SlideShare a Scribd company logo
Impact of Learning Curves on Clinical
Outcomes in the US
Robert J Applegate, M.D.
Professor of Internal Medicine-Cardiology
Disclosures

Advisory Board Abbott Vascular
Research Grants Abbott Vascular
St Jude Medical
Consultant
Abbott Vascular

Serruys, PW. PCR 2010

Wake Forest School of Medicine

AIM Radial 2013
The learning curve for radial artery procedures:
historical perspective

No differences in primary entry site complications, or
MACE, but “there was a clear trend toward more
technical difficulties and more problems with the radial
approach.”
Wake Forest School of Medicine

AIM Radial 2013
The learning curve for radial artery procedures:
historical perspective

“In conclusion, it is evident, when reviewing
this study, that the difficulties associated with
the learning curve must be overcome
before a randomized study can be carried
out.”

Wake Forest School of Medicine

AIM Radial 2013
Radial “learning curve” identified early on with
attempts to quantify the “steepness” of the curve

Inflection ??

Plateau ??

Wake Forest School of Medicine

Spaulding et al: CCI 1996; 39:365-370

AIM Radial 2013
The word in the US Interventional World
The first person to describe the learning curve was Hermann Ebbinghaus in 1885, in the
field of the psychology of learning

is that the radial learning curve is “steep”
But is that really true?

Radial ??

Radial ??

Radial ??

Wake Forest School of Medicine

AIM Radial 2013
The learning curve for radial artery procedures:
Quantifying the curve and
Linking the learning curve to outcomes
•

Complex interaction of factors that influence the learning curve:
Operator and center experience and volume; presence of fellows
Cath lab tolerance for ramp up, longer cases if needed
Case mix including STEMI, graft cases

•

Metrics to define the curve include both procedural process metrics
(eg floro time) as well as traditional patient outcomes(eg access
complication rates); not uniformly accepted standards

• Data establishing causality between individual learning curve
procedural process metric and patient outcome metric are lacking

Wake Forest School of Medicine

AIM Radial 2013
Recent worldwide data on
The learning curve for radial artery procedures:
RIVAL Trial data

Wake Forest School of Medicine

Jolly et al; JACC CI 2013; 6:258-66

AIM Radial 2013
Recent worldwide data on
The learning curve for radial artery procedures:
RIVAL Trial data
Center center
Operator air kerma
Operator andVolume volumes associated with lowerVolume
Interaction between operator and center volumes remains to be
fully elucidated

Wake Forest School of Medicine

Jolly et al; JACC CI 2013; 6:258-66

AIM Radial 2013
Recent worldwide data on
The learning curve for radial artery procedures:
Registry data
(Dedicated radialist)
(Standard radialist)

Case volume affects failure rate
Both low and high volume operators
continue to improve over time
Both p<0.05 vs
2005-2006

Wake Forest School of Medicine

Burzotta et al AHJ 2012; 163:230-238

AIM Radial 2013
The US experience of radial artery procedures:
NCDR CATH/PCI Registry data

Wake Forest School of Medicine

Feldman et al; Circ 2013; 127:2295-2306

AIM Radial 2013
The US experience of radial artery procedures:
NCDR CATH/PCI Registry data

16.1% 3rd Q 2012

Wake Forest School of Medicine

Feldman et al; Circ 2013; 127:2295-2306

AIM Radial 2013
The US learning curve for radial artery procedures:
Wake Forest Registry data

Wake Forest School of Medicine

Turner et al; CCI 2012; 80:247-257

AIM Radial 2013
The US learning curve for radial artery procedures:
Wake Forest Registry data

Wake Forest School of Medicine

Turner et al; CCI 2012; 80:247-257

AIM Radial 2013
The US learning curve for radial artery procedures:
Wake Forest Registry data

Transition to preferred radial approach resulted in
better patient centered outcomes including lower
access site and bleeding complications

Wake Forest School of Medicine

Turner et al; CCI 2012; 80:247-257

AIM Radial 2013
The US learning curve for radial artery procedures:
Wake Forest Registry data
Radial artery access metrics by period

Metric

Transition
Radial
(N = 610)

Preferred TR
Radial
(N = 897)

7 (5-10)
26 (20-36)
66 (51-85)
50 (38-71)

6 (4-9) *
24 (19-34) *
64 (53-83)
49 (40-52)

7 (5-12)
21 (16-30)
16 (10-24)

7 (5-11) *
21 (15-27)
14 (10-19)

76 (56-98)
190 (147-250)
132 (86-191)

74 (55-99)
194 (142-246)
111 (92-122)

Generalized decrease in procedural metrics with
Access site crossover, n (%)
80 (8.9%)
reduced inter quartile ranges 57 (9.3%)
Sheath size, Fr
CATH only
5.0 (0.2)
5.0 (0.1)
Efforts to quantify learning curve(0.4)
PCI
6.0 complicated by *
5.7 (0.5)
Procedure time intervals, minutes
affectinsertion
Sheath of new fellows on monthly basis
5 (3-10)
5 (3-9) *
Intubate coronaries
Total procedure, CATH only
Total procedure, CATH + PCI
Total procedure, PCI only
Fluoroscopy time, minutes
CATH only
CATH + PCI
PCI only
Contrast volume used, mL
CATH only
CATH + PCI
PCI only
Wake Forest School of Medicine

Turner et al; CCI 2012; 80:247-257

AIM Radial 2013
The US learning curve for radial artery procedures:
Wake Forest Registry data
Radial artery access metrics by period for operators with highest and lowest proportion of radial artery access
Attending A (HIGH)
Attending B (LOW)
Transition
Preferred TR
Transition
Preferred TR
Metric
(N = 350)
(N = 329)
(N = 272)
(N = 277)
Radial artery access, n / total volume (%)
Access site crossover, n / TR volume (%)
TR procedure time intervals, minutes
Sheath insertion
Intubate coronaries
Total procedure, CATH only
Total procedure, CATH + PCI
Total procedure, PCI only
TR fluoroscopy time, minutes
CATH only
CATH + PCI
PCI only
TR contrast volume used, mL
CATH only
CATH + PCI
PCI only

