Enviromics By: Larry Burd, Ph.D. Professor, Department of Pediatrics Director, North Dakota Fetal Alcohol Syndrome Center University of North Dakota, School of Medicine and Health Sciences Grand Forks, ND
Enviromics: The study of environmental effects
Phenomics EnviromicsGenomics Concepts
EnviromeEnviromicsExposures n = thousands GenomeGenomicsDNA n = thousands Transcriptomics RNA all n = thousands ProteomeProteomicsProtein all n = thousands MetabolomeMetabolomicsBiochemicals n = hundreds Phenome Phenomics Phenotype
Enviromics Exposure Dose Action Effect Size Genomics DNA RNA Protein Effect Size
Exposure Dose Effect Effect Size DNA RNA Protein Metabolites Phenotype Enviromics Genomics
Enviromic Components Models Exposures Prevalence Effect Magnitude Timing Interactions Confounders Phenotype Variance
Variance in Phenotype (Vp) Variance in Genetic Factors (Vg) Variance in Environmental Factors (Ve)
Variance in Phenotype Vp = Vg + Ve Modeling Variance Estimates Vp = Vg + Ve Ve = Vp – Vg Vg = Vp - Ve
Enviromics Casual Effect Modifiers No Known Effect Confounders Interactions
Dosiometry
Fetal Maternal Organ System Function/Behavior
Exposure 0 High
EXPOSURE: Units/Dose Cigarettes 1. # per day 2. Total Exposure 3. Cotine level per trimester of pregnancy Head Injury 1. # of events 2. Time in coma Genetics Duplication Trisomy 21= Syndromal Variablity Expansion – Repeats Trinucleotide repeats Fragile X= Mental Retardation IQ Mytonic Dystrophy = Age Onset Rate Progression Imprinting Gene Silencing= RNA Phenotype Expression
Smoking: Weekends Packs OCC ++ X Chart Data
10 1 packOcc 7-15 lightheavy Has cut down Smoking: Chart Data
Alcohol: X Y - - Chart Data
Alcohol 2 day3 – 4weekend Quitcut down Needs treatment? 2 DUI’s * Chart Data
Units of Exposure 0 High Drinks day week binges (4/5) pregnancy BAL Cigarettes day week pregnancy cotine levels
Threshold 0Exposure Dose High Outcomes Severe Protective
Linear non-Threshold Outcomes Severe 0Exposure Dose High
Hormetic Outcomes Severe 0Exposure Dose High
Each Exposure Should be Considered an Episode Temporal parameters Dose
Profile of Exposure Episodes
Physiologically based pharmacokinetics model (PBPK) Genes “+” condition 2, 3, or 4 hit model Genetic predisposition Developmental stage Exposure Interaction
Elimination Kinetics Absorption Distribution Metabolism Excretion
Exposure Assessment and Phenotype Detectability are Interdependent
Phenotype Severe Absent
Phenotype Detectability Severe Absent
Severe Absent Phenotype Severe Absent Detectability Phenotype Detectability
Coherence Threshold Sensitivity Specificity Positive predictive value Negative predictive value Accuracy Dose Phenotype
Exposure and Phenotype are linked. Dose Detectability 0 High Absent High
Phenotype Prevalence or Severity 0 Excess Costs Cost Savings Cost of Exposure Exposure/Dose
Phenotype Prevalence 0 Excess Costs Cost Savings Unitize: Exposure Prevalence Severity Costs = Cost per outcome or Costs = per unit of exposure Cost of Exposure
Detection Classification Phenotype Detectability
Detection Sensitivity Low Mortality High Testing & Control Group Normal Tests Observation & Testing Observation Syndrome Mortality Increased prevalence of signs Syndrome and comorbidity Typical Syndrome Exposure (Dose) Severe Syndrome Mild NOAEL None TOEL Typical LD – 50 Lethal LOEL Low
Disease Status +- True positives = TP+TN+phenocopies * ___ 100% False positives = FP+FN+phenocopies † ___ 100% False Negatives = FN+TN+phenocopies * ___ 100% True negatives = FP+TP+phenocopies † ___ 100% *Diagnosis with no exposure; † exposure without diagnosis. TP = true positives; TN = true negatives; FP = false positives; FN = false negatives Diagnostic Status +-+-
Exposure vs. Significant Exposure NOEL No Observable Effect Level LOAEL Lowest Observable Adverse Effect Level TAEL Typical Adverse Effect Level: 50% with adverse outcome at exposure level LD – 50 Lethal Dose for 50% exposed
Susceptible Exposed Unexposed
Adverse Outcomes Due to Prenatal Alcohol Exposure Did mom drink? Did she drink enough? Abnormal signs or disorders? Yes or No Was Alcohol a contributor to outcome?
SCREENING FOR ALCOHOL ABUSE TWEAK Test (Russell 1984) TOLERANCEHow many drinks can you hold? If more than 5 drinks = 2 points WORRYHave close friends or relatives worried or complained about Your drinking in the past year? Yes = 2 points EYE-OPENERDo you sometimes take a drink in the morning when you first get up? Yes = 1 point AMNESIAHas a friend or family member ever told you about things you said or did while you were drinking that you could not remember? Yes = 1 point K/CUT DOWNDo you sometimes feel the need to cut down on your drinking? Yes = 1 point A score of 2 or above places the woman in a risk category and requires further assessment.
Estimating Dosage Fetal Drinks per drinking day Days per week Binge days 1 st Trimester Last Trimester At labor and delivery Cumulative dose
Estimating Dosage Maternal Cumulative (Lifetime) Drinks per drinking day 1 st drink 1 st drunk 1 st treatment 1 st pregnancy Each treatment Each pregnancy
Alcohol Binges Total Dose Days Exposed Genetics Age Education Diet Smoking Birth Order Previously Affected Child Paternal effects Necessary but not sufficient Critical Susceptibility Components Dose Duration Timing Exposure
Cumulative Dose to Event
Assessment of Exposure During Pregnancy On average how many days per week did you drink during pregnancy? _____(a) What is the most you had to drink on any one day during pregnancy? _____ On an average drinking day during pregnancy how many drinks did you have? _____(b) Exposure Parameters (Cumulative exposure during pregnancy) Pregnancy Drinking Days = ( a x 40 ) = _____(c) Estimate of number of drinking days during pregnancy. Percent of Days Exposed During Pregnancy = ( c ÷ 280 ) = Estimate of days exposed during pregnancy. _____ Number of Drinks During Pregnancy = ( a x b x 40 ) = Estimate of number of drinks during pregnancy. _____(d) Ounces of absolute alcohol = ( d ÷ 2 ) = _______ Estimate of exposure to absolute alcohol during pregnancy.
FASD Phenotypes
Exposure Adverse outcome Expression Threshold Phenotype Severity Mortality LD - 50 Synergistic Effects Concept:
Synergistic Effects Application: Exposure Heart Defect Mortality
Modeling Exposure Outcomes
Exposoure High Low ARND FAS Fetal Stillbirth Infant Death Mortality Outcomes
Exposure High Low Fetal Stillbirth Infant FAS ARND Death Mortality Outcomes
Exposure High Low Fetal Stillbirth Infant FAS ARND Death Mortality Outcomes
Concluding Thoughts Phenotype and Exposure are Linked Exposure dose Exposure profile Phenotype detectability Dose – phenotype Refinement of measures