SlideShare a Scribd company logo
1 of 73
AAtthheerroosscclleerroossiiss IImmaaggiinngg:: 
IImmpplliiccaattiioonnss ooff tthhee SShhiifftt FFrroomm 
RRiisskk EEssttiimmaattiioonn ttoo 
SSuubbcclliinniiccaall DDiisseeaassee 
DDeetteeccttiioonn 
Daniel Edmundowicz, MD, FACC 
Professor of Medicine, 
Chief of Cardiology 
Medical Director, Temple Heart 
and Vascular Institute 
September 12, 2014
DDiisscclloossuurreess:: 
• Medical Advisory Board Member, GNC, Inc.
DDiisscclloossuurreess:: 
• I’m lipocentric: Unshakable conviction that 
abnormal lipoprotein concentrations 
– drive the formation of atherosclerotic plaque and 
– both contribute to and magnify the inflammatory 
transition that results in plaque rupture, erosion and 
atherothrombosis.
OObbjjeeccttiivveess:: 
• Review the epidemiology and health 
economics of our current approach to 
Atherosclerotic Cardiovascular Diesease 
(ASCVD). 
• Recognize “ideal cardiovascular health” 
when you see it and understand that it is 
the “Holy Grail” of preventing ASCVD.
OObbjjeeccttiivveess:: 
• Identify weaknesses in our current 
approach to ASCVD risk assessment. 
• Review the utility of subclinical vascular 
disease detection as it relates to improved 
reclassification of individuals at risk. 
• Recognize opportunities for further 
refinement of prevention guidelines to 
identify those individuals who will benefit 
most from intervention.
Causes of Death by Gender 
(United States: 2008) 
A: Cardiovascular Disease D: Chronic Lower Respiratory Disease 
B: Cancer E: Diabetes Mellitus 
C: Accidents F: Alzheimer Disease 
AHA Statistics. Circulation 2012;125:e2-e220
Deaths Attributable to Cardiovascular Disease 
(United States: 2008) 
AHA Statistics. Circulation 2012;125:e2-e220
The 20 Leading Diagnoses for Direct Health Expenditures 
United States, 2008 (in billions of dollars) 
AHA Statistics. Circulation 2012;125:e2-e220
The Unsustainable EEccoonnoommiiccss ooff OOuurr CCuurrrreenntt 
AApppprrooaacchh
Intervening Too LLaattee iinn tthhee VVaassccuullaarr DDiisseeaassee 
TTiimmeelliinnee:: 
Artistic Conceptual Design: John Rumberger, MD, PhD
IIddeeaall CCaarrddiioovvaassccuullaarr HHeeaalltthh
Lifetime Risk of Death from CVD 
• 25,595 Back Men and White Men at age 55 Years of Age 
• According to Aggregate Burden of Risk Factors and Adjusted for Competing Risks of Death 
• CVD includes fatal coronary artery disease, non fatal myocardial infarction, fatal or non fatal stroke 
Berry et al., N Engl J Med 366;4: 2012
Lifetime Risk of Death from CVD 
• 17,222 Back Women and White Women at age 55 Years of Age 
• According to Aggregate Burden of Risk Factors and Adjusted for Competing Risks of Death 
• CVD includes fatal coronary artery disease, non fatal myocardial infarction, fatal or non fatal stroke 
Berry et al., N Engl J Med 366;4: 2012
IImmpplliiccaattiioonnss:: 
• Lower RF burden in middle age results in: 
– Longer life lived free of CVD (and other diseases) 
– Compression of morbidity 
– Greater health-related QOL 
– Substantially decreased Medicare expenditures later 
in life 
• Challenge: 
– This is NOT a substantial proportion of the 
population!!
Baseline Risk Factors and Risk Profile 
• Men and Women by Age Group 
• Optimal Risk Factor Profile: Total Cholesterol < 180 mg/dl; Blood Pressure <120/80 mmHg; non smoker; not diabetic 
Berry et al., N Engl J Med 366;4: 2012
County-level Estimates of Leisure-time Physical Inactivity among Adults aged ≥ 20 years: 
United States 2008 
www.cdc.gov/diabetes 
Age-adjusted percent 
Quartiles 
0 - 23.2 
23.3 - 26.2 
26.3 - 29.1 
> 29.2
www.cdc.gov/diabetes 
Age-adjusted percent 
0 - 19.4 
19.5 - 23.8 
23.9 - 27.0 
27.1 - 30.7 
> 30.8 
County-level Estimates of Obesity among Adults aged ≥ 20 years: 
United States 2008
County-level Estimates of Diagnosed Diabetes among Adults aged ≥ 20 years: 
United States 2008 
www.cdc.gov/diabetes 
Age-adjusted percent 
0 - 6.3 
6.4 - 7.5 
7.6 - 8.8 
8.9 - 10.5 
> 10.6
Inactivity 
Obesity 
Diabetes
KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
Epidemiologic CChhaarraacctteerriissttiiccss ooff 
AAtthheerroosscclleerroossiiss:: 
• A common-source epidemic resulting in a lipoprotein storage disorder 
(plaque formation). 
• The common source is primarily dietary saturated fatty acids and 
cholesterol. 
• Individuals with elevated lipoprotein levels early in life will have more 
atherosclerosis and therefore a higher risk of CHD events than those 
with similar lipoprotein levels occurring later in life. (incubation) 
• The burden of atherosclerosis will be magnified by the presence of 
concomitant factors that contribute to vulnerability (risk).
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
CCoommmmoonn SSoouurrccee EEppiiddeemmiiccss::
PPoolliioo:: 
• Extraordinarily common viral disease. 
• Practically all kids were infected but only 
a small number developed poliomyelitis. 
• Still don’t know why some individuals 
developed paralytic polio and some 
developed lethal bulbar polio (host 
susceptibility).
• Bigger, more 
expensive iron lungs 
• Genetic tests and 
serum markers to 
predict host 
susceptibility 
• Control of the 
common source
For any common source epidemic, genetic and other 
“host susceptibility” factors determine the response to 
the common source:
KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
BBeehhaavviioorr CChhaannggee??
Nutrition: AAmmeerriiccaa’’ss FFoooodd SSuuppppyy
KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
Macronutrient Intake BByy GGeennddeerr IInn AAdduullttss AAggeedd 
2200 aanndd OOvveerr::
Current Clinical AApppprrooaacchh ttoo PPrreevveennttiivvee 
CCaarrddiioollooggyy:: 
• Intensity of treatment is matched to the 
severity of the patient’s overall global 
cardiovascular risk. 
• Highest risk patients will benefit the 
most from drug treatments 
• Risk scores are calculated for the 
estimation of the 10-year risk of 
coronary heart disease.
WWeeaakknneesssseess ooff ppuubblliisshheedd rriisskk ssccoorreess:: 
• Historically dated populations 
