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Annoying Symptom or Harbinger of Disease? New Discoveries about Hot Flashes, Obesity, and Cardiovascular Risk Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh
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Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Dec 23, 2015

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Page 1: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Annoying Symptom or Harbinger of Disease? New Discoveries about Hot Flashes, Obesity, and Cardiovascular RiskRebecca C. Thurston, PhDDepartments of Psychiatry, Psychology, and EpidemiologyUniversity of Pittsburgh

Page 2: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Outline

Introduction to hot flashes Hot flashes and subclinical

cardiovascular disease Mechanisms Discussion/future directions

Page 3: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes Sensation of intense heat, sweating,

flushing

Hot flashes, night sweats (vasomotor symptoms)

Over 70% of women experience during menopausal transition

Can persist for decades

Page 4: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes Duration

0 10 20 30 40 50 60 70 800

50

100

0 8051Birth DeathFinal Menstrual Period

% U

S w

om

en

Page 5: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes Associated with pronounced

impairments quality of life:

Physical, social, emotional functioning

Sleep disruption, irritability, depressed mood, poorer cognitive function

Page 6: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes Leading cause of treatment seeking among

midlife women Findings of risk associated with hormone

therapy (HT)Most effective treatment for hot flashes

Increased interest in physiology of and nonhormonal treatments for hot flashes

Underlying physiology not well-understood

Page 7: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Physiology of Hot Flashes

Copyright ©2004 The Endocrine Society

Randolph, J. F. et al. J Clin Endocrinol Metab 2004;89:1555-1561

Estradiol (E2)

Follicle stimulating hormone (FSH)

Hot Flashes

Page 8: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Physiology of Hot Flashes

Sweating

Shivering

Thermoneutral zone

Thermoneutral zone

Tc Tc

Asymptomatic Symptomatic

Shivering

Sweating

(Freedman, 2001)

Page 9: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Outline

Introduction to hot flashes Hot flashes and subclinical

cardiovascular disease Mechanisms Discussion/future directions

Page 10: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot flashes long understood to have important impact on quality of life

Few medical implications?

Page 11: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Is a Hot Flash Just a Hot Flash? WHI & HERS: Women with hot flashes at

highest cardiovascular risk with HT use

Cardiovascular risk factors (smoking) also risk factors for hot flashes

E2 widespread cardiovascular impact

Potent vasodilator associated with hot flashes, not other types of sweating

Page 12: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Study Questions

Hot FlashesSubclinical

Cardiovascular Disease (CVD)

• Flow mediated dilation (FMD)

• Calcification

CV Risk Factors?

E2?

Page 13: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Subclinical Cardiovascular Disease (CVD) Measures

FMD: Endothelial dysfunction (lower worse)Early in CVD

Calcification: Calcified plaques in aorta and coronary arteres

Page 14: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Study of Women’s Health Across the Nation (SWAN)

Baseline

Yrs 4-7• FMD: Brachial

artery ultrasound• Calcification: EBT

aorta

SWAN Heart (N=557) Pittsburgh, Chicago

SWAN (N=3302)Annually:• Demographic,

Health behaviors, Affect

• Hot flashes• SBP, DBP, BMI• Blood Draw: E2,

lipids, glucose

10

B

B

B

B

2

3

4

5

6

7

8

9

1

Page 15: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes & Flow Mediated Dilation

4

6

8

10

12

None AnyHot Flashes

FM

D (

%,

M,

SD

)

B (SE) = -0.99 (0.41), p = 0.02B (SE) = -0.97 (0.44), p = 0.03B (SE) = -1.01 (0.41), p = 0.01

+ Covariates+ Covariates, E2

Age, site, race, lumen diameter, BMI, education, DBP, HT use, menopausal status, LDL, HDL, triglycerides, glucose, diabetes history, lipid med use, smoking, physical activity

Age, site, race, lumen diameter, BMI, education, DBP, HT use, HDL, LDL, triglycerides, glucose, diabetes history, lipid med use, smoking, physical activity, E2, cycle day of blood draw (Thurston et al., 2008, Circulation)

Age, site, race

*

Page 16: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Age, site, race, education, BMI, smoking, SBP, antidepressant use, HT, menopausal status, depressive sx, phys activity, glucose, HDL, LDL, triglycerides, diabetes hx

None Any50

60

70

80

Hot Flashes

% w

ith

Ao

rtic

Cal

cifi

cat

ion

Hot Flashes & Aortic Calcification

OR = 1.55, 1.10-2.19, p = 0.01

+ Covariates, E2OR = 1.63, 1.07-2.49, p = 0.02

+ CovariatesOR = 1.53, 1.02-2.29, p = 0.04

Age, site, race, education, BMI, smoking, SBP, antidepressant use, HT, menopausal status, depressive sx, phys activity, glucose, HDL, LDL, triglycerides, diabetes hx, cycle day, E2Age, site, race

(Thurston et al., 2008, Circulation)

*

Page 17: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Is a Hot Flash Just a Hot Flash?

