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Mathematical prediction with pretreatment growth rate of metastatic cancer on outcomes: implications for the characterization of oligometastatic disease

Authors
 Shin, Yerim  ;  Chang, Jee Suk  ;  Kim, Yeseul  ;  Shin, Sang Joon  ;  Kim, Jina  ;  Kim, Tae Hyung  ;  Liu, Mitchell  ;  Olson, Robert  ;  Kim, Jin Sung  ;  Sung, Wonmo 
Citation
 FRONTIERS IN ONCOLOGY, Vol.13, 2023-05 
Article Number
 1061881 
Journal Title
FRONTIERS IN ONCOLOGY
ISSN
 2234-943X 
Issue Date
2023-05
Keywords
immune checkpoint inhabitor ; melanoma ; mathematical modeling ; oligometastasis ; tumor growth rate
Abstract
BackgroundOligometastatic disease (OMD) represents an indolent cancer status characterized by slow tumor growth and limited metastatic potential. The use of local therapy in the management of the condition continues to rise. This study aimed to investigate the advantage of pretreatment tumor growth rate in addition to baseline disease burden in characterizing OMDs, generally defined by the presence of <= 5 metastatic lesions. MethodsThe study included patients with metastatic melanoma treated with pembrolizumab. Gross tumor volume of all metastases was contoured on imaging before (TP-1) and at the initiation of pembrolizumab (TP0). Pretreatment tumor growth rate was calculated by an exponential ordinary differential equation model using the sum of tumor volumes at TP-1 and TP0 and the time interval between TP-1. and TP0. Patients were divided into interquartile groups based on pretreatment growth rate. Overall survival, progression-free survival, and subsequent progression-free survival were the study outcomes. ResultsAt baseline, median cumulative volume and number of metastases were 28.4 cc (range, 0.4-1194.8 cc) and 7 (range, 1-73), respectively. The median interval between TP-1 and TP0 was -90 days and pretreatment tumor growth rate (x10(-2) days(-1)) was median 4.71 (range -0.62 to 44.1). The slow-paced group (pretreatment tumor growth rate <= 7.6 x10(-2) days(-1), the upper quartile) had a significantly higher overall survival rate, progression-free survival, and subsequent progression-free survival compared to those of the fast-paced group (pretreatment tumor growth rate > 7.6 x10(-2) days(-1)). Notably, these differences were prominent in the subgroup with >5 metastases. ConclusionPretreatment tumor growth rate is a novel prognostic metric associated with overall survival, progression-free survival, and subsequent progression-free survival among metastatic melanoma patients, especially patients with >5 metastases. Future prospective studies should validate the advantage of disease growth rate plus disease burden in better defining OMDs.
DOI
10.3389/fonc.2023.1061881
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Radiation Oncology (방사선종양학교실) > 1. Journal Papers
1. College of Medicine (의과대학) > Dept. of Internal Medicine (내과학교실) > 1. Journal Papers
Yonsei Authors
Kim, Jinsung(김진성) ORCID logo https://orcid.org/0000-0003-1415-6471
Kim, Jina(김진아) ORCID logo https://orcid.org/0000-0001-7173-0324
Shin, Sang Joon(신상준) ORCID logo https://orcid.org/0000-0001-5350-7241
Chang, Jee Suk(장지석) ORCID logo https://orcid.org/0000-0001-7685-3382
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/196341
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