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Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar Mencl, Stephen Frost, and Kenneth R. Pugh Yale University School of Medicine Haskins Laboratories

Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

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Page 1: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Impact of Prenatal and AdolescentExposure to Tobacco Smoke

on Memory and Attention

Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld,W. Einar Mencl, Stephen Frost, and Kenneth R. Pugh

Yale University School of MedicineHaskins Laboratories

Page 2: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Tobacco Smoking During Pregnancy

National Vital Statistics Reports

1987 1990 1996 2002 2003 20040

5

10

15

20

Pe

rce

nta

ge

of

Wo

me

nS

mo

kin

g D

uri

ng

Pre

gn

an

cy

- U

.S.

Page 3: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Elevates risk in offspring for:

● Cognitive deficits

● Deficits in auditory processing

● Tobacco smoking and nicotine dependence

● Relationships remain significant after controlling for confounds

● Risk is greater with increasing magnitude of exposure

Gestational Exposure to Maternal Smoking

Page 4: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Prenatal exposure: 6 mg/kg/day nicotine, GD 4-21.

Adolescent exposure: 6 mg/kg/day nicotine, PND 30-47.

Effects of gestational exposure to tobacco smoke are mediated by disruptive effects of nicotine on brain development.

Period of vulnerability to disruptive effects of nicotine extends into adolescence.

Preclinical Studies of DevelopmentalExposure to Nicotine

Page 5: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Disruptive effects of prenatal and adolescent exposureto nicotine are additive:

- greater alterations in neural cell number, size

- blunted upregulation of nAChRs in response to nicotine

- cholinergic hypoactivity during nicotine withdrawal

Preclinical Studies of DevelopmentalExposure to Nicotine

Page 6: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Assessment of Behavioral Effects

Test effect of nicotine withdrawal on verbal and visuospatial memory in N=61 adolescent daily tobaccosmokers with and without prenatal exposure tomaternal smoking.

Prenatal exposure assessed by parent interview:

● Tobacco/ETOH/drug use during gestation ● Family history of Tobacco/ETOH/drug use

Study Design

Page 7: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Demographic Characteristics of Adolescent Smokers with and without Gestational Exposure

Exposed (N=35)

Not Exposed (N=26) t / X2 p

Age (years) [range]

16.9 (1.3) 16.9 (0.8) 0.1 0.9

Education (years)

10.0 (1.3) 10.2 (0.9) 0.6 0.6

IQ (KBIT) 95.4 (8.3) 96.0 (7.1) 0.3 0.7

Reading Achievement

(WJR)99.4 (14.9) 103.6 (13.4) 1.2 0.2

Alcohol Consumption

(drinks per week)

3.8 (8.0) 1.3 (2.4) 1.5 0.1

Page 8: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Exposed (N=35)

Not Exposed (N=26) t / X2 p

Life Events 9.8 (4.6) 8.1 (4.2) 1.5 0.1

Connors 16.5 (9.6) 16.6 (9.4) 0.04 1.0

MASC 33.4 (13.6) 33.7 (10.0) 0.1 0.9

Beck Depression

Score5.2 (5.1) 5.4 (4.5) 0.2 0.8

Rate of Tobacco Smoking (cigs/d)

13.6 (17.1) 9.2 (4.9) 2.7 < 0.01

FTND 3.9 (2.2) 2.2 (1.9) 3.2 < 0.01

Demographic Characteristics of Adolescent Smokers with and without Gestational Exposure

Page 9: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

All subjects tested twice

► during ad libitum smoking,► after 24 hours of abstinence from smoking.

