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Team 1: Negative Psychological Attributes
Mirjam Sprangers, Ph.D.Academic Medical Center/University of Amsterdam
Frank Baas, Ph.D. Academic Medical Center/University of Amsterdam
Nick Martin, Ph.D.University of Queensland
Miriam Mosing, M.Sc.University of Queensland
Genetic Disposition & PatientGenetic Disposition & Patient--reported Quality of Life Outcomesreported Quality of Life Outcomes
Rochester, MN, February 26 Rochester, MN, February 26 –– 28, 200928, 2009
Acknowledgements
Prof. dr. Dick SwaabNetherlands Institute for Neuroscience, AMC, University of Amsterdam
Dr. Eric RuhéDepartment of Psychiatry, AMC, University of Amsterdam
Judith van der Harg, Linda Hoogland, Tessa van
der Maaden, Boy Vissers, Nathalie Audureau,
Willemieke Kouwenhoven, Eva NaninckMaster students Neurobiology, University of Amsterdam
Negative Psychological Attributes:
Definition
• Psychological functioning: psychological distress <-> positive sense of
well-being
• Focus of effort: Negative side of this continuum;
"normal" feelings of distress
Negative Psychological Attributes:Biological and genetic research
• Mostly conducted in pathology and psychiatry
• We expect a similar biological substrate for non-
pathological negative affect
• The focus is on major depressive and anxiety disorders
• There is a large variety of depressive and anxiety disorders
• The following summary can therefore only be
sketchy and incomplete
Question 1
Which potential biological pathways have been considered and/or shown to describe a possible genetic disposition for negative
psychological affect?
Question 2
Which genes and genetic variants have been considered and/or shown to have a potential association with negative psychological affect?
The problem of gene finding in relatively The problem of gene finding in relatively frequent diseasesfrequent diseases
•• Is a single mutation responsibleIs a single mutation responsible
•• Usually notUsually not
•• Is a single gene responsibleIs a single gene responsible
•• Probably notProbably not
•• How do we solve this problemHow do we solve this problem
•• Define the phenotypeDefine the phenotype
•• Analyze specific formsAnalyze specific forms
•• Analyze associated conditions Analyze associated conditions ((endophenotypesendophenotypes))
Genes significantly associated to depression in meta-analysis
(López-León et al., Molecular Psychiat 2008; 13: 772-85)
• apolipoprotein E (APOE)• guanine nucleotide-binding protein (GNB3)• methylenetetrahydrofolate reductase (MTHFR)• dopamine transporter (SLC6A3)• SLC6A4
Candidate Genes/Genetic Variants: HPA System
• Mineralocorticoid receptor (MR) / AR / CRHR1• Glucocorticoid receptor (GR) (NR3C1) / ER1,2 / CRHR2• VMAT2• Arginine vasopressin (AVP), AVPR1b/1a• Oxytocin (OXTR)• DA receptors• Opiate receptors• 5HT receptors (5HT2A/1A); 5HT transporter• GABA receptors / Glutamate• CR (cannabis)• BDNF / Trx B• Melatonin receptors• Clock genes (NPAS2, ARNTL, PER3)• Urocortin receptors• NPY receptors• Orexin receptors• Adrenergic receptors (α2 A) • Thyroid hormones, receptors and transporters
Candidate Genes/Genetic Variants: Dopamine and Serotonin
• Dopamine- dopamine transporter (DAT)- Catechol-O-methyltransferase (COMT)
- D4-receptor (DRD4)
• Serotonin- serotonin transporter 5-HTT- Catechol-O-methyltransferase (COMT)
- MAO-A gene
COMT genotype & YCOMT genotype & Y--BOCS scoresBOCS scoresYALEYALE--BROWN OBSESSIVE BROWN OBSESSIVE
COMPULSIVE SCALE in schizophreniaCOMPULSIVE SCALE in schizophrenia
30
20
10
0
COMT genotype
Y-B
OC
S t
ota
l s
co
res
N=12 N=34 N=12
Val/ValN=23
Val/MetN=51
Met/MetN=12
P=0.005
P=0.042 P=0.022
Question 3
What datasets are available to explore the association of genes and negative psychological affect?
Available Australian DataAvailable Australian Data
•• The Australian Twin Registry (ATR) The Australian Twin Registry (ATR) -- a a volunteer register.volunteer register.
