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1.
Clin Radiol ; 73(1): 70-80, 2018 Jan.
Article in English | MEDLINE | ID: mdl-28476243

ABSTRACT

There are multiple emerging advanced computed tomography (CT) applications for the evaluation of the neck, many based on dual-energy CT (DECT). DECT is an advanced form of CT in which scan acquisition is performed at two different energies, enabling spectral tissue characterisation beyond what is possible with conventional single-energy CT and potentially providing a new horizon for quantitative analysis and tissue characterisation, particularly in oncological imaging. The purpose of this review is to familiarise the reader with DECT principles and review different clinical applications for the evaluation of the soft tissues of the neck. The article will begin with an overview of DECT scan acquisition, material characterisation, reconstructions, and basic considerations for implementation in the clinical setting. This will then be followed by a review of different clinical applications. The focus will be on oncological imaging, but artefact reduction and other miscellaneous applications will also be discussed.


Subject(s)
Head and Neck Neoplasms/diagnostic imaging , Radiography, Dual-Energy Scanned Projection/methods , Tomography, X-Ray Computed/methods , Humans , Neck/diagnostic imaging
2.
AJNR Am J Neuroradiol ; 38(12): 2231-2237, 2017 Dec.
Article in English | MEDLINE | ID: mdl-29025723

ABSTRACT

The updated eighth edition of the Cancer Staging Manual of the American Joint Committee on Cancer will be implemented in January 2018. There are multiple changes to the head and neck section of the manual, which will be relevant to radiologists participating in multidisciplinary head and neck tumor boards and reading pretreatment head and neck cancer scans. Human papillomavirus-related/p16(+) oropharyngeal squamous cell carcinoma will now be staged separately; this change reflects the markedly better prognosis of these tumors compared with non-human papillomavirus/p16(-) oropharyngeal squamous cell carcinoma. Nodal staging has dramatically changed so that there are different tables for human papillomavirus/p16(+) oropharyngeal squamous cell carcinoma, Epstein-Barr virus-related nasopharyngeal carcinoma, and all other head and neck squamous cell carcinomas. Extranodal extension of tumor is a new clinical feature for this third staging group. In the oral cavity, the pathologically determined depth of tumor invasion is a new staging criterion, while extrinsic tongue muscle invasion is no longer part of staging. This review serves to educate radiologists on the eighth edition changes and their rationale.


Subject(s)
Head and Neck Neoplasms/pathology , Neoplasm Staging/standards , Radiation Oncology/standards , Humans , Male , United States
3.
AJNR Am J Neuroradiol ; 36(4): 757-62, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25792532

ABSTRACT

BACKGROUND AND PURPOSE: Estimating changes in the volume transfer constant, normalized area under the contrast-enhancement time curve at 60 seconds, and fractional blood plasma volume by using dynamic contrast-enhanced MR imaging may be useful in predicting tumor response to chemoradiation. We hypothesized that the parametric response map, a voxel-by-voxel analysis of quantitative dynamic contrast-enhanced MR imaging maps, predicts survival in patients with head and neck cancer. MATERIALS AND METHODS: Ten patients with locoregionally advanced head and neck squamous cell carcinoma underwent definitive concurrent chemoradiation therapy. For each patient, dynamic contrast-enhanced MR imaging data were collected before and 2 weeks after treatment initiation. Change in perfusion parameters within the primary tumor volume with time was analyzed by parametric response mapping and by whole-tumor mean percentage change. Outcome was defined as overall survival. The perfusion parameter and metric most predictive of outcome were identified. Overall survival was estimated by the log-rank test and Kaplan-Meier survival curve. RESULTS: The volume transfer constant and normalized area under the contrast-enhancement time curve at 60 seconds were predictive of survival both in parametric response map analysis (volume transfer constant, P = .002; normalized area under the contrast-enhancement time curve at 60 seconds, P = .02) and in the percentage change analysis (volume transfer constant, P = .04; normalized area under the contrast-enhancement time curve at 60 seconds, P = .02). Blood plasma volume predicted survival in neither analysis. CONCLUSIONS: Parametric response mapping of MR perfusion biomarkers could potentially guide treatment modification in patients with predicted treatment failure. Larger studies are needed to determine whether parametric response map analysis or percentage signal change in these perfusion parameters is the stronger predictor of survival.


