SlideShare a Scribd company logo
1 of 15
Trauma and
Alcoholism
By Colleen M. Farrelly
Alcoholism and Trauma
• Trauma as a risk factor
o Common experience for soldiers
and civilians in United States
• 25-50% of adolescents have
experienced 1+ traumatic
event
• 50-75% of adults
o Childhood, adulthood, both
o Post-traumatic stress disorder and
relapse link found in veteran
populations
o Trauma cycle (more likely to
experience again if experienced
once)
o Worse alcoholism treatment
response for those with PTSD
• Alcoholism affects roughly 7%
of the United States population
at a given time.
o Higher lifetime prevalence
o Treatment efficacy lower for earlier-
onset disease
• Genetic risk
o GWAS identification
• DRD2, ADH1B, GABRA2, ALDH2,
ADH4, AUTS2, MAOA, 5-HTTLPR
o Evidence of genetic link to early-onset
alcoholism
o Twin studies of Vietnam veterans and
PTSD
• Environmental risk
o Age, gender, age of first use
o Trauma
• Civilians and returning veterans of
OIF/OEF
Specific Aims
• Aim 1
o To examine which traumatic experience types are
associated with alcoholism
• Childhood physical or sexual abuse
• Adulthood assault, non-assault, or sexual trauma
• Aim 2
o To examine whether childhood trauma predicts age of
onset of alcoholism
• Childhood physical abuse
• Childhood sexual abuse
Measurements
• Other environmental
variables
• Demographics
• Age
• Income
• Education level
• Size of childhood town
• Use of alcohol
• Onset of symptoms
• Diagnosis
• Family history
• Mother and father history of
alcohol abuse and dependence
• Trauma Types
• Childhood physical abuse
• Hurt the next day or had to visit
doctor
• Broken bones, bruises, scalding,
burns inflicted by an adult
• Childhood sexual abuse
• Before 16 sexual contact, including
touching and intercourse with
someone 5+ years older
• Adult non-assault trauma
• Natural disasters
• Adult assault trauma
• Military combat, legal definition of
assault
• Adult sexual assault
• Attempted or completed
• Forced unwanted sexual contact
Sample
• Median education: 1 year of
college
• Median income: $20,000-
$29,000
• Family history of alcoholism
o 11 reported maternal alcoholism
o 19 reported paternal alcoholism
• Trauma history
o 52.1% reported a positive history of
trauma
o 25.7% reported more than 1 type of
trauma
o Adulthood non-assault trauma most
common
• Participants from
Collaborative Studies on
Genetics of Alcoholism
Study
o Case-Control
• 167 Caucasian adults
• 85 cases, 82 controls
o Case definition: DSM-IV criteria
met at some point during lifetime
• 84 women, 83 men
• Ages 18-70 years,
mean=41 years
Analysis
• Aim 1
o Logistic regression models for each trauma type, as well as
logistic regression on total number of trauma types experienced
• Aim 2
o Kaplan-Meier curve and log-rank test of proportional hazards
assumption
o Univariate Cox regression for relative risk
o Multivariate Cox regression adjusting for family history of
alcoholism and demographic factors
Results: Aim 1 Regression Models
* p<0.05, ** p<0.01, *** p<0.001 under Bonferroni correction. Significant predictors
include any other significant factors identified in the logistic regression model.
.
Regression
Trauma
Number (%)
Reporting
Trauma
Wald X2 Odds Ratio
(OR)
95% CI of OR p-value Significant
Predictors
Childhood
Physical
Abuse
33 (19.8%) 7.84 6.68 1.77-25.27 0.005** Education*,
Income***
Childhood
Sexual Abuse
38 (22.8%) 11.86 8.83 2.56-30.47 <0.001*** Education*,
income***,
Gender*
Adulthood
Non-Assault
50 (30.0%) 3.14 2.45 0.91-6.61 0.076 Income***,
Education*
Adulthood
Physical
22 (13.2%) 7.93 12.03 2.13-67.93 0.005** Income***
Adulthood
Sexual
15 (9.0%) 2.99 4.67 0.81-26.84 0.084 Education*,
Income***
Total Trauma 87 (52.1%)
reporting 1+
16.58 Significant
for 0 vs. 1+
traumas
Significant for
0 vs. 1+
traumas
<0.001*** Education*,
Income***
Aim 2: Age to Onset of Cases
Case Onset Quantiles
Percent Point
Estimate
95% Confidence Interval
[Lower Upper)
75% 30 28 33
50% 23 22 26
25% 20 19 21
Kaplan-Meier Survival Curves by Childhood
Physical Abuse Status
Kaplan-Meier Survival Curves by Childhood
Sexual Abuse Status
Summary of Univariate and Multivariate Cox
Regression Models
Log-rank
X2
p-
value
Univariate
Hazard Ratio
(95% CI)
Multivariate
Hazard
Ratio (95%
CI)
Other
Significant
Predictors
Physical
Abuse
35.67 <0.001 3.87 (2.41-
6.24)
2.14 (1.27-
3.61)
Age,
Education,
Gender,
Paternal
History
Sexual
Abuse
31.05 <0.001 3.51 (2.20-
5.61)
2.71 (1.62-
4.55)
Age,
Education,
