Literature DB >> 29364284

Guidelines and Experience Using Imaging Biomarker Explorer (IBEX) for Radiomics.

Rachel B Ger1, Carlos E Cardenas1, Brian M Anderson1, Jinzhong Yang1, Dennis S Mackin2, Lifei Zhang2, Laurence E Court3.   

Abstract

Imaging Biomarker Explorer (IBEX) is an open-source tool for medical imaging radiomics work. The purpose of this paper is to describe how to use IBEX's graphical user interface (GUI) and to demonstrate how IBEX calculated features have been used in clinical studies. IBEX allows for the import of DICOM images with DICOM radiation therapy structure files or Pinnacle files. Once the images are imported, IBEX has tools within the Data Selection GUI to manipulate the viewing of the images, measure voxel values and distances, and create and edit contours. IBEX comes with 27 preprocessing and 132 feature choices to design feature sets. Each preprocessing and feature category has parameters that can be altered. The output from IBEX is a spreadsheet that contains: 1) each feature from the feature set calculated for each contour in a data set, 2) image information about each contour in a data set, and 3) a summary of the preprocessing and features used with their selected parameters. Features calculated from IBEX have been used in studies to test the variability of features under different imaging conditions and in survival models to improve current clinical models.

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Year:  2018        PMID: 29364284      PMCID: PMC5908445          DOI: 10.3791/57132

Source DB:  PubMed          Journal:  J Vis Exp        ISSN: 1940-087X            Impact factor:   1.355


  17 in total

1.  IBEX: an open infrastructure software platform to facilitate collaborative work in radiomics.

Authors:  Lifei Zhang; David V Fried; Xenia J Fave; Luke A Hunter; Jinzhong Yang; Laurence E Court
Journal:  Med Phys       Date:  2015-03       Impact factor: 4.071

2.  NSCLC tumor shrinkage prediction using quantitative image features.

Authors:  Luke A Hunter; Yi Pei Chen; Lifei Zhang; Jason E Matney; Haesun Choi; Stephen F Kry; Mary K Martel; Francesco Stingo; Zhongxing Liao; Daniel Gomez; Jinzhong Yang; Laurence E Court
Journal:  Comput Med Imaging Graph       Date:  2015-11-28       Impact factor: 4.790

3.  Potential Use of (18)F-fluorodeoxyglucose Positron Emission Tomography-Based Quantitative Imaging Features for Guiding Dose Escalation in Stage III Non-Small Cell Lung Cancer.

Authors:  David V Fried; Osama Mawlawi; Lifei Zhang; Xenia Fave; Shouhao Zhou; Geoffrey Ibbott; Zhongxing Liao; Laurence E Court
Journal:  Int J Radiat Oncol Biol Phys       Date:  2015-10-30       Impact factor: 7.038

Review 4.  Radiomics: extracting more information from medical images using advanced feature analysis.

Authors:  Philippe Lambin; Emmanuel Rios-Velazquez; Ralph Leijenaar; Sara Carvalho; Ruud G P M van Stiphout; Patrick Granton; Catharina M L Zegers; Robert Gillies; Ronald Boellard; André Dekker; Hugo J W L Aerts
Journal:  Eur J Cancer       Date:  2012-01-16       Impact factor: 9.162

5.  High quality machine-robust image features: identification in nonsmall cell lung cancer computed tomography images.

Authors:  Luke A Hunter; Shane Krafft; Francesco Stingo; Haesun Choi; Mary K Martel; Stephen F Kry; Laurence E Court
Journal:  Med Phys       Date:  2013-12       Impact factor: 4.071

6.  Uncertainty analysis of quantitative imaging features extracted from contrast-enhanced CT in lung tumors.

Authors:  Jinzhong Yang; Lifei Zhang; Xenia J Fave; David V Fried; Francesco C Stingo; Chaan S Ng; Laurence E Court
Journal:  Comput Med Imaging Graph       Date:  2015-12-14       Impact factor: 4.790

7.  Prediction of hemorrhagic transformation in acute ischemic stroke using texture analysis of postcontrast T1-weighted MR images.

Authors:  Andrea Kassner; Fang Liu; Rebecca E Thornhill; George Tomlinson; David J Mikulis
Journal:  J Magn Reson Imaging       Date:  2009-11       Impact factor: 4.813

8.  The Incremental Value of Subjective and Quantitative Assessment of 18F-FDG PET for the Prediction of Pathologic Complete Response to Preoperative Chemoradiotherapy in Esophageal Cancer.

