Related Experiment Video
Updated: Sep 12, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Rethinking anticholinergic burden in older adults: innovative approaches to detection and management
Geofrey Oteng Phutietsile1, Prasad S Nishtala1,2
1Department of Life Sciences, University of Bath, Bath, UK.
Introduction:
Anticholinergic burden (AChB), the cumulative impact of medications with anticholinergic properties, is a modifiable risk factor linked to cognitive impairment, falls, and functional decline in older adults. Yet despite the availability of multiple AChB assessment tools, no consensus gold standard exists, and commonly used scales often rely on static, expert-derived drug rankings.
Areas Covered:
This narrative review synthesizes recent advances in AChB measurement and deprescribing. It critically evaluates established tools like the Anticholinergic Cognitive Burden (ACB) scale and Drug Burden Index (DBI), alongside emerging machine learning - based models such as the ML-AB scale. The review also explores the role of digital health innovations such as clinical decision support systems and wearable technologies in enhancing risk stratification and deprescribing interventions.
Expert Opinion:
While traditional tools remain useful, they suffer from limitations in adaptability and integration into routine workflows. Newer AI and data-driven approaches show promise in improving predictive accuracy and scalability. A paradigm shift is emerging, with future deprescribing efforts likely to depend on hybrid systems that combine mechanistic understanding with empirical robustness. For optimal impact, these tools must be validated, implemented thoughtfully, and aligned with patient-centered outcomes in diverse care settings.
More Related Videos
07:02A Computerized Test Battery to Study Pharmacodynamic Effects on the Central Nervous System of Cholinergic Drugs in Early Phase Drug Development
Published on: February 11, 2019
05:59Author Spotlight: Overcoming Challenges in Drosophila Sleep Measurement Using DAM System
Published on: October 20, 2023
Related Concept Videos
Parkinson's Disease: Treatment
Parkinson's Disease is primarily a result of the loss of dopaminergic neurons in the substantia nigra pars compacta. The cornerstone of...
Indirect-Acting Cholinergic Agonists: Pharmacological Actions
At the neuromuscular junction, these agents work by inhibiting the breakdown of acetylcholine, allowing it to remain bound to the receptor and bind to nearby receptors. This process leads to repetitive firing of the endplate, causing muscle...
Cholinergic Antagonists: Therapeutic Uses
Respiratory Tract: Ipratropium, aclidinium, and tiotropium treat asthma, chronic bronchitis, and chronic obstructive pulmonary disease (COPD). They protect against bronchoconstriction caused by irritants like cigarette smoke, sulfur dioxide, and ozone. They also help reduce nasopharyngeal...
Alzheimer's Disease: Treatment
Direct-Acting Cholinergic Agonists: Therapeutic Uses
Anticholinesterase Agents: Poisoning and Treatment
Irreversible agents form a strong bond with the cholinesterase enzyme, making it inactive. The breakdown of the phosphorylated enzyme is...