Subject(s)
Carcinoma, Squamous Cell/pathology , Head and Neck Neoplasms/pathology , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Adult , Aged , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/therapy , Chemoradiotherapy , Contrast Media , Feasibility Studies , Female , Head and Neck Neoplasms/mortality , Head and Neck Neoplasms/therapy , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Squamous Cell Carcinoma of Head and Neck , Treatment Outcome
4.
AJNR Am J Neuroradiol ; 34(12): 2338-42, 2013 Dec.
Article in English | MEDLINE | ID: mdl-23828112

ABSTRACT

BACKGROUND AND PURPOSE: Increased angiogenesis in head and neck squamous cell carcinoma correlates to more aggressive tumors with increased morbidity. Because both elevated blood flow and high serum CXCL8 levels are correlated with increased angiogenesis, our objective was to see if elevated blood flow measured with CT perfusion correlated with CXCL8 levels, thereby helping to identify candidates for targeted therapies that inhibit the Bcl-2 proangiogenic pathway associated with CXCL8. MATERIALS AND METHODS: Seven patients with locally recurrent or metastatic head and neck squamous cell carcinoma were enrolled in the trial. These patients underwent CT perfusion and the following parameters were measured: blood volume, blood flow, capillary permeability, and MTT; relative values were calculated by dividing by normal-appearing muscle. Serum was drawn for CXCL8 enzyme-linked immunosorbent assay analysis in these patients. RESULTS: There was a significant positive correlation between the CXCL8 levels and relative blood flow (r = 0.94; P = .01). No correlation was found between CXCL8 and relative blood volume, relative capillary permeability, or relative MTT. CONCLUSIONS: Relative blood flow may be useful as a surrogate marker for elevated CXCL8 in patients with head and neck squamous cell cancer. Patients with elevated relative blood flow may benefit from treatment targeting the Bcl-2 proangiogenic pathways.


Subject(s)
Biomarkers, Tumor/blood , Carcinoma, Squamous Cell/blood , Carcinoma, Squamous Cell/diagnostic imaging , Head and Neck Neoplasms/blood , Head and Neck Neoplasms/diagnostic imaging , Interleukin-8/blood , Neovascularization, Pathologic/blood , Perfusion Imaging/methods , Tomography, X-Ray Computed/methods , Adult , Aged , Female , Humans , Male , Middle Aged , Neovascularization, Pathologic/diagnostic imaging , Prognosis , Reproducibility of Results , Sensitivity and Specificity , Squamous Cell Carcinoma of Head and Neck , Up-Regulation
5.
AJNR Am J Neuroradiol ; 34(5): 1062-6, S1-2, 2013 May.
Article in English | MEDLINE | ID: mdl-23370473

ABSTRACT

BACKGROUND AND PURPOSE: Head and neck squamous cell carcinoma tumors positive for laboratory biomarkers hrHPV and p16 and negative for EGFR often respond better to nonsurgical organ-preservation therapy than hrHPV-negative, p16-negative, and EGFR overexpressing tumors. CTP has been shown to distinguish which locally advanced head and neck squamous cell carcinomas will respond to induction chemotherapy or chemoradiation. Our purpose was to determine whether a relationship exists between CTP measures and the expression of these laboratory biomarkers, because both appear to separate head and neck squamous cell carcinoma tumors into similar groups. MATERIALS AND METHODS: We conducted an institutional review board-approved, Health Insurance Portability and Accountability Act-compliant retrospective review of head and neck CTP in 25 patients with locally advanced head and neck squamous cell carcinoma who had signed informed consent. Eight women and 17 men, 41-80 years of age, constituted a pretreatment group of 18 patients and a palliative group of 7 patients. Tumor biopsy samples were analyzed for overexpression of hrHPV, p16, and EGFR. The hrHPV, p16, and EGFR status of the tumors was correlated with CTP parameters (MTT, BV, BF, CP) by using the Wilcoxon evaluation and Fischer exact test. RESULTS: There were significantly lower CP values in pretreatment tumors overexpressing EGFR (P = .04). CP values ≤17.23 were significantly correlated with EGFR overexpression (P = .015). A trend toward higher CP values was present in hrHPV-positive and p16-overexpressing pretreatment tumors (P = .14). CONCLUSIONS: A significant correlation exists between CTP measures and EGFR overexpression in head and neck squamous cell carcinomas, suggesting an association between certain imaging findings and molecular biomarkers. These results may be related to a tumor cell survival mechanism linking perfusion and biomarker expression.


