Developing and validating a multivariable prediction model to improve the diagnostic accuracy in determination of cervical versus endometrial origin of uterine adenocarcinomas: A prospective MR study combining diffusion-weighted imaging and spectroscopy

被引:8
作者
Lin, Gigin [1 ,2 ,3 ,4 ]
Lin, Yu-Chun [1 ,2 ,3 ]
Wu, Ren-Chin [3 ,5 ]
Yang, Lan-Yan [3 ,6 ,7 ,8 ]
Lu, Hsin-Ying [1 ,2 ,3 ,4 ]
Tsai, Shang-Yueh [9 ]
Huang, Yu-Ting [10 ]
Huang, Yen-Ling [1 ]
Lu, Kuan-Ying [1 ,2 ,3 ,4 ]
Ng, Koon-Kwan [10 ]
Yen, Tzu-Chen [11 ,12 ,13 ]
Chao, Angel [6 ,7 ,8 ]
Lai, Chyong-Huey [6 ,7 ,8 ]
Hong, Ji-Hong [2 ,3 ,14 ]
机构
[1] Chang Gung Mem Hosp LinkouGuishan, Dept Med Imaging & Intervent, Taoyuan, Taiwan
[2] Chang Gung Mem Hosp Linkou, Inst Radiol Res, Imaging Core Lab, Taoyuan, Taiwan
[3] Chang Gung Univ, Taoyuan, Taiwan
[4] Chang Gung Mem Hosp Linkou, Clin Metabol Core Lab, Taoyuan, Taiwan
[5] Chang Gung Mem Hosp Linkou, Dept Pathol, Taoyuan, Taiwan
[6] Chang Gung Mem Hosp Linkou, Dept Obstet & Gynecol, Taoyuan, Taiwan
[7] Chang Gung Mem Hosp Linkou, Gynecol Canc Res Ctr, Taoyuan, Taiwan
[8] Chang Gung Mem Hosp Linkou, Clin Trial Ctr, Taoyuan, Taiwan
[9] Natl Chengchi Univ, Grad Inst Appl Phys, Taipei, Taiwan
[10] Chang Gung Mem Hosp Keelung, Dept Diagnost Radiol, Keelung, Taiwan
[11] Chang Gung Mem Hosp, Dept Nucl Med, Taoyuan, Taiwan
[12] Chang Gung Mem Hosp, Ctr Adv Mol Imaging & Translat, Taoyuan, Taiwan
[13] Chang Gung Univ, Linkou Med Ctr, Taoyuan, Taiwan
[14] Chang Gung Mem Hosp Linkou, Dept Radiat Oncol, Taoyuan, Taiwan
关键词
cervical carcinoma; diffusion-weighted imaging; diagnostic accuracy; endometrial carcinoma; magnetic resonance imaging; magnetic resonance spectroscopy; MYOMETRIAL INVASION; HISTOGRAM ANALYSIS; CANCER; COEFFICIENT; DISTINCTION; PROGNOSIS;
D O I
10.1002/jmri.25899
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Background: A triage test to assist clinical decision-making on choosing primary chemoradiation for cervical carcinomas or primary surgery for endometrial carcinomas is important. Purpose or Hypothesis: To develop and validate a multiparametric prediction model based on MR imaging and spectroscopy in distinguishing adenocarcinomas of uterine cervical or endometrial origin. Study Type: Prospective diagnostic accuracy study. Population: Eighty-seven women: 25 cervical and 62 endometrial adenocarcinomas divided into training (n=43; cervical/endometrial adenocarcinomas=11/32) and validation (n=44; 14/30) datasets. Field Strength/Sequence: The 3T diffusion-weighted (DW) MR imaging and MR spectroscopy. Assessment: Morphology, volumetric DW MR imaging and spectroscopy (MDS) scoring system with total points 0-5, based on presence of the following MR features assessed independently by two radiologists: (a) epicenter at the cervix, (b) rim enhancement, (c) disrupted cervical stromal integrity, (d) mean volumetric apparent diffusion coefficient values (ADCmean) higher than 0.98 x 10-3 mm(2)/s, (e) fatty acyl delta 1.3 ppm more than 161.92mM. Histopathology as gold standard. Statistical Tests: Logistic regression and receiver operator characteristic (ROC) curves analysis. Results: For both the training and validation datasets, the MDS score achieved an accuracy of 93.0% and 84.1%, significantly higher than that of morphology (88.4% and 79.5%), ADC value (74.4% and 68.2%), and spectroscopy (81.4% and 68.2%; P<0.05 for all). The performances of the scoring were superior to the morphology in the training dataset (areas under the receiver operating characteristics curve [AUC]=0.95 vs. 0.89; P=0.046), but not in the validation dataset (AUC=0.90 vs. 0.85; P=0.289). Data Conclusion: MDS score has potentials to improve distinguishing adenocarcinomas of cervical or endometrial origin, and warrants large-scale studies for further validation. Technical Efficacy: Stage 3
引用
收藏
页码:1654 / 1666
页数:13
相关论文
共 29 条
[1]  
American College of Obstetricians and Gynecologists, 2005, Obstet Gynecol, V106, P413
[2]   Evaluation of Depth of Myometrial Invasion and Overall Staging in Endometrial Cancer: Comparison of Diffusion-weighted and Dynamic Contrast-enhanced MR Imaging [J].