202/350 (58%)
12/202 (6%)

233/329 (71%) †
12/233 (5%)

93/272 (34%) ‡
15/93 (16%) ‡

171/277 (62%) †‡
18/171 (11%) ‡

6 (4-11)
6 (4-8)
24 (17-33)
61 (47-74)
50 (43-62)

6 (3-10)
5 (4-7) †
20 (16-28) †
53 (41-66) †
51 (28-52)

6 (4-8)
8 (5-13) ‡
29 (21-37) ‡
72 (52-95)
39 (36-41)

5 (3-9) ‡
6 (5-9) †‡
25 (21-35) ‡
68 (59-89) ‡
40 (40-40)

Similar to Burzotta found a volume – outcome
relationship among both higher and lower
5 (4-8)
5 (3-7) †
9 (6-15) ‡
8 (6-13) ‡
18 (12-26)
15 (11-19)
26 (20-39) ‡
22 (16-29) ‡
volume operators†
14 (10-23)
16 (10-19)
23 (21-24)
12 (12-12)
61 (50-83)
141 (106-176)
95 (74-177)

65 (43-83)
141 (119-180)
105 (30-122)

76 (50-98) ‡
191 (153-253) ‡
150 (109-190)

74 (60-91) ‡
197 (149-231) ‡
92 (92-92)

† p<0.05 vs Transition, ‡ p<0.05 vs Attending A. CATH indicates diagnostic catheterization; PCI, percutaneous coronary intervention.

Wake Forest School of Medicine

Unpublished observations

AIM Radial 2013
The US learning curve for radial artery procedures:
Vanderbilt Registry data

Wake Forest School of Medicine

Kasasbeh et al; JIC 2012; 24:599-604

AIM Radial 2013
The US learning curve for radial artery procedures:
Vanderbilt Registry data

60% radial

Wake Forest School of Medicine

Kasasbeh et al; JIC 2012; 24:599-604

AIM Radial 2013
Floro time (min)

The US learning curve for radial artery procedures:
Vanderbilt Registry data

Procedure time (min)

Room time (min)

Incorporation of radial access to our cardiac
catheterization laboratory led to a decrease in
fluoroscopy time in each operator, operator
group, and institute-wide over the last 3 years.
This improvement was seen after
approximately 25 cases and further improved
after 75 cases.

Wake Forest School of Medicine

Kasasbeh et al; JIC 2012; 24:599-604

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

More complex cases performed by
higher volume operators

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

Procedural metrics reduced by
higher volume operators

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
The US learning curve for radial artery procedures:
NCDR

Wake Forest School of Medicine

Hess et al; ACC 2013

AIM Radial 2013
Impact of Learning Curves on Clinical
Outcomes in the US- Summary
• Recent data indicate that the radial learning curve may not be as
“steep” as once believed
• Threshold for initial “competence” 25-40 cases
•
•

Improvement continues with greater experience consistent with
a volume-outcomes interaction
Learning curve may be influenced by practice setting, eg academic
vs non-academic

• Procedural metrics are easily measured but are influenced by
multiple factors making interpretation challenging, and linkage
to outcomes difficult.

• Nonetheless, these data suggest that radial adoption is occurring
quickly and efficiently while achieving a better safety profile
than femoral artery procedures
Wake Forest School of Medicine

AIM Radial 2013

More Related Content

What's hot

Jolly SS et al
Jolly SS et alJolly SS et al
Benamer H
Benamer HBenamer H
Jolly S - Radiation exposure and transradial - 201507
Jolly S - Radiation exposure and transradial - 201507Jolly S - Radiation exposure and transradial - 201507
Jolly S - Radiation exposure and transradial - 201507
International Chair on Interventional Cardiology and Transradial Approach
 
Abdelaal E 201304
Abdelaal E 201304Abdelaal E 201304
Coppola J - AIMRADIAL 2014 - Left vs right radial access
Coppola J - AIMRADIAL 2014 - Left vs right radial accessCoppola J - AIMRADIAL 2014 - Left vs right radial access
Coppola J - AIMRADIAL 2014 - Left vs right radial access
International Chair on Interventional Cardiology and Transradial Approach
 
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomesKwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
International Chair on Interventional Cardiology and Transradial Approach
 
Pancholy S - AIMRADIAL 2013 - Radiation exposure
Pancholy S - AIMRADIAL 2013 - Radiation exposurePancholy S - AIMRADIAL 2013 - Radiation exposure
Pancholy S - AIMRADIAL 2013 - Radiation exposure
International Chair on Interventional Cardiology and Transradial Approach
 
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
International Chair on Interventional Cardiology and Transradial Approach
 
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervationPancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
International Chair on Interventional Cardiology and Transradial Approach
 
Rao SV 201110
Rao SV 201110Rao SV 201110
Rao SV - AIMRADIAL 2014 - Volume-outcome relationship
Rao SV - AIMRADIAL 2014 - Volume-outcome relationshipRao SV - AIMRADIAL 2014 - Volume-outcome relationship
Rao SV - AIMRADIAL 2014 - Volume-outcome relationship
International Chair on Interventional Cardiology and Transradial Approach
 
Gilchrist IC - AIMRADIAL 2014 - Allen's test
Gilchrist IC - AIMRADIAL 2014 - Allen's testGilchrist IC - AIMRADIAL 2014 - Allen's test
Gilchrist IC 201305
Gilchrist IC 201305Gilchrist IC 201305
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approach
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approachDzavik V - AIMRADIAL 2014 - Rotablator and radial approach
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approach
International Chair on Interventional Cardiology and Transradial Approach
 