•• Data have been collected on a range of Data have been collected on a range of phenotypes (e.g. Alcohol/Drug phenotypes (e.g. Alcohol/Drug consumption, personality etc.) since 1978 consumption, personality etc.) since 1978 (>50,000 individuals)(>50,000 individuals)
•• GWAS data available for almost 10,000 GWAS data available for almost 10,000 adults and 4,000 adolescentsadults and 4,000 adolescents
•• Of the phenotype data how many variables Of the phenotype data how many variables are related to Quality of Life (are related to Quality of Life (QoLQoL) and also ) and also have genotype information available?have genotype information available?
•• Which studies explore phenotypes Which studies explore phenotypes related to related to QoLQoL? ?
•• How many individuals have How many individuals have information available on these information available on these phenotypes of interest?phenotypes of interest?
•• Genotyped?Genotyped?
•• Un/related?Un/related?
OLDER COHORT
(born 1892-1963)YOUNGER COHORT
(born 1964-1971)
Australian Twin Registry
Recruitment Pools
Studies
Mailed Questionnaire
Telephone Interview
In-person Testing or
Measures Taken
relatives ofAlcohol Cohort 1
twins recruited
older twins recruited since
1981
Figure 1. Flowchart of studies that have collected data related to quality of life.
families from Finnish Twin Cohort:selection based on
heavy smokingIndex cases
relatives ofAlcohol Cohort 1
twins recruited
spouses ofSSAGA I
twins recruited
+ sibling recruitment
+ sibling recruitment
13 families with 5 or more
siblings were recruited through other QIMR
studies or themedia
EysenckEysenck Personality Questionnaire Personality Questionnaire (EPQ)(EPQ)
Canberra Study, Canberra Study,
Alcohol Cohort 1 and Alcohol Cohort 1 and
2, Relatives of Alcohol 2, Relatives of Alcohol
Cohort 1 and 2Cohort 1 and 2
PsychoticismPsychoticism ExtraversionExtraversion NeuroticismNeuroticism
(17(17--96 years)96 years) (17(17--96 years)96 years) (17(17--96 years)96 years)
All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped individualsindividuals and genotypedand genotyped individualsindividuals and genotypedand genotyped
Total # fully answeredTotal # fully answered2142121421 41604160 2087620876 40974097 2163921639 42154215
TOTAL # TOTAL # phenotypedphenotyped 2257022570 43334333 2243922439 43214321 2254822548 43324332
Fully answered (founders)Fully answered (founders) 92839283 24752475 90909090 24642464 98769876 24932493
Fully answered (families)Fully answered (families) 59865986 23242324 59655965 22862286 65296529 23352335
PhenotypedPhenotyped (families)(families) 60526052 24262426 60456045 24222422 65936593 24262426
PhenotypedPhenotyped MZ twinsMZ twins 17961796 877877 26582658 875875 28922892 881881
…….. if phenotypes shared.. if phenotypes shared 26582658 895895 26522652 898898 28922892 903903
FemalesFemales 1304913049 28672867 1296612966 28632863 1302813028 28682868
MalesMales 95209520 14661466 94729472 14581458 95199519 14641464
TriTri--dimensional Personality dimensional Personality Questionnaire (TPQ)Questionnaire (TPQ)
Alcohol Cohort 1 and Alcohol Cohort 1 and
2, Relatives of Alcohol 2, Relatives of Alcohol
Cohort 1 and 2,Cohort 1 and 2,
1717--69 years of age69 years of age
Harm Avoidance Harm Avoidance Novelty SeekingNovelty Seeking Reward DependenceReward Dependence
All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped individualsindividuals and genotypedand genotyped individualsindividuals and genotypedand genotyped
Total # fully answeredTotal # fully answered1890718907 38623862 1859718597 37903790 1879218792 38303830
# answered 75# answered 75--99% Q's99% Q's16181618 305305 19191919 370370 17001700 329329
TOTAL # TOTAL # phenotypedphenotyped 2052520525 41674167 2051620516 41604160 2049220492 41594159
Fully answered (founders)Fully answered (founders) 85128512 23132313 84458445 22802280 84938493 23062306
Fully answered (families)Fully answered (families) 53565356 22252225 53065306 21932193 53295329 22242224
PhenotypedPhenotyped (families)(families) 54435443 23352335 54455445 23302330 54465446 23312331
PhenotypedPhenotyped MZ twinsMZ twins 23432343 802802 23072307 794794 23332333 807807