• Limited ethnic diversity 
• Narrowly defined endpoints (CHD) 
• Endpoints influenced by provider 
preferences (surgery, PCI) 
• Endpoints with poor reliability (subjective 
angina, CHF)
Weaknesses inherent in iinnddiivviidduuaall aapppplliiccaattiioonn ooff 
ggrroouupp rriisskk eessttiimmaattiioonn 
• Individuals with the same risk estimate will 
either have or not have the event of 
interest. 
• Only those destined to have the event will 
have it prevented by the intervention
Weaknesses inherent in iinnddiivviidduuaall aapppplliiccaattiioonn ooff 
ggrroouupp rriisskk eessttiimmaattiioonn 
• Comparison of patient characteristics to 
participants in RCT’s not really any better 
• Only a fraction of participants in trials have 
events and only a fraction of those events 
are prevented by the intervention.
AApppprrooaacchh ttoo RRiisskk AAsssseessssmmeenntt 
• Maintain the paradigm of matching 
intensity of preventive efforts with 
individuals absolute risk 
• Acknowledge that none of the risk tools or 
novel risk factors considered have been 
evaluated in RCT’s
On the randomized, ccoonnttrroolllleedd cclliinniiccaall ttrriiaall:: 
BMJ 2003 327; 1459-61
EEffffeecctt ooff SSttaattiinn TThheerraappyy 
Am J Cardiol 2006;98:1405–1408
EEffffeecctt ooff SSttaattiinn TThheerraappyy 
Am J Cardiol 2006;98:1405–1408
KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
Vascular Disease Timeline ((aa..kk..aa.. CChhrroonniicciittyy ooff 
DDiisseeaassee)) 
Artistic Conceptual Design: John Rumberger, MD, PhD
“The best test for prediction of the risk of atherosclerosis 
is the demonstration of atherosclerosis” 
Ernest Schaeffer, MD, Editor-in-Chief of Atherosclerosis 
“People who die of an MI are just as dead whether they 
have no risk factors or every identifiable risk factor” 
Harvey Hecht, MD, Director of Cardiovascular Computed 
Tomography Lenox Hill Heart & Vascular Institute, New York
NNHHLLBBII CChhaarrggee ttoo tthhee WWoorrkkggrroouupp::
CCrriittiiccaall QQuueessttiioonn ##11::
Considerations wwhheenn eevvaalluuaattiinngg nneeww rriisskk 
ffaaccttoorrss::
Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn 
MMooddeellss:: 
• Calibration: 
– The ability of a model to predict the absolute 
risk subsequently observed in the population 
– May vary with time and place 
– Depends upon the availability of local 
mortality data and risk factor distribution in a 
population at a given time
Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn 
MMooddeellss:: 
• Discrimination: 
– The ability of a model to differentiate those 
with the outcome versus those without the 
outcome up to a certain point in time. 
– Commonly expressed as the “C statistic” 
ranging from 0.5 (random chance) to 1.0 
(absolute discrimination) between cases and 
controls 
– Above 0.70 is acceptable
Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn 
MMooddeellss:: 
• Reclassification: 
– Assesses the value of adding new information 
in order to improve risk prediction 
– ‘Net reclassification Improvement’ (NRI) 
assumes that the addition of the new 
information is acceptable if at least 10% of 
individuals are appropriately reclassified.
CCrriittiiccaall QQuueessttiioonn ##11::
OOppttiioonnaall ssccrreeeenniinngg tteessttss::
Coronary Calcification Score
Multiple EEtthhnniicc SSttuuddyy ooff AAtthheerroosscclleerroossiiss 
((MMEESSAA)) 
• NIH sponsored prospective cohort study examining 
measures of subclinical atherosclerosis and 
conversion to clinical events. 
• 3,213 men and 3,601 women 45 to 84 years of age 
• 38% white, 28% black, 22% Hispanic, and 12% 
Chinese 
• 6 U.S. communities
Coronary Calcium as a Predictor of Coronary Events 
in Four Racial or Ethnic Groups: MESA 
Prospective NIH study of 6722 men and women w/o CAD: median f/u 3.8 yrs 
38.6% white, 27.6% black, 21.9% Hispanic, 11.9% Chinese 
162 events; 89 death or MI 
Detrano et al. NEJM 2008;358:1336-45.
Coronary AArrtteerryy CCaallcciiuumm DDeetteeccttiioonn 
• FRS fails to identify many people destined 
to have a CHD event. 
• CAC has been shown to provide 
incremental CHD risk prediction beyond 
traditional risk factors 
• Patients with advanced CAC burden (CAC 
scores > 300) have the greatest risk.
NNeett RReeccllaassssiiffiiccaattiioonn IImmpprroovveemmeenntt::
Coronary Calcification aanndd PPllaaqquuee MMoorrpphhoollooggyy iinn 
HHuummaannss:: 
Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
CCaallcciiffiieedd NNoodduullee:: 
Otsuka, F. et al. (2014) Clinical classification of plaque morphology in coronary disease 
Nat. Rev. Cardiol. doi:10.1038/nrcardio.2014.62
PPllaaqquuee EErroossiioonn:: 
Otsuka, F. et al. (2014) Clinical classification of plaque morphology in coronary disease 
Nat. Rev. Cardiol. doi:10.1038/nrcardio.2014.62
Immunoreactivity PPaatttteerrnn ooff BBoonnee MMaattrriixx 
PPrrootteeiinnss:: 
Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
Nonmutually EExxcclluussiivvee TThheeoorriieess ffoorr VVaassccuullaarr 
CCaallcciiffiiccaattiioonn:: 
Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
SSuummmmaarryy 
• In the long run (becoming shorter) our current 
approach to ASCVD is not sustainable. 
• Ideal cardiovascular health exists (ASCVD is 
preventable) in a small portion of the 
population. 
• Ultimately, as a society, we will need to 
confront the common source of the epidemic.
SSuummmmaarryy 
• New guidelines attempt to improve risk 
assessment and are open to the 
transition from risk factor identification 
to earlier disease identification with a 
clear call for more outcomes research 
in the field demonstrating favorable risk 
reclassification.
SSuummmmaarryy 
• Detection of subclinical vascular disease 
identifies individuals at increased risk for clinical 
events who are most likely to benefit from 
aggressive preventive intervention. 
• These individuals will continue to be important 
populations for further study of synergistic 
environmental and biologic modifiers of disease 
progression. 
• Parachutes save lives without RCT’s

