Saliva protein biomarkers to detect oral squamous cell carcinoma in a high-risk population in Taiwan

Contributed by Leland H. Hartwell, July 28, 2016 (sent for review May 16, 2016; reviewed by David F. Ransohoff and Nicole Urban)
September 23, 2016
113 (41) 11549-11554
Letter
Saliva protein biomarkers and oral squamous cell carcinoma
Leonardo Victor Galvão-Moreira, Maria Carmen Fontoura Nogueira da Cruz

Significance

Oral squamous cell carcinoma (OSCC) accounts for 90% of oral cancers, and earlier detection efficiently increases the survival rate. Here, we used a comprehensive literature review to select candidates and used LC-multiple reaction monitoring-MS to qualitatively and quantitatively measure target proteins in saliva samples from individuals of the at-risk population in Taiwan. Statistical analysis of the results establishes a four-protein panel sufficient to detect 88.6% of early-stage patients and 91.6% of all patients with 80.4% specificity. This panel can also be used to evaluate the risk of malignant progression from high-risk oral potential malignant disorder. Our study offers a practical foundation for clinical trials examining the ability of this panel to enable early detection of OSCC, risk assessment for cancer development, and treatment monitoring.

Abstract

Most cases of oral squamous cell carcinoma (OSCC) develop from visible oral potentially malignant disorders (OPMDs). The latter exhibit heterogeneous subtypes with different transformation potentials, complicating the early detection of OSCC during routine visual oral cancer screenings. To develop clinically applicable biomarkers, we collected saliva samples from 96 healthy controls, 103 low-risk OPMDs, 130 high-risk OPMDs, and 131 OSCC subjects. These individuals were enrolled in Taiwan’s Oral Cancer Screening Program. We identified 302 protein biomarkers reported in the literature and/or through in-house studies and prioritized 49 proteins for quantification in the saliva samples using multiple reaction monitoring-MS. Twenty-eight proteins were successfully quantified with high confidence. The quantification data from non-OSCC subjects (healthy controls + low-risk OPMDs) and OSCC subjects in the training set were subjected to classification and regression tree analyses, through which we generated a four-protein panel consisting of MMP1, KNG1, ANXA2, and HSPA5. A risk-score scheme was established, and the panel showed high sensitivity (87.5%) and specificity (80.5%) in the test set to distinguish OSCC samples from non-OSCC samples. The risk score >0.4 detected 84% (42/50) of the stage I OSCCs and a significant portion (42%) of the high-risk OPMDs. Moreover, among 88 high-risk OPMD patients with available follow-up results, 18 developed OSCC within 5 y; of them, 77.8% (14/18) had risk scores >0.4. Our four-protein panel may therefore offer a clinically effective tool for detecting OSCC and monitoring high-risk OPMDs through a readily available biofluid.

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Acknowledgments

We thank Wen-Ta Chiu (Ministry of Health and Welfare, Taiwan) for supporting the oral screening program. This work was supported by the Ministry of Education, Taiwan (to Chang Gung University); the Ministry of Health and Welfare, Taiwan (Grants PMRPD1B0102, 0103, and 0104); the Ministry of Science and Technology (MOST) [Grants MOST 103-2325-B-182-003 and 104-2325-B-182-003 (to J.-S.Y.), MOST 103-2325-B-182-006 (to Y.-S.C.), and MOST 103-2325-B-182-007 (to C.-C.W.)]; and Chang Gung Memorial Hospital Biosignature Research (Grants CMRPG1B0551, CMRPD1B0531, CIRPD3B0012, and CIRPG3B0012) and Proteomics Core (Grant CLRPD190016).

Supporting Information

Appendix (PDF)
Supporting Information
pnas.1612368113.sd01.xlsx

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Information & Authors

Information

Published in

Go to Proceedings of the National Academy of Sciences
Proceedings of the National Academy of Sciences
Vol. 113 | No. 41
October 11, 2016
PubMed: 27663741

Classifications

Submission history

Published online: September 23, 2016
Published in issue: October 11, 2016

Keywords

  1. biomarkers
  2. oral cancer
  3. early detection

Acknowledgments

We thank Wen-Ta Chiu (Ministry of Health and Welfare, Taiwan) for supporting the oral screening program. This work was supported by the Ministry of Education, Taiwan (to Chang Gung University); the Ministry of Health and Welfare, Taiwan (Grants PMRPD1B0102, 0103, and 0104); the Ministry of Science and Technology (MOST) [Grants MOST 103-2325-B-182-003 and 104-2325-B-182-003 (to J.-S.Y.), MOST 103-2325-B-182-006 (to Y.-S.C.), and MOST 103-2325-B-182-007 (to C.-C.W.)]; and Chang Gung Memorial Hospital Biosignature Research (Grants CMRPG1B0551, CMRPD1B0531, CIRPD3B0012, and CIRPG3B0012) and Proteomics Core (Grant CLRPD190016).