Sheets JD 2016 Transradial robotic PCI
Sheets JD 2016 Transradial robotic PCISheets JD 2016 Transradial robotic PCI
Vuurmans T
Vuurmans TVuurmans T
Porto I - AIMRADIAL 2014 - Bleeding and events
Porto I - AIMRADIAL 2014 - Bleeding and eventsPorto I - AIMRADIAL 2014 - Bleeding and events
Nolan J - AIMRADIAL 2014 - Heparin is better
Nolan J - AIMRADIAL 2014 - Heparin is betterNolan J - AIMRADIAL 2014 - Heparin is better
Yeh RW - Femoral vs radial: evidence - 201507
Yeh RW - Femoral vs radial: evidence - 201507Yeh RW - Femoral vs radial: evidence - 201507

What's hot (20)

Jolly SS et al
Jolly SS et alJolly SS et al
Jolly SS et al
 
Benamer H
Benamer HBenamer H
Benamer H
 
Jolly S - Radiation exposure and transradial - 201507
Jolly S - Radiation exposure and transradial - 201507Jolly S - Radiation exposure and transradial - 201507
Jolly S - Radiation exposure and transradial - 201507
 
Abdelaal E 201304
Abdelaal E 201304Abdelaal E 201304
Abdelaal E 201304
 
Coppola J - AIMRADIAL 2014 - Left vs right radial access
Coppola J - AIMRADIAL 2014 - Left vs right radial accessCoppola J - AIMRADIAL 2014 - Left vs right radial access
Coppola J - AIMRADIAL 2014 - Left vs right radial access
 
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomesKwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
Kwok CS - AIMRADIAL 2014 - Gender, syndrome, clinical outcomes
 
Pancholy S - AIMRADIAL 2013 - Radiation exposure
Pancholy S - AIMRADIAL 2013 - Radiation exposurePancholy S - AIMRADIAL 2013 - Radiation exposure
Pancholy S - AIMRADIAL 2013 - Radiation exposure
 
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
Gilchrist IC - AIMRADIAL 2015 - Still need Allen test?
 
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervationPancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
Pancholy SB - AIMRADIAL 2014 Endovascular - Renal denervation
 
Rao SV 201110
Rao SV 201110Rao SV 201110
Rao SV 201110
 
Rao SV - AIMRADIAL 2014 - Volume-outcome relationship
Rao SV - AIMRADIAL 2014 - Volume-outcome relationshipRao SV - AIMRADIAL 2014 - Volume-outcome relationship
Rao SV - AIMRADIAL 2014 - Volume-outcome relationship
 
Gilchrist IC - AIMRADIAL 2014 - Allen's test
Gilchrist IC - AIMRADIAL 2014 - Allen's testGilchrist IC - AIMRADIAL 2014 - Allen's test
Gilchrist IC - AIMRADIAL 2014 - Allen's test
 
Gilchrist IC 201305
Gilchrist IC 201305Gilchrist IC 201305
Gilchrist IC 201305
 
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approach
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approachDzavik V - AIMRADIAL 2014 - Rotablator and radial approach
Dzavik V - AIMRADIAL 2014 - Rotablator and radial approach
 
Sheets JD 2016 Transradial robotic PCI
Sheets JD 2016 Transradial robotic PCISheets JD 2016 Transradial robotic PCI
Sheets JD 2016 Transradial robotic PCI
 
Vuurmans T
Vuurmans TVuurmans T
Vuurmans T
 
Patel TM 201110
Patel TM 201110Patel TM 201110
Patel TM 201110
 
Porto I - AIMRADIAL 2014 - Bleeding and events
Porto I - AIMRADIAL 2014 - Bleeding and eventsPorto I - AIMRADIAL 2014 - Bleeding and events
Porto I - AIMRADIAL 2014 - Bleeding and events
 
Nolan J - AIMRADIAL 2014 - Heparin is better
Nolan J - AIMRADIAL 2014 - Heparin is betterNolan J - AIMRADIAL 2014 - Heparin is better
Nolan J - AIMRADIAL 2014 - Heparin is better
 
Yeh RW - Femoral vs radial: evidence - 201507
Yeh RW - Femoral vs radial: evidence - 201507Yeh RW - Femoral vs radial: evidence - 201507
Yeh RW - Femoral vs radial: evidence - 201507
 

Viewers also liked

Bertrand OF
Bertrand OFBertrand OF
Tizon-Marcos et al
Tizon-Marcos et alTizon-Marcos et al
Seoul Radial Artery Access 2009 1
Seoul Radial Artery Access 2009 1Seoul Radial Artery Access 2009 1
Seoul Radial Artery Access 2009 1
NorthPoint Domain
 
Pejkov H - AIMRADIAL 2014 - Anatomical variations
Pejkov H - AIMRADIAL 2014 - Anatomical variationsPejkov H - AIMRADIAL 2014 - Anatomical variations
Pejkov H - AIMRADIAL 2014 - Anatomical variations
International Chair on Interventional Cardiology and Transradial Approach
 
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...MedicineAndFamily
 
Gilchrist IC 201110
Gilchrist IC 201110Gilchrist IC 201110
Normal anatomical variants
Normal anatomical variantsNormal anatomical variants
Normal anatomical variantswatanabeclub
 
Schussler JM and Rao SV 2014
Schussler JM and Rao SV 2014Schussler JM and Rao SV 2014
Gilchrist IC - Anatomy of radial and brachial arteries
Gilchrist IC - Anatomy of radial and brachial arteriesGilchrist IC - Anatomy of radial and brachial arteries
Gilchrist IC - Anatomy of radial and brachial arteries
International Chair on Interventional Cardiology and Transradial Approach
 
Singh VP 201111
Singh VP 201111Singh VP 201111
Drsumitsinha presentation-coronaryangiography
Drsumitsinha presentation-coronaryangiographyDrsumitsinha presentation-coronaryangiography
Drsumitsinha presentation-coronaryangiographySumit Sinha
 