Authors:  Peter S N van Rossum; David V Fried; Lifei Zhang; Wayne L Hofstetter; Marco van Vulpen; Gert J Meijer; Laurence E Court; Steven H Lin
Journal:  J Nucl Med       Date:  2016-01-21       Impact factor: 10.057

9.  Delta-radiomics features for the prediction of patient outcomes in non-small cell lung cancer.

Authors:  Xenia Fave; Lifei Zhang; Jinzhong Yang; Dennis Mackin; Peter Balter; Daniel Gomez; David Followill; Aaron Kyle Jones; Francesco Stingo; Zhongxing Liao; Radhe Mohan; Laurence Court
Journal:  Sci Rep       Date:  2017-04-03       Impact factor: 4.379

10.  Quantitative imaging to evaluate malignant potential of IPMNs.

Authors:  Alexander N Hanania; Leonidas E Bantis; Ziding Feng; Huamin Wang; Eric P Tamm; Matthew H Katz; Anirban Maitra; Eugene J Koay
Journal:  Oncotarget       Date:  2016-12-27
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  10 in total

1.  CT radiomics may predict the grade of pancreatic neuroendocrine tumors: a multicenter study.

Authors:  Dongsheng Gu; Yabin Hu; Hui Ding; Jingwei Wei; Ke Chen; Hao Liu; Mengsu Zeng; Jie Tian
Journal:  Eur Radiol       Date:  2019-06-21       Impact factor: 5.315

2.  Practical guidelines for handling head and neck computed tomography artifacts for quantitative image analysis.

Authors:  Rachel B Ger; Daniel F Craft; Dennis S Mackin; Shouhao Zhou; Rick R Layman; A Kyle Jones; Hesham Elhalawani; Clifton D Fuller; Rebecca M Howell; Heng Li; R Jason Stafford; Laurence E Court
Journal:  Comput Med Imaging Graph       Date:  2018-09-15       Impact factor: 4.790

Review 3.  Radiomics in Breast Imaging from Techniques to Clinical Applications: A Review.

Authors:  Seung Hak Lee; Hyunjin Park; Eun Sook Ko
Journal:  Korean J Radiol       Date:  2020-07       Impact factor: 3.500

4.  Comprehensive Investigation on Controlling for CT Imaging Variabilities in Radiomics Studies.

Authors:  Rachel B Ger; Shouhao Zhou; Pai-Chun Melinda Chi; Hannah J Lee; Rick R Layman; A Kyle Jones; David L Goff; Clifton D Fuller; Rebecca M Howell; Heng Li; R Jason Stafford; Laurence E Court; Dennis S Mackin
Journal:  Sci Rep       Date:  2018-08-29       Impact factor: 4.379

5.  Effects of alterations in positron emission tomography imaging parameters on radiomics features.

Authors:  Rachel B Ger; Joseph G Meier; Raymond B Pahlka; Skylar Gay; Raymond Mumme; Clifton D Fuller; Heng Li; Rebecca M Howell; Rick R Layman; R Jason Stafford; Shouhao Zhou; Osama Mawlawi; Laurence E Court
Journal:  PLoS One       Date:  2019-09-05       Impact factor: 3.240

6.  Radiomics features of the primary tumor fail to improve prediction of overall survival in large cohorts of CT- and PET-imaged head and neck cancer patients.

Authors:  Rachel B Ger; Shouhao Zhou; Baher Elgohari; Hesham Elhalawani; Dennis M Mackin; Joseph G Meier; Callistus M Nguyen; Brian M Anderson; Casey Gay; Jing Ning; Clifton D Fuller; Heng Li; Rebecca M Howell; Rick R Layman; Osama Mawlawi; R Jason Stafford; Hugo Aerts; Laurence E Court
Journal:  PLoS One       Date:  2019-09-19       Impact factor: 3.240

7.  Technical Note: Proof of concept for radiomics-based quality assurance for computed tomography.

Authors:  Luciano R F Branco; Rachel B Ger; Dennis S Mackin; Shouhao Zhou; Laurence E Court; Rick R Layman
Journal:  J Appl Clin Med Phys       Date:  2019-10-14       Impact factor: 2.102

Review 8.  Radiomics and Digital Image Texture Analysis in Oncology (Review).

Authors:  A A Litvin; D A Burkin; A A Kropinov; F N Paramzin
Journal:  Sovrem Tekhnologii Med       Date:  2021-01-01

9.  Reproducibility and Repeatability of CBCT-Derived Radiomics Features.

Authors:  Hao Wang; Yongkang Zhou; Xiao Wang; Yin Zhang; Chi Ma; Bo Liu; Qing Kong; Ning Yue; Zhiyong Xu; Ke Nie
Journal:  Front Oncol       Date:  2021-11-17       Impact factor: 6.244

10.  Radiomics Prediction of EGFR Status in Lung Cancer-Our Experience in Using Multiple Feature Extractors and The Cancer Imaging Archive Data.

Authors:  Lin Lu; Shawn H Sun; Hao Yang; Linning E; Pingzhen Guo; Lawrence H Schwartz; Binsheng Zhao
Journal:  Tomography       Date:  2020-06
  10 in total

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