More Related Content

What's hot

Nov journal watch
Nov journal watchNov journal watch
Nov journal watchkatejohnpunag
 
Geriatric trauma
Geriatric traumaGeriatric trauma
Geriatric traumaCathrine Diana
 
Guidelines for the primary prevention of stroke
Guidelines for the primary prevention of strokeGuidelines for the primary prevention of stroke
Guidelines for the primary prevention of strokeSachin Shende
 
Debate advances in hf ofili
Debate advances in hf ofiliDebate advances in hf ofili
Debate advances in hf ofilidrucsamal
 
Copy of ethics copy - copy
Copy of ethics   copy - copyCopy of ethics   copy - copy
Copy of ethics copy - copyFarragBahbah
 
Fatty Acids and their role in Cardiometabolic Health
Fatty Acids and their role in Cardiometabolic HealthFatty Acids and their role in Cardiometabolic Health
Fatty Acids and their role in Cardiometabolic HealthArindam Pande
 
Geriatric trauma
Geriatric traumaGeriatric trauma
Geriatric traumaSCGH ED CME
 
Valve disease in the Pandemic
Valve disease in the PandemicValve disease in the Pandemic
Valve disease in the Pandemicahvc0858
 
Challenging Factors Influencing Biodiversity_ Crimson Publishers
Challenging Factors Influencing Biodiversity_ Crimson PublishersChallenging Factors Influencing Biodiversity_ Crimson Publishers
Challenging Factors Influencing Biodiversity_ Crimson PublishersCrimsonpublishersEAES
 
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults a...
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults  a...Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults  a...
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults a...mansoor masjedi
 
Journal club: Cardiovascular Disease
Journal club: Cardiovascular DiseaseJournal club: Cardiovascular Disease
Journal club: Cardiovascular DiseaseCCNM
 
Management of acute kidney injury
Management of acute kidney injuryManagement of acute kidney injury
Management of acute kidney injuryjhoncatunta
 
Core curriculum lesao renal aguda
Core curriculum lesao renal agudaCore curriculum lesao renal aguda
Core curriculum lesao renal agudaBreno Gois
 
Macro complications 2018
Macro complications 2018Macro complications 2018
Macro complications 2018 Mohamed BADR
 
Resuscitation from Severe Sepsis: do we need care bundles?
Resuscitation from Severe Sepsis: do we need care bundles?Resuscitation from Severe Sepsis: do we need care bundles?
Resuscitation from Severe Sepsis: do we need care bundles?International Fluid Academy
 

What's hot (20)

Osborn - Lipids 2019 cholesterol guidelines
Osborn - Lipids 2019 cholesterol guidelinesOsborn - Lipids 2019 cholesterol guidelines
Osborn - Lipids 2019 cholesterol guidelines
 
Nov journal watch
Nov journal watchNov journal watch
Nov journal watch
 
Geriatric trauma
Geriatric traumaGeriatric trauma
Geriatric trauma
 
Guidelines for the primary prevention of stroke
Guidelines for the primary prevention of strokeGuidelines for the primary prevention of stroke
Guidelines for the primary prevention of stroke
 
Debate advances in hf ofili
Debate advances in hf ofiliDebate advances in hf ofili
Debate advances in hf ofili
 
Copy of ethics copy - copy
Copy of ethics   copy - copyCopy of ethics   copy - copy
Copy of ethics copy - copy
 
Fatty Acids and their role in Cardiometabolic Health
Fatty Acids and their role in Cardiometabolic HealthFatty Acids and their role in Cardiometabolic Health
Fatty Acids and their role in Cardiometabolic Health
 
Geriatric trauma
Geriatric traumaGeriatric trauma
Geriatric trauma
 
Valve disease in the Pandemic
Valve disease in the PandemicValve disease in the Pandemic
Valve disease in the Pandemic
 
Challenging Factors Influencing Biodiversity_ Crimson Publishers
Challenging Factors Influencing Biodiversity_ Crimson PublishersChallenging Factors Influencing Biodiversity_ Crimson Publishers
Challenging Factors Influencing Biodiversity_ Crimson Publishers
 
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults a...
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults  a...Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults  a...
Serum cystatine c vs serum cpk for diagnosis of aki after trauma in adults a...
 
Diabetes Care
Diabetes CareDiabetes Care
Diabetes Care
 
AASK about Hypertension- JOURNAL CLUB
AASK  about Hypertension- JOURNAL CLUBAASK  about Hypertension- JOURNAL CLUB
AASK about Hypertension- JOURNAL CLUB
 
Journal club: Cardiovascular Disease
Journal club: Cardiovascular DiseaseJournal club: Cardiovascular Disease
Journal club: Cardiovascular Disease
 
Management of acute kidney injury
Management of acute kidney injuryManagement of acute kidney injury
Management of acute kidney injury
 
Core curriculum lesao renal aguda
Core curriculum lesao renal agudaCore curriculum lesao renal aguda
Core curriculum lesao renal aguda
 
Macro complications 2018
Macro complications 2018Macro complications 2018
Macro complications 2018
 
Resuscitation from Severe Sepsis: do we need care bundles?
Resuscitation from Severe Sepsis: do we need care bundles?Resuscitation from Severe Sepsis: do we need care bundles?
Resuscitation from Severe Sepsis: do we need care bundles?
 
251 computed tomographic coronary artery calcium
251 computed tomographic coronary artery calcium251 computed tomographic coronary artery calcium
251 computed tomographic coronary artery calcium
 
Es v2n43
Es v2n43Es v2n43
Es v2n43
 

Viewers also liked

Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...
Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...
Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...SD Shyu
 
Acidity Theory of Atherosclerosis
Acidity Theory of AtherosclerosisAcidity Theory of Atherosclerosis
Acidity Theory of AtherosclerosisCarlos Monteiro
 
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-Uddin
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-UddinDyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-Uddin
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-UddinMuhammad Nizam Uddin
 
The steenblock clinic power point slideshow revised by dr. payne on 2-26...
The steenblock clinic power point slideshow   revised by    dr. payne on 2-26...The steenblock clinic power point slideshow   revised by    dr. payne on 2-26...
The steenblock clinic power point slideshow revised by dr. payne on 2-26...David A. Steenblock, D.O., Inc.
 
Diabetic dyslipidemia and Saroglitazar
Diabetic dyslipidemia and SaroglitazarDiabetic dyslipidemia and Saroglitazar
Diabetic dyslipidemia and SaroglitazarDr Vivek Baliga
 
Atherosclerosis prajith
Atherosclerosis prajithAtherosclerosis prajith
Atherosclerosis prajithPrajith V
 
Agents used in dyslipidemia: DGK
Agents used in dyslipidemia: DGKAgents used in dyslipidemia: DGK
Agents used in dyslipidemia: DGKDivya Krishnan
 
Hyperlipidemia and its treatment
Hyperlipidemia and its treatment Hyperlipidemia and its treatment
Hyperlipidemia and its treatment Komal Rajgire
 
Atherosclerosis 1
Atherosclerosis 1Atherosclerosis 1
Atherosclerosis 1shrinathraman
 
Recent developments in the treatment of atherosclerosis
Recent developments in the treatment of  atherosclerosisRecent developments in the treatment of  atherosclerosis
Recent developments in the treatment of atherosclerosisYasaswini Palukuru
 
Atherotech VAP+ cardiovascular testing
Atherotech VAP+ cardiovascular testingAtherotech VAP+ cardiovascular testing
Atherotech VAP+ cardiovascular testingJesse Birndorf
 
The vascular biology of atherosclerosis
The vascular biology of atherosclerosisThe vascular biology of atherosclerosis
The vascular biology of atherosclerosisKunal Mahajan
 
Complementary and alternative therapies for hyperlipidemia
Complementary and alternative therapies for hyperlipidemiaComplementary and alternative therapies for hyperlipidemia
Complementary and alternative therapies for hyperlipidemiaNaina Mohamed, PhD
 
Pharmacotherapy of Atherosclerosis
Pharmacotherapy of AtherosclerosisPharmacotherapy of Atherosclerosis
Pharmacotherapy of AtherosclerosisKoppala RVS Chaitanya
 
SAROGLITAZAR (LIPAGLYN)
SAROGLITAZAR (LIPAGLYN)SAROGLITAZAR (LIPAGLYN)
SAROGLITAZAR (LIPAGLYN)Dr.Vijay Talla
 

Viewers also liked (20)

Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...
Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...
Three-Hypers Series:Hyperlipidemia – 14 The most important thing you probably...
 
