当前位置： SCI文献检索 > ACADEMIC RADIOLOGY期刊下所有文献 > Optimizing the Peritumoral Region Size in Radiomics Analysis for Sentinel Lymph Node Status Prediction in Breast Cancer.

Optimizing the Peritumoral Region Size in Radiomics Analysis for Sentinel Lymph Node Status Prediction in Breast Cancer.

Abstract：

RATIONALE AND OBJECTIVES:Peritumoral features have been suggested to be useful in improving the prediction performance of radiomic models. The aim of this study is to systematically investigate the prediction performance improvement for sentinel lymph node (SLN) status in breast cancer from peritumoral features in radiomic analysis by exploring the effect of peritumoral region sizes. MATERIALS AND METHODS:This retrospective study was performed using dynamic contrast-enhanced MRI scans of 162 breast cancer patients. The effect of peritumoral features was evaluated in a radiomics pipeline for predicting SLN metastasis in breast cancer. Peritumoral regions were generated by dilating the tumor regions-of-interest (ROIs) manually annotated by two expert radiologists, with thicknesses of 2 mm, 4 mm, 6 mm, and 8 mm. The prediction models were established in the training set (∼67% of cases) using the radiomics pipeline with and without peritumoral features derived from different peritumoral thicknesses. The prediction performance was tested in an independent validation set (the remaining ∼33%). RESULTS:For this specific application, the accuracy in the validation set when using the two radiologists' ROIs could be both improved from 0.704 to 0.796 by incorporating peritumoral features. The choice of the peritumoral size could affect the level of improvement. CONCLUSION:This study systematically investigates the effect of peritumoral region sizes in radiomic analysis for prediction performance improvement. The choice of the peritumoral size is dependent on the ROI drawing and would affect the final prediction performance of radiomic models, suggesting that peritumoral features should be optimized in future radiomics studies.

journal_name

Acad Radiol

journal_title

Academic radiology

authors

Ding J,Chen S,Serrano Sosa M,Cattell R,Lei L,Sun J,Prasanna P,Liu C,Huang C

doi

10.1016/j.acra.2020.10.015

subject

Has Abstract

pub_date

2020-11-04 00:00:00

eissn

1076-6332

issn

1878-4046

pii

S1076-6332(20)30602-4

pub_type

杂志文章

相关文献

ACADEMIC RADIOLOGY文献大全
  • Effect of gravity on drug distribution after port-catheter implantation for hepatic arterial infusion chemotherapy: evaluation of the relationship between the injection posture and intrahepatic perfusion on fused images acquired with a combined SPECT/CT s

    abstract：RATIONALE AND OBJECTIVES:We evaluated the effect of gravity on intrahepatic perfusion (IHP) in patients with a port-catheter system (PCS) implanted for hepatic arterial infusion chemotherapy (HAIC). Using fused single photon-emission computed tomographic (SPECT)/computed tomographic (CT) images, we compared IHP after t...

    journal_title：Academic radiology

    pub_type： 临床试验,杂志文章

    doi：10.1016/j.acra.2008.12.004

    authors： Tamura Y,Ikeda O,Nakasone Y,Shiraishi S,Tomiguchi S,Yamashita Y,Takamori H,Baba H

    更新日期：2009-06-01 00:00:00

  • Bootstrap estimation of diagnostic accuracy with patient-clustered data.

    abstract：RATIONALE AND OBJECTIVES:The purpose of this study was to describe a simple bootstrap approach for estimating sensitivity, specificity, and the area under the receiver operating characteristic curve for multisite test outcome data. MATERIALS AND METHODS:The performance of bootstrap estimates was evaluated and compared...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(00)80381-5

    authors： Rutter CM

    更新日期：2000-06-01 00:00:00

  • Comparison of image acquisition and radiologist interpretation times in a diagnostic mammography center.

