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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.
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页码:1068 / 1077
页数:10
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