Lung adenocarcinoma: development of nomograms based on PET/CT images for prediction of epidermal growth factor receptor mutation status and subtypes

被引:3
作者
Huang, Lele [1 ,2 ,3 ,4 ,5 ]
Cao, Yuntai [6 ]
Zhou, Fei [7 ]
Li, Jicheng [2 ,8 ]
Ren, Jialiang [9 ]
Zhang, Guojin [10 ]
Luo, Yongjun [1 ,2 ,3 ,4 ,5 ]
Liu, Jiangyan [2 ,4 ,5 ]
He, Jiangping [11 ]
Zhou, Junlin [1 ,4 ,5 ]
机构
[1] Lanzhou Univ, Hosp 2, Dept Radiol, Cuiyingmen 82, Lanzhou 730030, Peoples R China
[2] Lanzhou Univ, Hosp 2, Dept Nucl Med, Lanzhou, Peoples R China
[3] Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
[4] Key Lab Med Imaging Gansu Prov, Lanzhou, Peoples R China
[5] Gansu Int Sci & Technol Cooperat Base Med Imaging, Lanzhou, Peoples R China
[6] Qinghai Univ, Affiliated Hosp, Dept Radiol, Xining, Peoples R China
[7] Gansu Univ Chinese Med, Sch Informat Sci & Engn, Lanzhou, Peoples R China
[8] Lanzhou Univ, Sch Publ Hlth, Lanzhou, Peoples R China
[9] GE Healthcare, Dept Pharmaceut Diag, Beijing, Peoples R China
[10] Sichuan Acad Med Sci, Sichuan Prov Peoples Hosp, Chengdu, Peoples R China
[11] Lanzhou Univ Finance & Econ, Dept Elect Engn, Lanzhou, Peoples R China
关键词
F-18-FDG PET; CT; epidermal growth factor receptor; lung adenocarcinoma; mutation; nomogram; EGFR-MUTATION; 1ST-LINE TREATMENT; OPEN-LABEL; METABOLIC PARAMETERS; SURVIVAL-DATA; CANCER; AFATINIB; CHEMOTHERAPY; GEFITINIB; KRAS;
D O I
10.1097/MNM.0000000000001519
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
Objective To develop nomograms that combine clinical characteristics, computed tomographic (CT) features and F-18-fluorodeoxyglucose PET (F-18-FDG PET) metabolic parameters for individual prediction of epidermal growth factor receptor (EGFR) mutation status and exon 19 deletion mutation and exon 21 point mutation (21 L858R) subtypes in lung adenocarcinoma. Methods In total 124 lung adenocarcinoma patients who underwent EGFR mutation testing and whole-body F-18-FDG PET/CT were enrolled. Each patient's clinical characteristics (age, sex, smoking history, etc.), CT features (size, location, margins, etc.) and four metabolic parameters (SUVmax, SUVmean, MTV and TLG) were recorded and analyzed. Logistic regression analyses were performed to screen for significant predictors of EGFR mutation status and subtypes, and these predictors were presented as easy-to-use nomograms. Results According to the results of multiple regression analysis, three nomograms for individualized prediction of EGFR mutation status and subtypes were constructed. The area under curve values of three nomograms were 0.852 (95% CI, 0.783-0.920), 0.857 (95% CI, 0.778-0.937) and 0.893 (95% CI, 0.819-0.968) of EGFR mutation vs. wild-type, 19 deletion mutation vs. wild-type and 21 L858R vs. wild-type, respectively. Only calcification showed significant differences between the EGFR 19 deletion and 21 L858R mutations. Conclusion EGFR 21 L858R mutation was more likely to be nonsolid texture with air bronchograms and pleural retraction on CT images. And they were more likely to be associated with lower FDG metabolic activity compared with those wild-types. The sex difference was mainly caused by the 19 deletion mutation, and calcification was more frequent in them.
引用
收藏
页码:310 / 322
页数:13
相关论文
共 32 条
[1]   Lung Cancer 2020 Epidemiology, Etiology, and Prevention [J].
Bade, Brett C. ;
Dela Cruz, Charles S. .
CLINICS IN CHEST MEDICINE, 2020, 41 (01) :1-+
[2]   Standards for PET Image Acquisition and Quantitative Data Analysis [J].
Boellaard, Ronald .
JOURNAL OF NUCLEAR MEDICINE, 2009, 50 :11S-20S
[3]  
Caicedo C, 2014, EUR J NUCL MED MOL I, V41, P2058, DOI 10.1007/s00259-014-2833-4
[4]   Advanced Adenocarcinoma of the Lung: Comparison of CT Characteristics of Patients with Anaplastic Lymphoma Kinase Gene Rearrangement and Those with Epidermal Growth Factor Receptor Mutation [J].