DeLarochelliere R - Management of complications
DeLarochelliere R - Management of complicationsDeLarochelliere R - Management of complications
DeLarochelliere R - Management of complications
International Chair on Interventional Cardiology and Transradial Approach
 
Bertrand OF 201111
Bertrand OF 201111Bertrand OF 201111
Spaulding C - AIMRADIAL 2013 - Heparin and radial
Spaulding C - AIMRADIAL 2013 - Heparin and radialSpaulding C - AIMRADIAL 2013 - Heparin and radial
Spaulding C - AIMRADIAL 2013 - Heparin and radial
International Chair on Interventional Cardiology and Transradial Approach
 
Monsegu J
Monsegu JMonsegu J
Guion
GuionGuion
Guion
yulis05
 
Varenne O - AIMRADIAL 2013 - SPASM 3 study
Varenne O - AIMRADIAL 2013 - SPASM 3 studyVarenne O - AIMRADIAL 2013 - SPASM 3 study
Tools for transradial approach
Tools for transradial approachTools for transradial approach
Tools for transradial approach
Ramachandra Barik
 

Viewers also liked (20)

Hamon M 201111
Hamon M 201111Hamon M 201111
Hamon M 201111
 
Bertrand OF
Bertrand OFBertrand OF
Bertrand OF
 
Bertrand OF_2 201110
Bertrand OF_2 201110Bertrand OF_2 201110
Bertrand OF_2 201110
 
Tizon-Marcos et al
Tizon-Marcos et alTizon-Marcos et al
Tizon-Marcos et al
 
Seoul Radial Artery Access 2009 1
Seoul Radial Artery Access 2009 1Seoul Radial Artery Access 2009 1
Seoul Radial Artery Access 2009 1
 
Pejkov H - AIMRADIAL 2014 - Anatomical variations
Pejkov H - AIMRADIAL 2014 - Anatomical variationsPejkov H - AIMRADIAL 2014 - Anatomical variations
Pejkov H - AIMRADIAL 2014 - Anatomical variations
 
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...
An Update on Carotid Artery PTAS:Contemporary Results, Trends, and Challenges...
 
Gilchrist IC 201110
Gilchrist IC 201110Gilchrist IC 201110
Gilchrist IC 201110
 
Normal anatomical variants
Normal anatomical variantsNormal anatomical variants
Normal anatomical variants
 
Schussler JM and Rao SV 2014
Schussler JM and Rao SV 2014Schussler JM and Rao SV 2014
Schussler JM and Rao SV 2014
 
Gilchrist IC - Anatomy of radial and brachial arteries
Gilchrist IC - Anatomy of radial and brachial arteriesGilchrist IC - Anatomy of radial and brachial arteries
Gilchrist IC - Anatomy of radial and brachial arteries
 
Singh VP 201111
Singh VP 201111Singh VP 201111
Singh VP 201111
 
Drsumitsinha presentation-coronaryangiography
Drsumitsinha presentation-coronaryangiographyDrsumitsinha presentation-coronaryangiography
Drsumitsinha presentation-coronaryangiography
 
DeLarochelliere R - Management of complications
DeLarochelliere R - Management of complicationsDeLarochelliere R - Management of complications
DeLarochelliere R - Management of complications
 
Bertrand OF 201111
Bertrand OF 201111Bertrand OF 201111
Bertrand OF 201111
 
Spaulding C - AIMRADIAL 2013 - Heparin and radial
Spaulding C - AIMRADIAL 2013 - Heparin and radialSpaulding C - AIMRADIAL 2013 - Heparin and radial
Spaulding C - AIMRADIAL 2013 - Heparin and radial
 
Monsegu J
Monsegu JMonsegu J
Monsegu J
 
Guion
GuionGuion
Guion
 
Varenne O - AIMRADIAL 2013 - SPASM 3 study
Varenne O - AIMRADIAL 2013 - SPASM 3 studyVarenne O - AIMRADIAL 2013 - SPASM 3 study
Varenne O - AIMRADIAL 2013 - SPASM 3 study
 
Tools for transradial approach
Tools for transradial approachTools for transradial approach
Tools for transradial approach
 

Similar to Applegate RJ - AIMRADIAL 2013 - Learning curve

Applegate RJ - AIMRADIAL 2014 - Learning curve
Applegate RJ - AIMRADIAL 2014 - Learning curveApplegate RJ - AIMRADIAL 2014 - Learning curve
03 aimradial2016 thu M Mamas
03 aimradial2016 thu M Mamas03 aimradial2016 thu M Mamas
Pancholy SB 2014
Pancholy SB 2014Pancholy SB 2014
03 Mamas aimradial20170921 Radialists and femoral
03 Mamas aimradial20170921 Radialists and femoral03 Mamas aimradial20170921 Radialists and femoral
03 Mamas aimradial20170921 Radialists and femoral
International Chair on Interventional Cardiology and Transradial Approach
 
Leon MB - Current perspectives
Leon MB - Current perspectivesLeon MB - Current perspectives
Twenty years of evar in the us the procedure that changed a specialty
Twenty years of evar in the us the procedure that changed a specialtyTwenty years of evar in the us the procedure that changed a specialty
Twenty years of evar in the us the procedure that changed a specialty
uvcd
 
Recent CTO publications
Recent CTO publicationsRecent CTO publications
Recent CTO publications
Euro CTO Club
 
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
Mohammad Sabouri
 
Roberts J - AIMRADIAL 2015 - Ultrasound guidance
Roberts J - AIMRADIAL 2015 - Ultrasound guidanceRoberts J - AIMRADIAL 2015 - Ultrasound guidance
Roberts J - AIMRADIAL 2015 - Ultrasound guidance
International Chair on Interventional Cardiology and Transradial Approach
 
2013session2 4
2013session2 42013session2 4
2013session2 4acvq
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
semualkaira
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
semualkaira
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
semualkaira
 
