Created
July 18, 2017 21:08
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Analytical validation stats
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# definitions of calculations | |
# sensitivity is the ability of test to detect the disease when it is present; it is defined as # true positives/# of samples with disease or condition | |
# specificity is the ability of a test to exclude the disease when it is absent, it is defined as the number of true negatives/# without the disease or condition | |
# positive predictive value (PPV) - the likelihood that a positive test truly represents the presence of the disease or condition; it is defined as # true positives/# all positives. A test has a high PPV if a large percentage of prople who get a positive test result actually have the disease or condition. | |
# negative predictive value (NPV) - the likelihood that a negative test truly represents the absence of the disease or condition; it is defined as # true negatives/# all negatives. A test has a high NPV if a large percentage of prople who get a negative test result really don't have the disease or condition. | |
# how we define the values | |
# true positives: | |
# def 1: all genes present in more than half of the subsets | |
# def 2: all genes present in more 2 of the subsets with more than 10M UMEND reads | |
# true negatives: | |
# def 1 (bad): all genes identified in any samples as up outliers, but not reaching criteria for true positives (~20) | |
# def 2 (better): all tested genes (58582) not reaching criteria for true positives (~ 58k) | |
# def 3 (unknown): all cancer genes (~500) not reaching criteria for true positive | |
# def 4 (unknown - for pathway enrichment): all pathways not reaching criteria for true positives |
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