Computerized texture analysis of pulmonary nodules in pediatric patients with osteosarcoma: Differentiation of pulmonary metastases from non-metastatic nodules

被引:16
作者
Cho, Yeon Jin [1 ,2 ]
Kim, Woo Sun [1 ,2 ,3 ]
Choi, Young Hun [1 ,2 ]
Ha, Ji Young [4 ]
Lee, SeungHyun [1 ,2 ]
Park, Sang Joon [1 ,5 ]
Cheon, Jung-Eun [1 ,2 ,3 ]
Kang, Hyoung Jin [5 ,6 ,7 ]
Shin, Hee Young [5 ,6 ,7 ]
Kim, In-One [1 ,2 ,3 ]
机构
[1] Seoul Natl Univ Hosp, Dept Radiol, Seoul, South Korea
[2] Seoul Natl Univ, Coll Med, Dept Radiol, Seoul, South Korea
[3] Seoul Natl Univ, Med Res Ctr, Inst Radiat Med, Seoul, South Korea
[4] Gyeongsang Natl Univ, Changwon Hosp, Dept Radiol, Chang Won, South Korea
[5] Seoul Natl Univ, Canc Res Inst, Seoul, South Korea
[6] Seoul Natl Univ Hosp, Dept Pediat, Seoul, South Korea
[7] Seoul Natl Univ, Dept Pediat, Coll Med, Seoul, South Korea
关键词
CHILDREN; BENIGN; CT;
D O I
10.1371/journal.pone.0211969
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Objective To retrospectively evaluate the value of computerized 3D texture analysis for differentiating pulmonary metastases from non-metastatic lesions in pediatric patients with osteosarcoma. Materials and methods This retrospective study was approved by the institutional review board. The study comprised 42 pathologically confirmed pulmonary nodules in 16 children with osteosarcoma who had undergone preoperative computed tomography between January 2009 and December 2014. Texture analysis was performed using an in-house program. Multivariate logistic regression analysis was performed to identify factors for differentiating metastatic nodules from non-metastases. A subgroup analysis was performed to identify differentiating parameters in small non-calcified pulmonary nodules. The receiver operator characteristic curve was created to evaluate the discriminating performance of the established model. Results There were 24 metastatic and 18 non-metastatic lesions. Multivariate analysis revealed that higher mean attenuation (adjusted odds ratio [OR], 1.014, P = 0.003) and larger effective diameter (OR, 1.745, P = 0.012) were significant differentiators. The analysis with small non-calcified pulmonary nodules (7 metastases and 18 non-metastases) revealed significant inter-group differences in various parameters. Logistic regression analysis revealed that higher mean attenuation (OR, 1.007, P = 0.008) was a significant predictor of non-calcified pulmonary metastases. The established logistic regression model of subgroups showed excellent discriminating performance in the ROC analysis (area under the curve, 0.865). Conclusion Pulmonary metastases from osteosarcoma could be differentiated from non-metastases by using computerized texture analysis. Higher mean attenuation and larger diameter were significant predictors for pulmonary metastases, while higher mean attenuation was a significant predictor for small non-calcified pulmonary metastases.
引用
收藏
页数:14
相关论文
共 17 条
[1]   Do characteristics of pulmonary nodules on computed tomography in children with known osteosarcoma help distinguish whether the nodules are malignant or benign? [J].
Brader, Peter ;
Abramson, Sara J. ;
Price, Anita P. ;
Ishill, Nicole M. ;
Emily, Zabor C. ;
Moskowitz, Chaya S. ;
La Quaglia, Michael P. ;
Ginsberg, Michelle S. .
JOURNAL OF PEDIATRIC SURGERY, 2011, 46 (04) :729-735
[2]   High grade osteosarcoma of the extremities metastatic to the lung: Long-term results in 323 patients treated combining surgery and chemotherapy, 1985-2005 [J].
Briccoli, Antonio ;
Rocca, Michele ;
Salone, Mariacristina ;
Guzzardella, Gaetano Antonio ;
Balladelli, Alba ;
Bacci, Gaetano .
SURGICAL ONCOLOGY-OXFORD, 2010, 19 (04) :193-199
[3]   Computerized Texture Analysis of Persistent Part-Solid Ground-Glass Nodules: Differentiation of Preinvasive Lesions from Invasive Pulmonary Adenocarcinomas [J].
Chae, Hee-Dong ;
Park, Chang Min ;
Park, Sang Joon ;
Lee, Sang Min ;
Kim, Kwang Gi ;
Goo, Jin Mo .
RADIOLOGY, 2014, 273 (01) :285-293
[4]   Radiomics: Images Are More than Pictures, They Are Data [J].
Gillies, Robert J. ;
Kinahan, Paul E. ;
Hricak, Hedvig .
RADIOLOGY, 2016, 278 (02) :563-577
[5]   PROGNOSTIC-SIGNIFICANCE OF COMPLETE SURGICAL RESECTION OF PULMONARY METASTASES IN PATIENTS WITH OSTEOGENIC-SARCOMA - ANALYSIS OF 32 PATIENTS [J].
GOORIN, AM ;
DELOREY, MJ ;
LACK, EE ;
GELBER, RD ;
PRICE, K ;
CASSADY, JR ;
LEVEY, R ;
TAPPER, D ;
JAFFE, N ;
LINK, M ;
ABELSON, HT .
JOURNAL OF CLINICAL ONCOLOGY, 1984, 2 (05) :425-431
[6]   Analysis of the coincidence rate between imaging and pathological findings of pulmonary metastasis in 45 cases with invasive bone and soft tissue sarcoma [J].
Huang, Zhen ;
Chen, Keneng ;
Kang, Xiaozheng ;
Zhang, Qing ;
Hao, Lin ;
Li, Yuan ;
Niu, Xiaohui .
THORACIC CANCER, 2015, 6 (02) :180-185
[7]   CALCIFICATION IN PULMONARY METASTASES [J].
MAILE, CW ;
RODAN, BA ;
GODWIN, JD ;
CHEN, JTT ;
RAVIN, CE .
BRITISH JOURNAL OF RADIOLOGY, 1982, 55 (650) :108-113
[8]  
McCarville M, 2001, CANCER, V91, P1170, DOI 10.1002/1097-0142(20010315)91:6<1170::AID-CNCR1114>3.0.CO
[9]  
2-B
[10]   Distinguishing benign from malignant pulmonary nodules with helical chest CT in children with malignant solid tumors [J].
McCarville, MB ;
Lederman, HM ;
Santana, VM ;
Daw, NC ;
Shochat, SJ ;
Li, CS ;
Kaufman, RA .
RADIOLOGY, 2006, 239 (02) :514-520