TY - JOUR
T1 - Incorporating Biomarkers to Improve Statistical Power of Immunotherapeutic Neoadjuvant Clinical Trials in Patients with Triple-Negative Breast Cancer
AU - Gao, Feng
AU - Wang, Guoqiao
AU - Luo, Jingqin
AU - Liu, Jingxia
AU - Chen, Ling
AU - Xiong, Chengjie
N1 - Funding Information:
The article has multiple funders: National Institute on Aging (Grant R01 AG053550), US Army Medical Research Acquisition Activity (BC140654),NCI (P30 CA091842), Komen Foundation (KG111025) NIH funding: P30 CA091842, R01 AG053550.
Funding Information:
The authors would like to thank the Associate Editor and two anonymous referees for their insightful comments. This study is partially supported by grants from the NCI Cancer Center Support Grant P30 CA091842 (PI: Eberlein), Komen Foundation Grant KG111025 (PI: Gillanders/Mardis), US Army Medical Research Acquisition Activity Grant BC140654 (PI: Gillan-ders), and National Institute on Aging (NIA) Grant R01 AG053550 (PI: Xiong).
Funding Information:
The article has multiple funders: National Institute on Aging (Grant R01AG053550),US Army Medical Research Acquisition Activity (BC140654), NCI (P30 CA091842), Komen Foundation (KG111025) NIH funding: P30 CA091842, R01 AG053550. The authors would like to thank the Associate Editor and two anonymous referees for their insightful comments. This study is partially supported by grants from the NCI Cancer Center Support Grant P30 CA091842 (PI: Eberlein), Komen Foundation Grant KG111025 (PI: Gillanders/Mardis), US Army Medical Research Acquisition Activity Grant BC140654 (PI: Gillanders), and National Institute on Aging (NIA) Grant R01 AG053550 (PI: Xiong).
Publisher Copyright:
© 2019, © 2019 American Statistical Association.
PY - 2019/7/3
Y1 - 2019/7/3
N2 - Neoadjuvant (preoperative) approach to breast cancer treatment has become widely accepted. Traditionally, the primary objective of neoadjuvant treatment is to improve subsequent surgical intervention and the effectiveness is often evaluated by its ability to achieve complete pathological response (pCR) and the eradication of the malignant disease in the breast and axillary lymph nodes. More recently, neoadjuvant treatment has also become recognized as an in vivo, preoperative” window of opportunity” to explore the efficacy of novel agents such as immunotherapies where several tumor biomarkers are also routinely collected to quantify antitumor immunity. However, one challenge to combine the traditional pCR and efficacy biomarkers is that these tumor biomarkers are only partially available and cannot be measured in patients who have achieved pCR. In this article, a stepwise hypothesis testing procedure is proposed to combine a continuous tumor biomarker with the conventional binary endpoint in a two-arm randomized phase II superiority trial to improve statistical power. The operating characteristics of the proposed procedure are illustrated with a real-world example and the performance is also evaluated numerically.
AB - Neoadjuvant (preoperative) approach to breast cancer treatment has become widely accepted. Traditionally, the primary objective of neoadjuvant treatment is to improve subsequent surgical intervention and the effectiveness is often evaluated by its ability to achieve complete pathological response (pCR) and the eradication of the malignant disease in the breast and axillary lymph nodes. More recently, neoadjuvant treatment has also become recognized as an in vivo, preoperative” window of opportunity” to explore the efficacy of novel agents such as immunotherapies where several tumor biomarkers are also routinely collected to quantify antitumor immunity. However, one challenge to combine the traditional pCR and efficacy biomarkers is that these tumor biomarkers are only partially available and cannot be measured in patients who have achieved pCR. In this article, a stepwise hypothesis testing procedure is proposed to combine a continuous tumor biomarker with the conventional binary endpoint in a two-arm randomized phase II superiority trial to improve statistical power. The operating characteristics of the proposed procedure are illustrated with a real-world example and the performance is also evaluated numerically.
KW - Cancer immunotherapy
KW - Immune biomarkers
KW - Multiple Hypotheses
KW - Multiple endpoints
KW - Neoadjuvant clinical trials
UR - http://www.scopus.com/inward/record.url?scp=85064703992&partnerID=8YFLogxK
U2 - 10.1080/19466315.2018.1518259
DO - 10.1080/19466315.2018.1518259
M3 - Article
C2 - 31467642
AN - SCOPUS:85064703992
SN - 1946-6315
VL - 11
SP - 210
EP - 219
JO - Statistics in Biopharmaceutical Research
JF - Statistics in Biopharmaceutical Research
IS - 3
ER -