Acidity Theory of Atherosclerosis
Acidity Theory of AtherosclerosisAcidity Theory of Atherosclerosis
Acidity Theory of Atherosclerosis
 
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-Uddin
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-UddinDyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-Uddin
Dyslipidemia and Management of Dyslipidemia | Muhammad-Nizam-Uddin
 
The steenblock clinic power point slideshow revised by dr. payne on 2-26...
The steenblock clinic power point slideshow   revised by    dr. payne on 2-26...The steenblock clinic power point slideshow   revised by    dr. payne on 2-26...
The steenblock clinic power point slideshow revised by dr. payne on 2-26...
 
Atherosclerosis
AtherosclerosisAtherosclerosis
Atherosclerosis
 
Diabetic dyslipidemia and Saroglitazar
Diabetic dyslipidemia and SaroglitazarDiabetic dyslipidemia and Saroglitazar
Diabetic dyslipidemia and Saroglitazar
 
Atherosclerosis
AtherosclerosisAtherosclerosis
Atherosclerosis
 
Atherosclerosis prajith
Atherosclerosis prajithAtherosclerosis prajith
Atherosclerosis prajith
 
Agents used in dyslipidemia: DGK
Agents used in dyslipidemia: DGKAgents used in dyslipidemia: DGK
Agents used in dyslipidemia: DGK
 
2008.02.12 Massie Hyperlipidemia
2008.02.12    Massie   Hyperlipidemia2008.02.12    Massie   Hyperlipidemia
2008.02.12 Massie Hyperlipidemia
 
Hyperlipidemia and its treatment
Hyperlipidemia and its treatment Hyperlipidemia and its treatment
Hyperlipidemia and its treatment
 
Atherosclerosis 1
Atherosclerosis 1Atherosclerosis 1
Atherosclerosis 1
 
Recent developments in the treatment of atherosclerosis
Recent developments in the treatment of  atherosclerosisRecent developments in the treatment of  atherosclerosis
Recent developments in the treatment of atherosclerosis
 
QPR-Atherosclerosis
QPR-AtherosclerosisQPR-Atherosclerosis
QPR-Atherosclerosis
 
Atherosclerosis
AtherosclerosisAtherosclerosis
Atherosclerosis
 
Atherotech VAP+ cardiovascular testing
Atherotech VAP+ cardiovascular testingAtherotech VAP+ cardiovascular testing
Atherotech VAP+ cardiovascular testing
 
The vascular biology of atherosclerosis
The vascular biology of atherosclerosisThe vascular biology of atherosclerosis
The vascular biology of atherosclerosis
 
Complementary and alternative therapies for hyperlipidemia
Complementary and alternative therapies for hyperlipidemiaComplementary and alternative therapies for hyperlipidemia
Complementary and alternative therapies for hyperlipidemia
 
Pharmacotherapy of Atherosclerosis
Pharmacotherapy of AtherosclerosisPharmacotherapy of Atherosclerosis
Pharmacotherapy of Atherosclerosis
 
SAROGLITAZAR (LIPAGLYN)
SAROGLITAZAR (LIPAGLYN)SAROGLITAZAR (LIPAGLYN)
SAROGLITAZAR (LIPAGLYN)
 

Similar to Daniel Edmundowicz: Atherosclerosis Imaging

RIESGO CARDIOMETABOLICO
RIESGO CARDIOMETABOLICORIESGO CARDIOMETABOLICO
RIESGO CARDIOMETABOLICODaniel Meneses
 
Why should we measure endothelial function
Why should we measure endothelial functionWhy should we measure endothelial function
Why should we measure endothelial functionEndothelix
 
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CAD
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CADTHE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CAD
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CADSunil Wadhwa
 
NEW CARDIOVASCULAR RISK FACTORS.pptx
NEW CARDIOVASCULAR RISK FACTORS.pptxNEW CARDIOVASCULAR RISK FACTORS.pptx
NEW CARDIOVASCULAR RISK FACTORS.pptxKemi Adaramola
 
Cardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsCardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsEd J. Hendricks, M.D.
 
Cardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsCardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsEd J. Hendricks, M.D.
 
Telehealth and Million Hearts: Changing the Heart Health of the Nation Together
Telehealth and Million Hearts: Changing the Heart Health of the Nation TogetherTelehealth and Million Hearts: Changing the Heart Health of the Nation Together
Telehealth and Million Hearts: Changing the Heart Health of the Nation TogetherMid-Atlantic Telehealth Resource Center
 
Guidelines for the use of an insulin infusion for the management of hyperglic...
Guidelines for the use of an insulin infusion for the management of hyperglic...Guidelines for the use of an insulin infusion for the management of hyperglic...
Guidelines for the use of an insulin infusion for the management of hyperglic...Dr. Victor Euclides Briones Morales
 
evolution in dyslipidemia management final.pptx
evolution in dyslipidemia management final.pptxevolution in dyslipidemia management final.pptx
evolution in dyslipidemia management final.pptxAdelSALLAM4
 
Dyslipidemia and CVS by Mohit Soni and Chandan Kumar
Dyslipidemia and CVS by Mohit Soni and Chandan KumarDyslipidemia and CVS by Mohit Soni and Chandan Kumar
Dyslipidemia and CVS by Mohit Soni and Chandan KumarOlgaGoryacheva4
 
The use of mobile solutions in cardiovascular disease trials
The use of mobile solutions in cardiovascular disease trials The use of mobile solutions in cardiovascular disease trials
The use of mobile solutions in cardiovascular disease trials Vikrant Patnaik
 
Ueda 2016 dm &amp; cad-amr el hadidy
Ueda 2016 dm &amp; cad-amr el hadidyUeda 2016 dm &amp; cad-amr el hadidy
Ueda 2016 dm &amp; cad-amr el hadidyueda2015
 
FirstLine Therapy. Prevent chronic Disease
FirstLine Therapy. Prevent chronic DiseaseFirstLine Therapy. Prevent chronic Disease
FirstLine Therapy. Prevent chronic Diseaseadj4god
 
Fall prevention in elderly population
Fall prevention in elderly populationFall prevention in elderly population
Fall prevention in elderly populationRisho1012
 
Stroke epidemiology
Stroke epidemiologyStroke epidemiology
Stroke epidemiologyAdewale Kazeem
 
Stroke epidemiology
Stroke epidemiologyStroke epidemiology
Stroke epidemiologyAdewale Kazeem
 