Assessment of Visuospatial and Verbal Memory

► Brief Visuospatial Memory Test ► Hopkins Verbal Memory Test

- Learn 12 figures or 12 words- Immediate recall- Delayed recall (20 min)

Study Design

Page 10: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Smoking Abstinent0

5

10

15

20Prenatally Exposed, N=35No Prenatal Exposure, N=26

Effect of Smoking Condition:=58.8, t=4.2, p=0.0001

Condition

Est

imat

ed P

lasm

a N

ico

tine

Co

nce

ntr

atio

n (n

g/m

l)

Estimated Plasma Nicotine Concentrationsat Assessment

Page 11: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Expired Air CO at Assessment

Smoking Abstinent6789

10111213141516

Prenatally Exposed, N=35No Prenatal Exposure, N=26

Effect of Smoking Condition:=17.3, t=11.5, p<0.0001

Condition

Ex

pir

ed

Air

CO

(p

pm

)

Page 12: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Smoking Abstinent25.5

26.5

27.5

28.5

29.5

30.5

Group x Smoking Condition:=3.0, t=2.3, p=0.02

No Prenatal Exposure, N=26

Prenatally Exposed, N=35

Condition

Bri

ef V

isuo

spat

ial M

emor

yTe

st-R

evis

ed, T

otal

Imm

edia

teR

ecal

l

Impact of Smoking Abstinence onVisuospatial Immediate Recall

Page 13: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Impact of Smoking Abstinence onVisuospatial Delayed Recall

Smoking Abstinent

10.0

10.5

11.0

11.5

Prenatally Exposed, N=35No Prenatal Exposure, N=26

Group x Smoking Condition:=1.1, t=2.2, p=0.03

Condition

Bri

ef

Vis

uo

sp

ati

al M

em

ory

Te

st-

Re

vis

ed

, De

lay

ed

Re

ca

ll

Page 14: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

7 subjects with and 6 subjects without gestationalexposure to maternal smoking.

Scanned at 3 TAxial acquisition (FA 80, TE 30, TR 2, 5mm)

Mixed event-related/block design

Each imaging run = 2 verbal & 2 nonverbal cycles

Assessment of Neurocircuitry SupportingVisuospatial Encoding and Retrieval

Page 15: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

rest

(encode)

rehearse

(forced choice recognition)

Nonverbal C ycle

Page 16: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Assessment of Nonverbal Encoding & RetrievalScan Session Structure

SagittalMPRAGE

6 encoding & immediate recall runs 2 delayed recall runs

Average duration between end of tested immediaterecall runs & start of delayed recall runs was 22 minutes.

voxel p=0.001, cluster threshold=8

Page 17: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Immediate RecognitionMemory

Page 18: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Delayed RecognitionMemory

Page 19: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

►In rats, prenatal + adolescent nicotine exposure –

- blunts ability of nicotine to upregulate nAChR.

- nicotine withdrawal induced cholinergic hypoactivty. ►In humans, reduction of cholinergic neurotransmission –

- disrupts memory, particularly encoding

- reduces efficiency of brain regions supporting non-sensory processing during cognitive tasks.

Comment

Page 20: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

►Nicotine withdrawal induced memory deficits observed in gestationally exposed adolescents:

►reductions in cholinergic neurotransmission.

►Nicotine withdrawal related increases in hippocampal activation during recognition memory testing:

►reduced efficiency of neurocircuits supporting memory.

Comment

Page 21: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

►Increased risk of progression to regular tobacco smoking in gestationally exposed offspring:

►self-medication of brain functional deficits stemming from cholinergic hypoactivity.

►Improved memory performance and more efficient hippocampal processing observed in adolescents with no gestational exposure:

►normal upregulation of nAChRs in response to nicotine.

Comment

Page 22: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Prenatal exposure: 6 mg/kg/day nicotine, GD 4-21.

Adolescent exposure: 6 mg/kg/day nicotine, PND 30-47.

Preclinical Studies of DevelopmentalExposure to Nicotine

Page 23: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Normal attentional performance requires intactcortical cholinergic neurotransmission

(Sarter et al, 2005).

Cortical cholinergic deafferentation –- impairs responding to signal trials- intact responding to nonsignal trials

►impairs signal detection, leaving primary sensory representation intact.

Attention and Cortical CholinergicNeurotransmission

Page 24: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Assessment of Behavioral Effects

Test for effects of prenatal and adolescent exposure totobacco smoke, and for modifying effects of gender,on auditory and visual attention in N=181 adolescents.

Prenatal exposure assessed by parent interview:

● Tobacco/ETOH/drug use during gestation ● Family history of Tobacco/ETOH/drug use

Subjects tested during ad libitum smoking.