Gender,
Income
Genetic Risk
Log-rank
X2
p-
value
Univariate
Hazard Ratio
(95% CI)
Maternal
History
17.36 <0.001 3.80 (1.94-
7.43)
Paternal
History
22.88 <0.001 3.62 (2.06-
6.33
• Possible more
complicated model
of trauma, genetic
risk, and
demographic factors
• Future work to
examine
interactions and
mediation planned
Discussion of Results
• Both childhood traumas
increased risk of earlier-
onset alcoholism
o Adjusted relative risk >2.0
• Also found strong family
history association with
possible complex
relationship to risk
o Suggests a genetic component to
age-of-onset with physical trauma
o Further study needed to test age-
of-onset and specific single
nucleotide polymorphisms
• Trauma related to
alcoholism for many
types of trauma
• Number of types of
trauma showed no dose-
response
o But higher odds ratios for no
trauma vs. increasing number of
traumas
• Important to consider in
prevention and treatment
of alcoholism
Limitations/Next Steps
Limitations Future Studies
• No data on frequency or severity
of traumatic events
o Previous research suggests importance of
these
• No data on diagnosed PTSD
o Numerous studies of PTSD and alcoholism
risk in combat veterans
• Case-control nature of this study
• Small sample size
• Caucasian sample
• No genomic data used
• Fairly simple statistical methods
that may miss complex
interactions between risk
factors.
• Genomic and gene x
environment studies of
alcoholism risk and age-of-onset
o Few/no existing studies on this
• Diverse population
• Civilian and military populations
o Different types of traumatic events
o Civilian assaults vs. combat
• Utilizing more information about
types, frequencies, and severity
of traumatic events
• Use of machine-learning-based
survival analysis tools
References• Begleiter H, Reich T, Hesselbrock V, Porjesz B, Li TK,
Schuckit MA, Edenberg HJ, Rice JP (1995): The
Collaborative Study on the Genetics of Alcoholism. The
genetics of alcoholism. Alcohol Health Res World 19: 228–
236.
• Sinha, Rajita, et al. "Effects of adrenal sensitivity, stress-
and cue-induced craving, and anxiety on subsequent
alcohol relapse and treatment outcomes." Archives of
general psychiatry (2011): archgenpsychiatry-2011.
• Cloninger, C. Robert, Michael Bohman, and Soren
Sigvardsson. "Inheritance of alcohol abuse: Cross-fostering
analysis of adopted men." Archives of general psychiatry
38.8 (1981): 861.
• Cloninger, C. Robert, et al. "Genetic heterogeneity and the
classification of alcoholism." Advances in alcohol &
substance abuse 7.3-4 (1988): 3-16.
• Johnson, Bankole A., et al. "Age of Onset as a
Discriminator Between Alcoholic Subtypes in a
Treatment‐Seeking Outpatient Population." The American
Journal on Addictions 9.1 (2010): 17-27.
• Jacobson, Isabel G., et al. "Alcohol use and alcohol-related
problems before and after military combat deployment."
JAMA: the journal of the American Medical Association
300.6 (2008): 663-675.
• Coffey, Scott F., et al. "Changes in PTSD symptomatology
during acute and protracted alcohol and cocaine
abstinence." Drug and alcohol dependence 87.2 (2007):
241-248.
• McFarlane, Alexander C. "Epidemiological evidence about
the relationship between PTSD and alcohol abuse: the
nature of the association." Addictive Behaviors 23.6 (1998):
813-825.
• Grant, Bridget F., and Deborah A. Dawson. "Age at onset
of alcohol use and its association with DSM-IV alcohol
abuse and dependence: results from the National
Longitudinal Alcohol Epidemiologic Survey." Journal of
substance abuse 9.1 (1997): 103-110.
• Hingson, Ralph W., Timothy Heeren, and Michael R.
Winter. "Age at drinking onset and alcohol dependence:
age at onset, duration, and severity." Archives of pediatrics
& adolescent medicine 160.7 (2006): 739.
• Ehlers, Cindy L., et al. "Age at regular drinking, clinical
course, and heritability of alcohol dependence in the San
Francisco family study: a gender analysis." The American
Journal on Addictions 19.2 (2010): 101-110.
• Edenberg, Howard J., et al. "Genome‐Wide Association
Study of Alcohol Dependence Implicates a Region on
Chromosome 11." Alcoholism: Clinical and Experimental
Research 34.5 (2010): 840-852.
• Treutlein, Jens, et al. "Genome-wide association study of
alcohol dependence." Archives of general psychiatry 66.7
(2009): 773.
• Treutlein, Jens, and Marcella Rietschel. "Genome-wide
association studies of alcohol dependence and substance
use disorders." Current psychiatry reports 13.2 (2011): 147-
155.