Chronic disease what comes after risk factor epidemiology
Chronic disease what comes after risk factor epidemiologyChronic disease what comes after risk factor epidemiology
Chronic disease what comes after risk factor epidemiologyemphemory
 
How to reduce readmissions and improve care: Integration of behavioral health...
How to reduce readmissions and improve care: Integration of behavioral health...How to reduce readmissions and improve care: Integration of behavioral health...
How to reduce readmissions and improve care: Integration of behavioral health...Steve Daviss MD
 

Similar to Daniel Edmundowicz: Atherosclerosis Imaging (20)

RIESGO CARDIOMETABOLICO
RIESGO CARDIOMETABOLICORIESGO CARDIOMETABOLICO
RIESGO CARDIOMETABOLICO
 
Why should we measure endothelial function
Why should we measure endothelial functionWhy should we measure endothelial function
Why should we measure endothelial function
 
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CAD
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CADTHE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CAD
THE ROLLER COASTER RIDE OF DYSLIPIDEMIA & CAD
 
NEW CARDIOVASCULAR RISK FACTORS.pptx
NEW CARDIOVASCULAR RISK FACTORS.pptxNEW CARDIOVASCULAR RISK FACTORS.pptx
NEW CARDIOVASCULAR RISK FACTORS.pptx
 
Cardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsCardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity Drugs
 
Cardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity DrugsCardiovascular Outcome Trials for New Obesity Drugs
Cardiovascular Outcome Trials for New Obesity Drugs
 
Telehealth and Million Hearts: Changing the Heart Health of the Nation Together
Telehealth and Million Hearts: Changing the Heart Health of the Nation TogetherTelehealth and Million Hearts: Changing the Heart Health of the Nation Together
Telehealth and Million Hearts: Changing the Heart Health of the Nation Together
 
Guidelines for the use of an insulin infusion for the management of hyperglic...
Guidelines for the use of an insulin infusion for the management of hyperglic...Guidelines for the use of an insulin infusion for the management of hyperglic...
Guidelines for the use of an insulin infusion for the management of hyperglic...
 
evolution in dyslipidemia management final.pptx
evolution in dyslipidemia management final.pptxevolution in dyslipidemia management final.pptx
evolution in dyslipidemia management final.pptx
 
Dyslipidemia and CVS by Mohit Soni and Chandan Kumar
Dyslipidemia and CVS by Mohit Soni and Chandan KumarDyslipidemia and CVS by Mohit Soni and Chandan Kumar
Dyslipidemia and CVS by Mohit Soni and Chandan Kumar
 
Primary care screening tests in adults geriatrics
Primary care screening tests in adults  geriatricsPrimary care screening tests in adults  geriatrics
Primary care screening tests in adults geriatrics
 
The use of mobile solutions in cardiovascular disease trials
The use of mobile solutions in cardiovascular disease trials The use of mobile solutions in cardiovascular disease trials
The use of mobile solutions in cardiovascular disease trials
 
Ueda 2016 dm &amp; cad-amr el hadidy
Ueda 2016 dm &amp; cad-amr el hadidyUeda 2016 dm &amp; cad-amr el hadidy
Ueda 2016 dm &amp; cad-amr el hadidy
 
FirstLine Therapy. Prevent chronic Disease
FirstLine Therapy. Prevent chronic DiseaseFirstLine Therapy. Prevent chronic Disease
FirstLine Therapy. Prevent chronic Disease
 
Risk factor for stroke
Risk factor for strokeRisk factor for stroke
Risk factor for stroke
 
Fall prevention in elderly population
Fall prevention in elderly populationFall prevention in elderly population
Fall prevention in elderly population
 
Stroke epidemiology
Stroke epidemiologyStroke epidemiology
Stroke epidemiology
 
Stroke epidemiology
Stroke epidemiologyStroke epidemiology
Stroke epidemiology
 
Chronic disease what comes after risk factor epidemiology
Chronic disease what comes after risk factor epidemiologyChronic disease what comes after risk factor epidemiology
Chronic disease what comes after risk factor epidemiology
 
How to reduce readmissions and improve care: Integration of behavioral health...
How to reduce readmissions and improve care: Integration of behavioral health...How to reduce readmissions and improve care: Integration of behavioral health...
How to reduce readmissions and improve care: Integration of behavioral health...
 

More from Cleveland HeartLab, Inc.

Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...
Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...
Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...Cleveland HeartLab, Inc.
 
Shilpa Saxena, Leveraging Time: The Power of Group Visits
Shilpa Saxena, Leveraging Time: The Power of Group VisitsShilpa Saxena, Leveraging Time: The Power of Group Visits
Shilpa Saxena, Leveraging Time: The Power of Group VisitsCleveland HeartLab, Inc.
 
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...Peter McCullough, Early Identification and Assessment of Acute and Chronic K...
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...Cleveland HeartLab, Inc.
 
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...Cleveland HeartLab, Inc.
 
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 Diabetes
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 DiabetesNeal Barnard, A Plant-Based Dietary Intervention for Type 2 Diabetes
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 DiabetesCleveland HeartLab, Inc.
 
John Lourie, The Microalbumin/Creatinine Ratio
John Lourie, The Microalbumin/Creatinine RatioJohn Lourie, The Microalbumin/Creatinine Ratio
John Lourie, The Microalbumin/Creatinine RatioCleveland HeartLab, Inc.
 
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...James Januzzi, Assessment of Heart Failure: Early Identification and Across t...
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...Cleveland HeartLab, Inc.
 
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...Cleveland HeartLab, Inc.
 
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle Medicine
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle MedicineErin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle Medicine
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle MedicineCleveland HeartLab, Inc.
 
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian Cabinetmaker
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian CabinetmakerAnne-Marie Feyrer-Melk, The Case of the Overweight Norwegian Cabinetmaker
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian CabinetmakerCleveland HeartLab, Inc.
 
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...Cleveland HeartLab, Inc.
 
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...Cleveland HeartLab, Inc.
 
Dharmesh Patel, MD, FACC - Case Studies
Dharmesh Patel, MD, FACC - Case StudiesDharmesh Patel, MD, FACC - Case Studies
Dharmesh Patel, MD, FACC - Case StudiesCleveland HeartLab, Inc.
 
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...Cleveland HeartLab, Inc.
 
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...Cleveland HeartLab, Inc.
 
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart Disease
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart DiseaseCaldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart Disease
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart DiseaseCleveland HeartLab, Inc.
 
Marc Penn, MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...
Marc Penn,  MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...Marc Penn,  MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...
Marc Penn, MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...Cleveland HeartLab, Inc.
 
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer Prospective
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer ProspectiveMiles Snowden, MD - Prevention, Wellness & Outcomes from a Payer Prospective
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer ProspectiveCleveland HeartLab, Inc.
 

More from Cleveland HeartLab, Inc. (20)

Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...
Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...
Stacy A. Brethauer, Bariatric Surgery to Improve Cardiovascular Risk and Outc...
 