Study Design

Page 25: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Demographic Characteristics: Behavioral Sample

Exposed

Smokers

(N=67)

Non-Exposed

Smokers

(N=44)

Exposed

Nonsmokers

(N=25)

Non-Exposed

Nonsmokers

(N=45)

Age (years) 16.6 (1.3) 16.9 (0.9) 16.2 (1.2) 16.6 (1.4)

Gender (F/M) 52 / 15 24 / 20 15 / 10 22 / 23

Education (years)

9.7 (1.3) 10.2 (1.0) 9.6 (1.3) 10.0 (1.4)

Parent Ed.

(years)14.4 (3.7) 14.5 (2.8) 13.7 (2.0) 15.2 (2.4)

Conners 19.5 (12.3) 17.2 (9.4) 15.4 (10.6) 13.3 (7.3)

IQ (K-BIT) 96.2 (9.1) 98.6 (9.4) 101.1 (9.3) 105.8 (9.4)

Page 26: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Computerized word recognition task

2 levels of attention load: simple, select2 Modalities

Dependent Measure: speed/accuracy linguistic judgement

Subjects cued to modality before stimulus presentation

Assessment of Auditory and VisualSelective Attention

Page 27: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

/ / / /

Auditory Simple Condition

500 msec

500 msec

500 msec

beel

“farm”

500 msec

500 msec

500 msec

Visual Simple Condition

Page 28: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

peel

Auditory Select Condition

500 msec

500 msec

500 msec

beel

“farm”

500 msec

500 msec

500 msec

Visual Select Condition

“farm”

Page 29: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Linear Mixed Effects Regression: Simple/Select attention RT & accuracy Fixed Effects: modality, attention load

Analyses controlled for: IQ, reading achievement, Beck scores, alcohol use, cannabis use, gestational exp. to environmental tobacco smoke, maternal alcohol use.

Data Analysis

Page 30: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Plasma Cotinine at Assessment

Female Male0

50

100

150

Exposed SmokersNonexposed Smokers

Est

imat

ed P

lasm

a C

oti

nin

eC

on

cen

trat

ion

(n

g/m

l)

Page 31: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Plasma Nicotine at Assessment

Female Male0.0

2.5

5.0

7.5

10.0

12.5

15.0

17.5

Exposed SmokersNon-Exposed Smokers

Est

imat

ed P

lasm

a N

ico

tin

eC

on

cen

trat

ion

(n

g/m

l)

Page 32: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Symptoms of Nicotine Withdrawal

Females Males0

1

2

3

4

5

6

7

8

9

Exposed SmokersNon-Exposed Smokers

Min

nes

ota

Nic

oti

ne

Wit

hd

raw

al S

cale

Sco

re

Page 33: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Tobacco Craving

Females Males0

1

2

3

4

5

Exposed SmokersNon-Exposed Smokers

Sh

iffm

an J

arvi

k T

ob

acco

Cra

vin

g S

cale

Page 34: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Birth Weight

Exposed Non-Exposed2750

3000

3250

3500

Effect of Prenatal Exposure:= -7.5, t= -2.4, p<0.05

Bir

th W

eig

ht

(g)

Page 35: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Simple/Selective Attention

Visual Auditory1000

1100

1200

1300

1400

1500

Main Effect of Modality:=234, t=6.8, p<0.0001

Re

ac

tio

n T

ime

(ms

ec

)

Page 36: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Simple/Selective Attention

Visual Auditory0.80

0.85

0.90

Main Effect of Modality:= -0.05, t= -2.2, p<0.05

Pe

form

an

ce

Ac

cu

rac

y(P

rop

ort

ion

Co

rre

ct)

Page 37: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Simple/Selective Attention

Visual Auditory0.80

0.85

0.90

0.95 Exposed SmokersNon-Exposed SmokersExposed NonsmokersNon-Exposed Nonsmokers

Adolescent Smoking x Prenatal Exp. x Modality:= -0.1, t= -1.98, p<0.05

Pe

rfo

rma

nc

e A

cc

ura

cy

(Pro

po

rtio

n C

orr

ec

t)

