Tissue samples can be collected through various methods such as biopsy, surgery, or fine-needle aspiration. The choice of method depends on the type of suspected disease, the location of the tissue, and the patient's condition. Proper collection and handling of tissue samples are vital to avoid artifacts and ensure accurate diagnosis.