Other subclinical CVD measures?

Page 18: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Intima Media Thickness (IMT)

IMT: Thickness of medial and intimal layers of carotid artery Most well-validated and

widely-used measure of subclinical CVD

Page 19: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Study Questions

Hot Flashes Intima media thickness (IMT)

CV Risk Factors?

E2?

Page 20: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Study of Women’s Health Across the Nation (SWAN)

Baseline

Baseline Yrs 4-7• IMT: Carotid artery

ultrasound

SWAN Heart (N=557) Pittsburgh, Chicago

SWAN (N=3302)Annually:• Demographic,

Health behaviors, Affect

• Hot flashes• SBP, DBP, BMI• Blood Draw: E2,

lipids, glucose

10

B

B

B

B

2

3

4

5

6

7

8

9 F

F

F

F

1

Follow up Yrs 6-9• IMT

Page 21: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Cross Sectional Association between Hot Flashes and IMT

age, site, race, education, BMI, smoking status, SBP, HDL, LDL, triglycerides, glucose, diabetes status/meds, CVD status/meds, HT use, menopausal statusage, site, race, education, BMI, smoking status, SBP, HDL, LDL, triglycerides, glucose, diabetes status/meds, CVD status/meds, HT use, E2, cycle day of blood draw

+E2B (SE) = 0.03 (0.01), p = 0.03B (SE) = 0.03 (0.01), p = 0.02

(Thurston et al., 2011, Menopause)

*

Page 22: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Association between Hot Flashes Across Visits and IMT

B (SE) = 0.03 (0.01), p = 0.03B (SE) = 0.02 (0.01), p = 0.04 +E2

age, site, race, education, BMI, smoking status, SBP, HDL, LDL, triglycerides, glucose, diabetes status/meds, CVD status/meds, HT use, menopausal statusage, site, race, education, BMI, smoking status, SBP, HDL, LDL, triglycerides, glucose, diabetes status/meds, CVD status/meds, HT use, E2, cycle day of blood draw

(Thurston et al., 2011, Menopause)

*

Page 23: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Relation between hot flashes and IMT by obesity status

Study Visits with Hot Flashes

None One Both0.6

0.62

0.64

0.66

0.68

0.7

0.72

0.74

0.76

NormalOverweightObeseIM

T (

mm

)

Hot flashes *BMI p<0.01

Page 24: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and Subclinical CVD Women with hot flashes had higher

subclinical CVD (FMD, calcification, IMT) Persist controlling for CVD risk factors, E2 Most pronounced with high BMI Hot flashes mark something more? Consider role of the vasculature in hot

flashes Mechanisms?

Page 25: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Outline

Introduction to hot flashes Hot flashes and subclinical

cardiovascular disease Mechanisms Discussion/future directions

Page 26: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

A Note about Measurement Epidemiologic studies use

questionnaire measures of hot flashes Crude, memory and reporting influences

Physiologic, diary measures of hot flashes Data in “real time”

More precise

Insight into reporting influences

Page 27: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Physiologic Measurement of Hot Flashes

Page 28: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flash Diary Occurrence Severity Bothersome Location on body Aura Emotions Health behaviors…

Page 29: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

“False Positive” Hot Flash Reporting

Physiologic

Reported (Diary)

Yes No

Yes 347 208

No 394 --

Page 30: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Psychological Factors Associated with False Positive Hot Flashes

Low Medium High0

0.1

0.2

0.3

0.4

0.5

0.6

0.7Depressive sxState anxietyTrait anxiety

Level of Negative Affect

Fa

lse

po

sit

ive

re

po

rtin

g r

ate

(Thurston et al., 2005, Psychosom Med)

**

† p < 0.1* p < 0.05

Page 31: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Emotional Antecedents of “False Positive” Hot Flashes

0

0.5

1

1.5

2

OR

Fa

lse

Po

sit

ive

Ho

t F

las

h

Fru

stration

Sa

dn

es

s

Stre

ss

Tire

d

Ha

pp

y

Re

laxe

d

In

Co

ntro

l

*

*

* p < 0.05(Thurston et al., 2005, Psychosom Med)

Page 32: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

A Note about Measurement

Mood and emotions can impact hot flashes

When using self-report measures only, consider the role of emotion

Best to have physiologic + diary measures (laboratory/clinical studies)

