Abstract
Radiomic features extracted from diverse MRI modalities have been investigated regarding their predictive and/or prognostic value in a variety of cancers. With the aid of a 3D realistic digital MRI phantom of the brain, the aim of this study was to examine the impact of pulse sequence parameter selection on MRI-based textural parameters of the brain. MR images of the employed digital phantom were realized with SimuBloch, a simulation package made for fast generation of image sequences based on the Bloch equations. Pulse sequences being investigated consisted of spin echo (SE), gradient echo (GRE), spoiled gradient echo (SP-GRE), inversion recovery spin echo (IR-SE), and inversion recovery gradient echo (IR-GRE). Twenty-nine radiomic textural features related, respectively, to gray-level intensity histograms (GLIH), cooccurrence matrices (GLCOM), zone size matrices (GLZSM), and neighborhood difference matrices (GLNDM) were evaluated for the obtained MR realizations, and differences were identified. It was found that radiomic features vary considerably among images generated by the five different T1-weighted pulse sequences, and the deviations from those measured on the T1 map vary among features, from a few percent to over 100%....Continue Reading
References
Dec 20, 2003·Magnetic Resonance Imaging·S Herlidou-MêmeJ D de Certaines
Feb 20, 2004·Magnetic Resonance Imaging·G CollewetF Mariette
Apr 9, 2004·Medical Physics·Daniel JirákMilan Hájek
Nov 24, 2004·Clinical Radiology·G CastellanoF Cendes
Jun 23, 2005·Journal of Magnetic Resonance Imaging : JMRI·Hanzhang LuPeter C M van Zijl
May 29, 2009·Medical Physics·Marius E MayerhoeferSiegfried Trattnig
Oct 20, 2010·Biomedical Engineering Online·Sami J SavioHannu J Eskola
Oct 8, 2011·Medical Physics·Shelley A WaughAlastair M Thompson
Jul 24, 2012·Radiology·C Carl Jaffe
Aug 18, 2012·Magnetic Resonance Imaging·Virendra KumarRobert J Gillies
Sep 28, 2012·IEEE Transactions on Medical Imaging·Tristan GlatardDenis Friboulet
Jan 24, 2013·European Journal of Nuclear Medicine and Molecular Imaging·Fei YangPerry W Grigsby
Jul 9, 2013·Academic Radiology·Zhengxing ShiHongbing Lu
Jul 24, 2014·The British Journal of Radiology·S AlobaidliA Nisbet
Sep 27, 2014·AJNR. American Journal of Neuroradiology·M DangJ C Dort
Oct 6, 2014·Medical Physics·Patrik BrynolfssonThomas Asklund
Nov 22, 2014·AJR. American Journal of Roentgenology·Andrea S KieransHersh Chandarana
Mar 15, 2015·Physics in Medicine and Biology·A VignatiD Regge
May 10, 2015·Clinical Imaging·Xin ChenXinqing Jiang
May 21, 2015·European Radiology·Andreas WibmerHebert Alberto Vargas
Jun 13, 2015·European Radiology·S A WaughA M Thompson
Jun 30, 2015·Physics in Medicine and Biology·M VallièresI El Naqa
Jul 2, 2015·Medical Physics·F YangE Ford
Jul 29, 2015·Biomedical Engineering Online·Xiaofei SunDefeng Wang
Oct 1, 2015·RöFo : Fortschritte auf dem Gebiete der Röntgenstrahlen und der Nuklearmedizin·J Fruehwald-PallamarM E Mayerhoefer
Nov 19, 2015·Radiology·Robert J GilliesHedvig Hricak
Dec 20, 2015·Academic Radiology·Akash P KansagraSayed Ali
Apr 24, 2017·Radiotherapy and Oncology : Journal of the European Society for Therapeutic Radiology and Oncology·Perry B JohnsonFei Yang