Subject(s)
Alphapapillomavirus/isolation & purification , Biomarkers, Tumor/analysis , Carcinoma, Squamous Cell/metabolism , Carcinoma, Squamous Cell/virology , ErbB Receptors/analysis , Head and Neck Neoplasms/metabolism , Neoplasm Proteins/analysis , Adult , Aged , Aged, 80 and over , Carcinoma, Squamous Cell/diagnosis , Cyclin-Dependent Kinase Inhibitor p16 , Female , Head and Neck Neoplasms/diagnosis , Humans , Male , Middle Aged , Perfusion Imaging/methods , Reproducibility of Results , Sensitivity and Specificity , Tomography, X-Ray Computed/methods
6.
AJNR Am J Neuroradiol ; 33(11): 2026-32, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23064595

ABSTRACT

SUMMARY: Imaging of the head and neck was initially described within the first year after Roentgen's discovery of the x-ray and was used to localize foreign bodies in the head and neck area, including the orbital, laryngeal, and esophageal regions. Subsequently, x-rays were used to evaluate the air-filled paranasal sinuses, the pneumatized temporal bone, and the upper aerodigestive tract. Special views for evaluating these structures were developed by early investigators. As contrast agents were developed, a variety of invasive procedures were developed to assess the structures of the head and neck. CT and MR imaging were applied to the extracranial head and neck slightly later than the brain and spine; these modalities revolutionized head and neck radiology, finally allowing assessment of the deeper structures of this complex anatomic region.


Subject(s)
Forecasting , Head/diagnostic imaging , Head/pathology , Neck/diagnostic imaging , Neck/pathology , Neuroimaging/trends , Humans , Radiography
7.
AJNR Am J Neuroradiol ; 33(6): 999-1006, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22576888

ABSTRACT

Although radiography of the spine began shortly after Roentgen's discovery in 1895, there was little written in the medical literature about spine imaging until nearly 25 years later with the development of myelography, first by using air and then a variety of positive contrast agents. The history of spine imaging before CT and MR imaging is, in large part, a history of the development of contrast agents for intrathecal use. The advent of CT and, more important, MR imaging revolutionized spine imaging. The spinal cord and its surrounding structures could now be noninvasively visualized in great detail. In situations in which myelography is still necessary, advances in contrast agents have made the procedure less painful with fewer side effects. In this historical review, we will trace the evolution of spine imaging that has led to less invasive techniques for the evaluation of the spine and its contents and has resulted in more rapid, more specific diagnosis, therapy, and improved outcomes.


Subject(s)
Myelography/history , Neuroradiography/history , Spinal Diseases/diagnostic imaging , Spinal Diseases/history , History, 20th Century , History, 21st Century , Humans
8.
AJNR Am J Neuroradiol ; 33(3): 462-4, 2012 Mar.
Article in English | MEDLINE | ID: mdl-22116117

ABSTRACT

HNSCC that involves the skin is able to invade the dermal lymphatic system. Currently there is no way to identify patients with dermal lymphatic invasion preoperatively. The purpose of this study is to determine whether CT can predict dermal lymphatic invasion. Medical records, CT scans, and corresponding histopathologic slides were reviewed of HNSCC patients with skin resected as part of their treatment. Dermal lymphatic invasion was defined radiographically as linear reticulations of the dermis and subcutaneous fat adjacent to the tumor. Twelve patients were identified with imaging suggestive of dermal lymphatic invasion. The corresponding pathology slides showed only 1 of the 12 patients had dermal lymphatic invasion, whereas the other 11 specimens showed peritumoral inflammation without evidence of tumor invasion. This study demonstrates that the linear areas of reticulation are most commonly caused by peritumoral inflammation and are not due to dermal lymphatic invasion.


