Combined molecular and mathematical analysis of long noncoding RNAs expression in fine needle aspiration biopsies as novel tool for early diagnosis of thyroid cancer

被引:20
|
作者
Possieri, C. [1 ]
Locantore, P. [2 ,3 ]
Salis, C. [3 ]
Bacci, L. [3 ]
Aiello, A. [1 ]
Fadda, G. [2 ,3 ]
De Crea, C. [2 ,3 ]
Raffaelli, M. [2 ,3 ]
Bellantone, R. [2 ,3 ]
Grassi, C. [2 ,3 ]
Strigari, L. [4 ]
Farsetti, A. [1 ]
Pontecorvi, A. [2 ,3 ]
Nanni, S. [2 ,3 ]
机构
[1] CNR IASI, Rome, Italy
[2] Fdn Policlin Univ A Gemelli IRCCS, Rome, Italy
[3] Univ Cattolica Sacro Cuore, Rome, Italy
[4] Policlin S Orsola, Bologna, Italy
关键词
Thyroid cancer; FNAs; Naive Bayes; ddPCR; Cancer biomarkers; Diagnosis; CARCINOMA; CLASSIFICATION; NODULES; IMAGES;
D O I
10.1007/s12020-020-02508-w
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Purpose In presence of indeterminate lesions by fine needle aspiration (FNA), thyroid cancer cannot always be easily diagnosed by conventional cytology. As a consequence, unnecessary removal of thyroid gland is performed in patients without cancer based on the lack of optimized diagnostic criteria. Aim of this study is identifying a molecular profile based on long noncoding RNAs (lncRNAs) expression capable to discriminate between benign and malignant nodules. Methods Patients were subjected to surgery (n = 19) for cytologic suspicious thyroid nodules or to FNA biopsy (n = 135) for thyroid nodules suspicious at ultrasound. Three thyroid-specific genes (TG, TPO, and NIS), six cancer-associated lncRNAs (MALAT1, NEAT1, HOTAIR, H19, PVT1, MEG3), and two housekeeping genes (GAPDH and P0) were analyzed using Droplet Digital PCR (ddPCR). Results Based on higher co-expression in malignant (n = 11) but not in benign (n = 8) nodules after surgery, MALAT1, PVT1 and HOTAIR were selected as putative cancer biomarkers to analyze 135 FNA samples. Cytological and histopathological data from a subset of FNA patients (n = 34) were used to define a predictive algorithm based on a Naive Bayes classifier using co-expression of MALAT1, PVT1, HOTAIR, and cytological class. This classifier exhibited a significant separation capability between malignant and benign nodules (P < 0.0001) as well as both rule in and rule out test potential with an accuracy of 94.12% and a negative predictive value (NPV) of 100% and a positive predictive value (PPV) of 91.67%. Conclusions ddPCR analysis of selected lncRNAs in FNA biopsies appears a suitable molecular tool with the potential of improving diagnostic accuracy.
引用
收藏
页码:711 / 720
页数:10
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