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James L Kennedy MD, FRCPC James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience Research Centre for Addiction and Mental Health (CAMH), University of Toronto & SG Potkin, D Mueller, M Masellis, N Potapova, F Macciardi Genetics and Neuroimaging: Genetics and Neuroimaging: Current Findings and Future Current Findings and Future Strategies Strategies

James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

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Page 1: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

James L Kennedy MD, FRCPCJames L Kennedy MD, FRCPC

I’Anson Professor of Psychiatry and Medical Science

Head, Neurogenetics Section, Clarke Division,

Director, Department of Neuroscience Research

Centre for Addiction and Mental Health (CAMH),

University of Toronto & SG Potkin, D Mueller, M Masellis,

N Potapova, F Macciardi

Genetics and Neuroimaging: Genetics and Neuroimaging: Current Findings and Future StrategiesCurrent Findings and Future Strategies

Page 2: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

How do genes determine brain characteristics?How do genes determine brain characteristics?

Page 3: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Molecular Genetic Approach

Gene Variants

Pharmacology

Phenotype

Sub-pheno

Endophenotype

Neurobiology

Pharmacogenetics

Gene Expression

-Psychophysiology;

Neuroimaging

Page 4: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Candidate gene selection for schizophrenia

• Neurotransmitter system genes– e.g. dopamine receptors, transporter

• Neurodevelopmental genes– Cortical development, patterning

– Neuronal differentiation, migration

– Synaptic protein genes

• Human post-mortem expression studies (Mirnics et al, 2000; Vawter et al, 2001)

• Animal model expression studies (Wong et al, 2002; Barrett et al, 2003)

Dissect the neurotransmitter, synaptic machinery, myelin system, etc, with molecular genetics… Neuroimaging will help both hypothesis generation and validation of new genetic findings

Page 5: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Cytoarchitectural abnormalities

Control

Schizophrenia

Comparison of hippocampal pyramids at the CA1 and CA2 interface between control and schizophrenic.

Cresyl violet stain, original magnification X250

Conrad et al. (1991) Arch Gen Psychiatry

Page 6: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

TARDIVE DYSKINESIA

Page 7: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Symptoms of TDSymptoms of TD

TD is characterized by abnormal involuntary TD is characterized by abnormal involuntary movements of the lip, jaw and tongue.movements of the lip, jaw and tongue.

Choreoathetoid movements of the extremitiesChoreoathetoid movements of the extremitiesand/or trunk may occur as well.and/or trunk may occur as well.

- Symptoms are measured using scales such as : the Abnormal Involuntary Movement Scale (AIMS) and the Rockland Simpson Scale (RSS).

- The AIMS scale ranges from 0 - 40 and patients with higher AIMS scores have more severe symptoms.

Page 8: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Motor effects

Cognitive effects

Page 9: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Why DRD3 ?• D3 mRNA and protein have been localized to the ventral side of the striatum and the ventral putamen (motor control) (Joyce & MeadorWoodruff, 1997)

• D3 receptors have been shown to have an inhibitory effect on locomotor activity in rats. (Kling-Peterson et al, 1995)

•Evidence that the Msc I polymorphism of DRD3 is functional: allelic differences display different affinities for dopamine in vitro. (Lundstrom & Turpin, 1996)

Page 10: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Neuroanatomical Distributions of Neuroanatomical Distributions of Dopamine ReceptorsDopamine Receptors

(Seeman etal, 1995)

Page 11: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Mean AIMS Scores for DRD3 Msc I Polymorphism after Typical Neuroleptic Treatment

0

2

4

6

8

10

12

14

16

Ser/Ser Ser/Gly Gly/Gly

CorrectedMean AIMSscore

DRD3 Genotype

F[2,95] = 8.25, p < 0.0005 ( n = 112 ), Power = 0.568, r-square=0.297(Bonferroni p < 0.0015) (Basile et al, 1999)

n=34 n=53 n=25

Mean14.20

Mean3.920

Mean3.470

Page 12: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Ethnically Stratified Means

0

2

4

6

8

10

12

14

Mea

n A

IMS

Ser/Ser Ser/Gly Gly/Gly

Genotype

Caucasian Means (N=85)

02468

10121416

Mea

n A

IMS

Ser/Gl Gly/Gl

Genotype

Afro-American Means (N=25)

33 43

9

9

16

F[2,83]=3.85, p = 0.026 (Bonferroni p = 0.078)

