Abstract:
RATIONALE AND OBJECTIVES:To evaluate the value of texture analysis on preoperative magnetic resonance imaging (MRI) for identifying nonfunctional pancreatic neuroendocrine neoplasms (NF-PNENs) and solid pseudopapillary neoplasms (SPNs). MATERIALS AND METHODS:This retrospective study included 119 patients who underwent MRI, including T2-weighted imaging with fat-suppression, diffusion-weighted imaging (DWI), apparent diffusion coefficient, precontrast T1-weighted imaging with fat-suppression (T1WI+fs), and dynamic contrast-enhanced (DCE)-T1WI+fs. Raw data analysis, principal component analysis, linear discriminant analysis, and nonlinear discriminant analysis (NDA) were used to classify NF-PNENs and SPNs. The results are reported as misclassification rates. The images were simultaneously evaluated by an experienced senior radiologist without knowledge of the pathological results. The misclassification rate of the radiologist was compared to the MaZda (texture analysis software) results. Neural network classifier testing was used for validation. In addition, 30 textures for each MRI sequence were investigated. RESULTS:The misclassification rate of NDA was lower than that of other analyses. In NDA, DWI obtained the lowest value of 7.92%, but there was no significant difference among the sequences. The misclassification rate of the radiologist (34.65%) was significantly higher than that of NDA for all sequences. The validation results were good in the arterial phase and delayed phase. In the training set, entropy and sum entropy were optimal texture features on DWI and precontrast T1WI+fs, while the mean and percentile seemed to be the more discriminative features on DCE-T1WI+fs. CONCLUSION:Texture analysis can sensitively distinguish between NF-PNENs and SPNs on MRI, and percentile and mean of DCE-T1WI+fs images were informative for differentiation of neoplasms.
journal_name
Acad Radioljournal_title
Academic radiologyauthors
Li X,Zhu H,Qian X,Chen N,Lin Xdoi
10.1016/j.acra.2019.07.012subject
Has Abstractpub_date
2020-06-01 00:00:00pages
815-823issue
6eissn
1076-6332issn
1878-4046pii
S1076-6332(19)30361-7journal_volume
27pub_type
杂志文章abstract::The authors describe the establishment of a radiology residency research track at their institution. Based on growing biomedical technology needs and the tremendous increase in imaging-based research, the importance of training and cultivating future clinical investigators continues to grow. Within the framework of a ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2012.08.011
更新日期:2013-02-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Electronic learning (e-learning) may provide a means to enhance learning efficacy. However, introduction of e-learning often fails. We describe a strategy of how an e-learning curriculum was successfully implemented. MATERIALS AND METHODS:The curriculum was designed based on published evidence...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2005.12.006
更新日期:2006-03-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Intravenous thrombolysis decision-making and obtaining of consent would be assisted by an individualized risk-benefit ratio. Deep learning (DL) models may be able to assist with this patient selection. MATERIALS AND METHODS:Clinical data regarding consecutive patients who received intravenous ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2019.03.015
更新日期:2020-02-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The aim of the present study was to examine the usefulness and record the complications of preoperative lipiodol marking using computed tomographic (CT) fluoroscopy for the intraoperative localization of 107 pulmonary nodules. METHODS:Lipiodol marking was performed under CT fluoroscopic guidan...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2008.07.012
更新日期:2009-01-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The objective of our study was to determine if the T1-weighted magnetic resonance imaging (MRI) features associated with diabetic pedal osteomyelitis are present in histopathologically proven cases of non-pedal osteomyelitis. MATERIALS AND METHODS:Seventy-five patients with a histopathological...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2012.07.015
更新日期:2013-01-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:To investigate the relationship between apparent diffusion coefficient (ADC) values and the Ki-67 staining index (Ki-67 SI), a tumor proliferation marker, in prostate cancer (PCa). MATERIALS AND METHODS:Forty-three patients with PCa and thirty-six patients with benign prostatic hyperplasia (BP...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2013.09.007
更新日期:2013-12-01 00:00:00
abstract::Radiology articles are primarily designed to be read on paper or a screen. Audio versions let users hear this material during activities when reading is not practical. Currently, there are relatively few radiology materials in audio format. However, inexpensive text-to-speech software can easily produce spoken-word ve...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2010.06.020
更新日期:2010-12-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The aim of this study was to investigate the potential of magnetic resonance imaging (MRI) T1 mapping and T1 relaxation time in the rotating frame (T1rho) for assessment of renal fibrosis in a rat model of unilateral ureteral obstruction (UUO). MATERIALS AND METHODS:UUO was created in 36 rats....