Shilpa Saxena, Leveraging Time: The Power of Group Visits
Shilpa Saxena, Leveraging Time: The Power of Group VisitsShilpa Saxena, Leveraging Time: The Power of Group Visits
Shilpa Saxena, Leveraging Time: The Power of Group Visits
 
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...Peter McCullough, Early Identification and Assessment of Acute and Chronic K...
Peter McCullough, Early Identification and Assessment of Acute and Chronic K...
 
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...
Paul Grundy, Better Care, Reducing Costs, Improving Service Patient Centered ...
 
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 Diabetes
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 DiabetesNeal Barnard, A Plant-Based Dietary Intervention for Type 2 Diabetes
Neal Barnard, A Plant-Based Dietary Intervention for Type 2 Diabetes
 
Michael Miller, Music to My Ears
Michael Miller, Music to My EarsMichael Miller, Music to My Ears
Michael Miller, Music to My Ears
 
John Lourie, The Microalbumin/Creatinine Ratio
John Lourie, The Microalbumin/Creatinine RatioJohn Lourie, The Microalbumin/Creatinine Ratio
John Lourie, The Microalbumin/Creatinine Ratio
 
Jerry Shay, Telomere Testing
Jerry Shay, Telomere TestingJerry Shay, Telomere Testing
Jerry Shay, Telomere Testing
 
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...James Januzzi, Assessment of Heart Failure: Early Identification and Across t...
James Januzzi, Assessment of Heart Failure: Early Identification and Across t...
 
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...
Holly Thacker, Update on: Menopause, Hormone Therapy, Sex, Politics, and the ...
 
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle Medicine
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle MedicineErin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle Medicine
Erin Martin, High Touch, Low Tech: Reversing Disease with Lifestyle Medicine
 
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian Cabinetmaker
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian CabinetmakerAnne-Marie Feyrer-Melk, The Case of the Overweight Norwegian Cabinetmaker
Anne-Marie Feyrer-Melk, The Case of the Overweight Norwegian Cabinetmaker
 
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...
Amy l. Doneen: Imaging & Inflammation: Applying the Evidence to Clinical Prac...
 
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...
A. Alan Reisinger III, MD: Identification of Subclinical Cardiovascular Risk ...
 
Dharmesh Patel, MD, FACC - Case Studies
Dharmesh Patel, MD, FACC - Case StudiesDharmesh Patel, MD, FACC - Case Studies
Dharmesh Patel, MD, FACC - Case Studies
 
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...
Seth Baum, MD - Wading through the Sea of Fish Oil Choices; How do we Sort Sc...
 
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...
Param Dedhia, MD - The Power of Sleep: A Key to Addressing Inflammation and O...
 
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart Disease
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart DiseaseCaldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart Disease
Caldwell Esselstyn, MD - Treating the Cause to Prevent and Reverse Heart Disease
 
Marc Penn, MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...
Marc Penn,  MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...Marc Penn,  MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...
Marc Penn, MD, PhD, FACC - Trials and Tribulations of Assessing CVD Risk in ...
 
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer Prospective
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer ProspectiveMiles Snowden, MD - Prevention, Wellness & Outcomes from a Payer Prospective
Miles Snowden, MD - Prevention, Wellness & Outcomes from a Payer Prospective
 

Recently uploaded

Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...astropune
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Tirupati Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Dipal Arora
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...narwatsonia7
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Recently uploaded (20)

Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
♛VVIP Hyderabad Call Girls Chintalkunta🖕7001035870🖕Riya Kappor Top Call Girl ...
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Tirupati Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Tirupati Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
Call Girls Visakhapatnam Just Call 9907093804 Top Class Call Girl Service Ava...
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
 

