Generative artificial intelligence empowers digital twins in drug discovery and clinical trials

M Bordukova, N Makarov… - Expert Opinion on …, 2024 - Taylor & Francis
ABSTRACT Introduction The concept of Digital Twins (DTs) translated to drug development
and clinical trials describes virtual representations of systems of various complexities …

Synthetic data in biomedicine via generative artificial intelligence

B van Breugel, T Liu, D Oglic… - Nature Reviews …, 2024 - nature.com
The creation and application of data in biomedicine and healthcare often face privacy
constraints, bias, distributional shifts, underrepresentation of certain groups and data …

A digital twin model for evidence-based clinical decision support in multiple myeloma treatment

N Grieb, L Schmierer, HU Kim, S Strobel… - Frontiers in Digital …, 2023 - frontiersin.org
The treatment landscape for multiple myeloma (MM) has experienced substantial progress
over the last decade. Despite the efficacy of new substances, patient responses tend to still …

Investigating predictors of progression from mild cognitive impairment to Alzheimer's disease based on different time intervals

Y Wu, X Wang, C Gu, J Zhu, Y Fang - Age and Ageing, 2023 - academic.oup.com
Background Mild cognitive impairment (MCI) is the early stage of AD, and about 10–12% of
MCI patients will progress to AD every year. At present, there are no effective markers for the …

Exploring the use of synthetic placebo populations in ALS randomized clinical trials

H Bowles, S Opie-Martin, A Shojaie, L Libonati… - medRxiv, 2022 - medrxiv.org
Objectives The use of synthetic data to supplement clinical trial placebo groups or for trial
planning is rapidly gaining interest. However, there is not yet an established framework for …

Pharmacometrics and machine learning in drug development

Y Ryeznik, O Sverdlov - Artificial Intelligence for Drug Product Lifecycle …, 2025 - Elsevier
Modern drug development is increasingly complex and requires strategic application of
novel quantitative disciplines such as pharmacometrics (PMx) and machine learning (ML) …

The Potential of Disease Progression Modeling to Advance Clinical Development and Decision Making

MS Starling, L Kehoe, BK Burnett, P Green… - Clinical Pharmacology … - Wiley Online Library
While some model‐informed drug development frameworks are well recognized as enabling
clinical trials, the value of disease progression modeling (DPM) in impacting medical …

Use of Smart Clinical Trial Design in Promoting Digital Precision Health

H Miao, D Liu, J Wang - Available at SSRN 4973730 - papers.ssrn.com
Abstract The use of Sequential Multiple Assignment Randomized Trial (SMART) design in
digital precision health studies is gaining popularity due to its flexibility and efficiency …