Morphological profiling of tubercle bacilli identifies drug pathways of action.
Trever C SmithKrista M PullenMichaela C OlsonMorgan E McNellisIan RichardsonSophia HuJonah Larkins-FordXin WangJoel S FreundlichD Michael AndoBree B AldridgePublished in: Proceedings of the National Academy of Sciences of the United States of America (2020)
Morphological profiling is a method to classify target pathways of antibacterials based on how bacteria respond to treatment through changes to cellular shape and spatial organization. Here we utilized the cell-to-cell variation in morphological features of Mycobacterium tuberculosis bacilli to develop a rapid profiling platform called Morphological Evaluation and Understanding of Stress (MorphEUS). MorphEUS classified 94% of tested drugs correctly into broad categories according to modes of action previously identified in the literature. In the other 6%, MorphEUS pointed to key off-target activities. We observed cell wall damage induced by bedaquiline and moxifloxacin through secondary effects downstream from their main target pathways. We implemented MorphEUS to correctly classify three compounds in a blinded study and identified an off-target effect for one compound that was not readily apparent in previous studies. We anticipate that the ability of MorphEUS to rapidly identify pathways of drug action and the proximal cause of cellular damage in tubercle bacilli will make it applicable to other pathogens and cell types where morphological responses are subtle and heterogeneous.
Keyphrases
- single cell
- gram negative
- mycobacterium tuberculosis
- multidrug resistant
- cell therapy
- oxidative stress
- cell wall
- high throughput
- systematic review
- stem cells
- clinical trial
- randomized controlled trial
- magnetic resonance
- mesenchymal stem cells
- genome wide
- drug induced
- study protocol
- quantum dots
- electronic health record
- stress induced
- heat stress
- double blind