Utility of diffusion MRI characteristics of cervical lymph nodes as disease classifier between patients with head and neck squamous cell carcinoma and healthy volunteers

被引:1
|
作者
Papoutsaki, Marianthi-Vasiliki [1 ]
Sidhu, Harbir Singh [1 ]
Dikaios, Nikolaos [2 ]
Singh, Saurabh [1 ]
Atkinson, David [1 ]
Kanber, Baris [3 ]
Beale, Timothy [4 ]
Morley, Simon [4 ]
Forster, Martin [5 ,6 ]
Carnell, Dawn [6 ]
Mendes, Ruheena [6 ]
Punwani, Shonit [1 ]
机构
[1] UCL, Ctr Med Imaging, London, England
[2] Univ Surrey, Ctr Vis Speech & Signal Proc, Guildford, Surrey, England
[3] UCL, Ctr Med Image Comp, Dept Med Phys & Biomed Engn, London, England
[4] Univ Coll London Hosp, Dept Radiol, London, England
[5] UCL, Canc Inst, Dept Oncol, London, England
[6] UCL, Dept Oncol, London, England
关键词
apparent diffusion coefficient; diffusion magnetic resonance imaging; head and neck squamous cell carcinoma; lymph nodes; TUMOR HETEROGENEITY; HISTOGRAM ANALYSIS; GRADE; DISCRIMINATION; PREDICTION; SEPARATION;
D O I
10.1002/nbm.4587
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Diffusion MRI characteristics assessed by apparent diffusion coefficient (ADC) histogram analysis in head and neck squamous cell carcinoma (HNSCC) have been reported as helpful in classifying tumours based on diffusion characteristics. There is little reported on HNSCC lymph nodes classification by diffusion characteristics. The aim of this study was to determine whether pretreatment nodal microstructural diffusion MRI characteristics can classify diseased nodes of patients with HNSCC from normal nodes of healthy volunteers. Seventy-nine patients with histologically confirmed HNSCC prior to chemoradiotherapy, and eight healthy volunteers, underwent diffusion-weighted (DW) MRI at a 1.5-T MR scanner. Two radiologists contoured lymph nodes on DW (b = 300 s/m(2)) images. ADC, distributed diffusion coefficient (DDC) and alpha (alpha) values were calculated by monoexponential and stretched exponential models. Histogram analysis metrics of drawn volume were compared between patients and volunteers using a Mann-Whitney test. The classification performance of each metric between the normal and diseased nodes was determined by receiver operating characteristic (ROC) analysis. Intraclass correlation coefficients determined interobserver reproducibility of each metric based on differently drawn ROIs by two radiologists. Sixty cancerous and 40 normal nodes were analysed. ADC histogram analysis revealed significant differences between patients and volunteers (p <= 0.0001 to 0.0046), presenting ADC distributions that were more skewed (1.49 for patients, 1.03 for volunteers; p = 0.0114) and 'peaked' (6.82 for patients, 4.20 for volunteers; p = 0.0021) in patients. Maximum ADC values exhibited the highest area under the curve ([AUC] 0.892). Significant differences were revealed between patients and volunteers for DDC and alpha value histogram metrics (p <= 0.0001 to 0.0044); the highest AUC were exhibited by maximum DDC (0.772) and the 25th percentile alpha value (0.761). Interobserver repeatability was excellent for mean ADC (ICC = 0.88) and the 25th percentile alpha value (ICC = 0.78), but poor for all other metrics. These results suggest that pretreatment microstructural diffusion MRI characteristics in lymph nodes, assessed by ADC and alpha value histogram analysis, can identify nodal disease.
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页数:15
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