Multiple factors can influence serum drug levels, including the pharmacokinetics of the drug (absorption, distribution, metabolism, and excretion), the patient's age, weight, liver and kidney function, and the presence of other medications. In cases of overdose, factors such as the amount ingested, the time since ingestion, and whether any gastrointestinal decontamination methods were used can also impact levels.