Heterogeneous treatment effect of dose-dense paclitaxel plus carboplatin therapy for advanced ovarian cancer

被引:0
|
作者
Taguchi, Ayumi [1 ,2 ,3 ]
Kato, Kosuke [2 ]
Furusawa, Akiko [1 ,4 ]
Hara, Konan [5 ]
Sone, Kenbun [2 ]
Yamada, Kyosuke [6 ]
Kajiyama, Hiroaki [7 ]
Shimada, Muneaki [8 ,9 ,11 ]
Okamoto, Aikou [10 ]
机构
[1] Komagome Hosp, Tokyo Metropolitan Canc & Infect Dis Ctr, Gynecol, Bunkyo Ku, Tokyo, Japan
[2] Univ Tokyo, Grad Sch Med, Dept Obstet & Gynecol, Bunkyo Ku, Tokyo, Japan
[3] Osaka Univ, WPI Immunol Frontier Res Ctr, Lab Human Single Cell Immunol, Suita, Osaka, Japan
[4] Shizuoka Canc Ctr Hosp, Dept Gynecol, 1007 Shimonagakubo, Shizuoka 4118777, Japan
[5] Univ Arizona, Dept Econ, Tucson, AZ USA
[6] Jikei Univ, Sch Med, Daisan Hosp, Dept Obstet & Gynecol, Komae, Tokyo, Japan
[7] Nagoya Univ, Grad Sch Med, Dept Obstet & Gynecol, Nagoya, Aichi, Japan
[8] Tohoku Univ, Adv Res Ctr Innovat Next Generat Med, Sendai, Miyagi, Japan
[9] Tohoku Univ, Grad Sch Med, Dept Obstet & Gynecol, Sendai, Miyagi, Japan
[10] Jikei Univ, Sch Med, Dept Obstet & Gynecol, Tokyo, Japan
[11] Tohoku Univ, Grad Sch Med, Dept Obstet & Gynecol, Aoba Ku, 1-1 Seiryo Machi, Sendai, Miyagi 9808574, Japan
关键词
carboplatin; heterogeneous treatment effect; machine learning; ovarian cancer; paclitaxel; 1ST-LINE EPITHELIAL OVARIAN; PHASE-III TRIAL; FALLOPIAN-TUBE; BREAST-CANCER; OPEN-LABEL; TREATMENT ICON8; CHEMOTHERAPY; FRAILTY; TAXOL;
D O I
10.1002/ijc.34996
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
A Japanese clinical trial (JGOG3016) showed that dose-dense weekly paclitaxel in combination with carboplatin extensively prolonged overall survival (OS) in patients with advanced ovarian cancer. However, in other clinical trials, dose-dense paclitaxel regimens were not superior to triweekly paclitaxel regimens. In this study, causal tree analysis was applied to explore subpopulations with different treatment effects of dose-dense paclitaxel in a data-driven approach. The 587 participants with stage II-IV ovarian cancer in the JGOG3016 trial were used for model development. The primary endpoint was treatment effect in terms of 3-year OS in patients receiving dose-dense vs. conventional paclitaxel therapies. In patients <50 years, the 3-year OS was similar in both groups; however, it was higher in the dose-dense group in patients >= 50 years. Dose-dense paclitaxel showed strong positive treatment effects in patients >= 50 years with stage II/III disease, BMI <23 kg/m(2), non-CC/MC, and residual tumor >= 1 cm. In contrast, although there was no significant difference in OS; the 3-year OS rate was 23% lower in dose-dense paclitaxel than conventional paclitaxel in patients >= 60 years with stage IV cancer. Patients in this group had a particularly lower performance status than other groups. Our causal tree analysis suggested that poor prognosis groups represented by residual tumor tissue >= 1 cm benefit from dose-dense paclitaxel, whereas elderly patients with advanced disease and low-performance status are negatively impacted by dose-dense paclitaxel. These subpopulations will be of interest to future validation studies. Personalized treatments based on clinical features are expected to improve advanced ovarian cancer prognosis.
引用
收藏
页码:1068 / 1077
页数:10
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