Page 33: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and Autonomic Nervous System

Etiology of hot flashes: Role of autonomic nervous system speculatedSympathetic, parasympathetic (vagus)

Reduced parasympathetic (vagal) control of heart rate linked to elevated CVD risk

High frequency heart rate variability(HF-HRV) index of cardiac vagal control

Page 34: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Study Question

Hot Flashes Cardiac vagal control (HF-HRV)

Page 35: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

PMBC FLASHES Study

• 30 peri and postmenopausal women, aged 40-60, >4 hot flashes/day, no HT, SSRI/SNRIs

• Lab procedures to induce hot flashes

• Continuous ECG (HF-HRV) and sternal skin conductance

• Hot flashes physiologically measured and self-reported

Observation30 min

Stress 5 min

Heat30 min

Cold Pressor1 min

Page 36: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Data Reduction & Analysis

Spectral analysis of heart rate time series Linear mixed models

Minutes during flash compared to non-flash pre and post flash periods

Covariates: Age, task, race, menopausal status, education, smoking, anxiety, BMI, diabetes, use of cardiovascular meds/HTN, physical activity

Page 37: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

FlashPre-flash Post-flash

Hot Flash

Data Reduction & Analysis

Minute -10 Minute +10

Page 38: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Reduced Cardiac Vagal Control During Hot Flashes: Laboratory

* p < 0.05 vs. minute zero

Pre-Flash Period

Post-Flash Period

Flash Period

(Thurston et al. 2010, Menopause)

Flash Period

Page 39: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Ambulatory Study: During Daily Life• 42 peri and postmenopausal women,

aged 40-60, >4 hot flashes/day, no HT, SSRI/SNRIs, or CV medications

• Wore ambulatory monitor for 24 hourso Hot flashes o ECG o Respiration

• Hot flashes physiologically measured and self-reported

Page 40: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Reduced Cardiac Vagal Control During Hot Flashes: Ambulatory (24 hrs)

Pre-flash Post-flashp<0.0001 p<0.0001

Minutes surrounding hot flash

HF

-HR

V (

lnm

sec2 )

(Thurston et al., 2012,

Menopause)

Hot Flash

Page 41: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Autonomic nervous system and hot flashes Reduced HF-HRV during hot flashes

Laboratory and ambulatory settings

Insight into etiology of hot flashesReproductive hormonal

Thermoregulatory

Autonomic nervous system?

Mechanism linking hot flashes to CVD risk?

Page 42: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

In SWAN, hot flashes associated with elevated subclinical CVD

Mechanisms?Autonomic nervous system (Thurston et al., 2010,

Thurston et al., 2012)

Inflammation/hemostasis (Thurston et al., 2011)

Hot Flashes and CVD risk

Page 43: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Other mechanisms: Inflammation/hemostasis

Inflammation/hemostasis and hot flashes?

Regulated in part by vascular endothelium

One study: IL-8 elevated among women with hot flashes (Yasui et al., 2006)

Sensitive to reproductive hormones

Page 44: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

CV risk factors?

Study Questions

Hot Flashes

E2?

Inflammation/ hemostasis

CRP, PAI-1, Factor VIIc, TPA-antigen, fibrinogen

Page 45: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

B

Study of Women’s Health Across the Nation (SWAN)

SWAN (N = 3302)Annually:• Demographic, Health behaviors,

Medications/Health status, Affect• Hot flashes, night sweats• SBP, DBP, BMI• Blood Draw: E2, lipids, glucose

7

6

5

4

2

3

4

5

6

7

8

9

1

3

1

B

Inflammatory/hemostatic markers:• CRP, PAI-1, and tPA-ag• Fibrinogen and FVIIc

10

Page 46: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

0 1 3 4 5 6 75

6

7

8

9

10

None 1-5 Days 6+ Days

SWAN Visit

TP

A-a

nti

gen

(lo

g)

Hot Flashes and TPA-antigen

Hot flashes in past two weeksCovariates: education, menopausal status, alcohol, parity smoking, exercise, affect, BMI, CV meds, diabetes/insulin, steroids, pain med, antidepressants

p<0.001

(Thurston et al., 2011)

Page 47: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

0 1 3 5 7100

105

110

115

120

125

130

135

140

None 1-5 Days 6+ Days

SWAN Visit

Fac

tor

VIIc

(lo

g)

Hot Flashes and Factor VIIc p<0.01

Hot flashes in past two weeksCovariates: education, menopausal status, alcohol, parity smoking, exercise, affect, BMI, CV meds, diabetes/insulin, steroids, pain med, antidepressants

(Thurston et al., 2011)

Page 48: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

In SWAN, hot flashes associated with elevated subclinical CVD

Mechanisms?Autonomic nervous system (Thurston et al., 2010,

Thurston et al., 2012)

Inflammation/hemostasis (Thurston et al., 2011)

Lipids (Thurston et al., 2012)

Hot Flashes and CVD risk

Page 49: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

What about lipids?

