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Bayesian Risk Analysis Workshop Questions Shuji Ogino, M.D., Ph.D. AMP Training and Education Committee Brigham and Women’s Hospital Dana-Farber Cancer Institute Harvard Medical School I would appreciate any feedback shuji_ogino@dfci.harvard.edu
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Special Thanks! Rob Wilson, Pam Flodman, Pam Hawley, Bert Gold and Wayne Grody; collaborators of risk analysis projects Jean Amos Wilson, Vicky Pratt and Ed Highsmith; helpful suggestions AMP Program Committee, Training and Education Committee, and Genetics Subdivision Early-birds, thank you!
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CF Carrier screening negative for the ACMG 23 mutation panel Q1. Cystic fibrosis Non-Hispanic Caucasian family Sensitivity = mutation detection rate = 88% Specificity = 100%
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Hints Sensitivity = positive / all carriers (or patients); you want them to be positive Specificity = negative / all non-carriers (or controls); you want them to be negative
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Hints For alternative possibilities (e.g., carrier vs. non-carrier), always assume one of them is true (e.g., she is a carrier), then calculate the probability that the test result (negative) happens (= conditional probability) Assuming = key to success in Bayes
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Classic CF patient Tested for the ACMG 23 mutation panel Only one p.F508del detected p.F508del constitutes 72% of all disease alleles Negative for the same 23 mutation panel Carrier risk? Q2. Cystic fibrosis testing Same mutation panel
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Hints Be careful when test result on proband is available Especially watch for undetectable mutation !
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Classic CF patient Tested for the ACMG 23 mutation panel (that detects 88% of all disease alleles) Only one p.F508del detected Negative for an expanded mutation panel that detects 93% of Non-Hispanic Caucasian disease alleles Carrier risk? Q3. Tough but common question. Cystic fibrosis testing Different mutation panels
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Hints What is the probability that mutations undetectable by the 23-mutation panel can be detected by the expanded panel?
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Only one p.F508del detected by prenatal testing with ACMG 23-panel (that detects 88% of disease alleles). p.F508del constitutes 72% of all disease alleles What is CF disease risk? Non-Hispanic Caucasian family Q4. Cystic fibrosis testing Only one detectable mutation (Almost imaginary scenario, but prelude to Q5)
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Hints Assume AFFECTED fetus, then calculate conditional probabilities Assume CARRIER fetus, then calculate conditional probabilities Assume NON-CARRIER fetus, then calculate conditional probabilities For further reading: Ogino et al. J Med Genet 2004;41:e70.
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Fetal echogenic bowel (EB)+ Only one p.F508del by prenatal testing (ACMG 23 mutation panel that detects 88% of disease alleles). p.F508del = 72% of all mutant alleles What is CF disease risk? Non-Hispanic Caucasian family Q5. Cystic fibrosis testing Only one detectable mutation Carrier screening shows p.F508del by the ACMG 23 mutation panel Cond. prob. of EB if affected = 0.11 if a carrier = 0.00089 if a non-carrier = 0.00035
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Hints Start Bayesian analysis from the top Assume carrier father, then calculate conditional probabilities Assume non-carrier father, then calculate conditional probabilities –For further reading: Ogino et al. J Med Genet 2004;41:e70.
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From here: Advanced questions for other diseases Three reasons to do: 1. You can have fun in an airplane to the meeting 2. We can go over if time allows at the workshop (answers will be available) 3. I am always happy to discuss
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Q6. Autosomal Dominant Disease III-1 Affected Age 65 Age 40 Penetrance at age 65 = 0.6 at age 40 = 0.3 Unaffected. Carrier risk? Unaffected. Carrier risk? II-2
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Hints One comprehensive Bayesian table gives all correct answers at once Information of a child may modify risks of the parents and grandparents
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Unaffected at age 50 Heterozygous risk? Disease risk by age 70? Penetrance by age 50 = 0.4 by age 70 = 0.75 Q7. Autosomal Dominant Disease with Age-dependent Penetrance Affected
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Hints If he is a carrier, what is the risk to become symptomatic from age 50 to 70?
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I-1I-2 II-1II-2 II-3 II-4 III-1 III-2III-3 III-4 IV-1 IV-2 Q8. Consanguinity: IV-1’s risk for rare AR disease AR disease V-1 Carrier
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Hints Watch for dependent possibilities Start from a key person (connector between consanguineous couple and proband).
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DMD Assume = (same maternal and paternal de novo mutation rate) Age 2 months Age 30, 36 asymptomatic Q9. Isolated Case of X-linked Recessive Disease Carrier Risk? I-2 II-3II-4 II-2 Carrier Risk? II-1 Carrier Risk?
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Hints Start analysis from the top One comprehensive Bayesian table can give all answers at once Carrier risk = 4 (given = ) for a woman with no relative affected with lethal X-liked recessive disease
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