More Related Content

What's hot

Unit 10 epidemiology personality and eating disorders
Unit 10 epidemiology personality and eating disordersUnit 10 epidemiology personality and eating disorders
Unit 10 epidemiology personality and eating disordersUniversity of Miami
 
Substance Abuse Vs Suicidal risk report Final Draft 06_04_2015
Substance  Abuse Vs Suicidal risk  report Final Draft 06_04_2015Substance  Abuse Vs Suicidal risk  report Final Draft 06_04_2015
Substance Abuse Vs Suicidal risk report Final Draft 06_04_2015Geoffrey Kip, MPH
 
Day 1 1100 - travis salway hottes
Day 1   1100 - travis salway hottesDay 1   1100 - travis salway hottes
Day 1 1100 - travis salway hottesCBRC
 
Final Field Experience Paper
Final Field Experience PaperFinal Field Experience Paper
Final Field Experience PaperTiffany Thomas
 
Journal club discussion: Depression and violence
Journal club discussion: Depression and violenceJournal club discussion: Depression and violence
Journal club discussion: Depression and violenceAnahita Sharma
 
EPA Poster Presentation - FINAL 3-7-14
EPA Poster Presentation - FINAL 3-7-14EPA Poster Presentation - FINAL 3-7-14
EPA Poster Presentation - FINAL 3-7-14Lawrence Chan
 
OU Med School "Screen to Save" Presentation
OU Med School "Screen to Save" PresentationOU Med School "Screen to Save" Presentation
OU Med School "Screen to Save" PresentationSherry Clark
 
The Effect of Psychological Conditions on Sexuality: A Review_Crimson Publishers
The Effect of Psychological Conditions on Sexuality: A Review_Crimson PublishersThe Effect of Psychological Conditions on Sexuality: A Review_Crimson Publishers
The Effect of Psychological Conditions on Sexuality: A Review_Crimson PublishersCrimsonpublishersPPrs
 
Sexual Violence (Home Office Fact Sheet)
Sexual Violence (Home Office Fact Sheet)Sexual Violence (Home Office Fact Sheet)
Sexual Violence (Home Office Fact Sheet)bpilmer
 
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPV
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPVREED-2015-HealthPromotionandBehavior-FirearmAccessand IPV
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPVLauren Reed
 
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...CNS www.citizen-news.org
 
Alcohol mediates the relationship between alcohol and reporting rape to the p...
Alcohol mediates the relationship between alcohol and reporting rape to the p...Alcohol mediates the relationship between alcohol and reporting rape to the p...
Alcohol mediates the relationship between alcohol and reporting rape to the p...Heather Flowe
 
The breach between what we know and what we do is lethal
The breach between what we know and what we do is lethalThe breach between what we know and what we do is lethal
The breach between what we know and what we do is lethalRodney Berg
 
%Race, NSES, and CHD ASA 08152010
%Race, NSES, and CHD   ASA 08152010%Race, NSES, and CHD   ASA 08152010
%Race, NSES, and CHD ASA 08152010Chloe Bird
 

What's hot (20)

Unit 10 epidemiology personality and eating disorders
Unit 10 epidemiology personality and eating disordersUnit 10 epidemiology personality and eating disorders
Unit 10 epidemiology personality and eating disorders
 
Substance Abuse Vs Suicidal risk report Final Draft 06_04_2015
Substance  Abuse Vs Suicidal risk  report Final Draft 06_04_2015Substance  Abuse Vs Suicidal risk  report Final Draft 06_04_2015
Substance Abuse Vs Suicidal risk report Final Draft 06_04_2015
 
Day 1 1100 - travis salway hottes
Day 1   1100 - travis salway hottesDay 1   1100 - travis salway hottes
Day 1 1100 - travis salway hottes
 
Final Field Experience Paper
Final Field Experience PaperFinal Field Experience Paper
Final Field Experience Paper
 
Epidemiology 2 dec 2010
Epidemiology 2 dec 2010Epidemiology 2 dec 2010
Epidemiology 2 dec 2010
 
Journal club discussion: Depression and violence
Journal club discussion: Depression and violenceJournal club discussion: Depression and violence
Journal club discussion: Depression and violence
 
EPA Poster Presentation - FINAL 3-7-14
EPA Poster Presentation - FINAL 3-7-14EPA Poster Presentation - FINAL 3-7-14
EPA Poster Presentation - FINAL 3-7-14
 
1.1.9 Meg Smith
1.1.9 Meg Smith1.1.9 Meg Smith
1.1.9 Meg Smith
 
OU Med School "Screen to Save" Presentation
OU Med School "Screen to Save" PresentationOU Med School "Screen to Save" Presentation
OU Med School "Screen to Save" Presentation
 
M_Freeman_FINALMOP
M_Freeman_FINALMOPM_Freeman_FINALMOP
M_Freeman_FINALMOP
 
Misconceptions about AIDS in Africa: Ours and Theirs
Misconceptions about AIDS in Africa: Ours and TheirsMisconceptions about AIDS in Africa: Ours and Theirs
Misconceptions about AIDS in Africa: Ours and Theirs
 
Quantitative Analysis
Quantitative AnalysisQuantitative Analysis
Quantitative Analysis
 
The Effect of Psychological Conditions on Sexuality: A Review_Crimson Publishers
The Effect of Psychological Conditions on Sexuality: A Review_Crimson PublishersThe Effect of Psychological Conditions on Sexuality: A Review_Crimson Publishers
The Effect of Psychological Conditions on Sexuality: A Review_Crimson Publishers
 
Sexual Violence (Home Office Fact Sheet)
Sexual Violence (Home Office Fact Sheet)Sexual Violence (Home Office Fact Sheet)
Sexual Violence (Home Office Fact Sheet)
 
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPV
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPVREED-2015-HealthPromotionandBehavior-FirearmAccessand IPV
REED-2015-HealthPromotionandBehavior-FirearmAccessand IPV
 
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...
Abstract presentation: Rayner Kay Jin Tan (experienced homophobia and suicide...
 
Alcohol mediates the relationship between alcohol and reporting rape to the p...
Alcohol mediates the relationship between alcohol and reporting rape to the p...Alcohol mediates the relationship between alcohol and reporting rape to the p...
Alcohol mediates the relationship between alcohol and reporting rape to the p...
 