Daniel Edmundowicz: Atherosclerosis Imaging

  • 1. AAtthheerroosscclleerroossiiss IImmaaggiinngg:: IImmpplliiccaattiioonnss ooff tthhee SShhiifftt FFrroomm RRiisskk EEssttiimmaattiioonn ttoo SSuubbcclliinniiccaall DDiisseeaassee DDeetteeccttiioonn Daniel Edmundowicz, MD, FACC Professor of Medicine, Chief of Cardiology Medical Director, Temple Heart and Vascular Institute September 12, 2014
  • 2. DDiisscclloossuurreess:: • Medical Advisory Board Member, GNC, Inc.
  • 3. DDiisscclloossuurreess:: • I’m lipocentric: Unshakable conviction that abnormal lipoprotein concentrations – drive the formation of atherosclerotic plaque and – both contribute to and magnify the inflammatory transition that results in plaque rupture, erosion and atherothrombosis.
  • 4. OObbjjeeccttiivveess:: • Review the epidemiology and health economics of our current approach to Atherosclerotic Cardiovascular Diesease (ASCVD). • Recognize “ideal cardiovascular health” when you see it and understand that it is the “Holy Grail” of preventing ASCVD.
  • 5. OObbjjeeccttiivveess:: • Identify weaknesses in our current approach to ASCVD risk assessment. • Review the utility of subclinical vascular disease detection as it relates to improved reclassification of individuals at risk. • Recognize opportunities for further refinement of prevention guidelines to identify those individuals who will benefit most from intervention.
  • 6. Causes of Death by Gender (United States: 2008) A: Cardiovascular Disease D: Chronic Lower Respiratory Disease B: Cancer E: Diabetes Mellitus C: Accidents F: Alzheimer Disease AHA Statistics. Circulation 2012;125:e2-e220
  • 7. Deaths Attributable to Cardiovascular Disease (United States: 2008) AHA Statistics. Circulation 2012;125:e2-e220
  • 8. The 20 Leading Diagnoses for Direct Health Expenditures United States, 2008 (in billions of dollars) AHA Statistics. Circulation 2012;125:e2-e220
  • 9. The Unsustainable EEccoonnoommiiccss ooff OOuurr CCuurrrreenntt AApppprrooaacchh
  • 10. Intervening Too LLaattee iinn tthhee VVaassccuullaarr DDiisseeaassee TTiimmeelliinnee:: Artistic Conceptual Design: John Rumberger, MD, PhD
  • 12. Lifetime Risk of Death from CVD • 25,595 Back Men and White Men at age 55 Years of Age • According to Aggregate Burden of Risk Factors and Adjusted for Competing Risks of Death • CVD includes fatal coronary artery disease, non fatal myocardial infarction, fatal or non fatal stroke Berry et al., N Engl J Med 366;4: 2012
  • 13. Lifetime Risk of Death from CVD • 17,222 Back Women and White Women at age 55 Years of Age • According to Aggregate Burden of Risk Factors and Adjusted for Competing Risks of Death • CVD includes fatal coronary artery disease, non fatal myocardial infarction, fatal or non fatal stroke Berry et al., N Engl J Med 366;4: 2012
  • 14. IImmpplliiccaattiioonnss:: • Lower RF burden in middle age results in: – Longer life lived free of CVD (and other diseases) – Compression of morbidity – Greater health-related QOL – Substantially decreased Medicare expenditures later in life • Challenge: – This is NOT a substantial proportion of the population!!
  • 15. Baseline Risk Factors and Risk Profile • Men and Women by Age Group • Optimal Risk Factor Profile: Total Cholesterol < 180 mg/dl; Blood Pressure <120/80 mmHg; non smoker; not diabetic Berry et al., N Engl J Med 366;4: 2012
  • 16.
  • 17. County-level Estimates of Leisure-time Physical Inactivity among Adults aged ≥ 20 years: United States 2008 www.cdc.gov/diabetes Age-adjusted percent Quartiles 0 - 23.2 23.3 - 26.2 26.3 - 29.1 > 29.2
  • 18. www.cdc.gov/diabetes Age-adjusted percent 0 - 19.4 19.5 - 23.8 23.9 - 27.0 27.1 - 30.7 > 30.8 County-level Estimates of Obesity among Adults aged ≥ 20 years: United States 2008
  • 19. County-level Estimates of Diagnosed Diabetes among Adults aged ≥ 20 years: United States 2008 www.cdc.gov/diabetes Age-adjusted percent 0 - 6.3 6.4 - 7.5 7.6 - 8.8 8.9 - 10.5 > 10.6
  • 21.
  • 22. KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
  • 23. Epidemiologic CChhaarraacctteerriissttiiccss ooff AAtthheerroosscclleerroossiiss:: • A common-source epidemic resulting in a lipoprotein storage disorder (plaque formation). • The common source is primarily dietary saturated fatty acids and cholesterol. • Individuals with elevated lipoprotein levels early in life will have more atherosclerosis and therefore a higher risk of CHD events than those with similar lipoprotein levels occurring later in life. (incubation) • The burden of atherosclerosis will be magnified by the presence of concomitant factors that contribute to vulnerability (risk).
  • 30. PPoolliioo:: • Extraordinarily common viral disease. • Practically all kids were infected but only a small number developed poliomyelitis. • Still don’t know why some individuals developed paralytic polio and some developed lethal bulbar polio (host susceptibility).
  • 31. • Bigger, more expensive iron lungs • Genetic tests and serum markers to predict host susceptibility • Control of the common source
  • 32. For any common source epidemic, genetic and other “host susceptibility” factors determine the response to the common source:
  • 33.
  • 34. KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
  • 35.
  • 38. KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
  • 39. Macronutrient Intake BByy GGeennddeerr IInn AAdduullttss AAggeedd 2200 aanndd OOvveerr::
  • 40. Current Clinical AApppprrooaacchh ttoo PPrreevveennttiivvee CCaarrddiioollooggyy:: • Intensity of treatment is matched to the severity of the patient’s overall global cardiovascular risk. • Highest risk patients will benefit the most from drug treatments • Risk scores are calculated for the estimation of the 10-year risk of coronary heart disease.
  • 41. WWeeaakknneesssseess ooff ppuubblliisshheedd rriisskk ssccoorreess:: • Historically dated populations • Limited ethnic diversity • Narrowly defined endpoints (CHD) • Endpoints influenced by provider preferences (surgery, PCI) • Endpoints with poor reliability (subjective angina, CHF)
  • 42. Weaknesses inherent in iinnddiivviidduuaall aapppplliiccaattiioonn ooff ggrroouupp rriisskk eessttiimmaattiioonn • Individuals with the same risk estimate will either have or not have the event of interest. • Only those destined to have the event will have it prevented by the intervention
  • 43. Weaknesses inherent in iinnddiivviidduuaall aapppplliiccaattiioonn ooff ggrroouupp rriisskk eessttiimmaattiioonn • Comparison of patient characteristics to participants in RCT’s not really any better • Only a fraction of participants in trials have events and only a fraction of those events are prevented by the intervention.
  • 44.
  • 45. AApppprrooaacchh ttoo RRiisskk AAsssseessssmmeenntt • Maintain the paradigm of matching intensity of preventive efforts with individuals absolute risk • Acknowledge that none of the risk tools or novel risk factors considered have been evaluated in RCT’s
  • 46. On the randomized, ccoonnttrroolllleedd cclliinniiccaall ttrriiaall:: BMJ 2003 327; 1459-61
  • 47. EEffffeecctt ooff SSttaattiinn TThheerraappyy Am J Cardiol 2006;98:1405–1408
  • 48. EEffffeecctt ooff SSttaattiinn TThheerraappyy Am J Cardiol 2006;98:1405–1408
  • 49. KKeeyyeess AA,, JJAAMMAA 11995577;;116644::11991122--1199
  • 50. Vascular Disease Timeline ((aa..kk..aa.. CChhrroonniicciittyy ooff DDiisseeaassee)) Artistic Conceptual Design: John Rumberger, MD, PhD
  • 51.
  • 52. “The best test for prediction of the risk of atherosclerosis is the demonstration of atherosclerosis” Ernest Schaeffer, MD, Editor-in-Chief of Atherosclerosis “People who die of an MI are just as dead whether they have no risk factors or every identifiable risk factor” Harvey Hecht, MD, Director of Cardiovascular Computed Tomography Lenox Hill Heart & Vascular Institute, New York
  • 53. NNHHLLBBII CChhaarrggee ttoo tthhee WWoorrkkggrroouupp::
  • 55. Considerations wwhheenn eevvaalluuaattiinngg nneeww rriisskk ffaaccttoorrss::
  • 56. Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn MMooddeellss:: • Calibration: – The ability of a model to predict the absolute risk subsequently observed in the population – May vary with time and place – Depends upon the availability of local mortality data and risk factor distribution in a population at a given time
  • 57. Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn MMooddeellss:: • Discrimination: – The ability of a model to differentiate those with the outcome versus those without the outcome up to a certain point in time. – Commonly expressed as the “C statistic” ranging from 0.5 (random chance) to 1.0 (absolute discrimination) between cases and controls – Above 0.70 is acceptable
  • 58. Assessing PPeerrffoorrmmaannccee ooff RRiisskk PPrreeddiiccttiioonn MMooddeellss:: • Reclassification: – Assesses the value of adding new information in order to improve risk prediction – ‘Net reclassification Improvement’ (NRI) assumes that the addition of the new information is acceptable if at least 10% of individuals are appropriately reclassified.
  • 62. Multiple EEtthhnniicc SSttuuddyy ooff AAtthheerroosscclleerroossiiss ((MMEESSAA)) • NIH sponsored prospective cohort study examining measures of subclinical atherosclerosis and conversion to clinical events. • 3,213 men and 3,601 women 45 to 84 years of age • 38% white, 28% black, 22% Hispanic, and 12% Chinese • 6 U.S. communities
  • 63. Coronary Calcium as a Predictor of Coronary Events in Four Racial or Ethnic Groups: MESA Prospective NIH study of 6722 men and women w/o CAD: median f/u 3.8 yrs 38.6% white, 27.6% black, 21.9% Hispanic, 11.9% Chinese 162 events; 89 death or MI Detrano et al. NEJM 2008;358:1336-45.
  • 64. Coronary AArrtteerryy CCaallcciiuumm DDeetteeccttiioonn • FRS fails to identify many people destined to have a CHD event. • CAC has been shown to provide incremental CHD risk prediction beyond traditional risk factors • Patients with advanced CAC burden (CAC scores > 300) have the greatest risk.
  • 66. Coronary Calcification aanndd PPllaaqquuee MMoorrpphhoollooggyy iinn HHuummaannss:: Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
  • 67. CCaallcciiffiieedd NNoodduullee:: Otsuka, F. et al. (2014) Clinical classification of plaque morphology in coronary disease Nat. Rev. Cardiol. doi:10.1038/nrcardio.2014.62
  • 68. PPllaaqquuee EErroossiioonn:: Otsuka, F. et al. (2014) Clinical classification of plaque morphology in coronary disease Nat. Rev. Cardiol. doi:10.1038/nrcardio.2014.62
  • 69. Immunoreactivity PPaatttteerrnn ooff BBoonnee MMaattrriixx PPrrootteeiinnss:: Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
  • 70. Nonmutually EExxcclluussiivvee TThheeoorriieess ffoorr VVaassccuullaarr CCaallcciiffiiccaattiioonn:: Otsuka F et al. Arterioscler Thromb Vasc Biol. 2014;34:724-736
  • 71. SSuummmmaarryy • In the long run (becoming shorter) our current approach to ASCVD is not sustainable. • Ideal cardiovascular health exists (ASCVD is preventable) in a small portion of the population. • Ultimately, as a society, we will need to confront the common source of the epidemic.
  • 72. SSuummmmaarryy • New guidelines attempt to improve risk assessment and are open to the transition from risk factor identification to earlier disease identification with a clear call for more outcomes research in the field demonstrating favorable risk reclassification.
  • 73. SSuummmmaarryy • Detection of subclinical vascular disease identifies individuals at increased risk for clinical events who are most likely to benefit from aggressive preventive intervention. • These individuals will continue to be important populations for further study of synergistic environmental and biologic modifiers of disease progression. • Parachutes save lives without RCT’s

