The reliability of biochemical tests can vary depending on the type of test and the specific cancer being detected. While some tests, such as PSA for prostate cancer, are well-established and widely used, others may have limitations in terms of sensitivity and specificity. False positives and false negatives can occur, which is why these tests are often used in conjunction with other diagnostic methods like imaging and biopsy.