2016 CV Sara M Handy PDF
2016 CV Sara M Handy PDF2016 CV Sara M Handy PDF
2016 CV Sara M Handy PDF
 
The breach between what we know and what we do is lethal
The breach between what we know and what we do is lethalThe breach between what we know and what we do is lethal
The breach between what we know and what we do is lethal
 
%Race, NSES, and CHD ASA 08152010
%Race, NSES, and CHD   ASA 08152010%Race, NSES, and CHD   ASA 08152010
%Race, NSES, and CHD ASA 08152010
 

Viewers also liked

Deep vs diverse architectures for classification problems
Deep vs diverse architectures for classification problemsDeep vs diverse architectures for classification problems
Deep vs diverse architectures for classification problemsColleen Farrelly
 
Understanding the Profoundly Gifted
Understanding the Profoundly GiftedUnderstanding the Profoundly Gifted
Understanding the Profoundly GiftedColleen Farrelly
 
Big data and data science overview
Big data and data science overviewBig data and data science overview
Big data and data science overviewColleen Farrelly
 
The Neurobiology of Addiction
The Neurobiology of AddictionThe Neurobiology of Addiction
The Neurobiology of AddictionColleen Farrelly
 
Gender, Education, Skills, and Compensation in US Data Scientists
Gender, Education, Skills, and Compensation in US Data ScientistsGender, Education, Skills, and Compensation in US Data Scientists
Gender, Education, Skills, and Compensation in US Data ScientistsColleen Farrelly
 

Viewers also liked (8)

Deep vs diverse architectures for classification problems
Deep vs diverse architectures for classification problemsDeep vs diverse architectures for classification problems
Deep vs diverse architectures for classification problems
 
Profiles of the Gifted
Profiles of the GiftedProfiles of the Gifted
Profiles of the Gifted
 
Guide to MD/PhD programs
Guide to MD/PhD programsGuide to MD/PhD programs
Guide to MD/PhD programs
 
Understanding the Profoundly Gifted
Understanding the Profoundly GiftedUnderstanding the Profoundly Gifted
Understanding the Profoundly Gifted
 
Big data and data science overview
Big data and data science overviewBig data and data science overview
Big data and data science overview
 
The Neurobiology of Addiction
The Neurobiology of AddictionThe Neurobiology of Addiction
The Neurobiology of Addiction
 
Gender, Education, Skills, and Compensation in US Data Scientists
Gender, Education, Skills, and Compensation in US Data ScientistsGender, Education, Skills, and Compensation in US Data Scientists
Gender, Education, Skills, and Compensation in US Data Scientists
 
Neuropsychopharmacology
NeuropsychopharmacologyNeuropsychopharmacology
Neuropsychopharmacology
 

Similar to Trauma and Alcoholism: Risk and Resilience

Assessment of suicide risk dr essam hassan
Assessment of suicide risk dr essam hassanAssessment of suicide risk dr essam hassan
Assessment of suicide risk dr essam hassanEssamHassan32
 
Alcohol related disorders osmanali
Alcohol related disorders osmanaliAlcohol related disorders osmanali
Alcohol related disorders osmanaliOSMAN ALI MD
 
etiopathogenesis of Schizophrenia
etiopathogenesis of Schizophreniaetiopathogenesis of Schizophrenia
etiopathogenesis of SchizophreniaDr Kaushik Nandy
 
AdolescentRiskBehaviors.ppt
AdolescentRiskBehaviors.pptAdolescentRiskBehaviors.ppt
AdolescentRiskBehaviors.pptvijhayapriya
 
OCD and Substance Use Disorder IOCDF Conference 2020
OCD and Substance Use Disorder IOCDF Conference 2020OCD and Substance Use Disorder IOCDF Conference 2020
OCD and Substance Use Disorder IOCDF Conference 2020StaceyConroy3
 
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...Ching-wen Lu
 
National epidemiologic survey on alcohol and related conditions.seminar coorect
National epidemiologic survey on alcohol and related conditions.seminar coorectNational epidemiologic survey on alcohol and related conditions.seminar coorect
National epidemiologic survey on alcohol and related conditions.seminar coorectDr. Amit Chougule
 
Presentation core skills_projecti
Presentation core skills_projectiPresentation core skills_projecti
Presentation core skills_projectishanky02
 
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...Heather Flowe
 
PTSD BY RITIKA SONI
PTSD BY RITIKA SONIPTSD BY RITIKA SONI
PTSD BY RITIKA SONIShimla
 
Risk of re attempts and suicide death after a suicide attempt- a survival ana...
Risk of re attempts and suicide death after a suicide attempt- a survival ana...Risk of re attempts and suicide death after a suicide attempt- a survival ana...
Risk of re attempts and suicide death after a suicide attempt- a survival ana...Htein Lin
 
sakshi shah psychiatry ppt final.pptx
sakshi shah psychiatry ppt final.pptxsakshi shah psychiatry ppt final.pptx
sakshi shah psychiatry ppt final.pptxRonakPrajapati61
 
Tue vs centpatico - van tassell
Tue vs   centpatico - van tassellTue vs   centpatico - van tassell
Tue vs centpatico - van tassellOPUNITE
 
Perceived Discrimination and Cardiovascular Risk Factors
Perceived Discrimination and Cardiovascular Risk FactorsPerceived Discrimination and Cardiovascular Risk Factors
Perceived Discrimination and Cardiovascular Risk FactorsMichael John
 
