Skip to main content
. 2019 Aug 22;14(8):e0221421. doi: 10.1371/journal.pone.0221421

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)