Making Sense of Making Sense of Longitudinal Data Longitudinal Data Changes in ventricular function in babies with a functional single ventricle Travis Wilder, M.D. CHSS Data Center Kirklin-Ashburn Fellow WSPCHS 2014 – Brazil
Making Sense of Longitudinal Data Changes in ventricular function in babies with a functional single ventricle Travis Wilder, M.D. CHSS Data Center Kirklin-Ashburn.
Dec 15, 2015
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Making Sense of Longitudinal Making Sense of Longitudinal Data Data
Changes in ventricular function in babies with a functional single
ventricle
Travis Wilder, M.D. CHSS Data Center Kirklin-Ashburn Fellow
WSPCHS 2014 – Brazil
No Disclosures No Disclosures
Wilder TJ, McCrindle BW, Hickey EJ, DeCampli WM, Williams WG, Caldarone CA, Blackstone EH
Rajeswaran and Blackstone
4
8
12
16
20
0 2 4 6 8 10 12
AF
Pre
vale
nce
(%
)
Months
CABG
No
Yes
Atrial FibrillationAtrial Fibrillation
Rajeswaran and Blackstone
ObjectivesObjectives
Describe longitudinal data and a new method for analysis
Illustrate how a new method maximizes the information we can generate from longitudinal data– Clinical example of critical LVOTO
Joint work of the Cleveland Clinic Clinical Investigations team under the direction of Drs. Eugene Blackstone, Rajeswaran Jeevanantham (HVI/QHS: biostatistics)
Longitudinal DataLongitudinal Data
Rajeswaran and Blackstone Years after birth
Ventricular dysfunction
Transfusion after SurgeryTransfusion after Surgery
Rajeswaran and Blackstone
Pain ScorePain Score
Rajeswaran and Blackstone
RV Function: 3882 echoes from 427 children with single RV
% O
f ec
ho
es in
eac
h s
tate
RV Dysfunction None Mild Moderate Severe
Years after birth
Mean age of SCPC = 7 mo.
Analytic StrategyAnalytic Strategy
% R
V D
ysfu
nct
ion
Years after birth
Data Exploration:Patten-Specific Profile
RV Dysfunction None/Mild Moderate/ Severe
Data Analysis: Temporal Trends
Early Phase
Years after birth
% P
rob
abili
ty
Late Phase Raw Data
Data Analysis: Temporal Trends
Years after birth
Late Phase
Early Phase
% P
rob
abili
ty
Data Analysis:Risk Stratification
Probability of RV dysfunction: Norwood
Probability of RV dysfunction: Hybrid
Years after birth
% P
rob
abili
ty
Areas of InterestAreas of Interest
What is the rate of ventricular failure, and what factors influence that rate at various phases?
Comparing children with Right vs. Left single ventricle physiology: LVOTO vs. TA–What are the differences in VF?–What are the differences AVVR?
Thank YouThank You
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