Well known CV risk factor

Some research suggestive of adverse lipid profile among women with hot flashes

Page 50: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

CV risk factors?

Study Questions

Hot Flashes

E2?

Adverse lipid profile?

LDL, HDL, Triglycerides, ApoB, ApoA1

Page 51: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

B

7

6

5

4

2

3

4

5

6

7

8

9

1

3

1

B

Lipids:• LDL, HDL, triglycerides, ApoB, ApoA1

10

Study of Women’s Health Across the Nation (SWAN)

SWAN (N = 3302)Annually:• Demographic, Health behaviors,

Medications/Health status, Affect• Hot flashes, night sweats• SBP, DBP, BMI• Blood Draw: E2, FSH, glucose

Page 52: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and LDL Cholesterol

0 1 3 4 5 6 7100

105

110

115

120

125

130

None 1-5 Days 6+ Days

SWAN Visit

LD

L, m

g/d

L

Hot flashes in past two weeksCovariates: age, site, race, education, menopausal status, alcohol use, physical activity, smoking, anxiety, BMI, CVD status/medication, lipid lowering medication

p<0.001

(Thurston et al., 2012)

Page 53: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and ApoB

0 1 3 4 5 6 795

100

105

110

115

120

None 1-5 Days 6+ Days

SWAN Visit

Ap

oB

, m

g/D

l

p<0.0001

Hot flashes in past two weeksCovariates: age, site, race, education, menopausal status, alcohol use, physical activity, smoking, anxiety, BMI, CVD status/medication, lipid lowering medication

(Thurston et al., 2012)

Page 54: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and Triglycerides

0 1 3 4 5 6 780

90

100

110

120

130

140

150

160

None 1-5 Days 6+ Days

SWAN Visit

Tri

gly

ceri

des

, mg

/Dl p<0.0001

Hot flashes in past two weeksCovariates: age, site, race, education, menopausal status, alcohol use, physical activity, smoking, anxiety, BMI, CVD status/medication, lipid lowering medication

(Thurston et al., 2012)

Page 55: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

In SWAN, hot flashes associated with elevated subclinical CVD

Mechanisms?Autonomic nervous system (Thurston et al., 2010,

Thurston et al., 2012)

Inflammation/hemostasis (Thurston et al., 2011)

Lipids (Thurston et al., 2012)

Hot Flashes and CVD risk

Page 56: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Outline

Introduction to hot flashes Hot flashes and subclinical

cardiovascular disease Mechanisms Discussion/future directions

Page 57: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Hot Flashes and CVD risk Hot flashes associated with elevated

subclinical CVDMultiple mechanisms

Subtypes of hot flashes? Synergize with other CV risk factors? Physiologic, diary measures of hot

flashes?

Page 58: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Next Steps: CVD Risk and Hot Flashes New study designed to address CVD risk

and hot flashes R01HL105647: N=300 with and without

hot flashes, 5 years Detailed physiologic, psychological

mechanisms Physiologic, diary hot flash measures

Page 59: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Implications? Better understand physiology of hot

flashes

Midlife marker of CVD risk?

Aggressive risk factor reduction among women with hot flashes?

Improve health of midlife women

Page 60: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

SWAN has grant support from the NIH, DHHS, through the NIA,

NINR, NHLBI, ORWH (NR004061; AG012505, AG012535, AG012531, AG012539, AG012546, AG012553, AG012554, AG012495, HL065581, HL06551)

Thurston: K23AG029216University of Pittsburgh Institute

on Aging

The content of this presentation is solely the responsibility of the authors and does not

necessarily represent the official views of the NIA, NINR, ORWH or the NIH.

Karen Matthews, PhD Kim Sutton-Tyrrell, DrPH Rachel Hess, MD, MSc

Samar El Khoudary, PhD Faith Selzer, PhD

Susan Everson-Rose, PhD, MPH

Ellen Gold, PhD Imke Janssen, PhD Lynda Powell, PhD Israel Christie, PhD

Carolyn Crandall, MD, MS Barbara Sternfeld, PhD

Acknowledgements

Page 61: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Thank you!

Page 62: Rebecca C. Thurston, PhD Departments of Psychiatry, Psychology, and Epidemiology University of Pittsburgh.

Questions?