J vasc surg_review_2013
J vasc surg_review_2013J vasc surg_review_2013
J vasc surg_review_2013
samirsharshar
 
Difficulty scores for laparoscopic liver resections
Difficulty scores for laparoscopic liver resectionsDifficulty scores for laparoscopic liver resections
Difficulty scores for laparoscopic liver resections
Gian Luca Grazi
 
Cohen MG 201305
Cohen MG 201305Cohen MG 201305

Similar to Applegate RJ - AIMRADIAL 2013 - Learning curve (20)

Applegate RJ - AIMRADIAL 2014 - Learning curve
Applegate RJ - AIMRADIAL 2014 - Learning curveApplegate RJ - AIMRADIAL 2014 - Learning curve
Applegate RJ - AIMRADIAL 2014 - Learning curve
 
03 aimradial2016 thu M Mamas
03 aimradial2016 thu M Mamas03 aimradial2016 thu M Mamas
03 aimradial2016 thu M Mamas
 
03 aimradial2016 thu2 J Roberts
03 aimradial2016 thu2 J Roberts03 aimradial2016 thu2 J Roberts
03 aimradial2016 thu2 J Roberts
 
Pancholy SB 2014
Pancholy SB 2014Pancholy SB 2014
Pancholy SB 2014
 
03 Mamas aimradial20170921 Radialists and femoral
03 Mamas aimradial20170921 Radialists and femoral03 Mamas aimradial20170921 Radialists and femoral
03 Mamas aimradial20170921 Radialists and femoral
 
Leon MB - Current perspectives
Leon MB - Current perspectivesLeon MB - Current perspectives
Leon MB - Current perspectives
 
Twenty years of evar in the us the procedure that changed a specialty
Twenty years of evar in the us the procedure that changed a specialtyTwenty years of evar in the us the procedure that changed a specialty
Twenty years of evar in the us the procedure that changed a specialty
 
Recent CTO publications
Recent CTO publicationsRecent CTO publications
Recent CTO publications
 
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
Icbme2020- Use of neural network algorithms to predict arterial blood gas ite...
 
Roberts J - AIMRADIAL 2015 - Ultrasound guidance
Roberts J - AIMRADIAL 2015 - Ultrasound guidanceRoberts J - AIMRADIAL 2015 - Ultrasound guidance
Roberts J - AIMRADIAL 2015 - Ultrasound guidance
 
HDMICS Koutsiaris 2016
HDMICS Koutsiaris 2016HDMICS Koutsiaris 2016
HDMICS Koutsiaris 2016
 
2013session2 4
2013session2 42013session2 4
2013session2 4
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
 
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
Right Anterior Thoracotomy Minimally Invasive Aortic Valve Replacement vs. Co...
 
AACVPR 2002
AACVPR 2002AACVPR 2002
AACVPR 2002
 
AACVPR 2002
AACVPR 2002AACVPR 2002
AACVPR 2002
 
J vasc surg_review_2013
J vasc surg_review_2013J vasc surg_review_2013
J vasc surg_review_2013
 
Difficulty scores for laparoscopic liver resections
Difficulty scores for laparoscopic liver resectionsDifficulty scores for laparoscopic liver resections
Difficulty scores for laparoscopic liver resections
 
Cohen MG 201305
Cohen MG 201305Cohen MG 201305
Cohen MG 201305
 

More from International Chair on Interventional Cardiology and Transradial Approach

PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. FischellPCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses GalazPCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo BernatPCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
PCI & AimRadial 2018 | Even the big boss fail - Zoltán RuzsaPCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
PCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | LEFT MAIN PCI Lessons from the BCIS registry - Jim Nolan
PCI & AimRadial 2018 | LEFT MAIN PCILessons from the BCIS registry - Jim NolanPCI & AimRadial 2018 | LEFT MAIN PCILessons from the BCIS registry - Jim Nolan
PCI & AimRadial 2018 | LEFT MAIN PCI Lessons from the BCIS registry - Jim Nolan
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by Transradial...
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by  Transradial...PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by  Transradial...
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by Transradial...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C GilchristPCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C GilchristPCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. BertrandPCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. FearonPCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
International Chair on Interventional Cardiology and Transradial Approach
 
PCI & AimRadial 2018 | FFR-CT - Colin Berry
PCI & AimRadial 2018 | FFR-CT - Colin BerryPCI & AimRadial 2018 | FFR-CT - Colin Berry
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
International Chair on Interventional Cardiology and Transradial Approach
 

More from International Chair on Interventional Cardiology and Transradial Approach (20)

PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. FischellPCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
PCI & AimRadial 2018 | Innovation in Cardiovascular Medicine - Tim A. Fischell
 
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses GalazPCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
PCI & AimRadial 2018 | A novel stent concept for South America - Ramses Galaz
 
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
PCI & AimRadial 2018 | Biomechanics of biodegradable stents: a primer for car...
 
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
PCI & AimRadial 2018 | Radial vs Femoral: Review of the Evidence in 2018 - Ia...
 
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo BernatPCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
PCI & AimRadial 2018 | Best practices in same day discharge - Ivo Bernat
 
PCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
PCI & AimRadial 2018 | Even the big boss fail - Zoltán RuzsaPCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
PCI & AimRadial 2018 | Even the big boss fail - Zoltán Ruzsa
 
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
PCI & AimRadial 2018 | Contemporary Transradial Access Practices: Results of ...
 
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
PCI & AimRadial 2018 | A Growing Population in the Cath Lab: Patient Identifi...
 
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
PCI & AimRadial 2018 | Treating Cardiogenic Shock with Impella with Escalatio...
 