    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

    authors： Kuzmiak CM,Cole E,Zeng D,Kim E,Koomen M,Lee Y,Pavic D,Pisano ED

    更新日期：2010-09-01 00:00:00

  • Image artifacts on prostate diffusion-weighted magnetic resonance imaging: trade-offs at 1.5 Tesla and 3.0 Tesla.

    abstract：RATIONALE AND OBJECTIVES:To identify the presence and extent of artifacts in prostate diffusion-weighted magnetic resonance imaging (DW-MRI) and discuss tradeoffs between imaging at 1.5 T (1.5 T) and 3.0 T (3.0 T). In addition, we aim to provide quantitative estimates of signal-to-noise ratios (SNRs) at both field stre...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2013.04.005

    authors： Mazaheri Y,Vargas HA,Nyman G,Akin O,Hricak H

    更新日期：2013-08-01 00:00:00

  • Micro-CT imaging with a hepatocyte-selective contrast agent for detecting liver metastasis in living mice.

    abstract：RATIONALE AND OBJECTIVES:Micro-computed tomography (CT) is a important tool for longitudinal imaging of tumor development. The detection and monitoring of tumors in the liver in live animals using micro-CT is challenging. We evaluated the feasibility of high-resolution micro-CT enhanced with a hepatocyte-selective cont...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2008.03.021

    authors： Kim HW,Cai QY,Jun HY,Chon KS,Park SH,Byun SJ,Lee MS,Oh JM,Kim HS,Yoon KH

    更新日期：2008-10-01 00:00:00

  • Evaluation of clinical outcomes of antiangiogenic-targeted therapy in patients with pulmonary metastatic renal cell carcinoma using non-contrast-enhanced computed tomography.

    abstract：RATIONALE AND OBJECTIVES:The objective of this study was to assess whether changes to radiographic parameters before and after treatment with antiangiogenic drugs would improve performance in predicting tumor response with non-contrast-enhanced computed tomography (NCECT) compared to Response Evaluation Criteria in Sol...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2014.06.007

    authors： Wu GY,Suo ST,Kong W,Jin D,Zhang J,Xu JR

    更新日期：2014-11-01 00:00:00

  • Diagnosis of regional node metastases in lung cancer with computer-aided 3D measurement of the volume and CT-attenuation values of lymph nodes.

    abstract：RATIONALE AND OBJECTIVES:The aim of this study is to assess the usefulness of computer-aided three-dimensional (3D) measurement of volume and computed tomography (CT) attenuation values of nodes for diagnosing nodal metastases of lung cancer. MATERIALS AND METHODS:We measured three diameters, their ratios, volume, and...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2013.01.013

    authors： Takahashi Y,Takashima S,Hakucho T,Miyake C,Morimoto D,Jiang BH,Numasaki H,Tomita Y,Nakanishi K,Higashiyama M

    更新日期：2013-06-01 00:00:00

  • View box luminance measurements and their effect on reader performance.

    abstract：RATIONALE AND OBJECTIVES:The purpose of this study was to investigate the importance of view box luminance and viewing conditions on low-contrast detection by readers. MATERIALS AND METHODS:Radiographs of a mammographic contrast-detail phantom were examined on 632 view box panels. The luminance of these panels was obt...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/S1076-6332(99)80429-2

    authors： Rill LN,Huda W,Gkanatsios NA

    更新日期：1999-09-01 00:00:00

  • "Structure-Function Imaging of Lung Disease Using Ultrashort Echo Time MRI".

    abstract：RATIONALE AND OBJECTIVES:The purpose of this review is to acquaint the reader with recent advances in ultrashort echo time (UTE) magnetic resonance imaging (MRI) of the lung and its implications for pulmonary MRI when used in conjunction with functional MRI technique. MATERIALS AND METHODS:We provide an overview of re...

    journal_title：Academic radiology

    pub_type： 杂志文章,评审

    doi：10.1016/j.acra.2018.12.007

    authors： Torres L,Kammerman J,Hahn AD,Zha W,Nagle SK,Johnson K,Sandbo N,Meyer K,Schiebler M,Fain SB

    更新日期：2019-03-01 00:00:00

  • System for robotically assisted prostate biopsy and therapy with intraoperative CT guidance.