…….. if phenotypes shared.. if phenotypes shared 23432343 870870 23072307 863863 23332333 865865
FemalesFemales 1185011850 27722772 1184811848 27712771 1182311823 27672767
MalesMales 86748674 13951395 86678667 13891389 86688668 13921392
General Health Questionnaire General Health Questionnaire (GHQ)(GHQ)
Over 50Over 50’’s and SSAGA s and SSAGA
Blood StudyBlood Study(31(31--99 years)99 years)
NN females/males females/males
Total # Total # phenotypedphenotyped individualsindividuals 37693769 2539/12302539/1230
Total # genotyped individualsTotal # genotyped individuals 822822 616/206616/206
Total # unrelated individualsTotal # unrelated individuals 692692 NANA
Life Orientation Test Life Orientation Test (LOT)(LOT)
Over 50Over 50’’s studys study
(50(50--94 years)94 years)
NN females/malesfemales/males
Total # Total # phenotypedphenotyped individualsindividuals 28232823 1964/8591964/859
Total # genotyped individualsTotal # genotyped individuals 383383 317/66317/66
Total # unrelated individualsTotal # unrelated individuals 326326 NANA
Obsessive Compulsive Disorder Obsessive Compulsive Disorder (OCD)(OCD)
Anxiety StudyAnxiety Study
(19(19--95 years)95 years)
All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped
UnaffectedUnaffected 13711371 490490
AffectedAffected 114114 6666
TOTAL # TOTAL # phenotypedphenotyped 14851485 556556
# # phenotypedphenotyped foundersfounders 191191 150150
# # phenotypedphenotyped familiesfamilies 866866 387387
PhenotypedPhenotyped MZ twinsMZ twins 177177 6969
…….. if phenotypes shared.. if phenotypes shared 177177 6969
FemalesFemales 914914 359359
MalesMales 571571 197197
DepressionDepression
Anxiety and NAG/IRPG studiesAnxiety and NAG/IRPG studies
(19(19--95 years)95 years)
All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped
UnaffectedUnaffected 35623562 12771277
AffectedAffected 12291229 898898
TOTAL # TOTAL # phenotypedphenotyped 47914791 21752175
# # phenotypedphenotyped foundersfounders 28192819 15821582
# # phenotypedphenotyped familiesfamilies 28192819 15821582
PhenotypedPhenotyped MZ twinsMZ twins 11371137 485485
…….. if phenotypes shared.. if phenotypes shared 11371137 485485
FemalesFemales 30043004 14671467
MalesMales 17871787 708708
Any Anxiety DisorderAny Anxiety Disorder
Anxiety and NAG/IRPG studiesAnxiety and NAG/IRPG studies
(19(19--95 years)95 years)
All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped
UnaffectedUnaffected 66246624 21732173
AffectedAffected 763763 397397
TOTAL # TOTAL # phenotypedphenotyped 73877387 25702570
# # phenotypedphenotyped foundersfounders 35903590 18171817
# # phenotypedphenotyped familiesfamilies 35903590 18171817
PhenotypedPhenotyped MZ twinsMZ twins 16051605 694694
…….. if phenotypes shared.. if phenotypes shared 16051605 694694
FemalesFemales 47434743 17901790
MalesMales 26432643 780780
Social PhobiaSocial Phobia
Anxiety Study and SSAGA1Anxiety Study and SSAGA1
(19(19--95 years)95 years)
All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped
UnaffectedUnaffected 67566756 21172117
AffectedAffected 252252 153153
TOTAL # TOTAL # phenotypedphenotyped 70087008 23702370
# # phenotypedphenotyped foundersfounders 35473547 17111711
# # phenotypedphenotyped familiesfamilies 35473547 17111711
PhenotypedPhenotyped MZ twinsMZ twins 15861586 677677
…….. if phenotypes shared.. if phenotypes shared 15861586 677677
FemalesFemales 45054505 16611661
MalesMales 25022502 709709
Panic or AgoraphobiaPanic or Agoraphobia
Anxiety Study, SSAGA1, Twin 89Anxiety Study, SSAGA1, Twin 89
(19(19--95 years)95 years)
All All phenotypedphenotyped All All phenotypedphenotyped
individualsindividuals and genotypedand genotyped
UnaffectedUnaffected 1234612346 35083508
AffectedAffected 614614 274274
TOTAL # TOTAL # phenotypedphenotyped 1296012960 37823782
# # phenotypedphenotyped foundersfounders 67976797 27362736
# # phenotypedphenotyped familiesfamilies 67976797 27362736
PhenotypedPhenotyped MZ twinsMZ twins 29202920 988988
…….. if phenotypes shared.. if phenotypes shared 29202920 988988
FemalesFemales 77857785 24822482
MalesMales 51745174 13001300
How many days during the last year How many days during the last year has illness kept you away from your has illness kept you away from your
normal work?normal work?
