Several factors can lead to abnormal bicarbonate levels. Metabolic acidosis, characterized by low bicarbonate levels, may result from conditions such as kidney failure, diabetic ketoacidosis, or severe diarrhea. Conversely, metabolic alkalosis, marked by high bicarbonate levels, may occur due to prolonged vomiting, excessive use of antacids, or diuretic therapy.