ArticleProceedings of the National Academy of Sciences of the United States of America2016
Saliva protein biomarkers to detect oral squamous cell carcinoma in a high-risk population in Taiwan.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 63 papers, 1 of them a synthesis that pooled it.
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Who cites it
63 citing papers in PubMed, 1 synthesis or guideline pooled it, 125 citations in OpenAlex.
- Salivary Lactate Dehydrogenase, Matrix Metalloproteinase-9, and Chemerin-The Most Promising Biomarkers for Oral Cancer? A Systematic Review with Meta-Analysis.International journal of molecular sciences · 2025Pooled it
- An Integrative Bioinformatics Framework Prioritises a Gingival Mesenchymal Stem Cell Paracrine Apoptosis-ROS Axis in HPV-Negative Oral Squamous Cell Carcinoma: Preliminary Experimental Support and Repurposable-Drug Hypotheses.International journal of molecular sciences · 2026Article
- Advancements and Clinical Applications Prospects of Epigenetic Biomarkers in Liquid Biopsy for Oral Squamous Cell Carcinoma.Current issues in molecular biology · 2026Review
- Article
- Salivary biomarkers in oral cancer diagnosis: advancing conventional treatment strategies.Military Medical Research · 2026Review
- LCP1 upregulation via EGFR signaling promotes oral cancer progression through the JAK2/STAT3/IL-1β axis.Cancer cell international · 2025Article
- Matrix Metalloproteinases (MMPs) as Novel Prognostic Biomarkers to Predict Disease Progression, Survival Duration, and Recurrence Rate in Oral Cancer Patients.Indian journal of surgical oncology · 2025Review
- Plasma POSTN Derived From Bile Proteome Is a Promising Biomarker for Cholangiocarcinoma With Efficacy Comparable and Complementary to CA19.9.United European gastroenterology journal · 2025Article
- Diagnostic and Prognostic Accuracy of MMPs and TIMPs in Oral Cancer Patients on Enzyme-Linked Immunosorbent Assay (ELISA) as Compared to Immunohistochemistry (IHC).Indian journal of surgical oncology · 2025Article
- Article
- Prognostic biomarkers in oral squamous cell carcinoma: current evidence and future directions.Frontiers in oncology · 2025Review
- Aggregation-Induced Emission Luminogen: Role in Biopsy for Precision Medicine.Chemical reviews · 2024Review
- Biological biomarkers of oral cancer.Periodontology 2000 · 2024Review
- Plasma-based proteomic profiling identifies the distinct regulation of proteins in hyperplasia and endometrial cancer.BMC cancer · 2024Article
- Clinical validation of a saliva-based matrix metalloproteinase-1 rapid strip test for detection of oral cavity cancer.Biomedical journal · 2024Article
- Recent advances in minimally invasive biomarkers of OSCC: from generalized to personalized approach.Frontiers in oral health · 2024Review
- Evaluation of salivary tumor necrosis factorFrontiers in oral health · 2024Article
- Alpha-fetoprotein, glypican-3, and kininogen-1 as biomarkers for the diagnosis of hepatocellular carcinoma.International journal of clinical and experimental pathology · 2024Review
- Comparison between a novel salivary marker and several clinical prognosticators in oral cavity cancer.Laryngoscope investigative otolaryngology · 2023Article
- Review
3 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
25 authors at 8 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
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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