Beddy, Peter ;
Moyle, Penelope ;
Kataoka, Masako ;
Yamamoto, Adam K. ;
Joubert, Ilse ;
Lomas, David ;
Crawford, Robin ;
Sala, Evis .
RADIOLOGY, 2012, 262 (02) :530-537
[3]   Endometrial vs. cervical cancer: development and pilot testing of a magnetic resonance imaging (MRI) scoring system for predicting tumor origin of uterine carcinomas of indeterminate histology [J].
Bourgioti, Charis ;
Chatoupis, Konstantinos ;
Panourgias, Evangelia ;
Tzavara, Chara ;
Sarris, Kyrillos ;
Rodolakis, Alexandros ;
Moulopoulos, Lia Angela .
ABDOMINAL IMAGING, 2015, 40 (07) :2529-2540
[4]  
Collins GS, 2015, ANN INTERN MED, V162, P55, DOI [10.7326/M14-0697, 10.1136/bmj.g7594, 10.1002/bjs.9736, 10.1016/j.jclinepi.2014.11.010, 10.7326/M14-0698, 10.1016/j.eururo.2014.11.025, 10.1038/bjc.2014.639, 10.1186/s12916-014-0241-z]
[5]   Relationship Between Imaging Biomarkers of Stage I Cervical Cancer and Poor-Prognosis Histologic Features: Quantitative Histogram Analysis of Diffusion-Weighted MR Images [J].
Downey, Kate ;
Riches, Sophie F. ;
Morgan, Veronica A. ;
Giles, Sharon L. ;
Attygalle, Ayoma D. ;
Ind, Tom E. ;
Barton, Desmond P. J. ;
Shepherd, John H. ;
deSouza, Nandita M. .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2013, 200 (02) :314-320
[6]  
Haider MA, 2006, CAN ASSOC RADIOL J, V57, P43
[7]   MRI is highly specific in determining primary cervical versus endometrial cancer when biopsy results are inconclusive [J].
He, H. ;
Bhosale, P. ;
Wei, W. ;
Ramalingam, P. ;
Iyer, R. .
CLINICAL RADIOLOGY, 2013, 68 (11) :1107-1113
[8]   The value of apparent diffusion coefficient in the assessment of cervical cancer [J].
Kuang, Fei ;
Ren, Jing ;
Zhong, Qun ;
Fu Liyuan ;
Huan, Yi ;
Chen, Ziqian .
EUROPEAN RADIOLOGY, 2013, 23 (04) :1050-1058
[9]   Progesterone receptor does not improve the performance and test effectiveness of the conventional 3-marker panel, consisting of estrogen receptor, vimentin and carcinoembryonic antigen in distinguishing between primary endocervical and endometrial adenocarcinomas in a tissue microarray extension study [J].
Liao, Chiung-Ling ;
Lee, Ming-Yung ;
Tyan, Yeu-Sheng ;
Kok, Lai-Fong ;
Wu, Tina S. ;
Koo, Chiew-Loon ;
Wang, Po-Hui ;
Chao, Kuan-Chong ;
Han, Chih-Ping .
JOURNAL OF TRANSLATIONAL MEDICINE, 2009, 7
[10]   Use of Myometrium as an Internal Reference for Endometrial and Cervical Cancer on Multiphase Contrast-Enhanced MRI [J].
Lin, Chia-Ni ;
Liao, Yu-San ;
Chen, Wen-Chang ;
Wang, Yue-Sheng ;
Lee, Li-Wen .
PLOS ONE, 2016, 11 (06)