Jun 13, 2018·Physica Medica : PM : an International Journal Devoted to the Applications of Physics to Medicine and Biology : Official Journal of the Italian Association of Biomedical Physics (AIFB)·Fei YangJohn Chetley Ford
May 1, 2016·International Journal of Gynecological Cancer : Official Journal of the International Gynecological Cancer Society·Fei YangPerry Grigsby
Citations
Apr 14, 2019·Journal of Magnetic Resonance Imaging : JMRI·Amandine CrombéMichèle Kind
Aug 31, 2019·Acta Radiologica·Yaoyao HeZilong Yuan
Dec 5, 2019·AJR. American Journal of Roentgenology·Cameron HassaniVinay Duddalwar
Apr 25, 2020·Medical Physics·Garrett SimpsonFei Yang
Jan 11, 2020·Journal of Magnetic Resonance Imaging : JMRI·Amandine CrombéMichèle Kind
Jul 10, 2020·Acta Radiologica·Hao ChenZilong Yuan
Sep 21, 2019·Medical Physics·Marco BolognaLuca Mainardi
Jul 3, 2020·Medical Physics·Isaac ShiriArman Rahmim
Aug 6, 2020·Biomolecules·Maria KovalskaJan Lehotsky
Sep 24, 2020·Cancer Imaging : the Official Publication of the International Cancer Imaging Society·Ismail Bilal MasokanoWenzheng Li
May 28, 2019·AJNR. American Journal of Neuroradiology·N SoniG Bathla
Aug 17, 2019·Frontiers in Computational Neuroscience·Donnie KimArvind Rao
Jul 25, 2020·Scientific Reports·Alexandre CarréCharlotte Robert
Sep 25, 2020·Scientific Reports·Amandine CrombéOlivier Saut
Sep 21, 2019·The British Journal of Radiology·Ulrike SchickMathieu Hatt
Dec 14, 2018·AJNR. American Journal of Neuroradiology·M IvK W Yeom
Dec 15, 2019·International Journal of Molecular Sciences·Maria KovalskaJan Lehotsky
Nov 13, 2020·Magma·Marie-Judith Saint MartinFrédérique Frouin
Jul 23, 2020·Methods : a Companion to Methods in Enzymology·Laurent DercleCharlotte Robert
Nov 6, 2020·Cancer Management and Research·Qin LiYajia Gu
Feb 16, 2021·Frontiers in Oncology·Petra J van HoudtUulke A van der Heide
Feb 19, 2021·Scientific Reports·Joonsang LeeLaurence E Court
Feb 18, 2021·Journal of Magnetic Resonance Imaging : JMRI·Amandine CrombéMichèle Kind
Mar 5, 2021·Physica Medica : PM : an International Journal Devoted to the Applications of Physics to Medicine and Biology : Official Journal of the Italian Association of Biomedical Physics (AIFB)·Isabella CastiglioniFrancesco Sardanelli
Mar 7, 2021·Biomolecules·Rencheng ZhengHe Wang
Mar 12, 2021·Magnetic Resonance in Medical Sciences : MRMS : an Official Journal of Japan Society of Magnetic Resonance in Medicine·Akira KunimatsuOsamu Abe
Mar 19, 2021·European Radiology·Minjae KimKeum Mi Choi
Feb 19, 2021·Medical Physics·Rodrigo DelgadilloNesrin Dogan
Apr 17, 2021·Journal of Magnetic Resonance Imaging : JMRI·Brendan EckSatish E Viswanath
May 8, 2021·British Journal of Cancer·Gagandeep SinghVadim Spektor
May 28, 2021·Frontiers in Oncology·Haijia MaoZhenhua Zhao
Jun 19, 2021·European Journal of Cancer : Official Journal for European Organization for Research and Treatment of Cancer (EORTC) [and] European Association for Cancer Research (EACR)·Petra J van HoudtUulke A van der Heide
Jul 9, 2021·Cancer Management and Research·Qin LiYajia Gu
Aug 27, 2021·Scientific Reports·Leehi JooKeum Mi Choi
Apr 30, 2021··Paulina E. Galavis