Deliberate self harm by Dr. R. Monisha
Deliberate self harm by Dr. R. MonishaDeliberate self harm by Dr. R. Monisha
Deliberate self harm by Dr. R. MonishaC Anusha
 
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...Christine Wekerle
 
Disease-specific literacy_10222010
Disease-specific literacy_10222010Disease-specific literacy_10222010
Disease-specific literacy_10222010David Latini, PhD
 

Similar to Trauma and Alcoholism: Risk and Resilience (20)

Assessment of suicide risk dr essam hassan
Assessment of suicide risk dr essam hassanAssessment of suicide risk dr essam hassan
Assessment of suicide risk dr essam hassan
 
Journal club
Journal clubJournal club
Journal club
 
Alcohol related disorders osmanali
Alcohol related disorders osmanaliAlcohol related disorders osmanali
Alcohol related disorders osmanali
 
etiopathogenesis of Schizophrenia
etiopathogenesis of Schizophreniaetiopathogenesis of Schizophrenia
etiopathogenesis of Schizophrenia
 
AdolescentRiskBehaviors.ppt
AdolescentRiskBehaviors.pptAdolescentRiskBehaviors.ppt
AdolescentRiskBehaviors.ppt
 
Headstrong's "My World" survey
Headstrong's "My World" surveyHeadstrong's "My World" survey
Headstrong's "My World" survey
 
OCD and Substance Use Disorder IOCDF Conference 2020
OCD and Substance Use Disorder IOCDF Conference 2020OCD and Substance Use Disorder IOCDF Conference 2020
OCD and Substance Use Disorder IOCDF Conference 2020
 
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...
Interpersonal trauma and aging-related genitourinary dysfunction in a nationa...
 
National epidemiologic survey on alcohol and related conditions.seminar coorect
National epidemiologic survey on alcohol and related conditions.seminar coorectNational epidemiologic survey on alcohol and related conditions.seminar coorect
National epidemiologic survey on alcohol and related conditions.seminar coorect
 
Presentation core skills_projecti
Presentation core skills_projectiPresentation core skills_projecti
Presentation core skills_projecti
 
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...
REMEMBERING RAPE: THE EFFECTS OF ACUTE ALCOHOL INTOXICATION AND ALCOHOL EXPEC...
 
PTSD BY RITIKA SONI
PTSD BY RITIKA SONIPTSD BY RITIKA SONI
PTSD BY RITIKA SONI
 
Risk of re attempts and suicide death after a suicide attempt- a survival ana...
Risk of re attempts and suicide death after a suicide attempt- a survival ana...Risk of re attempts and suicide death after a suicide attempt- a survival ana...
Risk of re attempts and suicide death after a suicide attempt- a survival ana...
 
sakshi shah psychiatry ppt final.pptx
sakshi shah psychiatry ppt final.pptxsakshi shah psychiatry ppt final.pptx
sakshi shah psychiatry ppt final.pptx
 
Tue vs centpatico - van tassell
Tue vs   centpatico - van tassellTue vs   centpatico - van tassell
Tue vs centpatico - van tassell
 
Perceived Discrimination and Cardiovascular Risk Factors
Perceived Discrimination and Cardiovascular Risk FactorsPerceived Discrimination and Cardiovascular Risk Factors
Perceived Discrimination and Cardiovascular Risk Factors
 
Deliberate self harm by Dr. R. Monisha
Deliberate self harm by Dr. R. MonishaDeliberate self harm by Dr. R. Monisha
Deliberate self harm by Dr. R. Monisha
 
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...
Wekerle CIHR Team - Child Maltreatment and Adolescent Problem Drinking Among ...
 
Disease-specific literacy_10222010
Disease-specific literacy_10222010Disease-specific literacy_10222010
Disease-specific literacy_10222010
 
Veterans in Criminal Justice
Veterans in Criminal JusticeVeterans in Criminal Justice
Veterans in Criminal Justice
 

More from Colleen Farrelly

Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Colleen Farrelly
 
Hands-On Network Science, PyData Global 2023
Hands-On Network Science, PyData Global 2023Hands-On Network Science, PyData Global 2023
Hands-On Network Science, PyData Global 2023Colleen Farrelly
 
Modeling Climate Change.pptx
Modeling Climate Change.pptxModeling Climate Change.pptx
Modeling Climate Change.pptxColleen Farrelly
 
Natural Language Processing for Beginners.pptx
Natural Language Processing for Beginners.pptxNatural Language Processing for Beginners.pptx
Natural Language Processing for Beginners.pptxColleen Farrelly
 
The Shape of Data--ODSC.pptx
The Shape of Data--ODSC.pptxThe Shape of Data--ODSC.pptx
The Shape of Data--ODSC.pptxColleen Farrelly
 
Generative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxGenerative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxColleen Farrelly
 
Emerging Technologies for Public Health in Remote Locations.pptx
Emerging Technologies for Public Health in Remote Locations.pptxEmerging Technologies for Public Health in Remote Locations.pptx
Emerging Technologies for Public Health in Remote Locations.pptxColleen Farrelly
 
Applications of Forman-Ricci Curvature.pptx
Applications of Forman-Ricci Curvature.pptxApplications of Forman-Ricci Curvature.pptx
Applications of Forman-Ricci Curvature.pptxColleen Farrelly
 