Authors

Affiliations

Jau-Song Yu1
Department of Cell and Molecular Biology, Chang Gung University, Taoyuan 33302, Taiwan;
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Liver Research Center, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Yi-Ting Chen1
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Biomedical Sciences, Chang Gung University, Taoyuan 33302, Taiwan;
Graduate Institute of Biomedical Sciences, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Nephrology, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Wei-Fan Chiang1
Department of Oral & Maxillofacial Surgery, Chi-Mei Medical Center, Liouying 736, Taiwan;
School of Dentistry, National Yang Ming University, Taipei 112, Taiwan;
Yung-Chin Hsiao1
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Liver Research Center, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Lichieh Julie Chu1
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Liver Research Center, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Lai-Chu See
Biostatistics Consulting Center, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Public Health, Chang Gung University, Taoyuan 33302, Taiwan;
Division of Rheumatology, Allergy and Immunology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Chi-Sheng Wu
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Hui-Tzu Tu
Department of Public Health, Chang Gung University, Taoyuan 33302, Taiwan;
Hsiao-Wei Chen
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Chia-Chun Chen
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Colorectal Surgery, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Wei-Chao Liao
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Ya-Ting Chang
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Chih-Ching Wu
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Medical Biotechnology and Laboratory Science, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Otolaryngology-Head & Neck Surgery, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Che-Yi Lin
Department of Oral & Maxillofacial Surgery, Chi-Mei Medical Center, Liouying 736, Taiwan;
Shyun-Yeu Liu
Department of Oral & Maxillofacial Surgery, Chi-Mei Medical Center, Liouying 736, Taiwan;
Shu-Ti Chiou
Health Promotion Administration, Ministry of Health and Welfare, Taipei 115, Taiwan;
Institute of Public Health, National Yang Ming University, Taipei 112, Taiwan;
Shu-Li Chia
Health Promotion Administration, Ministry of Health and Welfare, Taipei 115, Taiwan;
Kai-Ping Chang
Department of Otolaryngology-Head & Neck Surgery, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Chih-Yen Chien
Department of Otolaryngology, Chang Gung Memorial Hospital, Kaohsiung 833, Taiwan;
Su-Wei Chang
Clinical Informatics and Medical Statistics Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Division of Allergy, Asthma, and Rheumatology, Department of Pediatrics, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Chee-Jen Chang
Clinical Informatics and Medical Statistics Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Graduate Institute of Clinical Medical Science, College of Medicine, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Cardiology, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
John D. Young
Center for Molecular and Clinical Immunology, Chang Gung University, Taoyuan 33302, Taiwan;
Biochemical Engineering Research Center, Ming Chi University of Technology, New Taipei City 243, Taiwan;
Chang Gung Biotechnology, Taipei 105, Taiwan;
Laboratory of Cellular Physiology and Immunology, Rockefeller University, New York, NY 10065;
Chia C. Pao
Department of Cell and Molecular Biology, Chang Gung University, Taoyuan 33302, Taiwan;
Yu-Sun Chang2 [email protected]
Molecular Medicine Research Center, Chang Gung University, Taoyuan 33302, Taiwan;
Department of Otolaryngology-Head & Neck Surgery, Chang Gung Memorial Hospital, Linkou 33375, Taiwan;
Leland H. Hartwell2 [email protected]
Center for Sustainable Health, Biodesign Institute, Arizona State University, Tempe, AZ 85281

Notes

2
To whom correspondence may be addressed. Email: [email protected] or [email protected].
Author contributions: J.D.Y. and C.C.P. designed research; Y.-T. Chen, W.-F.C., Y.-C.H., L.J.C., C.-S.W., H.-W.C., C.-C.C., W.-C.L., Y.-T. Chang, C.-C.W., C.-Y.L., S.-Y.L., S.-T.C., S.-L.C., K.-P.C., and C.-Y.C. performed research; Y.-T. Chen, Y.-C.H., L.J.C., L.-C.S., H.-T.T., H.-W.C., Y.-T. Chang, C.-C.W., S.-T.C., S.-L.C., S.-W.C., and C.-J.C. analyzed data; J.-S.Y., Y.-S.C., and L.H.H. wrote the paper; Y.-T. Chen, Y.-C.H., L.J.C., H.-W.C., Y.-T. Chang, and C.-C.W. performed proteomic analyses; W.-F.C., C.-Y.L., S.-Y.L., K.-P.C., and C.-Y.C. provided clinical samples; L.-C.S., H.-T.T., S.-W.C., and C.-J.C. performed statistical analyses; C.-S.W., C.-C.C., and W.-C.L. performed literature search; and S.-T.C. and S.-L.C. provided epidemiology data.
Reviewers: D.F.R., University of North Carolina, Chapel Hill; and N.U., Fred Hutchinson Cancer Research Center.
1
J.-S.Y., Y.-T. Chen, W.-F.C., Y.-C.H., and L.J.C. contributed equally to this work.

Competing Interests

The authors declare no conflict of interest.

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    Saliva protein biomarkers to detect oral squamous cell carcinoma in a high-risk population in Taiwan
    Proceedings of the National Academy of Sciences
    • Vol. 113
    • No. 41
    • pp. 11373-E6317

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