Utilization of target lesion heterogeneity for treatment efficacy assessment in late stage lung cancer

被引:7
作者
Chen, Dung-Tsa [1 ]
Chan, Wenyaw [2 ]
Thompson, Zachary J. [1 ]
Thapa, Ram [1 ]
Beg, Amer A. [3 ]
Saltos, Andreas N. [4 ]
Chiappori, Alberto A. [4 ]
Gray, Jhanelle E. [4 ]
Haura, Eric B. [4 ]
Rose, Trevor A. [5 ]
Creelan, Ben [4 ]
机构
[1] H Lee Moffitt Canc Ctr & Res Inst, Dept Biostat & Bioinformat, Tampa, FL 33612 USA
[2] Univ Texas Hlth Sci Ctr Houston, Sch Publ Hlth, Dept Biostat & Data Sci, Houston, TX 77030 USA
[3] H Lee Moffitt Canc Ctr & Res Inst, Dept Immunotherapy, Tampa, FL USA
[4] H Lee Moffitt Canc Ctr & Res Inst, Dept Thorac Oncol, Tampa, FL USA
[5] H Lee Moffitt Canc Ctr & Res Inst, Dept Radiol, Tampa, FL USA
关键词
RESPONSE EVALUATION CRITERIA; PHASE-III TRIALS; POOR SURVIVAL; OPEN-LABEL; NIVOLUMAB; THERAPY; CHEMOTHERAPY; CRIZOTINIB; CERITINIB; ADENOCARCINOMA;
D O I
10.1371/journal.pone.0252041
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
Rationale Recent studies have discovered several unique tumor response subgroups outside of response classification by Response Evaluation Criteria for Solid Tumors (RECIST), such as mixed response and oligometastasis. These subtypes have a distinctive property, lesion heterogeneity defined as diversity of tumor growth profiles in RECIST target lesions. Furthermore, many cancer clinical trials have been activated to evaluate various treatment options for heterogeneity-related subgroups (e.g., 29 trials so far listed in clinicaltrials.gov for cancer patients with oligometastasis). Some of the trials have shown survival benefit by tailored treatment strategies. This evidence presents the unmet need to incorporate lesion heterogeneity to improve RECIST response classification. Method An approach for Lesion Heterogeneity Classification (LeHeC) was developed using a contemporary statistical approach to assess target lesion variation, characterize patient treatment response, and translate informative evidence to improving treatment strategy. A mixed effect linear model was used to determine lesion heterogeneity. Further analysis was conducted to classify various types of lesion variation and incorporate with RECIST to enhance response classification. A study cohort of 110 target lesions from 36 lung cancer patients was used for evaluation. Results Due to small sample size issue, the result was exploratory in nature. By analyzing RECIST target lesion data, the LeHeC approach detected a high prevalence (n = 21; 58%) of lesion heterogeneity. Subgroup classification revealed several informative distinct subsets in a descending order of lesion heterogeneity: mix of progression and regression (n = 7), mix of progression and stability (n = 9), mix of regression and stability (n = 5), and non-heterogeneity (n = 15). Evaluation for association of lesion heterogeneity and RECIST best response classification showed lesion heterogeneity commonly occurred in each response group (stable disease: 16/27; 59%; partial response: 3/5; 60%; progression disease: 2/4; 50%). Survival analysis showed a differential trend of overall survival between heterogeneity and non-heterogeneity in RECIST response groups. Conclusion This is the first study to evaluate lesion heterogeneity, an underappreciated metric, for RECIST application in oncology clinical trials. Results indicated lesion heterogeneity is not an uncommon event. The LeHeC approach could enhance RECIST response classification by utilizing granular lesion level discovery of heterogeneity.
引用
收藏
页数:15
相关论文
共 52 条
[1]   Incidence of Tumour Progression and Pseudoprogression in High-Grade Gliomas: a Systematic Review and Meta-Analysis [J].
Abbasi, Abdul W. ;
Westerlaan, Henriette E. ;
Holtman, Gea A. ;
Aden, Kamal M. ;
van Laar, Peter Jan ;
van der Hoorn, Anouk .
CLINICAL NEURORADIOLOGY, 2018, 28 (03) :401-411
[2]   Evaluating Continuous Tumor Measurement-Based Metrics as Phase II Endpoints for Predicting Overall Survival [J].