Canberra Study, SSAGA1, Canberra Study, SSAGA1,
Alcohol Cohort 1 and 2, Alcohol Cohort 1 and 2,
Relatives of Alcohol Relatives of Alcohol
Cohort 1 and 2Cohort 1 and 2
(17(17--96 years)96 years)
NN females/malesfemales/males
Total # Total # phenotypedphenotyped individualsindividuals 1799017990 10284/769710284/7697
Total # genotyped individualsTotal # genotyped individuals 90749074 6266/27846266/2784
Total # unrelated individualsTotal # unrelated individuals 28452845 NANA
How would you rate your health at How would you rate your health at present?present?
How would you rate your How would you rate your emotional wellbeing at present?emotional wellbeing at present?
Data can be contributed Data can be contributed
Can be increased (Can be increased (phenotypingphenotyping vs. vs. genotyping)genotyping)
Other Existing Datasets:
General Population
• Framingham Sleep Heart Health Study - N = 2772; - Negative affect: SF-36 items (4 items of mental health scale)- GWAs- Open access via dbGAP web portal - Request on behalf of the Consortium submitted
• Framingham Share- N = 3000 (Offspring of above study) - Negative affect: SF-36 items (4 items of mental health scale)- GWAs
Other Existing Datasets:
Disease Populations
• GAIN Major Depressive Disorder StudyNetherlands Twin Register (NTR) and Netherlands Study ofDepression and Anxiety (NESDA) biobanks- Co-Principal Investigator: Dorret Boomsma- N = 1821 MDD cases and N = 1822 controls- range of questionnaires- GWAs available- Open access via dbGAP web portal
Future Datasets
• General population
- LIFEGENE: Swedish general population, N = 500,000
Co-Principal Investigator: Nancy Pedersen
Negative affect: CES-D
Collection of blood
• Disease populations- Breast and prostate cancer: N = 10,000s Swedish patients
Co-Principal investigator: Per Hall- Congenital heart disease: N = 1,400 Dutch patients
Co-Principal investigator: Mirjam Sprangers
Question 4
How would you design a new prospective study to explore the association of genes and negative psychological affect?
New Prospective StudyOperationalization of negative psychological affect
A) Anxiety/depression subdomains or individual items of generic quality-of-life questionnaires, e.g.:
New Prospective StudyOperationalization of negative psychological affect
A)Anxiety/depression subdomains or individual items of generic quality-of-life questionnaires, e.g.:
• SF-36 Health Survey (SF-36; SF-12)
• Euroqol EQ-5D (EQ-5D)
• Nottingham Health Profile (NHP)
• Psychological General Wellbeing Index (PGWI)
• Affect Balance Scale (ABS)
New Prospective StudyOperationalization of negative psychological affect
B) Anxiety and depression questionnaires, e.g.:
New Prospective StudyOperationalization of negative psychological affect
B) Anxiety and depression questionnaires, e.g.:
• Hospital Anxiety Depression Scale (HADS)
• Center for Epidemiologic Studies-Depression scale (CES-D)
• State Trait Anxiety Inventory (STAI)
• Inventory of Depressive Symptomatology (IDS-SR)
• Beck Depression Inventory (BDI)
• General Health Questionnaire (GHQ)
New Prospective StudyGenes and Genotyping
Common disease – common variant
All patients share some genetic variants in a set of
genes. The combination determines disease
susceptibility. Variants have small effects.
Common disease-rare variant
All patients are unique have different (private)
mutations. Effect size can be large or small.
Types of Types of geneticgenetic variationvariation
ChromosomalChromosomal abnormalitiesabnormalities
translocationstranslocations, , deletionsdeletions, , inversionsinversions
CCopyopy NNumberumber VVariationariation
SmallSmall insertionsinsertions deletionsdeletions
indelsindels
SSingle ingle NNucleotideucleotide PPolymorphismsolymorphisms
large
small
SuggestionsSuggestions
More More emphasisemphasis onon CNVsCNVs and rare and rare variantsvariants
ChangeChange in in genotypinggenotyping platformsplatforms
MassiveMassive parallel sequencing parallel sequencing isis nownow possiblepossible
butbut
TechnologyTechnology cannotcannot solvesolve the the basicbasic problemproblem
DefinitionDefinition of the of the endophenotypeendophenotype is the most is the most important part of the important part of the studystudy