Bayesian Precision Medicine

Bayesian Precision Medicine
Author :
Publisher : CRC Press
Total Pages : 330
Release :
ISBN-10 : 9781040026663
ISBN-13 : 1040026664
Rating : 4/5 (63 Downloads)

Book Synopsis Bayesian Precision Medicine by : Peter F. Thall

Download or read book Bayesian Precision Medicine written by Peter F. Thall and published by CRC Press. This book was released on 2024-05-07 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bayesian Precision Medicine presents modern Bayesian statistical models and methods for identifying treatments tailored to individual patients using their prognostic variables and predictive biomarkers. The process of evaluating and comparing treatments is explained and illustrated by practical examples, followed by a discussion of causal analysis and its relationship to statistical inference. A wide array of modern Bayesian clinical trial designs are presented, including applications to many oncology trials. The later chapters describe Bayesian nonparametric regression analyses of datasets arising from multistage chemotherapy for acute leukemia, allogeneic stem cell transplantation, and targeted agents for treating advanced breast cancer. Features: Describes the connection between causal analysis and statistical inference Reviews modern personalized Bayesian clinical trial designs for dose-finding, treatment screening, basket trials, enrichment, incorporating historical data, and confirmatory treatment comparison, illustrated by real-world applications Presents adaptive methods for clustering similar patient subgroups to improve efficiency Describes Bayesian nonparametric regression analyses of real-world datasets from oncology Provides pointers to software for implementation Bayesian Precision Medicine is primarily aimed at biostatisticians and medical researchers who desire to apply modern Bayesian methods to their own clinical trials and data analyses. It also might be used to teach a special topics course on precision medicine using a Bayesian approach to postgraduate biostatistics students. The main goal of the book is to show how Bayesian thinking can provide a practical scientific basis for tailoring treatments to individual patients.


Bayesian Precision Medicine Related Books

Bayesian Precision Medicine
Language: en
Pages: 330
Authors: Peter F. Thall
Categories: Mathematics
Type: BOOK - Published: 2024-05-07 - Publisher: CRC Press

DOWNLOAD EBOOK

Bayesian Precision Medicine presents modern Bayesian statistical models and methods for identifying treatments tailored to individual patients using their progn
Bayesian Methods for Complex Data Structures, with Applications to Precision Medicine in Women's Healthcare
Language: en
Pages: 298
Authors: Jennifer Elizabeth Starling
Categories:
Type: BOOK - Published: 2020 - Publisher:

DOWNLOAD EBOOK

This thesis explores novel Bayesian non-parametric regression techniques for data with complex structures, developed in response to challenges in women's health
Bayesian Adaptive Designs for Innovative Clinical Trials and Precision Medicine
Language: en
Pages:
Authors: Yuan Ji
Categories:
Type: BOOK - Published: 2018 - Publisher:

DOWNLOAD EBOOK

Bayesian Methods in Pharmaceutical Research
Language: en
Pages: 547
Authors: Emmanuel Lesaffre
Categories: Medical
Type: BOOK - Published: 2020-04-15 - Publisher: CRC Press

DOWNLOAD EBOOK

Since the early 2000s, there has been increasing interest within the pharmaceutical industry in the application of Bayesian methods at various stages of the res
Bayesian Evidence Synthesis for Surrogate Endpoints in the Era of Precision Medicine
Language: en
Pages:
Authors: Anastasios Papanikos
Categories:
Type: BOOK - Published: 2021 - Publisher:

DOWNLOAD EBOOK