    abstract：RATIONALE AND OBJECTIVES:The purpose of this study was to assess the work-in-progress prototype of an image-guided, robotic system for accurate and consistent placement of transperineal needles into the prostate with intraoperative image guidance inside the gantry of a computed tomographic (CT) scanner. MATERIALS AND ...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(03)80297-0

    authors： Fichtinger G,DeWeese TL,Patriciu A,Tanacs A,Mazilu D,Anderson JH,Masamune K,Taylor RH,Stoianovici D

    更新日期：2002-01-01 00:00:00

  • Hybrid segmentation and virtual bronchoscopy based on CT images.

    abstract：RATIONALE AND OBJECTIVES:Introduction of combination of the segmentation tool SegoMeTex and the virtual endoscopy system VIVENDI to perform virtual endoscopic inspections of the human lung. This virtual bronchoscopy system enables visualization of the tracheobronchial tree down to seventh generation. Furthermore, the m...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2004.01.012

    authors： Mayer D,Bartz D,Fischer J,Ley S,del Río A,Thust S,Kauczor HU,Heussel CP

    更新日期：2004-05-01 00:00:00

  • Detection of age-dependent changes in healthy adult lungs with diffusion-weighted 3He MRI.

    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

    authors： Fain SB,Altes TA,Panth SR,Evans MD,Waters B,Mugler JP 3rd,Korosec FR,Grist TM,Silverman M,Salerno M,Owers-Bradley J

    更新日期：2005-11-01 00:00:00

  • Extent of myocardial collateralization: determination with three-dimensional elastic-subtraction spiral CT.

    abstract：RATIONALE AND OBJECTIVES:This study was undertaken to develop a standard that can be used to assess new high-resolution collateral zone imaging methods. MATERIALS AND METHODS:The authors performed ex vivo helical CT in seven pig hearts after microsphere studies of blood flow and coronary angiography. They compared the...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(97)80139-0

    authors： Pearlman JD,Laham RJ,Simons M,Gladstone S,Raptopoulos V

    更新日期：1997-10-01 00:00:00

  • Independent predictors of acute appendicitis on CT with pathologic correlation.

    abstract：RATIONALE AND OBJECTIVES:To assess computed tomographic (CT) signs that have been described in published studies for the diagnosis of appendicitis to identify independent findings that predict appendicitis. METHODS AND MATERIALS:A retrospective database search identified 67 patients with a CT scan of the abdomen/pelvi...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2008.02.009

    authors： Ives EP,Sung S,McCue P,Durrani H,Halpern EJ

    更新日期：2008-08-01 00:00:00

  • Radiology residency eCurriculum developed in-house: evaluation of benefits and weaknesses.

    abstract：RATIONALE AND OBJECTIVES:The purpose of this study was to evaluate residents' use of a radiology curriculum CD-ROM designed to provide ready access to the department's curricula, study materials, and Internet resources. MATERIALS AND METHODS:A survey questionnaire eliciting feedback about the usability and value of th...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(03)80085-5

    authors： Bartlett ES,Maley JE,Fajardo LL

    更新日期：2003-06-01 00:00:00

  • Evaluation of the effect of computer-aided classification of benign and malignant lesions on reader performance in automated three-dimensional breast ultrasound.

    abstract：RATIONALE AND OBJECTIVES:To investigate the effect of a newly developed computer-aided diagnosis (CAD) system on reader interpretation of breast lesions in automated three-dimensional (3D) breast ultrasound. MATERIALS AND METHODS:A CAD system was developed to differentiate malignant lesions from benign lesions includi...

    journal_title：Academic radiology

    pub_type： 杂志文章,多中心研究

    doi：10.1016/j.acra.2013.07.013

    authors： Tan T,Platel B,Twellmann T,van Schie G,Mus R,Grivegnée A,Mann RM,Karssemeijer N

    更新日期：2013-11-01 00:00:00

  • Semi-automatic segmentation software for quantitative clinical brain glioblastoma evaluation.

    abstract：RATIONALE AND OBJECTIVES:Quantitative measurement provides essential information about disease progression and treatment response in patients with glioblastoma multiforme (GBM). The goal of this article is to present and validate a software pipeline for semi-automatic GBM segmentation, called AFINITI (Assisted Follow-u...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2012.03.026

    authors： Zhu Y,Young GS,Xue Z,Huang RY,You H,Setayesh K,Hatabu H,Cao F,Wong ST

    更新日期：2012-08-01 00:00:00

  • Mesoscopic fluorescence tomography of a photosensitizer (HPPH) 3D biodistribution in skin cancer.