Subject(s)
Carcinoma, Squamous Cell/pathology , Head and Neck Neoplasms/pathology , Lymphoma/pathology , Skin Neoplasms/pathology , Tomography, X-Ray Computed/methods , Adult , Aged , Carcinoma, Squamous Cell/diagnostic imaging , Female , Head and Neck Neoplasms/diagnostic imaging , Humans , Lymphoma/diagnostic imaging , Male , Middle Aged , Neoplasm Invasiveness/diagnostic imaging , Neoplasm Invasiveness/pathology , Reproducibility of Results , Sensitivity and Specificity , Skin Neoplasms/diagnostic imaging
9.
AJNR Am J Neuroradiol ; 33(4): 586-94, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22194364

ABSTRACT

While anatomic imaging (CT and MR imaging) of HNC is focused on diagnosing and/or characterizing the disease, defining its local extent, and evaluating distant spread, accurate assessment of the biologic status of the cancer (cellularity, growth rate, response to nonsurgical chemoradiation therapy, and so forth) can be invaluable for prognostication, planning therapy, and follow-up of lesions after therapy. The combination of anatomic and biologic imaging techniques can thus provide a more comprehensive evaluation of the patient. The purpose of this work was to review the present and future clinical applications of advanced biologic imaging techniques in HNC evaluation and management. As part of the biologic imaging array, we discuss MR spectroscopy, diffusion and perfusion MR imaging, CTP, and FDG-PET scanning and conclude with exciting developments that hold promise in assessment of tumor hypoxia and neoangiogenesis.


Subject(s)
Biomarkers, Tumor/metabolism , Head and Neck Neoplasms/diagnosis , Head and Neck Neoplasms/metabolism , Molecular Imaging/methods , Neovascularization, Pathologic/diagnosis , Neovascularization, Pathologic/metabolism , Neuroimaging/methods , Humans
10.
AJNR Am J Neuroradiol ; 33(1): 5-11, 2012 Jan.
Article in English | MEDLINE | ID: mdl-22158930

ABSTRACT

The beginning of neuroradiology can be traced to the early 1900s with the use of skull radiographs. Ventriculography and pneumoencephalography were introduced in 1918 and 1919, respectively, and carotid angiography, in 1927. Technical advances were made in these procedures during the next 40 years that lead to improved diagnosis of intracranial pathology. Yet, they remained invasive procedures that were often uncomfortable and associated with significant morbidity. The introduction of CT in 1971 revolutionized neuroradiology. Ventriculography and pneumoencephalography were rendered obsolete. The imaging revolution continued with the advent of MR imaging in the early 1980s. Noninvasive angiographic techniques have curtailed the use of conventional angiography, and physiologic imaging gives us a window into the function of the brain. In this historical review, we will trace the origin and evolution of the advances that have led to the quicker, less invasive diagnosis and resulted in more rapid therapy and improved outcomes.


Subject(s)
Brain Diseases/diagnosis , Brain Diseases/history , Brain/diagnostic imaging , Neuroradiography/history , Radiology/history , History, 20th Century , History, 21st Century , Humans
11.
AJNR Am J Neuroradiol ; 32(8): 1373-4, 2011 Sep.
Article in English | MEDLINE | ID: mdl-21816914

ABSTRACT

Herceptin (trastuzumab) is a human monoclonal antibody that interferes with the HER2 receptor. It is currently the only FDA-approved therapeutic antibody for HER2-positive breast cancer. This article will present the mechanism at action as well as the clinical role at this monoclonal antibody.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Agents/therapeutic use , Breast Neoplasms/drug therapy , Female , Humans , Trastuzumab
12.
AJNR Am J Neuroradiol ; 32(6): 1002-3, 2011.
Article in English | MEDLINE | ID: mdl-21596817

ABSTRACT

Panitumumab (Vectibix), is a human monoclonal antibody EGFR antagonist indicated as a single agent for the treatment of metastatic colorectal carcinoma with disease progression on or following fluoropyrimidine, oxaliplatin, and irinotecan chemotherapy regimens. This article will present the mechanism of action as well as the clinical role for this monoclonal antibody.


Subject(s)
Antibodies, Monoclonal/adverse effects , Antibodies, Monoclonal/therapeutic use , Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/secondary , Antineoplastic Agents/adverse effects , Antineoplastic Agents/therapeutic use , Dose-Response Relationship, Drug , Humans , Panitumumab
13.
AJNR Am J Neuroradiol ; 32(4): 637-8, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21436340

ABSTRACT

Tositumomab and iodine I 131 tositumomab (Bexaar) therapeutic regimen targets monoclonal antibodies against the CD20 antigen expressed in non-Hodgkin lymphoma. This article reviews the mechanism of action and clinical indications for this regimen.