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2018.03.023
更新日期:2019-01-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The aim of this study was to prospectively examine the impact of a tablet-based curriculum on the radiology resident educational experience. MATERIALS AND METHODS:A comprehensive tablet-based curriculum was developed by creating subspecialty modules with appropriate content level for each requ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2018.05.018
更新日期:2018-12-01 00:00:00
abstract::The role of positron emission tomography (PET) during the past decade has evolved rapidly from that of a pure research tool to a methodology of enormous clinical potential. (18)F-fluorodeoxyglucose (FDG)-PET is currently the most widely used probe in the diagnosis, staging, assessment of tumor response to treatment, a...
journal_title:Academic radiology
pub_type: 杂志文章,评审
doi:10.1016/j.acra.2009.02.014
更新日期:2009-09-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Breast segmentation using the U-net architecture was implemented and tested in independent validation datasets to quantify fibroglandular tissue volume in breast MRI. MATERIALS AND METHODS:Two datasets were used. The training set was MRI of 286 patients with unilateral breast cancer. The segme...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2019.01.012
更新日期:2019-11-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The purpose of this study was to examine the effects of placing a metal stent across a bronchial orifice. MATERIALS AND METHODS:Nine pigs were used as test subjects, because the right upper lobe bronchus comes directly off the trachea in these animals. One of three types of metal stents was pl...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/s1076-6332(99)80253-0
更新日期:1999-10-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:To evaluate the ability of dynamic contrast-enhanced magnetic resonance imaging (MRI) to differentiate several tumor entities of the parotid gland in a prospective clinical trial. MATERIALS AND METHODS:A total of 112 patients with parotid tumors were examined with dynamic contrast-enhanced 1.5...
journal_title:Academic radiology
pub_type: 临床试验,杂志文章
doi:10.1016/j.acra.2007.03.004
更新日期:2007-06-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Dimeric nonionic iodinated contrast has a lower osmolality than monomeric nonionic iodinated contrast but is available at lower iodine concentrations. Less dilution of intravascular fluid by influx from the extravascular space is proposed to occur with decreasing osmolality. The purpose of this...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2005.01.015
更新日期:2005-05-01 00:00:00
abstract::Health services research is a field of research that crosses many disciplines. It represents a novel way to address the Accreditation Council for Graduate Medical Education requirements for scholarly activity of residents and faculty in academic radiology departments. In addition to meeting training requirements, it o...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2013.05.007
更新日期:2013-09-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The Liver Imaging Reporting and Data System (LI-RADS) is a newly developed nomogram for standardizing the performance and interpretation of liver imaging. However, it is unclear which imaging technique is optimal to exactly define LI-RADS scale. This study aims to determine the concordance of c...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2015.11.002
更新日期:2016-03-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The authors studied the role of the endothelium and associated endothelial pathways in contrast material-induced renal vasoconstriction. MATERIALS AND METHODS:Isometric contractions in human and rabbit renal artery rings with intact and denuded endothelium were stimulated with phenylephrine an...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/s1076-6332(97)80254-1
更新日期:1997-12-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Abdominal radiologists actively participated and provided subspecialty radiologic expertise in a multidisciplinary gastrointestinal cancer clinic that served a tertiary referral center. The purpose of this study was to evaluate the feasibility and nonradiologists' opinions of this new approach ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/s1076-6332(98)80564-3
更新日期:1998-10-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:To investigate a multimodality computer-aided diagnosis (CAD) scheme that combines image information from full-field digital mammography (FFDM) and dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) for computerized breast cancer classification. MATERIALS AND METHODS:From a retrosp...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2010.04.015
更新日期:2010-09-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Our goal was to develop and evaluate software to support a computer assisted mammography feedback program (CAMFP) to be used for continuing medical education (CME). MATERIALS AND METHODS:Thirty-five radiologists from our region signed consent to participate in an institutional review board-app...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2007.05.018
更新日期:2007-09-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:To evaluate a new approach to establish compliance of segmentation tools with the computed tomography volumetry profile of the Quantitative Imaging Biomarker Alliance (QIBA); and determine the statistical exchangeability between real and simulated lesions through an international challenge. MA...
