6605290.Search in Google Scholar PubMed PubMed Central
54. Ali, SH, Sulaiman, GM, Al-Halbosiy, MMF, Jabir, MS, Hameed, AH. Fabrication of hesperidin nanoparticles loaded by poly lactic co-Glycolic acid for improved therapeutic efficiency and cytotoxicity. Artif Cells, Nanomed Biotechnol 2019;47:378–94. https://doi.org/10.1080/21691401.2018.1559175.Search in Google Scholar PubMed
55. Zanotti, L, Paderno, A, Piazza, C, Pagan, E, Bignotti, E, Romani, C, et al.. Epidermal growth factor receptor detection in serum and saliva as a diagnostic and prognostic tool in oral cancer. Laryngoscope 2017;127:E408–14. https://doi.org/10.1002/lary.26797.Search in Google Scholar PubMed
56. Wu, CC, Chu, HW, Hsu, CW, Chang, KP, Liu, HP. Saliva proteome profiling reveals potential salivary biomarkers for detection of oral cavity squamous cell carcinoma. Proteomics 2015;15:3394–404. https://doi.org/10.1002/pmic.201500157.Search in Google Scholar PubMed
57. Swaathi, R, Narayan, M, Krishnan, R. Salivary biomarkers in cancer - a narrative review. Oral Oncol Rep 2024;10:100503. https://doi.org/10.1016/j.oor.2024.100503.Search in Google Scholar
58. Liu, J, Zhang, S, Dong, X, Li, Z, Xu, Q, Feng, H, et al.. Corticosteroid treatment in severe COVID-19 patients with acute respiratory distress syndrome. J Clin Investig 2020;130:6417–28. https://doi.org/10.1172/jci140617.Search in Google Scholar PubMed PubMed Central
59. Isipradit, S, Thaweedej, S. The accuracy of salivary protein biomarkers for detection of oral squamous cell carcinoma: a systematic review and meta-analysis. J DMS 2021;46:83–90.Search in Google Scholar
60. Zhou, Y, Tao, L, Qiu, J, Xu, J, Yang, X, Zhang, Y, et al.. Tumor biomarkers for diagnosis, prognosis and targeted therapy. Signal Transduct Targeted Ther 2024;9:132. https://doi.org/10.1038/s41392-024-01823-2.Search in Google Scholar PubMed PubMed Central
61. AlAli, AM, Walsh, T, Maranzano, M. CYFRA 21-1 and MMP-9 as salivary biomarkers for the detection of oral squamous cell carcinoma: a systematic review of diagnostic test accuracy. Int J Oral Maxillofac Surg 2020;49:973–83. https://doi.org/10.1016/j.ijom.2020.01.020.Search in Google Scholar PubMed
62. Adusumilli, P, Babburi, S, Venigalla, A, Benarji, KA, Sai, SK, Soujanya, P. Estimation of salivary and serum CYFRA 21-1 levels in patients with oral squamous cell carcinoma. J Oral Maxillofac Pathol 2023;27:98–102. https://doi.org/10.4103/jomfp.jomfp_130_22.Search in Google Scholar PubMed PubMed Central
63. Hsu, YP, Hsieh, CH, Chien, HT, Lai, CH, Tsao, CK, Liao, CT, et al.. Serum markers of CYFRA 21-1 and C-reactive proteins in oral squamous cell carcinoma. World J Surg Oncol 2015;13:253. https://doi.org/10.1186/s12957-015-0656-9.Search in Google Scholar PubMed PubMed Central
64. Sharma, M, Fonseca, FP, Hunter, KD, Radhakrishnan, R. Loss of oral mucosal stem cell markers in oral submucous fibrosis and their reactivation in malignant transformation. Int J Oral Sci 2020;12:23. https://doi.org/10.1038/s41368-020-00090-5.Search in Google Scholar PubMed PubMed Central
65. Balapure, A, Dubey, SK, Javed, A, Chattopadhyay, S, Goel, S. A review: early detection of oral cancer biomarkers using microfluidic colorimetric point-of-care devices. Anal Methods 2024;16:6098–118. https://doi.org/10.1039/d4ay01030b.Search in Google Scholar PubMed
66. Ma, L, Guo, H, Zhao, Y, Liu, Z, Wang, C, Bu, J, et al.. Liquid biopsy in cancer: current status, challenges and future prospects. Signal Transduct Targeted Ther 2024;9:336. https://doi.org/10.1038/s41392-024-02021-w.Search in Google Scholar PubMed PubMed Central
67. Yang, J, Zhang, W, Albert, PS, Liu, A, Chen, Z. Combining biomarkers to improve diagnostic accuracy in detecting diseases with group-tested data. Stat Med 2024;43:5182–92. https://doi.org/10.1002/sim.10230.Search in Google Scholar PubMed PubMed Central
