{"title":"新的贝叶斯自适应早期设计加速CAR - t细胞疗法的发展","authors":"Ying Yuan, Kai Chen","doi":"10.15212/hod-2022-0003","DOIUrl":null,"url":null,"abstract":"Chimeric antigen receptor (CAR) T-cell therapy has revolutionized cancer treatment, particularly for hematopoietic malignancies. CAR T-cell therapy is a living drug with fundamentally different characteristics from those of other therapies. For example, CAR T-cell therapy efficacy may not increase with dose, and dose-limiting toxicity is rarely observed in the therapeutic dose range. Consequently, the conventional trial design paradigm is not suitable for the development of CAR T-cell therapy. Here, we review and introduce the phase I-II trial design paradigm to optimize the dose of CAR T-cell therapy on the basis of both toxicity and efficacy. We describe several novel Bayesian model-assisted designs, including BOIN12 and U-BOIN, which are simple to implement and have excellent operating characteristics for identifying the optimal biological dose for CAR T-cell therapy. Examples and software are provided to facilitate the use of these novel designs to accelerate the development of CAR T-cell therapy.","PeriodicalId":107466,"journal":{"name":"Hematology and Oncology Discovery","volume":"66 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Novel bayesian adaptive early phase designs to accelerate the development of CAR T-cell therapy\",\"authors\":\"Ying Yuan, Kai Chen\",\"doi\":\"10.15212/hod-2022-0003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Chimeric antigen receptor (CAR) T-cell therapy has revolutionized cancer treatment, particularly for hematopoietic malignancies. CAR T-cell therapy is a living drug with fundamentally different characteristics from those of other therapies. For example, CAR T-cell therapy efficacy may not increase with dose, and dose-limiting toxicity is rarely observed in the therapeutic dose range. Consequently, the conventional trial design paradigm is not suitable for the development of CAR T-cell therapy. Here, we review and introduce the phase I-II trial design paradigm to optimize the dose of CAR T-cell therapy on the basis of both toxicity and efficacy. We describe several novel Bayesian model-assisted designs, including BOIN12 and U-BOIN, which are simple to implement and have excellent operating characteristics for identifying the optimal biological dose for CAR T-cell therapy. Examples and software are provided to facilitate the use of these novel designs to accelerate the development of CAR T-cell therapy.\",\"PeriodicalId\":107466,\"journal\":{\"name\":\"Hematology and Oncology Discovery\",\"volume\":\"66 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-08-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Hematology and Oncology Discovery\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.15212/hod-2022-0003\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hematology and Oncology Discovery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.15212/hod-2022-0003","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Novel bayesian adaptive early phase designs to accelerate the development of CAR T-cell therapy
Chimeric antigen receptor (CAR) T-cell therapy has revolutionized cancer treatment, particularly for hematopoietic malignancies. CAR T-cell therapy is a living drug with fundamentally different characteristics from those of other therapies. For example, CAR T-cell therapy efficacy may not increase with dose, and dose-limiting toxicity is rarely observed in the therapeutic dose range. Consequently, the conventional trial design paradigm is not suitable for the development of CAR T-cell therapy. Here, we review and introduce the phase I-II trial design paradigm to optimize the dose of CAR T-cell therapy on the basis of both toxicity and efficacy. We describe several novel Bayesian model-assisted designs, including BOIN12 and U-BOIN, which are simple to implement and have excellent operating characteristics for identifying the optimal biological dose for CAR T-cell therapy. Examples and software are provided to facilitate the use of these novel designs to accelerate the development of CAR T-cell therapy.