Model-Assisted Bayesian Designs for Dose Finding and Optimization
portes grátis
Model-Assisted Bayesian Designs for Dose Finding and Optimization
Methods and Applications
Yuan, Ying; Lee, J. Jack; Lin, Ruitao
Taylor & Francis Ltd
11/2022
220
Dura
Inglês
9780367146245
15 a 20 dias
Descrição não disponível.
1. Bayesian Statistics and Adaptive Designs. 1.1. Basics of Bayesian Statistics. 1.2. Bayesian Adaptive Designs. 1.2. Bayesian Adaptive Designs. 2. Algorithm and Model-Based Dose Finding Designs. 2.1 Introduction. 2.2. Traditional 3+3 Design. 2.3. Cohort Expansion. 2.4 Accelerated Titration Design. 2.5. Continual Reassessment Method. 2.6. Bayesian Model Averaging CRM. 2.7. Escalation with Overdose Control. 2.8. Bayesian Logistic Regression Method. 2.9. Software. 3. Model-Assisted Dose Finding Designs. 3.1. Introduction. 3.2. Modified Toxicity Probability Interval Design. 3.3. Keyboard Design. 3.4. 3.4 Bayesian Optimal Interval (BOIN) Design. 3.5. Operating Characteristics. 3.6. Software and Case Study. 4. Drug-Combination Trials. 4.1. Introduction. 4.2. Model-based Designs. 4.3. Model-assisted Designs. 4.4. Operating Characteristics. 4.5. Software and Case Study. 5. Late-Onset Toxicity. 5.1. A Common Logistical Problem. 5.2. Late-Onset Toxicities. 5.3. TITE-CRM. 5.4. TITE-BOIN. 5.5. A Unified Approach using "Effective" Data. 5.6. TITE-keyboard and TITE-mTPI designs. 5.7. Software and Case Study. 6. Incorporating Historical Data. 6.1. Historical Data and Prior Information. 6.2. Informative BOIN (iBOIN). 6.3. iKeyboard Design. 6.4. Operating Characteristics. 6.5. Software and Case Study. 7. Multiple Toxicity Grades. 7.1. Multiple Toxicity Grades. 7.2. gBOIN Accounting for Toxicity Grade. 7.3. Multiple-toxicity BOIN. 7.4. Software and Illustration. 8. Finding Optimal Biological Dose. 8.1. Introduction. 8.2. EffTox design. 8.3. U-BOIN Design. 8.4. BOIN12 Design. 8.5. TITE-BOIN12 Design. 8.6. Other Model-Assisted Phase I/II Designs. 8.7. Software and Case Study. Bibliography. Index.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Phase I;Phase I-II;drug-combination trials;cancer;early phase trial;dose-response;Bayesian adaptive designs;DLT Probability;Target DLT Rate;Beta Binomial Model;Institutional Review Board;Maximum Sample Size;Model Based Designs;Target DLT;Drug Combination Trials;Non-informative Prior;Solid Tumor Trial;Current Dose Level;Dose Toxicity Curve;NCI CTCAE;Late Onset Toxicity;Dose Exploration;DLT Rate;Dose Combination;Bayesian Trials;Keyboard Design;Posterior Distribution;Dose Matrix;Waterfall Design;ATD;HPD Interval
1. Bayesian Statistics and Adaptive Designs. 1.1. Basics of Bayesian Statistics. 1.2. Bayesian Adaptive Designs. 1.2. Bayesian Adaptive Designs. 2. Algorithm and Model-Based Dose Finding Designs. 2.1 Introduction. 2.2. Traditional 3+3 Design. 2.3. Cohort Expansion. 2.4 Accelerated Titration Design. 2.5. Continual Reassessment Method. 2.6. Bayesian Model Averaging CRM. 2.7. Escalation with Overdose Control. 2.8. Bayesian Logistic Regression Method. 2.9. Software. 3. Model-Assisted Dose Finding Designs. 3.1. Introduction. 3.2. Modified Toxicity Probability Interval Design. 3.3. Keyboard Design. 3.4. 3.4 Bayesian Optimal Interval (BOIN) Design. 3.5. Operating Characteristics. 3.6. Software and Case Study. 4. Drug-Combination Trials. 4.1. Introduction. 4.2. Model-based Designs. 4.3. Model-assisted Designs. 4.4. Operating Characteristics. 4.5. Software and Case Study. 5. Late-Onset Toxicity. 5.1. A Common Logistical Problem. 5.2. Late-Onset Toxicities. 5.3. TITE-CRM. 5.4. TITE-BOIN. 5.5. A Unified Approach using "Effective" Data. 5.6. TITE-keyboard and TITE-mTPI designs. 5.7. Software and Case Study. 6. Incorporating Historical Data. 6.1. Historical Data and Prior Information. 6.2. Informative BOIN (iBOIN). 6.3. iKeyboard Design. 6.4. Operating Characteristics. 6.5. Software and Case Study. 7. Multiple Toxicity Grades. 7.1. Multiple Toxicity Grades. 7.2. gBOIN Accounting for Toxicity Grade. 7.3. Multiple-toxicity BOIN. 7.4. Software and Illustration. 8. Finding Optimal Biological Dose. 8.1. Introduction. 8.2. EffTox design. 8.3. U-BOIN Design. 8.4. BOIN12 Design. 8.5. TITE-BOIN12 Design. 8.6. Other Model-Assisted Phase I/II Designs. 8.7. Software and Case Study. Bibliography. Index.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Phase I;Phase I-II;drug-combination trials;cancer;early phase trial;dose-response;Bayesian adaptive designs;DLT Probability;Target DLT Rate;Beta Binomial Model;Institutional Review Board;Maximum Sample Size;Model Based Designs;Target DLT;Drug Combination Trials;Non-informative Prior;Solid Tumor Trial;Current Dose Level;Dose Toxicity Curve;NCI CTCAE;Late Onset Toxicity;Dose Exploration;DLT Rate;Dose Combination;Bayesian Trials;Keyboard Design;Posterior Distribution;Dose Matrix;Waterfall Design;ATD;HPD Interval