    abstract：RATIONALE AND OBJECTIVES:Photodynamic therapy (PDT) is a promising strategy for treating cancer. PDT involves three components: a photosensitizer (PS) drug, a specific wavelength of drug-activating light, and oxygen. A challenge in PDT is the unknown biodistribution of the PS in the target tissue. In this preliminary s...

    journal_title：Academic radiology

    pub_type： 杂志文章,评审

    doi：10.1016/j.acra.2013.11.009

    authors： Ozturk MS,Rohrbach D,Sunar U,Intes X

    更新日期：2014-02-01 00:00:00

  • Utility of apparent diffusion coefficient ratios in distinguishing common pediatric cerebellar tumors.

    abstract：RATIONALE AND OBJECTIVES:The aim of this study was to identify clinically useful tumor/normal brain apparent diffusion coefficient (ADC) ratios for distinguishing common pediatric cerebellar tumors. MATERIALS AND METHODS:Review of medical records revealed 79 patients with cerebellar tumors who underwent preoperative m...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2012.03.004

    authors： Gimi B,Cederberg K,Derinkuyu B,Gargan L,Koral KM,Bowers DC,Koral K

    更新日期：2012-07-01 00:00:00

  • Correction of helical CT attenuation values with wide beam collimation: in vitro test with urinary calculi.

    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

    authors： Williams JC Jr,Saw KC,Monga AG,Chua GT,Lingeman JE,McAteer JA

    更新日期：2001-06-01 00:00:00

  • Information content and clarity of radiologists' reports for chest radiography.

    abstract：RATIONALE AND OBJECTIVES:We systematically characterized the information provided by chest radiography reports on a nationally representative sample of 822 elderly patients hospitalized in 297 acute-care hospitals in five states who had an admission diagnosis of congestive heart failure, acute myocardial infarction, or...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(96)80407-7

    authors： Sobel JL,Pearson ML,Gross K,Desmond KA,Harrison ER,Rubenstein LV,Rogers WH,Kahn KL

    更新日期：1996-09-01 00:00:00

  • Reproducibility of mRECIST in Measurement and Response Assessment for Hepatocellular Carcinoma Treated by Transarterial Chemoembolization.

    abstract：RATIONALE AND OBJECTIVES:To evaluate the reproducibility of Modified Response Evaluation Criteria in Solid Tumors (mRECIST) for hepatocellular carcinoma (HCC) after transarterial chemoembolization (TACE) using multiphasic computed tomography. MATERIALS AND METHODS:The institutional review board approved this retrospec...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2018.02.013

    authors： Choi MH,Park GE,Oh SN,Park MY,Rha SE,Lee YJ,Jung SE,Choi JI

    更新日期：2018-11-01 00:00:00

  • The effects of magnetically labeled rat spleen-originated endothelial progenitor cells on growth of glioma in vivo an experimental study.

    abstract：RATIONALE AND OBJECTIVES:The aim of this study was to investigate the effects of exogenous endothelial progenitor cells (EPCs) on the growth and invasiveness of glioma in vivo to provide an experimental basis for the value and safety of using magnetically labeled EPCs as target vectors to detect early infiltration of g...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2011.02.017

    authors： Fang J,Wang S,Chen J,Zhang Y,Zhang B,Liang H,Zhang W

    更新日期：2011-07-01 00:00:00

  • Oxygen-Challenge Blood Oxygen Level-Dependent Magnetic Resonance Imaging for Evaluation of Early Change of Hepatocellular Carcinoma to Chemoembolization: A Feasibility Study.

    abstract：RATIONALE AND OBJECTIVES:To investigate the feasibility of oxygen-challenge blood oxygen level-dependent (BOLD) magnetic resonance imaging (MRI) at 3T for evaluating the early change of blood oxygenation before and after transcatheter arterial embolization (TACE) in patients with hepatocellular carcinoma (HCC). MATERI...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2020.06.021

    authors： Li B,Xu A,Huang Y,Peng L,Xiang K,Li Q,Tang D,You H,Tan F,Wang N

    更新日期：2020-07-31 00:00:00

  • Optimal ECG trigger point in electron-beam CT studies: three methods for minimizing motion artifacts.