F[1,23]=8.10, p = 0.0091 (Bonferroni p = 0.009)

Page 13: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

BaselineHaloperidol (5wks) Baseline

Gly-Gly (n=5)

Gly-Ser & Ser-Ser (n=9)

Brain Metabolism Following Haloperidol Treatment by D3 Genotype (FDG, n=14)

(UCI Brain Imaging Centre; Potkin, Kennedy & Basile, 2003)

Page 14: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

CYP2D6 vs 1A2

CYP2C

CYP2E1CYP3A

Other

CYP1A2

CYP2D6

CYP2B6

CYP2A6

(12.7%)

(1.5%)

(Shimoda et al, 1994) - Metabolism is determined by both affinity and abundance relative to the total liver P450 content.

- 2D6 has a higher affinity for most typicals, but it accounts for only 2% of total liver content. 2D6 is “high affinity-low capacity”

-2D6 is not inducible; 1A2 is

Note: CYP2D6 also expressed in brain – neuroimaging may capture some of this variance

Page 15: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

0

5

10

15

20

25

Gly/Gly Ser/Gly Ser/Ser

A/A

A/C

C/C

Mean AIMS Scale Scores for DRD3 by CYP1A2 Genotype

DRD3 Genotype

CYP1A2 Genotype

Mean AIMS Score

Additive recessive model strongly supported compared to alternative models

Page 16: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Tardive Dyskinesia Summary :

- Given the numerous replications of the DRD3-TD finding, and the PET neuroimaging validation, it appears that the dopamine D3 receptor is involved in TD susceptibility.

- The interaction between DRD3 and CYP1A2 genes fits a recessive - recessive model with each gene interacting additively.

- The DRD3 and CYP1A2 results account for ~55% of the variance in TD; other genes and environment may account for the rest.

??Clinical genetic test for TD risk in the future??

Page 17: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

DOPAMINE D1 RECEPTOR

Page 19: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Antipsychotic Binding Profiles

0

20

40

60

80

100

120

140

Ki (nmol/L)

Olanz Cloz Risp Halo

D2D1

(Kerwin 1996, in vitro tissue analyses)

Page 20: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Tauscher et al., 2004

Page 21: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

D1 Receptor Blockade:• D1 blockade by antipsychotics may

potentiate activity in the PFC by disinhibiting NMDA receptor (Williams 1995)

D1 NMDA Cognition?

Improvement of Symptoms

Page 22: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Dopamine D1 Gene (DRD1) (5q35.1)

Marker Minor AlleleFrequency

RestrictionEnzyme

-1251 (G/C) 0.14 HaeIII

-800 (C/T) 0.32 HaeIII

-48 (A/G) 0.32 DdeI

+1403 (T/C) 0.33 Bsp1286I

Coding Region

(-1251) (-800) (-48) (+1403)+1 +1341

ERE P1 P2

Markers in 5’ upstream region may be implicated in the regulation of D1 gene expression.

Page 23: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

DRD1, PET FDG, & Clozapine Response

Genotype 2/2BPRS = 30%Improvement

Genotype 1/2

Genotype 1/2BPRS = 7%Worsening

(Potkin et al, 2002)

Page 24: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Clozapine Response Prediction Algorithm?

• Arranz et al (2000) have reported a multi-gene (n = 10+ markers) model for clozapine response in one sample. Includes: D2, D4; 5HT1A, 2A, 2C, 4, 6; H1, H3,…

• Model must be replicated in a new sample to be meaningful

• Neuroimaging as a augmenting phenotype in each patient may provide valuable intermediary information from the brain, allowing more biologically meaningful subtyping.

Page 25: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Serotonin Transporter

Page 26: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

5HTT specific ligand in PET

• 5HTT specific ligand for PET [11C]DASB optimized in Toronto by radiochemist Alan Wilson

• N = 20 medication-free depressed patients, 20 anxiety disorder, and 20 normal controls underwent PET imaging with [11C]DASB ligand; blood for genetics

• 5HTT gene typed for ins/del in promoter and the VNTR in intron II

Page 27: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

[11C] DASB Binding to 5HTT in Depressives vs Normals by Genotype:

Frontal Region

0

2

4

6

8

10

12

14

del/del del/ins ins/ins

DepressedNormals

nM

Page 28: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

PET Ligand (DASB) 5HTT Binding Potential correlates with Dysfunctional Attitude

Serotonin Transporter Ligand Binding Potential

Dysfunctional Attitude Scale Score

[Meyer et al, Toronto PET Group, Arch Gen Psych, 2004]

5HTTLPR genetic marker does not predict 5HTT Binding (Kennedy et al, in prep)

N=20 Major Depressives P < .001

Page 29: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Will the Brain Derived Neurotrophic Factor (BDNF) Gene Predict Grey Matter Volume?