PCI & AimRadial 2018 | LEFT MAIN PCI Lessons from the BCIS registry - Jim Nolan
PCI & AimRadial 2018 | LEFT MAIN PCILessons from the BCIS registry - Jim NolanPCI & AimRadial 2018 | LEFT MAIN PCILessons from the BCIS registry - Jim Nolan
PCI & AimRadial 2018 | LEFT MAIN PCI Lessons from the BCIS registry - Jim Nolan
 
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by Transradial...
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by  Transradial...PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by  Transradial...
PCI & AimRadial 2018 | Left Ventricular Endomyocardial Biopsy by Transradial...
 
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C GilchristPCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
PCI & AimRadial 2018 | Right Heart Access by Radial - Ian C Gilchrist
 
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C GilchristPCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
PCI & AimRadial 2018 | Radial Artery Puncture - Ian C Gilchrist
 
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. BertrandPCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
PCI & AimRadial 2018 | Post-PCI FFR: Time is coming - Olivier F. Bertrand
 
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
PCI & AimRadial 2018 | Lessons from iFR-SWEDEHEART and DEFINE-FLAIR - Hitoshi...
 
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
PCI & AimRadial 2018 | Use of physiology in ACS - Colin Berry
 
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
PCI & AimRadial 2018 | FFR using 4Fr catheters: Can Slender Technique Work He...
 
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. FearonPCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
PCI & AimRadial 2018 | FFR in Left Main Disease - William F. Fearon
 
PCI & AimRadial 2018 | FFR-CT - Colin Berry
PCI & AimRadial 2018 | FFR-CT - Colin BerryPCI & AimRadial 2018 | FFR-CT - Colin Berry
PCI & AimRadial 2018 | FFR-CT - Colin Berry
 
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
PCI & AimRadial 2018 | Image based FFR during coronary angiography - Hitoshi...
 

Recently uploaded

Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptxMaxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
Dr. Rabia Inam Gandapore
 
Prix Galien International 2024 Forum Program
Prix Galien International 2024 Forum ProgramPrix Galien International 2024 Forum Program
Prix Galien International 2024 Forum Program
Levi Shapiro
 
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
VarunMahajani
 
How to Give Better Lectures: Some Tips for Doctors
How to Give Better Lectures: Some Tips for DoctorsHow to Give Better Lectures: Some Tips for Doctors
How to Give Better Lectures: Some Tips for Doctors
LanceCatedral
 
BRACHYTHERAPY OVERVIEW AND APPLICATORS
BRACHYTHERAPY OVERVIEW  AND  APPLICATORSBRACHYTHERAPY OVERVIEW  AND  APPLICATORS
BRACHYTHERAPY OVERVIEW AND APPLICATORS
Krishan Murari
 
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdfBENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
DR SETH JOTHAM
 
The Normal Electrocardiogram - Part I of II
The Normal Electrocardiogram - Part I of IIThe Normal Electrocardiogram - Part I of II
The Normal Electrocardiogram - Part I of II
MedicoseAcademics
 
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists  Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Saeid Safari
 
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
GL Anaacs
 
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #GirlsFor Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
Savita Shen $i11
 
Non-respiratory Functions of the Lungs.pdf
Non-respiratory Functions of the Lungs.pdfNon-respiratory Functions of the Lungs.pdf
Non-respiratory Functions of the Lungs.pdf
MedicoseAcademics
 
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in StockFactory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
rebeccabio
 
Physiology of Special Chemical Sensation of Taste
Physiology of Special Chemical Sensation of TastePhysiology of Special Chemical Sensation of Taste
Physiology of Special Chemical Sensation of Taste
MedicoseAcademics
 
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model SafeSurat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
Savita Shen $i11
 
Charaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
Charaka Samhita Sutra sthana Chapter 15 UpakalpaniyaadhyayaCharaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
Charaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
Dr KHALID B.M
 
Physiology of Chemical Sensation of smell.pdf
Physiology of Chemical Sensation of smell.pdfPhysiology of Chemical Sensation of smell.pdf
Physiology of Chemical Sensation of smell.pdf
MedicoseAcademics
 
basicmodesofventilation2022-220313203758.pdf
basicmodesofventilation2022-220313203758.pdfbasicmodesofventilation2022-220313203758.pdf
basicmodesofventilation2022-220313203758.pdf
aljamhori teaching hospital
 
KDIGO 2024 guidelines for diabetologists
KDIGO 2024 guidelines for diabetologistsKDIGO 2024 guidelines for diabetologists
KDIGO 2024 guidelines for diabetologists
د.محمود نجيب
 
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.GawadHemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
NephroTube - Dr.Gawad
 
heat stroke and heat exhaustion in children
heat stroke and heat exhaustion in childrenheat stroke and heat exhaustion in children
heat stroke and heat exhaustion in children
SumeraAhmad5
 

Recently uploaded (20)

Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptxMaxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
Maxilla, Mandible & Hyoid Bone & Clinical Correlations by Dr. RIG.pptx
 
Prix Galien International 2024 Forum Program
Prix Galien International 2024 Forum ProgramPrix Galien International 2024 Forum Program
Prix Galien International 2024 Forum Program
 
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
Pulmonary Thromboembolism - etilogy, types, medical- Surgical and nursing man...
 
How to Give Better Lectures: Some Tips for Doctors
How to Give Better Lectures: Some Tips for DoctorsHow to Give Better Lectures: Some Tips for Doctors
How to Give Better Lectures: Some Tips for Doctors
 
BRACHYTHERAPY OVERVIEW AND APPLICATORS
BRACHYTHERAPY OVERVIEW  AND  APPLICATORSBRACHYTHERAPY OVERVIEW  AND  APPLICATORS
BRACHYTHERAPY OVERVIEW AND APPLICATORS
 
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdfBENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
BENIGN PROSTATIC HYPERPLASIA.BPH. BPHpdf
 
The Normal Electrocardiogram - Part I of II
The Normal Electrocardiogram - Part I of IIThe Normal Electrocardiogram - Part I of II
The Normal Electrocardiogram - Part I of II
 
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists  Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
Ozempic: Preoperative Management of Patients on GLP-1 Receptor Agonists
 
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
HOT NEW PRODUCT! BIG SALES FAST SHIPPING NOW FROM CHINA!! EU KU DB BK substit...
 