Geometry for Social Good.pptx
Geometry for Social Good.pptxGeometry for Social Good.pptx
Geometry for Social Good.pptxColleen Farrelly
 
Topology for Time Series.pptx
Topology for Time Series.pptxTopology for Time Series.pptx
Topology for Time Series.pptxColleen Farrelly
 
Time Series Applications AMLD.pptx
Time Series Applications AMLD.pptxTime Series Applications AMLD.pptx
Time Series Applications AMLD.pptxColleen Farrelly
 
An introduction to quantum machine learning.pptx
An introduction to quantum machine learning.pptxAn introduction to quantum machine learning.pptx
An introduction to quantum machine learning.pptxColleen Farrelly
 
An introduction to time series data with R.pptx
An introduction to time series data with R.pptxAn introduction to time series data with R.pptx
An introduction to time series data with R.pptxColleen Farrelly
 
NLP: Challenges and Opportunities in Underserved Areas
NLP: Challenges and Opportunities in Underserved AreasNLP: Challenges and Opportunities in Underserved Areas
NLP: Challenges and Opportunities in Underserved AreasColleen Farrelly
 
Geometry, Data, and One Path Into Data Science.pptx
Geometry, Data, and One Path Into Data Science.pptxGeometry, Data, and One Path Into Data Science.pptx
Geometry, Data, and One Path Into Data Science.pptxColleen Farrelly
 
Topological Data Analysis.pptx
Topological Data Analysis.pptxTopological Data Analysis.pptx
Topological Data Analysis.pptxColleen Farrelly
 
Transforming Text Data to Matrix Data via Embeddings.pptx
Transforming Text Data to Matrix Data via Embeddings.pptxTransforming Text Data to Matrix Data via Embeddings.pptx
Transforming Text Data to Matrix Data via Embeddings.pptxColleen Farrelly
 
Natural Language Processing in the Wild.pptx
Natural Language Processing in the Wild.pptxNatural Language Processing in the Wild.pptx
Natural Language Processing in the Wild.pptxColleen Farrelly
 
SAS Global 2021 Introduction to Natural Language Processing
SAS Global 2021 Introduction to Natural Language Processing SAS Global 2021 Introduction to Natural Language Processing
SAS Global 2021 Introduction to Natural Language Processing Colleen Farrelly
 
2021 American Mathematical Society Data Science Talk
2021 American Mathematical Society Data Science Talk2021 American Mathematical Society Data Science Talk
2021 American Mathematical Society Data Science TalkColleen Farrelly
 

More from Colleen Farrelly (20)

Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024
 
Hands-On Network Science, PyData Global 2023
Hands-On Network Science, PyData Global 2023Hands-On Network Science, PyData Global 2023
Hands-On Network Science, PyData Global 2023
 
Modeling Climate Change.pptx
Modeling Climate Change.pptxModeling Climate Change.pptx
Modeling Climate Change.pptx
 
Natural Language Processing for Beginners.pptx
Natural Language Processing for Beginners.pptxNatural Language Processing for Beginners.pptx
Natural Language Processing for Beginners.pptx
 
The Shape of Data--ODSC.pptx
The Shape of Data--ODSC.pptxThe Shape of Data--ODSC.pptx
The Shape of Data--ODSC.pptx
 
Generative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptxGenerative AI, WiDS 2023.pptx
Generative AI, WiDS 2023.pptx
 
Emerging Technologies for Public Health in Remote Locations.pptx
Emerging Technologies for Public Health in Remote Locations.pptxEmerging Technologies for Public Health in Remote Locations.pptx
Emerging Technologies for Public Health in Remote Locations.pptx
 
Applications of Forman-Ricci Curvature.pptx
Applications of Forman-Ricci Curvature.pptxApplications of Forman-Ricci Curvature.pptx
Applications of Forman-Ricci Curvature.pptx
 
Geometry for Social Good.pptx
Geometry for Social Good.pptxGeometry for Social Good.pptx
Geometry for Social Good.pptx
 
Topology for Time Series.pptx
Topology for Time Series.pptxTopology for Time Series.pptx
Topology for Time Series.pptx
 
Time Series Applications AMLD.pptx
Time Series Applications AMLD.pptxTime Series Applications AMLD.pptx
Time Series Applications AMLD.pptx
 
An introduction to quantum machine learning.pptx
An introduction to quantum machine learning.pptxAn introduction to quantum machine learning.pptx
An introduction to quantum machine learning.pptx
 
An introduction to time series data with R.pptx
An introduction to time series data with R.pptxAn introduction to time series data with R.pptx
An introduction to time series data with R.pptx
 
NLP: Challenges and Opportunities in Underserved Areas
NLP: Challenges and Opportunities in Underserved AreasNLP: Challenges and Opportunities in Underserved Areas
NLP: Challenges and Opportunities in Underserved Areas
 
Geometry, Data, and One Path Into Data Science.pptx
Geometry, Data, and One Path Into Data Science.pptxGeometry, Data, and One Path Into Data Science.pptx
Geometry, Data, and One Path Into Data Science.pptx
 
Topological Data Analysis.pptx
Topological Data Analysis.pptxTopological Data Analysis.pptx
Topological Data Analysis.pptx
 
Transforming Text Data to Matrix Data via Embeddings.pptx
Transforming Text Data to Matrix Data via Embeddings.pptxTransforming Text Data to Matrix Data via Embeddings.pptx
Transforming Text Data to Matrix Data via Embeddings.pptx
 