Choi, Chang-Min ;
Kim, Mi Young ;
Hwang, Hye Jeon ;
Lee, Jung Bok ;
Kim, Woo Sung .
RADIOLOGY, 2015, 275 (01) :272-279
[5]   Correlation Between 18F-Fluorodeoxyglucose Uptake and Epidermal Growth Factor Receptor Mutations in Advanced Lung Cancer [J].
Yun-Jung Choi ;
Byoung Chul Cho ;
Yong Hyu Jeong ;
Hyo Jung Seo ;
Hyun Jeong Kim ;
Arthur Cho ;
Jae Hoon Lee ;
Mijin Yun ;
Tae Joo Jeon ;
Jong Doo Lee ;
Won Jun Kang .
Nuclear Medicine and Molecular Imaging, 2012, 46 (3) :169-175
[6]   CT features associated with EGFR mutations and ALK positivity in patients with multiple primary lung adenocarcinomas [J].
Han, Xiaoyu ;
Fan, Jun ;
Gu, Jin ;
Li, Yumin ;
Yang, Ming ;
Liu, Tong ;
Li, Nan ;
Zeng, Wenjuan ;
Shi, Heshui .
CANCER IMAGING, 2020, 20 (01)
[7]   Diagnostic and Predictive Values of 18F-FDG PET/CT Metabolic Parameters in EGFR-Mutated Advanced Lung Adenocarcinoma [J].
Hong, Il Ki ;
Lee, Jeong Mi ;
Hwang, In Kyoung ;
Paik, Seung Sook ;
Kim, Chanwoo ;
Lee, Seung Hyeun .
CANCER MANAGEMENT AND RESEARCH, 2020, 12 :6453-6465
[8]   Relation of EGFR Mutation Status to Metabolic Activity in Localized Lung Adenocarcinoma and Its Influence on the Use of FDG PET/CT Parameters in Prognosis [J].
Kim, Yong-il ;
Paeng, Jin Chul ;
Park, Young Sik ;
Cheon, Gi Jeong ;
Lee, Dong Soo ;
Chung, June-Key ;
Kang, Keon Wook .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2018, 210 (06) :1346-1351
[9]   Using Multiplexed Assays of Oncogenic Drivers in Lung Cancers to Select Targeted Drugs [J].
Kris, Mark G. ;
Johnson, Bruce E. ;
Berry, Lynne D. ;
Kwiatkowski, David J. ;
Iafrate, A. John ;
Wistuba, Ignacio I. ;
Varella-Garcia, Marileila ;
Franklin, Wilbur A. ;
Aronson, Samuel L. ;
Su, Pei-Fang ;
Shyr, Yu ;
Camidge, D. Ross ;
Sequist, Lecia V. ;
Glisson, Bonnie S. ;
Khuri, Fadlo R. ;
Garon, Edward B. ;
Pao, William ;
Rudin, Charles ;
Schiller, Joan ;
Haura, Eric B. ;
Socinski, Mark ;
Shirai, Keisuke ;
Chen, Heidi ;
Giaccone, Giuseppe ;
Ladanyi, Marc ;
Kugler, Kelly ;
Minna, John D. ;
Bunn, Paul A. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2014, 311 (19) :1998-2006
[10]   Anaplastic Lymphoma Kinase Inhibition in Non-Small-Cell Lung Cancer [J].
Kwak, Eunice L. ;
Bang, Yung-Jue ;
Camidge, D. Ross ;
Shaw, Alice T. ;
Solomon, Benjamin ;
Maki, Robert G. ;
Ou, Sai-Hong I. ;
Dezube, Bruce J. ;
Jaenne, Pasi A. ;
Costa, Daniel B. ;
Varella-Garcia, Marileila ;
Kim, Woo-Ho ;
Lynch, Thomas J. ;
Fidias, Panos ;
Stubbs, Hannah ;
Engelman, Jeffrey A. ;
Sequist, Lecia V. ;
Tan, WeiWei ;
Gandhi, Leena ;
Mino-Kenudson, Mari ;
Wei, Greg C. ;
Shreeve, S. Martin ;
Ratain, Mark J. ;
Settleman, Jeffrey ;
Christensen, James G. ;
Haber, Daniel A. ;
Wilner, Keith ;
Salgia, Ravi ;
Shapiro, Geoffrey I. ;
Clark, Jeffrey W. ;
Iafrate, A. John .
NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (18) :1693-1703