    abstract：RATIONALE AND OBJECTIVES:The authors hypothesized that electrocardiographic triggering near end systole could minimize motion artifacts in electron-beam computed tomography (CT) of the coronary artery. MATERIALS AND METHODS:The study included 2,660 patients who underwent coronary artery calcium scanning with electron-...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/S1076-6332(03)80722-5

    authors： Mao S,Budoff MJ,Bin L,Liu SC

    更新日期：2001-11-01 00:00:00

  • Corona Virus International Public Health Emergencies: Implications for Radiology Management.

    abstract：:The outbreak of 2019 novel coronavirus (2019-nCoV) pneumonia was reported in Wuhan, Hubei Province, China in December 2019 and has spread internationally. This article discusses how radiology departments can most effectively respond to this public health emergency. ...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2020.02.003

    authors： Zhang HW,Yu J,Xu HJ,Lei Y,Pu ZH,Dai WC,Lin F,Wang YL,Wu XL,Liu LH,Li M,Mo YQ,Zhang H,Luo SP,Chen H,Lyu GW,Zhou ZG,Liu WM,Liu XL,Song HY,Chen FZ,Zeng L,Zhong H,Guo TT,Hu YQ,Yang XX,Liu PN,Li DF

    更新日期：2020-04-01 00:00:00

  • Diagnostic accuracy using diffusion tensor imaging in the diagnosis of ALS: a meta-analysis.

    abstract：RATIONALE AND OBJECTIVES:A number of studies have reported decreases in fractional anistropy (FA) in amyotrophic lateral sclerosis using diffusion tensor imaging (DTI). The purpose of this study was to perform a meta-analysis in order to estimate the diagnostic test accuracy measures of DTI for the diagnosis of amyotro...

    journal_title：Academic radiology

    pub_type： 杂志文章,meta分析

    doi：10.1016/j.acra.2012.04.012

    authors： Foerster BR,Dwamena BA,Petrou M,Carlos RC,Callaghan BC,Pomper MG

    更新日期：2012-09-01 00:00:00

  • Automatic Breast and Fibroglandular Tissue Segmentation in Breast MRI Using Deep Learning by a Fully-Convolutional Residual Neural Network U-Net.

    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

    authors： Zhang Y,Chen JH,Chang KT,Park VY,Kim MJ,Chan S,Chang P,Chow D,Luk A,Kwong T,Su MY

    更新日期：2019-11-01 00:00:00

  • Imaging Volume Trends and Recovery During the COVID-19 Pandemic: A Comparative Analysis Between a Large Urban Academic Hospital and Its Affiliated Imaging Centers.

    abstract：RATIONALE AND OBJECTIVES:While affiliated imaging centers play an important role in healthcare systems, little is known of how their operations are impacted by the COVID-19 pandemic. Our goal was to investigate imaging volume trends during the pandemic at our large academic hospital compared to the affiliated imaging c...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/j.acra.2020.08.008

    authors： Lang M,Yeung T,Mendoza DP,Flores EJ,Som A,Lang AL,Pianykh OS,Lee SI,Saini S,Little BP,Succi MD

    更新日期：2020-10-01 00:00:00

  • Robotically assisted nerve and facet blocks: a cadaveric study.

    abstract：RATIONALE AND OBJECTIVES:This study was performed to evaluate the feasibility of using a joystick-controlled robotic needle driver to place a 22-gauge needle for nerve and facet blocks. MATERIALS AND METHODS:Biplane fluoroscopy and a robotic needle driver were used to place 12 needles into the lumbar paraspinal region...

    journal_title：Academic radiology

    pub_type： 杂志文章

    doi：10.1016/s1076-6332(03)80356-2

    authors： Cleary K,Stoianovici D,Patriciu A,Mazilu D,Lindisch D,Watson V

    更新日期：2002-07-01 00:00:00