Natural Language Processing in the Wild.pptx
Natural Language Processing in the Wild.pptxNatural Language Processing in the Wild.pptx
Natural Language Processing in the Wild.pptx
 
SAS Global 2021 Introduction to Natural Language Processing
SAS Global 2021 Introduction to Natural Language Processing SAS Global 2021 Introduction to Natural Language Processing
SAS Global 2021 Introduction to Natural Language Processing
 
2021 American Mathematical Society Data Science Talk
2021 American Mathematical Society Data Science Talk2021 American Mathematical Society Data Science Talk
2021 American Mathematical Society Data Science Talk
 

Recently uploaded

Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Serviceparulsinha
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000aliya bhat
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaPooja Gupta
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceCollege Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceNehru place Escorts
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...narwatsonia7
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...saminamagar
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...narwatsonia7
 
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...narwatsonia7
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknownarwatsonia7
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformKweku Zurek
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 

Recently uploaded (20)

Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
 
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceCollege Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
 
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment BookingCall Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
Call Girl Koramangala | 7001305949 At Low Cost Cash Payment Booking
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
 
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
 
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls Hsr Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
 
See the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy PlatformSee the 2,456 pharmacies on the National E-Pharmacy Platform
See the 2,456 pharmacies on the National E-Pharmacy Platform
 
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service MumbaiVIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
VIP Call Girls Mumbai Arpita 9910780858 Independent Escort Service Mumbai
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 

