A New Detection Method of Oral and Oropharyngeal Squamous Cell Carcinoma Based on Multivariate Analysis of Surface Enhanced Raman Spectra of Salivary Exosomes

被引:11
作者
Faur, Cosmin Ioan [1 ]
Dinu, Cristian [2 ]
Toma, Valentin [3 ]
Jurj, Anca [4 ]
Marginean, Radu [3 ]
Onaciu, Anca [3 ]
Roman, Rares Calin [5 ]
Culic, Carina [6 ]
Chirila, Magdalena [7 ]
Rotar, Horatiu [5 ]
Falamas, Alexandra [8 ]
Stiufiuc, Gabriela Fabiola [9 ]
Hedesiu, Mihaela [1 ]
Almasan, Oana [10 ]
Stiufiuc, Rares Ionut [2 ,11 ]
机构
[1] Iuliu Hatieganu Univ Med & Pharm, Dept Oral Radiol, Cluj Napoca 400347, Romania
[2] Iuliu Hatieganu Univ Med & Pharm, Dept Maxillofacial Surg & Implantol, Cluj Napoca 400347, Romania
[3] Iuliu Hatieganu Univ Med & Pharm, MedFuture Res Ctr Adv Med, Cluj Napoca 400347, Romania
[4] Iuliu Hatieganu Univ Med & Pharm, Res Ctr Funct Genom Biomed & Translat Med, Cluj Napoca 400347, Romania
[5] Iuliu Hatieganu Univ Med & Pharm, Dept Oral & Craniomaxillofacial Surg, Cluj Napoca 400347, Romania
[6] Iuliu Hatieganu Univ Med & Pharm, Fac Dent, Dept Odontol, Oral Pathol,Endodont, Cluj Napoca 400347, Romania
[7] Iuliu Hatieganu Univ Med & Pharm, Dept Otorhinolaryngol, Cluj Napoca 400347, Romania
[8] Natl Inst Res & Dev Isotop & Mol Technol, Dept Mol & Biomol Phys, Cluj Napoca 400293, Romania
[9] Babes Bolyai Univ, Fac Phys, Cluj Napoca 400347, Romania
[10] Iuliu Hatieganu Univ Med & Pharm, Dept Prosthodont & Dent Mat, Cluj Napoca 400347, Romania
[11] Iuliu Hatieganu Univ Med & Pharm, Fac Pharm, Dept Pharmaceut Phys & Biophys, Cluj Napoca 400347, Romania
来源
JOURNAL OF PERSONALIZED MEDICINE | 2023年 / 13卷 / 05期
关键词
head and neck cancer; SERS; exosomes; chemometric analysis; liquid biopsy; CANCER-DETECTION; BUCCAL MUCOSA; SPECTROSCOPY; THIOCYANATE; DIAGNOSIS; LUNG; CLASSIFICATION; EPIDEMIOLOGY; TOBACCO; RISK;
D O I
10.3390/jpm13050762
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Raman spectroscopy recently proved a tremendous capacity to identify disease-specific markers in various (bio)samples being a non-invasive, rapid, and reliable method for cancer detection. In this study, we first aimed to record vibrational spectra of salivary exosomes isolated from oral and oropharyngeal squamous cell carcinoma patients and healthy controls using surface enhancement Raman spectroscopy (SERS). Then, we assessed this method's capacity to discriminate between malignant and non-malignant samples by means of principal component-linear discriminant analysis (PC-LDA) and we used area under the receiver operating characteristics with illustration as the area under the curve to measure the power of salivary exosomes SERS spectra analysis to identify cancer presence. The vibrational spectra were collected on a solid plasmonic substrate developed in our group, synthesized using tangential flow filtered and concentrated silver nanoparticles, capable of generating very reproducible spectra for a whole range of bioanalytes. SERS examination identified interesting variations in the vibrational bands assigned to thiocyanate, proteins, and nucleic acids between the saliva of cancer and control groups. Chemometric analysis indicated discrimination sensitivity between the two groups up to 79.3%. The sensitivity is influenced by the spectral interval used for the multivariate analysis, being lower (75.9%) when the full-range spectra were used.
引用
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页数:16
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