An, Ming-Wen ;
Dong, Xinxin ;
Meyers, Jeffrey ;
Han, Yu ;
Grothey, Axel ;
Bogaerts, Jan ;
Sargent, Daniel J. ;
Mandrekar, Sumithra J. .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2015, 107 (11)
[3]   Clinical Utility of Metrics Based on Tumor Measurements in Phase II Trials to Predict Overall Survival Outcomes in Phase III Trials by Using Resampling Methods [J].
An, Ming-Wen ;
Han, Yu ;
Meyers, Jeffrey P. ;
Bogaerts, Jan ;
Sargent, Daniel J. ;
Mandrekar, Sumithra J. .
JOURNAL OF CLINICAL ONCOLOGY, 2015, 33 (34) :4048-+
[4]   Crizotinib for EML4-ALK positive lung adenocarcinoma: a hope for the advanced disease? [J].
Antoniu, Sabina Antonela .
EXPERT OPINION ON THERAPEUTIC TARGETS, 2011, 15 (03) :351-353
[5]   Adaptation and modification of the immune related response criteria (IRRC): IrRECIST [J].
Bohnsack, Oliver ;
Hoos, Axel ;
Ludajic, Katarina .
JOURNAL OF CLINICAL ONCOLOGY, 2014, 32 (15)
[6]   Prognostic and Predictive Value of a Malignancy-Risk Gene Signature in Early-Stage Non-Small Cell Lung Cancer [J].
Chen, Dung-Tsa ;
Hsu, Ying-Lin ;
Fulp, William J. ;
Coppola, Domenico ;
Haura, Eric B. ;
Yeatman, Timothy J. ;
Cress, W. Douglas .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2011, 103 (24) :1859-1870
[7]   EGFR Mutation Heterogeneity and the Mixed Response to EGFR Tyrosine Kinase Inhibitors of Lung Adenocarcinomas [J].
Chen, Zhi-Yong ;
Zhong, Wen-Zhao ;
Zhang, Xu-Chao ;
Su, Jian ;
Yang, Xue-Ning ;
Chen, Zhi-Hong ;
Yang, Jin-Ji ;
Zhou, Qing ;
Yan, Hong-Hong ;
An, She-Juan ;
Chen, Hua-Jun ;
Jiang, Ben-Yuan ;
Mok, Tony S. ;
Wu, Yi-Long .
ONCOLOGIST, 2012, 17 (07) :978-985
[8]   Randomized, Open-Label Phase II Study Evaluating the Efficacy and Safety of Talimogene Laherparepvec in Combination With Ipilimumab Versus Ipilimumab Alone in Patients With Advanced, Unresectable Melanoma [J].
Chesney, Jason ;
Puzanov, Igor ;
Collichio, Frances ;
Singh, Parminder ;
Milhem, Mohammed M. ;
Glaspy, John ;
Hamid, Omid ;
Ross, Merrick ;
Friedlander, Philip ;
Garbe, Claus ;
Logan, Theodore F. ;
Hauschild, Axel ;
Lebbe, Celeste ;
Chen, Lisa ;
Kim, Jenny J. ;
Gansert, Jennifer ;
Andtbacka, Robert H. I. ;
Kaufman, Howard L. .
JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (17) :1658-+
[9]   Cisplatin: From DNA damage to cancer chemotherapy [J].
Cohen, SM ;
Lippard, SJ .
PROGRESS IN NUCLEIC ACID RESEARCH AND MOLECULAR BIOLOGY, VOL 67, 2001, 67 :93-130
[10]   Management of oligometastatic non-small cell lung cancer patients: Current controversies and future directions [J].
Counago, Felipe ;
Luna, Javier ;
Leonardo Guerrero, Luis ;
Vaquero, Blanca ;
Cecilia Guillen-Sacoto, Maria ;
Gonzalez-Merino, Teresa ;
Taboada, Begona ;
Diaz, Veronica ;
Rubio-Viqueira, Belen ;
Aurora Diaz-Gavela, Ana ;
Jose Marcos, Francisco ;
del Cerro, Elia .
WORLD JOURNAL OF CLINICAL ONCOLOGY, 2019, 10 (10) :318-339