Val-66-met

(GT)n repeat (function? mRNA stability)

Exon 11

BDNF-1 SNP BDNF-2 BDNF-3 BDNF-4

Page 30: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

BDNF val66met: MRI functional brain imaging (Egan et al, Cell 2003)

The red/yellow areas indicate brain regions (primarily hippocampus) that function differently between val/val (n=8) and val/met (n=5) subjects while performing a working memory task. Subjects with the met allele had more abnormal function.

Page 31: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Haplotype TDT: BDNF (GT)n repeat & val66met in schizophrenia

2

7

26

10

5 5 6

12

0

5

10

15

20

25

30

TransmissionsNon Trans

** HTDT for 170-val66

2 = 7.11; 1 df; p = 0.007

Muglia et al, (2002)

Page 32: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Neurotrophic Mechanisms in Depression

Nestler et al, 2002

Page 33: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Bipolar Disorder: TDT studies show robust effect of BDNF gene

• Combined Toronto sample (Neves-Pereira et al,

2002; N=300) plus MIT (Sklar et al, 2003) (N=200 + 150 NIMH) for val66met yields p = .0000001

• Phenotype dissection of our Toronto bipolar sample shows association with rapid cycling, non-suicidal, non-psychotic, earlier age at onset subjects (Mueller et al, in preparation)

Page 34: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

BDNF polymorphisms in Childhood Onset Depression: Pittsburgh Sample

0

10

20

30

40

50

60

70

80

90

met val

CasesControls

0

20

40

60

80

100

120

140

174 172 170 168 166

Cases

Controls

N=104 pairs; 2= 17.8; df=5; p= 0.0032

172 bp allele: OR = 0.55

168 bp allele: OR = 3.94

N=104 pairs; 2=4.7;df=1; p=0.03

Haplotype p = 0.001

GT repeat alleles

Page 35: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Figure 1d: Principal deformation for the right hippocampus for normal controls (top) and schizophrenia patients (bottom). Four views (front, lateral, back, medial) of each shape are shown. The color indicates the direction and the magnitude of the deformation, changing from blue (inwards) to green (no deformation) to red (outwards).

Hippocampal shape as a phenotype for genetic studies

Page 36: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Will MOG gene variants predict white matter abnormalities?

Page 37: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Figure 3:1-4: Statistical parametric maps of the fractional anisotropy (FA) (left) and Magnetic Transfer Ratio (MTR) (myelin) (right) group comparison. Similar areas in yellow on both maps correspond to the location of both the internal capsule and prefrontal white matter, and indicate smaller values of FA and myelin in schizophrenia patients (n=14) compared with controls (n=15).

Prefrontal fMRI activity and myelin reduced in schizophrenia

Page 38: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

UNC

clustering

Bundle selection

Measurement along tract

Fractional Anisotropy

Hypothesis: MOG, MAG, MBP genes will predict quantity or distribution of myelinated tracts

Page 39: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Fornix

Dorsal stream

Corpus callosum

Cingulum

Frontal striatial projections

DTI New MRI Imaging Technique Reveals Brain Circuits

Actual white matter tracks in schizophrenic patient revealed

by DTI (colors and location by J. Fallon)

Page 40: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Complexities in Genetics & Neuroimaging

• Genetic variants express themselves in many ways – singularly, or combined (haplotypes, epistasis, partial penetrance…)

• What are the appropriate phenotypes to use from brain imaging data?

• How to control massive multiple testing of genome scan x brain voxels (millions x millions)?

Page 41: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience

Summary• D3 gene link to tardive dyskinesia validated by

PET imaging• D1 role in schizophrenia and clozapine response

supported by genetic variants and PET activity pre/post clozapine

• BDNF gene candidate for grey matter measures?• MOG gene candidate for white matter?• Vast expanses of quality data await us: we only

need to develop our informatics sophistication…

National Alliance for Medical Imaging and Computing:

NAMICwww.na-mic.org

Page 42: James L Kennedy MD, FRCPC I’Anson Professor of Psychiatry and Medical Science Head, Neurogenetics Section, Clarke Division, Director, Department of Neuroscience