Editor's Notes

  1. ----- Meeting Notes (10/25/12 12:45) ----- Changing landscape of cardiovascular care
  2. Cardiovascular disease and other major causes of death for all males and females (United States: 2008). A indicates cardiovascular disease plus congenital cardiovascular disease (International Classification of Diseases, 10th Revision codes I00–I99, Q20–Q28); B, cancer (C00–C97); C, accidents (V01–X59, Y85–Y86); D, chronic lower respiratory disease (J40–J47); E, diabetes mellitus (E10–E14); and F, Alzheimer disease (G30). Source: National Center for Health Statistics and National Heart, Lung, and Blood Institute.
  3. Percentage breakdown of deaths attributable to cardiovascular disease (United States: 2008). Source: National Heart, Lung, and Blood Institute from National Center for Health Statistics reports and data sets. *Not a true underlying cause. With any mention deaths, heart failure accounts for 35% of cardiovascular disease deaths. Total may not add to 100 because of rounding. Coronary heart disease includes International Classification of Diseases (ICD), 10th Revision codes I20–I25; stroke, I60–I69; heart failure, I50; high blood pressure, I10–I13; diseases of the arteries, I70–I78; and other, all remaining ICD I categories.
  4. The 20 leading diagnoses for direct health expenditures, United States, 2008 (in billions of dollars). COPD indicates chronic obstructive pulmonary disease; GI, gastrointestinal tract. Source: National Heart, Lung, and Blood Institute; estimates are from the Medical Expenditure Panel Survey, Agency for Healthcare Research and Quality, and exclude nursing home costs.
  5. For any common source epidemic, genetic and other “host susceptibility” factors determine the response to the common source. These factors will also have great impact on extremes of the distribution of lipoprotein levels and the development of atherosclerosis at any given lipoprotein level. It is the high levels lipoproteins or oxidized lipoproteins at the arterial wall that result in endothelial injury, a secondary cascade of inflammatory and metabolic events that result in the formation of atherosclerosis.
  6. Several markers of subclinical disease have emerged like carotid ultrasound (measurement of IMT) or EBCT/MSCT (assessment of coronary calcium) that are also able to predict future cardiovascular endpoints. However, similar to the situation in the blood biomarker field there is still a controversy regarding the clinical utility of the various imaging methods, and in particular it is not yet clear whether these surrogate markers of subclinical disease contribute incremental information above and beyond what has been gained by traditional risk factors. The investigation of the diagnostic value of the combination of blood biomarkers and non-invasive imaging methods also represents an important current research area. KW: risk, CVD, risk factor, biomarker
  7. Coronary calcification and plaque morphology in humans. A, Radiograph of the coronary arteries following removal from the heart. B, Type of radiographic calcification in different plaques. Radiographic calcification was typed according to the classification of Friedrich et al24 and in brief absence of calcification, speckled, and fragmented (linear or wide, single focus of calcium &amp;gt;2 mm in diameter), or diffuse (≥5-mm segment of continuous calcium). C, Bar graph shows mean area of calcification in different plaque morphologies in sudden coronary death victims. T bars indicate SEM. AIT indicates adaptive intimal thickening; FA, fibroatheroma; LAD, left anterior descending artery; LCX, left circumflex artery; LD, left diagonal artery; LM, left main coronary artery; LOM, left obtuse marginal branch; PIT, pathological intimal thickening; RCA, right coronary artery; and TCFA, thin-cap fibroatheroma. B and C are reproduced with permission from Burke et al.25 Authorization for this adaptation has been obtained both from the owner of the copyright in the original work and from the owner of copyright in the translation or adaptation.
  8. Immunoreactivity pattern of bone matrix proteins in human nondiseased aorta, intimal xanthoma, fibrous cap atheroma, and fibrocalcific plaques. The table represents the immunohistochemical pattern of the bone matrix regulatory proteins matrix Gla protein (MGP), osteocalcin (OC), bone sialoprotein (BSP), bone morphogenic protein (BMP)-2, BMP-4, osteopontin (OPN), and osteonectin (ON) in human atherogenesis. Fibrocalcific plaques were divided into cartilage tissue, calcium deposits, and bone tissue, structures that were present in these lesions. MGP, OC, and BSP were present in early as well as advanced lesions, whereas BMP-2, BMP-4, OPN, and ON were only present in advanced plaques. Reproduced with permission from Dhore et al.19 Authorization for this adaptation has been obtained both from the owner of the copyright in the original work and from the owner of copyright in the translation or adaptation.
  9. Schematic illustrating 4 nonmutually exclusive theories for vascular calcification: (1) cell death leading to release of apoptotic bodies and necrotic debris that may serve to nucleate apatite at sites of injury; (2) circulating nucleational complexes released from actively remodeling bone or matrix vesicular released locally; (3) loss of inhibition as a result of deficiency of constitutively expressed tissue-derived and circulating mineralization inhibitors leads to default apatite deposition; and (4) induction of bone formation resulting from altered differentiation of vascular smooth muscle (SMCs) or stem cells. MGP indicates matrix Gla protein; and OPN, osteopontin. Reproduced and modified with permission from Speer and Giachelli.54 Authorization for this adaptation has been obtained both from the owner of the copyright in the original work and from the owner of copyright in the translation or adaptation.