💊 Antibiotic Resistance
Watch bacteria evolve antibiotic resistance under selection. Mutation, fitness cost and dosing schedule decide the outcome — under-dosing breeds resistance, a full course clears the infection. Live population split by susceptible vs resistant with MIC.
About Antibiotic Resistance Evolution
Antibiotic resistance is one of the most pressing public health crises of our time: bacteria evolve the ability to survive drug concentrations that would normally kill them, a process driven by natural selection acting on spontaneous mutations. This simulation models a bacterial population split into susceptible and resistant strains, where each replication cycle can produce resistant mutants carrying a fitness cost relative to their drug-free ancestors. The real-world consequence is the rise of "superbugs" such as MRSA and multi-drug-resistant tuberculosis, which now kill hundreds of thousands of people annually.
You can adjust the minimum inhibitory concentration (MIC) — the drug level needed to halt susceptible bacteria — the mutation rate, the imposed antibiotic dose, and the treatment schedule. Watch the population graph to see how under-dosing creates a selective window in which resistant mutants outcompete susceptibles, while maintaining a dose above the MIC for a full course clears the infection before resistance can establish.
Frequently Asked Questions
What is the minimum inhibitory concentration (MIC)?
The MIC is the lowest drug concentration that prevents visible bacterial growth after 18–24 hours of incubation. In clinical practice, a bacterium is classified as susceptible if its MIC falls well below the drug concentration achievable in the patient's blood, and resistant if it exceeds it. Setting the MIC slider higher in this simulation means susceptible bacteria survive longer at low drug doses.
Why does under-dosing promote resistance?
When the drug concentration falls between the MIC of susceptible cells and the MIC of resistant mutants, susceptibles are killed but resistant bacteria thrive with reduced competition — this is called the "mutant selection window." Incomplete courses of antibiotics are a major driver of clinical resistance because they keep patients in this window for days. A full dose maintained above both MICs collapses the window and prevents resistant clones from taking over.
What fitness cost do resistant bacteria pay?
Resistance mechanisms — such as efflux pumps, altered penicillin-binding proteins, or enzyme production — consume cellular energy and resources, giving resistant bacteria a slower growth rate in drug-free environments. This fitness cost is why resistance sometimes declines in a population once antibiotic pressure is removed, though compensatory mutations can later restore fitness without losing resistance.
How do bacteria acquire resistance mutations?
Mutations arise spontaneously during DNA replication at a rate of roughly 10⁻⁹ to 10⁻⁷ per base pair per generation. In a large population of 10⁸ bacteria, statistically at least one cell will already carry a point mutation conferring resistance before any drug is administered. Horizontal gene transfer via plasmids can also spread pre-existing resistance genes between unrelated species almost instantaneously.
What is the difference between bacteriostatic and bactericidal drugs?
Bacteriostatic drugs halt bacterial growth without killing cells; bactericidal drugs actively kill bacteria. Most resistance models in this simulation assume a bactericidal mechanism where cells above the MIC are killed at a rate proportional to drug concentration. Bacteriostatic drugs require a functioning immune system to clear the halted population, so the outcome after stopping treatment can differ markedly from the bactericidal case.
How does mutation rate affect the simulation outcome?
Higher mutation rates increase the probability that a resistant mutant arises early, but they also generate harmful mutations across the genome, reducing average fitness. The interplay produces an optimal mutation rate — too low and no resistance emerges; too high and the population collapses from mutational load. This is the basis of "lethal mutagenesis" strategies that intentionally drive mutation rates beyond the error threshold to kill pathogens.
What is antimicrobial resistance (AMR) and why does it matter globally?
AMR refers to the ability of microorganisms — bacteria, viruses, fungi, and parasites — to resist the drugs designed to kill them. The WHO estimates that drug-resistant infections directly caused 1.27 million deaths in 2019 and contributed to nearly 5 million more. Without coordinated action on antibiotic stewardship, agricultural use, and novel drug development, AMR could cost the global economy trillions of dollars annually by 2050.
Can resistance be reversed once it has emerged?
Reversibility depends on the fitness cost of resistance. If resistant bacteria grow significantly slower without antibiotics, susceptible wild-type cells can outcompete them over time when drug pressure is removed — a principle behind "antibiotic cycling" strategies in hospitals. However, if compensatory mutations arise that restore growth rate while maintaining resistance, or if the resistance gene spreads to the chromosome from a plasmid, reversal becomes very unlikely.
What role does population size play in resistance emergence?
Larger populations harbour more pre-existing mutants by chance: a colony of 10⁹ cells is almost certain to already contain cells resistant to any single drug at typical mutation rates. This is why combination therapy — using two or three antibiotics simultaneously — is standard for infections like tuberculosis, since the probability of a single cell spontaneously carrying resistance to all drugs at once is vanishingly small (roughly 10⁻¹⁸).
How do hospitals manage antibiotic resistance in practice?
Infection control measures include antibiotic stewardship programmes that restrict broad-spectrum drugs to confirmed resistant infections, hand hygiene protocols, isolation of MRSA-positive patients, and surveillance cultures. Antibiotic stewardship has been shown to cut resistance rates by 20–30% in some clinical settings while also reducing costs by eliminating unnecessary prescriptions.
What are superbugs and which ones are most dangerous?
Superbugs are bacteria resistant to multiple, or in some cases nearly all, available antibiotics. The WHO's critical-priority pathogens include carbapenem-resistant Acinetobacter baumannii, carbapenem-resistant Pseudomonas aeruginosa, and carbapenem-resistant Enterobacteriaceae. Carbapenem antibiotics are considered last-resort drugs, so resistance to them leaves clinicians with very few treatment options — often only the older drug colistin, which carries significant kidney toxicity.
Bacteria evolve resistance under antibiotic selection: susceptible cells die above their MIC while resistant survivors pay a fitness cost.
3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install