Identification of Stage IIIC/IV EGFR-Mutated Non-Small Cell Lung Cancer Populations Sensitive to Targeted Therapy Based on a PET/CT Radiomics Risk Model

作者: Lijun Lu , Wenbing Lv , Dongyang Du , Jieqin Lv , Hao Zhang

DOI: 10.2139/SSRN.3756818

关键词: Progression-free survivalLung cancerPopulationCohortInformed consentOncologyInternal medicineTargeted therapyStage (cooking)Retrospective cohort studyMedicine

摘要: Background: To address the clinical challenges that progression risk of patients with stage IIIC-IV EGFR-mutated Non-small cell lung cancer (NSCLC) is difficult to accurately quantify and stratify after first-line EGFR-TKI targeted drug therapy, we aimed construct an individualized PET/CT prognostic biomarker identify treatment-sensitive population. Methods: 250 with stage NSCLC underwent therapy were included from two institutions (140 in training cohort; 60 internal validation cohort, 50 external cohort). 64 the chemotherapy group. 1037 3D radiomics features extracted phenotypic characteristics tumor region PET CT images. According median value signature score (Rad-score), divided into low- high-risk groups. The progression-free survival (PFS) behaviors subgroups compared the chemotherapy group by Kaplan–Meier analysis.  Findings: Higher Rad-scores significantly associated worse PFS ( p  < 0.0001),  = 0.0153), 0.0006) cohorts. Rad-score can effectively a high rapid progression, for these patients.  Interpretation: PET/CT-derived realize precise quantitative stratification populations sensitive therapy. Funding: National Natural Science Foundation China; Guangdong Basic Applied Research Foundation; Technology Planning Project Province. Declaration Interests: authors declare they have no competing interests. Ethics Approval Statement: Ethics Committee Provincial People’s Hospital Academy Medical Sciences approved this retrospective study waived requirement informed consent patients. approval ID was GDREC2019154H(R1).

参考文章(45)
Wenhua Liang, LI Zhang, Gening Jiang, Qun Wang, Lunxu Liu, Deruo Liu, Zheng Wang, Zhihua Zhu, Qiuhua Deng, Xinguo Xiong, Wenlong Shao, Xiaoshun Shi, Jianxing He, None, Development and Validation of a Nomogram for Predicting Survival in Patients With Resected Non–Small-Cell Lung Cancer Journal of Clinical Oncology. ,vol. 33, pp. 861- 869 ,(2015) , 10.1200/JCO.2014.56.6661
Hugo J.W.L. Aerts, Emmanuel Rios Velazquez, Ralph T.H. Leijenaar, Chintan Parmar, Patrick Grossmann, Sara Carvalho, Johan Bussink, René Monshouwer, Benjamin Haibe-Kains, Derek Rietveld, Frank Hoebers, Michelle M. Rietbergen, C. René Leemans, Andre Dekker, John Quackenbush, Robert J. Gillies, Philippe Lambin, Corrigendum: Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach Nature Communications. ,vol. 5, pp. 4644- ,(2014) , 10.1038/NCOMMS5644
X. Meng, B. W. Loo, L. Ma, J. D. Murphy, X. Sun, J. Yu, Molecular Imaging with 11C-PD153035 PET/CT Predicts Survival in Non–Small Cell Lung Cancer Treated with EGFR-TKI: A Pilot Study The Journal of Nuclear Medicine. ,vol. 52, pp. 1573- 1579 ,(2011) , 10.2967/JNUMED.111.092874
Satoshi Takeuchi, Benjapa Khiewvan, Patricia S. Fox, Stephen G. Swisher, Eric M. Rohren, Roland L. Bassett, Homer A. Macapinlac, Impact of initial PET/CT staging in terms of clinical stage, management plan, and prognosis in 592 patients with non-small-cell lung cancer European Journal of Nuclear Medicine and Molecular Imaging. ,vol. 41, pp. 906- 914 ,(2014) , 10.1007/S00259-013-2672-8
Paul M. Speight, Timothy J. Abram, Pierre N. Floriano, Robert James, Julie Vick, Martin H. Thornhill, Craig Murdoch, Christine Freeman, Anne M. Hegarty, Katy D'Apice, A. Ross Kerr, Joan Phelan, Patricia Corby, Ismael Khouly, Nadarajah Vigneswaran, Jerry Bouquot, Nagi M. Demian, Y. Etan Weinstock, Spencer W. Redding, Stephanie Rowan, Chih-Ko Yeh, H. Stan McGuff, Frank R. Miller, John T. McDevitt, Interobserver agreement in dysplasia grading: toward an enhanced gold standard for clinical pathology trials. Oral Surgery, Oral Medicine, Oral Pathology, and Oral Radiology. ,vol. 120, pp. 474- 48200 ,(2015) , 10.1016/J.OOOO.2015.05.023
W. Evan Johnson, Cheng Li, Ariel Rabinovic, Adjusting batch effects in microarray expression data using empirical Bayes methods Biostatistics. ,vol. 8, pp. 118- 127 ,(2007) , 10.1093/BIOSTATISTICS/KXJ037
Yoav Benjamini, Yosef Hochberg, Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 57, pp. 289- 300 ,(1995) , 10.1111/J.2517-6161.1995.TB02031.X
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, Radiomics: extracting more information from medical images using advanced feature analysis. European Journal of Cancer. ,vol. 48, pp. 441- 446 ,(2012) , 10.1016/J.EJCA.2011.11.036
Y.-L. Wu, C. Zhou, C.-K. Liam, G. Wu, X. Liu, Z. Zhong, S. Lu, Y. Cheng, B. Han, L. Chen, C. Huang, S. Qin, Y. Zhu, H. Pan, H. Liang, E. Li, G. Jiang, S.H. How, M.C.L. Fernando, Y. Zhang, F. Xia, Y. Zuo, First-line erlotinib versus gemcitabine/cisplatin in patients with advanced EGFR mutation-positive non-small-cell lung cancer: analyses from the phase III, randomized, open-label, ENSURE study Annals of Oncology. ,vol. 26, pp. 1883- 1889 ,(2015) , 10.1093/ANNONC/MDV270
A. Inoue, K. Kobayashi, M. Maemondo, S. Sugawara, S. Oizumi, H. Isobe, A. Gemma, M. Harada, H. Yoshizawa, I. Kinoshita, Y. Fujita, S. Okinaga, H. Hirano, K. Yoshimori, T. Harada, Y. Saijo, K. Hagiwara, S. Morita, T. Nukiwa, Updated overall survival results from a randomized phase III trial comparing gefitinib with carboplatin–paclitaxel for chemo-naïve non-small cell lung cancer with sensitive EGFR gene mutations (NEJ002) Annals of Oncology. ,vol. 24, pp. 54- 59 ,(2013) , 10.1093/ANNONC/MDS214