Subject(s)
Antibodies, Monoclonal/administration & dosage , Antineoplastic Agents/administration & dosage , Lymphoma, Non-Hodgkin/drug therapy , Lymphoma, Non-Hodgkin/radiotherapy , Radioimmunotherapy , Antibodies, Monoclonal/adverse effects , Antineoplastic Agents/adverse effects , Humans , Lymphoma, Non-Hodgkin/diagnostic imaging , Tomography, X-Ray Computed
14.
AJNR Am J Neuroradiol ; 32(7): 1158-64, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21030478

ABSTRACT

ITB pumps are widely used in the treatment of intractable spasticity for many clinical indications, including cerebral palsy and spinal cord injury. High-dose intrathecal administration places the patient at significant risk for withdrawal in the event of device malfunction, necessitating rapid and complete evaluation of the pump-catheter system. This article reviews the approach to imaging evaluation of ITB pump-catheter systems, with specific emphasis on radiography, fluoroscopy, CT, and nuclear scintigraphy.


Subject(s)
Baclofen/administration & dosage , Fluoroscopy/methods , Infusion Pumps, Implantable/standards , Muscle Spasticity , Radionuclide Imaging/methods , Humans , Injections, Spinal , Muscle Relaxants, Central/administration & dosage , Muscle Spasticity/diagnostic imaging , Muscle Spasticity/drug therapy , Tomography, X-Ray Computed/methods
15.
AJNR Am J Neuroradiol ; 31(9): 1588-90, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20688889

ABSTRACT

Natalizumab is a humanized IgG4κ monoclonal antibody that is a selective adhesion molecule inhibitor, which prevents adhesion of leukocytes to endothelial cells. It is the first monoclonal antibody approved by the FDA for the treatment of relapsing-remitting MS. This article will review the mechanism of action and clinical role of this agent.


Subject(s)
Antibodies, Monoclonal/administration & dosage , Antibodies, Monoclonal/immunology , Brain/immunology , Leukocytes/immunology , Multiple Sclerosis/drug therapy , Multiple Sclerosis/immunology , Animals , Antibodies, Monoclonal, Humanized , Brain/drug effects , Cell Adhesion/drug effects , Cell Adhesion/immunology , Cell Migration Inhibition/drug effects , Cell Migration Inhibition/immunology , Humans , Leukocytes/drug effects , Models, Immunological , Natalizumab
16.
AJNR Am J Neuroradiol ; 31(9): 1744-51, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20595363

ABSTRACT

BACKGROUND AND PURPOSE: Head and neck cancer can cause substantial morbidity and mortality. Our aim was to evaluate the potential usefulness of a computerized system for segmenting lesions in head and neck CT scans and for estimation of volume change of head and neck malignant tumors in response to treatment. MATERIALS AND METHODS: CT scans from a pretreatment examination and a post 1-cycle chemotherapy examination of 34 patients with 34 head and neck primary-site cancers were collected. The computerized system was developed in our laboratory. It performs 3D segmentation on the basis of a level-set model and uses as input an approximate bounding box for the lesion of interest. The 34 tumors included tongue, tonsil, vallecula, supraglottic, epiglottic, and hard palate carcinomas. As a reference standard, 1 radiologist outlined full 3D contours for each of the 34 primary tumors for both the pre- and posttreatment scans and a second radiologist verified the contours. RESULTS: The correlation between the automatic and manual estimates for both the pre- to post-treatment volume change and the percentage volume change for the 34 primary-site tumors was 0.95, with an average error of -2.4 ± 8.5% by automatic segmentation. There was no substantial difference and specific trend in the automatic segmentation accuracy for the different types of primary head and neck tumors, indicating that the computerized segmentation performs relatively robustly for this application. CONCLUSIONS: The tumor size change in response to treatment can be accurately estimated by the computerized segmentation system relative to radiologists' manual estimations for different types of head and neck tumors.


Subject(s)
Antineoplastic Agents/therapeutic use , Head and Neck Neoplasms/diagnostic imaging , Head and Neck Neoplasms/drug therapy , Imaging, Three-Dimensional/methods , Radiographic Image Interpretation, Computer-Assisted/methods , Tomography, X-Ray Computed/methods , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Prognosis , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome
17.
AJNR Am J Neuroradiol ; 31(8): 1383-4, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20538821

ABSTRACT

Temozolomide, an oral alkylating agent, is a commonly used medicine in the treatment of anaplastic astrocytoma and glioblastoma multiforme. This paper will present the mechanism of action as well as the clinical role for this chemotherapeutic drug.