68. Brierly, G, Celentano, A, Breik, O, Moslemivayeghan, E, Patini, R, McCullough, M, et al.. Tumour necrosis factor alpha (TNF-α) and oral squamous cell carcinoma. Cancers 2023;15:1841. https://doi.org/10.3390/cancers15061841.Search in Google Scholar PubMed PubMed Central
69. Dikova, V, Jantus-Lewintre, E, Bagan, J. Potential non-invasive biomarkers for early diagnosis of oral squamous cell carcinoma. J Clin Med 2021;10:1658. https://doi.org/10.3390/jcm10081658.Search in Google Scholar PubMed PubMed Central
70. White, SJ, Phua, QS, Lu, L, Yaxley, KL, McInnes, MDF, To, MS. Heterogeneity in systematic reviews of medical imaging diagnostic test accuracy studies: a systematic review. JAMA Netw Open 2024;7:e240649. https://doi.org/10.1001/jamanetworkopen.2024.0649.Search in Google Scholar PubMed PubMed Central
71. Vorkamp, K, Castaño, A, Antignac, JP, Boada, LD, Cequier, E, Covaci, A, et al.. Biomarkers, matrices and analytical methods targeting human exposure to chemicals selected for a European human biomonitoring initiative. Environ Int 2021;146:106082. https://doi.org/10.1016/j.envint.2020.106082.Search in Google Scholar PubMed
72. Dolens, Eda S, Dourado, MR, Almangush, A, Salo, TA, Gurgel Rocha, CA, da Silva, SD, et al.. The impact of histopathological features on the prognosis of oral squamous cell carcinoma: a comprehensive review and meta-analysis. Front Oncol 2021;11:784924. https://doi.org/10.3389/fonc.2021.784924.Search in Google Scholar PubMed PubMed Central
73. Whiting, PF, Rutjes, AWS, Westwood, ME, Mallett, S, Deeks, JJ, Reitsma, JB, et al.. QUADAS-2: a revised tool for the quality assessment of diagnostic accuracy studies. Ann Intern Med 2011;155:529–36. https://doi.org/10.7326/0003-4819-155-8-201110180-00009.Search in Google Scholar PubMed
74. Ravindran, S, Ranganathan, S, R, K, J, N, A, S, Kannan, SK, et al.. The role of molecular biomarkers in the diagnosis, prognosis, and treatment stratification of oral squamous cell carcinoma: a comprehensive review. J Liq Biopsy 2025;7:100285. https://doi.org/10.1016/j.jlb.2025.100285.Search in Google Scholar PubMed PubMed Central
75. Cristaldi, M, Mauceri, R, Di Fede, O, Giuliana, G, Campisi, G, Panzarella, V. Salivary biomarkers for oral squamous cell carcinoma diagnosis and follow-up: current status and perspectives. Front Physiol 2019;10:1476. https://doi.org/10.3389/fphys.2019.01476.Search in Google Scholar PubMed PubMed Central
76. Dongiovanni, P, Meroni, M, Casati, S, Goldoni, R, Thomaz, DV, Kehr, NS, et al.. Salivary biomarkers: novel noninvasive tools to diagnose chronic inflammation. Int J Oral Sci 2023;15:27. https://doi.org/10.1038/s41368-023-00231-6.Search in Google Scholar PubMed PubMed Central
77. Gao, J, Shi, W, Wang, J, Guan, C, Dong, Q, Sheng, J, et al.. Research progress and applications of epigenetic biomarkers in cancer. Front Pharmacol 2024;15:1308309. https://doi.org/10.3389/fphar.2024.1308309.Search in Google Scholar PubMed PubMed Central
78. Huang, L, Luo, F, Deng, M, Zhang, J. The relationship between salivary cytokines and oral cancer and their diagnostic capability for oral cancer: a systematic review and network meta-analysis. BMC Oral Health 2024;24:1044. https://doi.org/10.1186/s12903-024-04840-3.Search in Google Scholar PubMed PubMed Central
79. Aleksandrova, K, Koelman, L, Rodrigues, CE. Dietary patterns and biomarkers of oxidative stress and inflammation: a systematic review of observational and intervention studies. Redox Biol 2021;42:101869. https://doi.org/10.1016/j.redox.2021.101869.Search in Google Scholar PubMed PubMed Central
80. Rodríguez-Molinero, J, Migueláñez-Medrán, BDC, Puente-Gutiérrez, C, Delgado-Somolinos, E, Martín Carreras-Presas, C, Fernández-Farhall, J, et al.. Association between oral cancer and diet:An update. Nutrients 2021;13:1299. https://doi.org/10.3390/nu13041299.Search in Google Scholar PubMed PubMed Central
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