Trauma and Alcoholism: Risk and Resilience

  • 2. Alcoholism and Trauma • Trauma as a risk factor o Common experience for soldiers and civilians in United States • 25-50% of adolescents have experienced 1+ traumatic event • 50-75% of adults o Childhood, adulthood, both o Post-traumatic stress disorder and relapse link found in veteran populations o Trauma cycle (more likely to experience again if experienced once) o Worse alcoholism treatment response for those with PTSD • Alcoholism affects roughly 7% of the United States population at a given time. o Higher lifetime prevalence o Treatment efficacy lower for earlier- onset disease • Genetic risk o GWAS identification • DRD2, ADH1B, GABRA2, ALDH2, ADH4, AUTS2, MAOA, 5-HTTLPR o Evidence of genetic link to early-onset alcoholism o Twin studies of Vietnam veterans and PTSD • Environmental risk o Age, gender, age of first use o Trauma • Civilians and returning veterans of OIF/OEF
  • 3. Specific Aims • Aim 1 o To examine which traumatic experience types are associated with alcoholism • Childhood physical or sexual abuse • Adulthood assault, non-assault, or sexual trauma • Aim 2 o To examine whether childhood trauma predicts age of onset of alcoholism • Childhood physical abuse • Childhood sexual abuse
  • 4. Measurements • Other environmental variables • Demographics • Age • Income • Education level • Size of childhood town • Use of alcohol • Onset of symptoms • Diagnosis • Family history • Mother and father history of alcohol abuse and dependence • Trauma Types • Childhood physical abuse • Hurt the next day or had to visit doctor • Broken bones, bruises, scalding, burns inflicted by an adult • Childhood sexual abuse • Before 16 sexual contact, including touching and intercourse with someone 5+ years older • Adult non-assault trauma • Natural disasters • Adult assault trauma • Military combat, legal definition of assault • Adult sexual assault • Attempted or completed • Forced unwanted sexual contact
  • 5. Sample • Median education: 1 year of college • Median income: $20,000- $29,000 • Family history of alcoholism o 11 reported maternal alcoholism o 19 reported paternal alcoholism • Trauma history o 52.1% reported a positive history of trauma o 25.7% reported more than 1 type of trauma o Adulthood non-assault trauma most common • Participants from Collaborative Studies on Genetics of Alcoholism Study o Case-Control • 167 Caucasian adults • 85 cases, 82 controls o Case definition: DSM-IV criteria met at some point during lifetime • 84 women, 83 men • Ages 18-70 years, mean=41 years
  • 6. Analysis • Aim 1 o Logistic regression models for each trauma type, as well as logistic regression on total number of trauma types experienced • Aim 2 o Kaplan-Meier curve and log-rank test of proportional hazards assumption o Univariate Cox regression for relative risk o Multivariate Cox regression adjusting for family history of alcoholism and demographic factors
  • 7. Results: Aim 1 Regression Models * p<0.05, ** p<0.01, *** p<0.001 under Bonferroni correction. Significant predictors include any other significant factors identified in the logistic regression model. . Regression Trauma Number (%) Reporting Trauma Wald X2 Odds Ratio (OR) 95% CI of OR p-value Significant Predictors Childhood Physical Abuse 33 (19.8%) 7.84 6.68 1.77-25.27 0.005** Education*, Income*** Childhood Sexual Abuse 38 (22.8%) 11.86 8.83 2.56-30.47 <0.001*** Education*, income***, Gender* Adulthood Non-Assault 50 (30.0%) 3.14 2.45 0.91-6.61 0.076 Income***, Education* Adulthood Physical 22 (13.2%) 7.93 12.03 2.13-67.93 0.005** Income*** Adulthood Sexual 15 (9.0%) 2.99 4.67 0.81-26.84 0.084 Education*, Income*** Total Trauma 87 (52.1%) reporting 1+ 16.58 Significant for 0 vs. 1+ traumas Significant for 0 vs. 1+ traumas <0.001*** Education*, Income***
  • 8. Aim 2: Age to Onset of Cases Case Onset Quantiles Percent Point Estimate 95% Confidence Interval [Lower Upper) 75% 30 28 33 50% 23 22 26 25% 20 19 21
  • 9. Kaplan-Meier Survival Curves by Childhood Physical Abuse Status
  • 10. Kaplan-Meier Survival Curves by Childhood Sexual Abuse Status
  • 11. Summary of Univariate and Multivariate Cox Regression Models Log-rank X2 p- value Univariate Hazard Ratio (95% CI) Multivariate Hazard Ratio (95% CI) Other Significant Predictors Physical Abuse 35.67 <0.001 3.87 (2.41- 6.24) 2.14 (1.27- 3.61) Age, Education, Gender, Paternal History Sexual Abuse 31.05 <0.001 3.51 (2.20- 5.61) 2.71 (1.62- 4.55) Age, Education, Gender, Income
  • 12. Genetic Risk Log-rank X2 p- value Univariate Hazard Ratio (95% CI) Maternal History 17.36 <0.001 3.80 (1.94- 7.43) Paternal History 22.88 <0.001 3.62 (2.06- 6.33 • Possible more complicated model of trauma, genetic risk, and demographic factors • Future work to examine interactions and mediation planned
  • 13. Discussion of Results • Both childhood traumas increased risk of earlier- onset alcoholism o Adjusted relative risk >2.0 • Also found strong family history association with possible complex relationship to risk o Suggests a genetic component to age-of-onset with physical trauma o Further study needed to test age- of-onset and specific single nucleotide polymorphisms • Trauma related to alcoholism for many types of trauma • Number of types of trauma showed no dose- response o But higher odds ratios for no trauma vs. increasing number of traumas • Important to consider in prevention and treatment of alcoholism
  • 14. Limitations/Next Steps Limitations Future Studies • No data on frequency or severity of traumatic events o Previous research suggests importance of these • No data on diagnosed PTSD o Numerous studies of PTSD and alcoholism risk in combat veterans • Case-control nature of this study • Small sample size • Caucasian sample • No genomic data used • Fairly simple statistical methods that may miss complex interactions between risk factors. • Genomic and gene x environment studies of alcoholism risk and age-of-onset o Few/no existing studies on this • Diverse population • Civilian and military populations o Different types of traumatic events o Civilian assaults vs. combat • Utilizing more information about types, frequencies, and severity of traumatic events • Use of machine-learning-based survival analysis tools
  • 15. References• Begleiter H, Reich T, Hesselbrock V, Porjesz B, Li TK, Schuckit MA, Edenberg HJ, Rice JP (1995): The Collaborative Study on the Genetics of Alcoholism. The genetics of alcoholism. Alcohol Health Res World 19: 228– 236. • Sinha, Rajita, et al. "Effects of adrenal sensitivity, stress- and cue-induced craving, and anxiety on subsequent alcohol relapse and treatment outcomes." Archives of general psychiatry (2011): archgenpsychiatry-2011. • Cloninger, C. Robert, Michael Bohman, and Soren Sigvardsson. "Inheritance of alcohol abuse: Cross-fostering analysis of adopted men." Archives of general psychiatry 38.8 (1981): 861. • Cloninger, C. Robert, et al. "Genetic heterogeneity and the classification of alcoholism." Advances in alcohol & substance abuse 7.3-4 (1988): 3-16. • Johnson, Bankole A., et al. "Age of Onset as a Discriminator Between Alcoholic Subtypes in a Treatment‐Seeking Outpatient Population." The American Journal on Addictions 9.1 (2010): 17-27. • Jacobson, Isabel G., et al. "Alcohol use and alcohol-related problems before and after military combat deployment." JAMA: the journal of the American Medical Association 300.6 (2008): 663-675. • Coffey, Scott F., et al. "Changes in PTSD symptomatology during acute and protracted alcohol and cocaine abstinence." Drug and alcohol dependence 87.2 (2007): 241-248. • McFarlane, Alexander C. "Epidemiological evidence about the relationship between PTSD and alcohol abuse: the nature of the association." Addictive Behaviors 23.6 (1998): 813-825. • Grant, Bridget F., and Deborah A. Dawson. "Age at onset of alcohol use and its association with DSM-IV alcohol abuse and dependence: results from the National Longitudinal Alcohol Epidemiologic Survey." Journal of substance abuse 9.1 (1997): 103-110. • Hingson, Ralph W., Timothy Heeren, and Michael R. Winter. "Age at drinking onset and alcohol dependence: age at onset, duration, and severity." Archives of pediatrics & adolescent medicine 160.7 (2006): 739. • Ehlers, Cindy L., et al. "Age at regular drinking, clinical course, and heritability of alcohol dependence in the San Francisco family study: a gender analysis." The American Journal on Addictions 19.2 (2010): 101-110. • Edenberg, Howard J., et al. "Genome‐Wide Association Study of Alcohol Dependence Implicates a Region on Chromosome 11." Alcoholism: Clinical and Experimental Research 34.5 (2010): 840-852. • Treutlein, Jens, et al. "Genome-wide association study of alcohol dependence." Archives of general psychiatry 66.7 (2009): 773. • Treutlein, Jens, and Marcella Rietschel. "Genome-wide association studies of alcohol dependence and substance use disorders." Current psychiatry reports 13.2 (2011): 147- 155.