Subject(s)
Antineoplastic Agents, Alkylating/administration & dosage , Astrocytoma/drug therapy , Brain Neoplasms/drug therapy , Dacarbazine/analogs & derivatives , Glioblastoma/drug therapy , Administration, Oral , Antineoplastic Agents, Alkylating/adverse effects , Antineoplastic Agents, Alkylating/economics , Dacarbazine/administration & dosage , Dacarbazine/adverse effects , Dacarbazine/economics , Drug Costs , Humans , Temozolomide
18.
AJNR Am J Neuroradiol ; 31(7): 1178-80, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20448016

ABSTRACT

Rituximab is a monoclonal antibody that was first approved by the FDA as an antineoplastic agent designed to treat B-cell malignancies. This article will review the mechanism of action and clinical role of this anti-B-cell agent.


Subject(s)
Antibodies, Monoclonal, Murine-Derived/therapeutic use , Antineoplastic Agents/therapeutic use , Brain Neoplasms/drug therapy , Lymphoma, B-Cell/drug therapy , Aged , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Brain Neoplasms/pathology , Female , Humans , Lymphoma, B-Cell/pathology , Rituximab
19.
AJNR Am J Neuroradiol ; 31(2): 235-6, 2010 Feb.
Article in English | MEDLINE | ID: mdl-20037132

ABSTRACT

Bevacizumab is a humanized monoclonal antibody that was the first FDA approved therapy designed to inhibit angiogenesis. This paper will review the mechanism of action and clinical role of this antiangiogenic agent.


Subject(s)
Angiogenesis Inhibitors/therapeutic use , Antibodies, Monoclonal/therapeutic use , Neoplasms/blood supply , Neoplasms/drug therapy , Neovascularization, Pathologic/drug therapy , Antibodies, Monoclonal, Humanized , Bevacizumab , Humans
20.
AJNR Am J Neuroradiol ; 31(4): 736-40, 2010 Apr.
Article in English | MEDLINE | ID: mdl-20007723

ABSTRACT

BACKGROUND AND PURPOSE: Does the K-means algorithm do a better job of differentiating benign and malignant neck pathologies compared to only mean ADC? The objective of our study was to analyze the differences between ADC partitions to evaluate whether the K-means technique can be of additional benefit to whole-lesion mean ADC alone in distinguishing benign and malignant neck pathologies. MATERIAL AND METHODS: MR imaging studies of 10 benign and 10 malignant proved neck pathologies were postprocessed on a PC by using in-house software developed in Matlab. Two neuroradiologists manually contoured the lesions, with the ADC values within each lesion clustered into 2 (low, ADC-ADC(L); high, ADC-ADC(H)) and 3 partitions (ADC(L); intermediate, ADC-ADC(I); ADC(H)) by using the K-means clustering algorithm. An unpaired 2-tailed Student t test was performed for all metrics to determine statistical differences in the means of the benign and malignant pathologies. RESULTS: A statistically significant difference between the mean ADC(L) clusters in benign and malignant pathologies was seen in the 3-cluster models of both readers (P = .03 and .022, respectively) and the 2-cluster model of reader 2 (P = .04), with the other metrics (ADC(H), ADC(I); whole-lesion mean ADC) not revealing any significant differences. ROC curves demonstrated the quantitative differences in mean ADC(H) and ADC(L) in both the 2- and 3-cluster models to be predictive of malignancy (2 clusters: P = .008, area under curve = 0.850; 3 clusters: P = .01, area under curve = 0.825). CONCLUSIONS: The K-means clustering algorithm that generates partitions of large datasets may provide a better characterization of neck pathologies and may be of additional benefit in distinguishing benign and malignant neck pathologies compared with whole-lesion mean ADC alone.


Subject(s)
Algorithms , Diffusion Magnetic Resonance Imaging/methods , Image Processing, Computer-Assisted/methods , Otorhinolaryngologic Diseases/diagnosis , Otorhinolaryngologic Neoplasms/diagnosis , Adult , Diagnosis, Differential , Female , Humans , Male , Middle Aged , ROC Curve , Sensitivity and Specificity , Software , Young Adult
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