A varying-coefficient cox model for the effect of CA19-9 kinetics on overall survival in patients with advanced pancreatic cancer

被引:12
作者
Chen, Yuntao [1 ,2 ,3 ]
Shao, Zhenyi [3 ]
Chen, Wen [3 ]
Xie, Hua [3 ]
Wu, Zhenyu [2 ,3 ]
Qin, Guoyou [1 ,2 ,3 ]
Zhao, Naiqing [1 ,2 ,3 ]
机构
[1] Fudan Univ, Sch Publ Hlth, Dept Biostat, Shanghai 200032, Peoples R China
[2] Fudan Univ, Key Lab Publ Hlth Safety, Shanghai 200032, Peoples R China
[3] Fudan Univ, Collaborat Innovat Ctr Social Risks Governance Hl, Shanghai 200032, Peoples R China
基金
中国国家自然科学基金;
关键词
CA19-9; pancreatic cancer; varying coefficient model; biomarker; prognosis; CARBOHYDRATE ANTIGEN 19-9; PROGNOSTIC-FACTORS; 1ST-LINE THERAPY; HAZARD RATIOS; TUMOR-MARKER; CA-19-9; TIME; SERUM; GEMCITABINE; CHEMOTHERAPY;
D O I
10.18632/oncotarget.15557
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To evaluate the relationship between serum CA19-9 and overall survival in patients with advanced pancreatic cancer. Methods: 109 advanced pancreatic cancer patients with gemcitabine based firstline chemotherapy were included. The effect of pretreatment CA19-9 level on overall survival was modeled by Cox proportional hazard regression. The effect of CA19-9 kinetics on overall survival was modeled by an extended Cox regression with a time varying coefficient and a time varying covariate. Results: Univariate analysis indicated that baseline CA19-9 correlated with OS (HR = 1.66, p < 0.01) and this association remained significant within multivariate analysis (HR = 1.56, P < 0.01). For the analysis of CA19-9 kinetics, the extended Cox model showed that the effect of CA19-9 on overall survival changed with time: increased in the first two months and reached the top at a HR of about 2, then decreased for the next two months to a HR of about 1.56 and finally tended to be stable. The combination of pretreatment CA19-9 and CA19-9 at 2 month may better evaluate the patients' prognosis compared to pretreatment CA19-9 alone. Conclusion: Pretreatment CA19-9 and CA19-9 kinetics may serve as a useful serum biomarker in advanced pancreatic cancer.
引用
收藏
页码:29925 / 29934
页数:10
相关论文
共 43 条
[1]   Novel agents for advanced pancreatic cancer [J].
Akinleye, Akintunde ;
Iragavarapu, Chaitanya ;
Furqan, Muhammad ;
Cang, Shundong ;
Liu, Delong .
ONCOTARGET, 2015, 6 (37) :39521-39537
[2]  
[Anonymous], MODELING SURVIVAL DA
[3]   Locally Advanced, Unresectable Pancreatic Cancer: American Society of Clinical Oncology Clinical Practice Guideline [J].
Balaban, Edward P. ;
Mangu, Pamela B. ;
Khorana, Alok A. ;
Shah, Manish A. ;
Mukherjee, Somnath ;
Crane, Christopher H. ;
Javle, Milind M. ;
Eads, Jennifer R. ;
Allen, Peter ;
Ko, Andrew H. ;
Engebretson, Anitra ;
Herman, Joseph M. ;
Strickler, John H. ;
Benson, Al B., III ;
Urba, Susan ;
Yee, Nelson S. .
JOURNAL OF CLINICAL ONCOLOGY, 2016, 34 (22) :2654-U169
[4]   Is CA 19-9 useful in the management of pancreatic cancer? [J].
Balzano, Gianpaolo ;
Di Carlo, Valerio .
LANCET ONCOLOGY, 2008, 9 (02) :89-91
[5]   Variables with time-varying effects and the Cox model: Some statistical concepts illustrated with a prognostic factor study in breast cancer [J].
Bellera, Carine A. ;
MacGrogan, Gaetan ;
Debled, Marc ;
de lara, Christine Tunon ;
Brouste, Veronique ;
Mathoulin-Pelissier, Simone .
BMC MEDICAL RESEARCH METHODOLOGY, 2010, 10
[6]   Assessing prognosis in metastatic pancreatic cancer by the serum tumor marker CA 19-9: Pretreatment levels or kinetics during chemotherapy? [J].
Boeck, Stefan ;
Schulz, Christoph ;
Stieber, Petra ;
Holdenrieder, Stefan ;
Weckbach, Sabine ;
Heinemann, Volker .
ONKOLOGIE, 2007, 30 (1-2) :39-42
[7]   Prognostic and therapeutic significance of carbohydrate antigen 19-9 as tumor marker in patients with pancreatic cancer [J].
Boeck, Stefan ;
Stieber, Petra ;
Holdenrieder, Stefan ;
Wilkowski, Ralf ;
Heinemann, Volker .
ONCOLOGY, 2006, 70 (04) :255-264
[8]   Application of a Time-Varying Covariate Model to the Analysis of CA 19-9 as Serum Biomarker in Patients with Advanced Pancreatic Cancer [J].
Boeck, Stefan ;
Haas, Michael ;
Laubender, Ruediger P. ;
Kullmann, Frank ;
Klose, Christina ;
Bruns, Christiane J. ;
Wilkowski, Ralf ;
Stieber, Petra ;
Holdenrieder, Stefan ;
Buchner, Hannes ;
Mansmann, Ulrich ;
Heinemann, Volker .
CLINICAL CANCER RESEARCH, 2010, 16 (03) :986-994
[9]   Modelling time-dependent hazard ratios in relative survival: Application to colon cancer [J].
Bolard, P ;
Quantin, C ;
Esteve, J ;
Faivre, J ;
Abrahamowicz, M .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2001, 54 (10) :986-996
[10]   Improvements in survival and clinical benefit with gemcitabine as first-line therapy for patients with advanced pancreas cancer: A randomized trial [J].
Burris, HA ;
Moore, MJ ;
Andersen, J ;
Green, MR ;
Rothenberg, ML ;
Madiano, MR ;
Cripps, MC ;
Portenoy, RK ;
Storniolo, AM ;
Tarassoff, P ;
Nelson, R ;
Dorr, FA ;
Stephens, CD ;
VanHoff, DD .
JOURNAL OF CLINICAL ONCOLOGY, 1997, 15 (06) :2403-2413