Page 38: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Simple/Selective Attention

Female V Male V Female A Male A0.75

0.80

0.85

0.90

0.95 Exposed SmokersNon-Exposed SmokersExposed NonsmokersNon-Exposed Nonsmokers

V=visual modalityA=auditory modality

Adolescent Smoking x Prenatal Exposure x Gender x Modality:=0.12, t=2.35, p<0.02

Pe

rfo

rma

nc

e A

cc

ura

cy

(Pro

po

rtio

n C

orr

ec

t)

Page 39: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Comment

► Reduced cholinergic neurotransmission impairs signal detection while leaving sensory perception intact.

► Dose dependent impairment in visual and auditory attention in females is consistent with rodent data showing dose dependent reduction in cholinergic markers in females.

► Effects of exposure in females do not appear to be modality specific.

Page 40: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

► Pattern observed in males may reflect greater vulnerability of auditory than visual neurocircuitry to exposure related reductions in cholinergic transmission in males.

- No sex difference in cortical nAChR density in unexposed rodents. (Slotkin et al, 2007)

- Sex specific effects of developmental exposure to tobacco may stem from sex differences in downstream effects of nAChR activation or in hormonal regulation of these downstream effects.

Comment

Page 41: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

► Longitudinal studies have linked gestational exposure to tobacco to -

- Deficits in auditory processing. (Fried et al, 1997; 2003; McCartney et al, 1994)

- ADHD (Linnet et al, 2003; Romano et al 2006; Williams et al 1998)

► ADHD symptoms are linearly associated with risk for smoking. (Kollins et al, 2005)

► Male gender is an independent risk factor for ADHD.(Romano et al, 2006)

Comment

Page 42: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Comment

Shafritz et al, 2004

Simple/Selective Attention

Visual Auditory0.70

0.75

0.80

0.85

0.90

0.95Exposed SmokersNon-Exposed Nonsmokers

Males

Per

form

ance

Acc

ura

cy,

(Pro

po

rtio

n C

orr

ect)

Visual Auditory0.70

0.75

0.80

0.85

0.90

0.95

ADHD (73% Male)Controls (50% Male)

Jacobsen et al, 2007

Page 43: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

N=63 scanned at 3T (Siemens Trio)

Simple/Selective attention task

block designmodified to include button press control

Data analyzed using voxelwise ANOVA

Pixel threshold: p < 0.0001, FDR correctedCluster threshold: 10 contiguous significant voxels

Assessing the Impact of Prenatal and Adolescent Exposureto Tobacco Smoke on Neurocircuitry Supporting

Visual and Auditory Attention

Page 44: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar
Page 45: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Modality x Prenatal x Adolescent Exposure Effects

Page 46: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar
Page 47: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar
Page 48: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Comment

►Imaging data showed increases in activation of regions supporting auditory processing in exposed subjects.

- Possibly reflecting reduced efficiency stemming from exposure related reduction in cholinergic neurotransmission.

- Reduced cholinergic neurotransmission reduces selectivity of perceptual processing increases activation of circuits that support higher order processing. (Furey et al, 2000)

Page 49: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Comment

- Consistent with preclinical evidence that neonatal nicotine exposure impairs central auditory processing.

(Liang et al, 2006)

- Consistent with behavioral evidence that auditory circuits may be more vulnerable to effects of developmental exposure to nicotine than visual circuits.

Page 50: Impact of Prenatal and Adolescent Exposure to Tobacco Smoke on Memory and Attention Leslie K. Jacobsen, Theodore A. Slotkin, Michael Westerveld, W. Einar

Acknowledgements

Haskins Laboratory & Pediatrics PsychiatryKen Pugh, PhD Kristen TsouEinar Mencl, PhD Rita DwanStephen Frost, PhD

Neuropsychology Diagnostic RadiologyMichael Westerveld, PhD R. Todd Constable, PhD

Xenophon Papademetris, PhD

Duke University StatisticsTheodore Slotkin, PhD Jonathan Feinstein, PhD

FundingNIDA