The methods of sample collection vary depending on the type of sample and the study requirements. Common methods include:
Venipuncture for blood samples. Swabs for respiratory or surface samples. Urine collection through clean-catch or catheterization. Environmental sampling using air samplers, water filtration, or soil scoops.