journal_title:Academic radiology
pub_type: 杂志文章,多中心研究
doi:10.1016/j.acra.2018.07.022
更新日期:2019-07-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Early loss of a sensory modality has been associated with cortical reorganization in both animal models and humans. The purpose of this study was to map visual activation with functional magnetic resonance (MR) imaging and to document possible developmental reorganization in the temporal lobe c...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/S1076-6332(03)80684-0
更新日期:2001-07-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Urinary calculi are now commonly detected with helical computed tomography (CT), and it has been proposed that stone composition can be determined from CT attenuation values. However, typical scans are made with a beam collimation of 5 mm or more, resulting in volume averaging and reduction in ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/S1076-6332(03)80619-0
更新日期:2001-06-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Computed tomography (CT) airways measurements can be used as surrogates to spirometric measurements for assessing bronchodilation in a particular patient with chronic obstructive pulmonary disease. Although spirometric measurements show variations within the opening hours of a hospital departme...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2018.02.024
更新日期:2018-12-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Pathogenic mutations in some genes elevate women's breast cancer risk, necessitating risk-reduction strategies. Unfortunately, women are underscreened for cancer risk, and when identified as potentially high risk, women seldom pursue genetic counseling or testing. To improve cancer risk managem...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2020.12.005
更新日期:2020-12-15 00:00:00
abstract:RATIONALE AND OBJECTIVES:We investigated a computer-aided detection (CAD) scheme for clustered microcalcifications in digitized mammograms. METHODS:A multistage CAD scheme was developed and tested. To increase sensitivity, the scheme uses a Gaussian band-pass filter and nonlinear threshold. A multistage local minimum ...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/s1076-6332(05)80431-3
更新日期:1995-08-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:To investigate changes in lung microstructure in healthy adult subjects with no smoking history using diffusion-weighted 3He MRI. MATERIALS AND METHODS:Diffusion magnetic resonance imaging using hyperpolarized helium 3 (3He) was applied to healthy volunteers to explore the dependence of lung m...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2005.08.005
更新日期:2005-11-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The purpose of this study was to determine the acquisition and interpretation times of screen-film mammography and soft-copy digital mammography in a diagnostic mammography center. MATERIALS AND METHODS:The study was conducted in three phases for patients presenting for clinical diagnostic wor...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2010.04.018
更新日期:2010-09-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:The aim of this study was to compare the diagnostic accuracy of 64-slice computed tomographic coronary angiography (CTCA) in groups of patients with low, intermediate, and high risk for coronary artery disease (CAD) events. MATERIALS AND METHODS:The institutional review board approved this stu...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/j.acra.2007.12.008
更新日期:2008-04-01 00:00:00
abstract:RATIONALE AND OBJECTIVES:Manganese is a well-known liver-specific agent used in magnetic resonance imaging. For this purpose, manganese is now administered intravenously. In theory it should be possible to increase the gastrointestinal uptake of manganese through the use of nutritional products as promoters. Such an ag...
journal_title:Academic radiology
pub_type: 杂志文章
doi:10.1016/s1076-6332(03)00571-3
更新日期:2004-01-01 00:00:00