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #GirlsFor Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
For Better Surat #ℂall #Girl Service ❤85270-49040❤ Surat #ℂall #Girls
 
Non-respiratory Functions of the Lungs.pdf
Non-respiratory Functions of the Lungs.pdfNon-respiratory Functions of the Lungs.pdf
Non-respiratory Functions of the Lungs.pdf
 
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in StockFactory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
Factory Supply Best Quality Pmk Oil CAS 28578–16–7 PMK Powder in Stock
 
Physiology of Special Chemical Sensation of Taste
Physiology of Special Chemical Sensation of TastePhysiology of Special Chemical Sensation of Taste
Physiology of Special Chemical Sensation of Taste
 
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model SafeSurat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
Surat @ℂall @Girls ꧁❤8527049040❤꧂@ℂall @Girls Service Vip Top Model Safe
 
Charaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
Charaka Samhita Sutra sthana Chapter 15 UpakalpaniyaadhyayaCharaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
Charaka Samhita Sutra sthana Chapter 15 Upakalpaniyaadhyaya
 
Physiology of Chemical Sensation of smell.pdf
Physiology of Chemical Sensation of smell.pdfPhysiology of Chemical Sensation of smell.pdf
Physiology of Chemical Sensation of smell.pdf
 
basicmodesofventilation2022-220313203758.pdf
basicmodesofventilation2022-220313203758.pdfbasicmodesofventilation2022-220313203758.pdf
basicmodesofventilation2022-220313203758.pdf
 
KDIGO 2024 guidelines for diabetologists
KDIGO 2024 guidelines for diabetologistsKDIGO 2024 guidelines for diabetologists
KDIGO 2024 guidelines for diabetologists
 
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.GawadHemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
Hemodialysis: Chapter 3, Dialysis Water Unit - Dr.Gawad
 
heat stroke and heat exhaustion in children
heat stroke and heat exhaustion in childrenheat stroke and heat exhaustion in children
heat stroke and heat exhaustion in children
 

