Int J Comput Assist Radiol Surg - Automatic detection and classification of nasopharyngeal carcinoma on PET/CT with support vector machine.

Tópicos

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Resumo

RPOSE: Positron emission tomography/computed tomography (PET/CT) has established values for imaging of head and neck cancers, including the nasopharyngeal carcinoma (NPC), utilizing both morphologic and functional information. In this paper, we introduce a computerized system for automatic detection of NPC, targeting both the primary tumor and regional nodal metastasis, on PET/CT.METHODS: Candidate lesions were extracted based on the features from both PET and CT images and a priori knowledge of anatomical features and subsequently classified by a support vector machine algorithm. The system was validated with 25 PET/CT examinations from 10 patients suffering from NPC. Lesions manually contoured by experienced radiologists were used as the gold standard.RESULTS: Results showed that the system successfully identified all 53 hypermetabolic lesions larger than 1?cm in size and excluded normal physiological uptake in brown fat, muscles, bone marrow, brain, and salivary glands.CONCLUSION: The system combined both imaging features and a priori clinical knowledge for classification between pathological and physiological uptake. Preliminary results showed that the system was highly accurate and promising for adoption in clinical use.

Resumo Limpo

rpose positron emiss tomographycomput tomographi petct establish valu imag head neck cancer includ nasopharyng carcinoma npc util morpholog function inform paper introduc computer system automat detect npc target primari tumor region nodal metastasi petctmethod candid lesion extract base featur pet ct imag priori knowledg anatom featur subsequ classifi support vector machin algorithm system valid petct examin patient suffer npc lesion manual contour experienc radiologist use gold standardresult result show system success identifi hypermetabol lesion larger cm size exclud normal physiolog uptak brown fat muscl bone marrow brain salivari glandsconclus system combin imag featur priori clinic knowledg classif patholog physiolog uptak preliminari result show system high accur promis adopt clinic use

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