Table 4. Comparison of ANN to conventional screening methods.
Screening method | Sensitivity, Specificity and/or PPV | Advantages | Disadvantages |
---|---|---|---|
Artificial neural network (ANN) trained with NHIS data years 1997–2016 tested on ten random splits | ● Sensitivity ~ of 0.57 ± 0.03 ● Specificity ~ of 0.89 ± 0.02 ● PPV ~ of 0.0075 ± 0.0003 |
● Better performance w/more training data ● Privacy ● Inexpensive ● Stage-independent ● Can stratify risk |
● Low PPV ● Assumes integrity of data ● Only correlation ● Cannot be used for screening |
Guaiac or immunoassay fecal occult blood test (gFOBT or iFOBT) | ● Sensitivity ~ 0.9 ● Specificity ~ 0.9 ● PPV ~ 0.02 |
● No pre-test colon-cleansing ● Privacy ● Non-invasive |
● Low PPV ● Pre-test diet ● False-positives ● Depends on CRC stage ● Moderately expensive |
● Fecal immunochemical test (FIT) ● Fecal immunochemical DNA test (FIT-DNA) |
(1) For FIT: ● Sensitivity ~ 0.1 ● Specificity ~ 0.9 ● PPV ~ 0.4 (2) For FIT-DNA: ● Sensitivity ~ 0.2 ● Specificity ~ 0.9 ● PPV ~ 0.5 |
● No pre-test colon-cleansing ● Privacy ● Inexpensive ($14) ● Non-invasive |
● Adenoma insensitivity ● False-positives ● Low PPV ● Depends on CRC stage |
Methylated SEPT9 gene test | ● Sensitivity ~ 0.6 at Stage I. ● Sensitivity ~ 0.9 at Stage IV. |
● No pre-test colon-cleansing ● Privacy ● Noninvasive |
● Moderately expensive ● Depends on CRC stage |
Flexible sigmoidoscopy | ● Sensitivity ~ 0.6 ● Specificity ~ 0.7 ● PPV ~ 0.8 |
● Able to perform biopsy/polypectomy ● Less colon-cleansing ● No sedation |
● Only rectum, lower-colon ● Dieting, bowel cleansing ● Invasive ● Expensive |
Virtual colonoscopy | ● Sensitivity ~ 0.6 ● Specificity ~ 0.7 ● PPV ~ 0.8 |
● Noninvasive ● Sedation unneeded ● Better at identifying advanced adenomas. |
● Colon-cleansing ● Ionizing radiation ● Expensive (~$8000 in costs and charges) |