Applegate RJ - AIMRADIAL 2013 - Learning curve

  • 1. Impact of Learning Curves on Clinical Outcomes in the US Robert J Applegate, M.D. Professor of Internal Medicine-Cardiology
  • 2. Disclosures Advisory Board Abbott Vascular Research Grants Abbott Vascular St Jude Medical Consultant Abbott Vascular Serruys, PW. PCR 2010 Wake Forest School of Medicine AIM Radial 2013
  • 3. The learning curve for radial artery procedures: historical perspective No differences in primary entry site complications, or MACE, but “there was a clear trend toward more technical difficulties and more problems with the radial approach.” Wake Forest School of Medicine AIM Radial 2013
  • 4. The learning curve for radial artery procedures: historical perspective “In conclusion, it is evident, when reviewing this study, that the difficulties associated with the learning curve must be overcome before a randomized study can be carried out.” Wake Forest School of Medicine AIM Radial 2013
  • 5. Radial “learning curve” identified early on with attempts to quantify the “steepness” of the curve Inflection ?? Plateau ?? Wake Forest School of Medicine Spaulding et al: CCI 1996; 39:365-370 AIM Radial 2013
  • 6. The word in the US Interventional World The first person to describe the learning curve was Hermann Ebbinghaus in 1885, in the field of the psychology of learning is that the radial learning curve is “steep” But is that really true? Radial ?? Radial ?? Radial ?? Wake Forest School of Medicine AIM Radial 2013
  • 7. The learning curve for radial artery procedures: Quantifying the curve and Linking the learning curve to outcomes • Complex interaction of factors that influence the learning curve: Operator and center experience and volume; presence of fellows Cath lab tolerance for ramp up, longer cases if needed Case mix including STEMI, graft cases • Metrics to define the curve include both procedural process metrics (eg floro time) as well as traditional patient outcomes(eg access complication rates); not uniformly accepted standards • Data establishing causality between individual learning curve procedural process metric and patient outcome metric are lacking Wake Forest School of Medicine AIM Radial 2013
  • 8. Recent worldwide data on The learning curve for radial artery procedures: RIVAL Trial data Wake Forest School of Medicine Jolly et al; JACC CI 2013; 6:258-66 AIM Radial 2013
  • 9. Recent worldwide data on The learning curve for radial artery procedures: RIVAL Trial data Center center Operator air kerma Operator andVolume volumes associated with lowerVolume Interaction between operator and center volumes remains to be fully elucidated Wake Forest School of Medicine Jolly et al; JACC CI 2013; 6:258-66 AIM Radial 2013
  • 10. Recent worldwide data on The learning curve for radial artery procedures: Registry data (Dedicated radialist) (Standard radialist) Case volume affects failure rate Both low and high volume operators continue to improve over time Both p<0.05 vs 2005-2006 Wake Forest School of Medicine Burzotta et al AHJ 2012; 163:230-238 AIM Radial 2013
  • 11. The US experience of radial artery procedures: NCDR CATH/PCI Registry data Wake Forest School of Medicine Feldman et al; Circ 2013; 127:2295-2306 AIM Radial 2013
  • 12. The US experience of radial artery procedures: NCDR CATH/PCI Registry data 16.1% 3rd Q 2012 Wake Forest School of Medicine Feldman et al; Circ 2013; 127:2295-2306 AIM Radial 2013
  • 13. The US learning curve for radial artery procedures: Wake Forest Registry data Wake Forest School of Medicine Turner et al; CCI 2012; 80:247-257 AIM Radial 2013
  • 14. The US learning curve for radial artery procedures: Wake Forest Registry data Wake Forest School of Medicine Turner et al; CCI 2012; 80:247-257 AIM Radial 2013
  • 15. The US learning curve for radial artery procedures: Wake Forest Registry data Transition to preferred radial approach resulted in better patient centered outcomes including lower access site and bleeding complications Wake Forest School of Medicine Turner et al; CCI 2012; 80:247-257 AIM Radial 2013
  • 16. The US learning curve for radial artery procedures: Wake Forest Registry data Radial artery access metrics by period Metric Transition Radial (N = 610) Preferred TR Radial (N = 897) 7 (5-10) 26 (20-36) 66 (51-85) 50 (38-71) 6 (4-9) * 24 (19-34) * 64 (53-83) 49 (40-52) 7 (5-12) 21 (16-30) 16 (10-24) 7 (5-11) * 21 (15-27) 14 (10-19) 76 (56-98) 190 (147-250) 132 (86-191) 74 (55-99) 194 (142-246) 111 (92-122) Generalized decrease in procedural metrics with Access site crossover, n (%) 80 (8.9%) reduced inter quartile ranges 57 (9.3%) Sheath size, Fr CATH only 5.0 (0.2) 5.0 (0.1) Efforts to quantify learning curve(0.4) PCI 6.0 complicated by * 5.7 (0.5) Procedure time intervals, minutes affectinsertion Sheath of new fellows on monthly basis 5 (3-10) 5 (3-9) * Intubate coronaries Total procedure, CATH only Total procedure, CATH + PCI Total procedure, PCI only Fluoroscopy time, minutes CATH only CATH + PCI PCI only Contrast volume used, mL CATH only CATH + PCI PCI only Wake Forest School of Medicine Turner et al; CCI 2012; 80:247-257 AIM Radial 2013
  • 17. The US learning curve for radial artery procedures: Wake Forest Registry data Radial artery access metrics by period for operators with highest and lowest proportion of radial artery access Attending A (HIGH) Attending B (LOW) Transition Preferred TR Transition Preferred TR Metric (N = 350) (N = 329) (N = 272) (N = 277) Radial artery access, n / total volume (%) Access site crossover, n / TR volume (%) TR procedure time intervals, minutes Sheath insertion Intubate coronaries Total procedure, CATH only Total procedure, CATH + PCI Total procedure, PCI only TR fluoroscopy time, minutes CATH only CATH + PCI PCI only TR contrast volume used, mL CATH only CATH + PCI PCI only 202/350 (58%) 12/202 (6%) 233/329 (71%) † 12/233 (5%) 93/272 (34%) ‡ 15/93 (16%) ‡ 171/277 (62%) †‡ 18/171 (11%) ‡ 6 (4-11) 6 (4-8) 24 (17-33) 61 (47-74) 50 (43-62) 6 (3-10) 5 (4-7) † 20 (16-28) † 53 (41-66) † 51 (28-52) 6 (4-8) 8 (5-13) ‡ 29 (21-37) ‡ 72 (52-95) 39 (36-41) 5 (3-9) ‡ 6 (5-9) †‡ 25 (21-35) ‡ 68 (59-89) ‡ 40 (40-40) Similar to Burzotta found a volume – outcome relationship among both higher and lower 5 (4-8) 5 (3-7) † 9 (6-15) ‡ 8 (6-13) ‡ 18 (12-26) 15 (11-19) 26 (20-39) ‡ 22 (16-29) ‡ volume operators† 14 (10-23) 16 (10-19) 23 (21-24) 12 (12-12) 61 (50-83) 141 (106-176) 95 (74-177) 65 (43-83) 141 (119-180) 105 (30-122) 76 (50-98) ‡ 191 (153-253) ‡ 150 (109-190) 74 (60-91) ‡ 197 (149-231) ‡ 92 (92-92) † p<0.05 vs Transition, ‡ p<0.05 vs Attending A. CATH indicates diagnostic catheterization; PCI, percutaneous coronary intervention. Wake Forest School of Medicine Unpublished observations AIM Radial 2013
  • 18. The US learning curve for radial artery procedures: Vanderbilt Registry data Wake Forest School of Medicine Kasasbeh et al; JIC 2012; 24:599-604 AIM Radial 2013
  • 19. The US learning curve for radial artery procedures: Vanderbilt Registry data 60% radial Wake Forest School of Medicine Kasasbeh et al; JIC 2012; 24:599-604 AIM Radial 2013
  • 20. Floro time (min) The US learning curve for radial artery procedures: Vanderbilt Registry data Procedure time (min) Room time (min) Incorporation of radial access to our cardiac catheterization laboratory led to a decrease in fluoroscopy time in each operator, operator group, and institute-wide over the last 3 years. This improvement was seen after approximately 25 cases and further improved after 75 cases. Wake Forest School of Medicine Kasasbeh et al; JIC 2012; 24:599-604 AIM Radial 2013
  • 21. The US learning curve for radial artery procedures: NCDR Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 22. The US learning curve for radial artery procedures: NCDR Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 23. The US learning curve for radial artery procedures: NCDR More complex cases performed by higher volume operators Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 24. The US learning curve for radial artery procedures: NCDR Procedural metrics reduced by higher volume operators Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 25. The US learning curve for radial artery procedures: NCDR Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 26. The US learning curve for radial artery procedures: NCDR Wake Forest School of Medicine Hess et al; ACC 2013 AIM Radial 2013
  • 27. Impact of Learning Curves on Clinical Outcomes in the US- Summary • Recent data indicate that the radial learning curve may not be as “steep” as once believed • Threshold for initial “competence” 25-40 cases • • Improvement continues with greater experience consistent with a volume-outcomes interaction Learning curve may be influenced by practice setting, eg academic vs non-academic • Procedural metrics are easily measured but are influenced by multiple factors making interpretation challenging, and linkage to outcomes difficult. • Nonetheless, these data suggest that radial adoption is occurring quickly and efficiently while achieving a better safety profile than femoral artery procedures Wake Forest School of Medicine AIM Radial 2013