gBOIN-ET: The generalized Bayesian optimal interval design for optimal dose-finding accounting for ordinal graded

Kentaro Takeda1, Satoshi Morita2, Masataka Taguri3

  • 1Data Science, Astellas Pharma Global Development, Inc., Northbrook, IL, USA.

Insights

A new generalized Bayesian optimal interval design (gBOIN-ET) efficiently identifies optimal doses for novel oncology therapies by considering both efficacy and toxicity. This approach improves dose selection and patient allocation in clinical trials.

Area of Science:

  • Oncology
  • Clinical Trial Design
  • Biostatistics

Background:

  • Identifying optimal doses (OD) for novel molecular targeted and immune-oncology agents is crucial for subsequent clinical trials.
  • New therapies often present with multiple low-to-moderate grade toxicities rather than severe dose-limiting ones.
  • Efficacy assessment in oncology trials requires nuanced evaluation of response categories.

Purpose of the Study:

  • To propose a novel dose-finding design that integrates both efficacy and toxicity grades for oncology trials.
  • To introduce the generalized Bayesian optimal interval (gBOIN-ET) design as a practical alternative to complex model-based methods.

Main Methods:

  • The study introduces the gBOIN-ET design, a model-assisted approach for oncology dose-finding.
  • This design accounts for various grades of toxicity and efficacy outcomes.
  • Implementation is designed to be simple and straightforward for practical clinical use.

Main Results:

  • Simulation studies demonstrate the gBOIN-ET design's superiority over existing model-assisted designs.
  • The gBOIN-ET design shows improved percentage of correct optimal dose selection.
  • It also demonstrates advantages in the average number of patients allocated to optimal doses across diverse scenarios.

Conclusions:

  • The gBOIN-ET design offers a valuable, practical, and effective method for oncology dose-finding.
  • It enhances the precision of identifying optimal doses for novel cancer therapeutics.
  • This design facilitates more efficient patient allocation in early-phase oncology trials.

Related Concept Videos

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches01:23

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches

Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
185
Dose-Response Relationship: Overview01:03

Dose-Response Relationship: Overview

Agonists can bind with and activate receptors, resulting in the formation of drug-receptor complexes. Once formed, these complexes catalyze many biochemical processes at the cellular level and subsequently induce a pharmacologic response. The degree of response is directly proportional to the fraction of activated receptors, which in turn, depends on the concentration of the drug at the receptor site as well as the sensitivity of the receptor. An increase in the administered dose contributes to...
3.8K
Dose-Response Relationship: Potency and Efficacy01:22

Dose-Response Relationship: Potency and Efficacy

The potency of a drug is the measure of its ability to produce a biological response and can be compared by looking at the half-maximum effective concentration or EC50 values of different drugs. A lower EC50 value indicates higher potency of the drug. In the dose–response curve of two antihypertensive drugs, candesartan and irbesartan, a significant difference is observed in their EC50 values. A lower EC50 value for candesartan indicates that it is more potent than irbesartan, as it...
5.3K
Clinical Trials01:16

Clinical Trials

Clinical trials are prospective experimental studies conducted on humans to determine the safety and efficacy of treatments, drugs, diet methods, and medical devices. Using statistics in clinical trials enables researchers to derive reasonable and accurate conclusions from the collected data, allowing them to make wise decisions in uncertain situations. In medical research, statistical methods are crucial for preventing errors and bias.
There are four phases in a clinical trial. A phase one...
9.3K
Clinical Trials: Overview01:11

Clinical Trials: Overview

Clinical development focuses on how the drug will interact with the human body and encompasses four key phases of clinical trials, each serving a specific purpose in assessing the safety and effectiveness of new drugs. These phases overlap and build upon one another. Phase I involves a small group of healthy volunteers (typically 20-80 individuals) or, in cases where significant toxicity is expected, patients with the targeted disease, such as cancer or AIDS. The volunteers are tested for...
3.4K
Rational Dosage Regimen: Maintenance Dose and Loading Dose01:24

Rational Dosage Regimen: Maintenance Dose and Loading Dose

A rational dosage regimen considers a drug's pharmacokinetics, including its absorption, distribution, metabolism, and elimination from the body. By understanding these factors, the appropriate dosage can be determined, and the dosing schedule can be designed to achieve and maintain the desired therapeutic effect while minimizing adverse effects.
In most cases, drugs are administered repetitively or infused continuously to maintain a steady-state concentration in the body. At a steady...
4.5K