1. HPV infection in relation to OSCC histological grading and TNM stage. Evalutation by traditional statistics and fuzzy logic model
- Author
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Giuseppina Capra, Lorenzo Lo Muzio, Domenica Matranga, Giuseppe Colella, Jair Carneiro Leão, Giuseppina Campisi, Lucia Giovannelli, M Capogreco, C. Di Liberto, F. Calvino, Matteo D'Angelo, CAMPISI, G, GIOVANNELLI, L, CALVINO, F, MATRANGA, D, COLELLA, G, DI LIBERTO, C, CAPRA, G, LEAO, JC, LO MUZIO, L, CAPOGRECO, M, D'ANGELO, M, Campisi, G, Giovannelli, L, Calvino, F, Matranga, D, Colella, Giuseppe, Capra, G, Leao, Jc, Capogreco, M, and D'Angelo, M.
- Subjects
Adult ,Male ,Cancer Research ,Multivariate analysis ,Stage ii ,Biology ,Models, Biological ,Fuzzy Logic ,Statistics ,Carcinoma ,medicine ,Humans ,Grading (tumors) ,Aged ,Aged, 80 and over ,OSCC, HPV-DNA, Grading ,Papillomavirus Infections ,HPV infection ,Middle Aged ,medicine.disease ,stomatognathic diseases ,Cross-Sectional Studies ,Increased risk ,Oncology ,Multivariate Analysis ,Carcinoma, Squamous Cell ,Female ,Mouth Neoplasms ,Primary tumour size ,Oral Surgery ,Stage iv - Abstract
We aimed to evaluate if in oral squamous cell carcinoma (OSCC) there is a relationship between histological grading (HG), TNM clinical stage and HPV infection; and to study the performance of fuzzy logic compared to traditional statistics, in the analysis of HPV status and correlates of OSCC. In cross-sectional analysis, the study group comprised 63 patients (mean age 68.89 years (SD ± 11.78), range (32–93); males 28 (44.4%), females 35 (55.6%)) with OSCC histologically diagnosed. HPV-DNA was studied in exfoliated oral epithelial cells by nested PCR (MY09/MY11 and GP5+/GP6+ primers). Data were analysed in parallel by traditional statistics with multivariate analysis and a fuzzy logic (FL) technique (membership functions as input, the ANFIS methodology, and the Sugeno’s model of first order). HPV infection was detected in 24/63 (38.1%) of OSCC, as being HPV+ve 14/36 (38.9%) in G1, 7/18 (38.9%) in G2, and 3/9 (33.3%) in G3; HPV+ve 8/33 (24.2%) in Stage I, 9/12 (75.0%) in Stage II, 6/11(54.5%) in Stage III, and 1/7 (14.3%) in Stage IV. In both methods of analysis, no significantly increased risk of HPV infection was found for any HG score; whereas, TNM stage II was significantly associated to HPV infection (p = 0.004; OR = 9.375 (95% CI = 2.030:43.30); OR0 = 11.148 (95% CI = 1.951:43.30)), and, in particular, to primary tumour size T2 (p = 0.0036; OR = 7.812 (95% CI = 1.914:31.890); OR0 = 9.414 (95% CI = 1.846:48.013)); FL (% of prevision: 79.8; Root MeanSquare Error (RMSE): 0.29). No association was found between HPV infection and any demographical variable. Our findings show an association between HPV infection with TNM (stage II – T2), but not with histological grading of OSCC. Also, FL seems to be an additional effective tool in analysing the relationship of HPV infection with correlates of OSCC. c 2005 Elsevier Ltd. All rights reserved.
- Published
- 2006