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Learning Effec,ve Clinical Treatment Pathways for Type2 Diabetes Rohit Vashisht OHDSI Symposium October 1920, North Bethesda, MD, USA

Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

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Page 1: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Learning  Effec,ve  Clinical  Treatment  Pathways  for  Type-­‐2  Diabetes  

Rohit  Vashisht    

OHDSI  Symposium  October  19-­‐20,  North  Bethesda,  MD,  USA  

Page 2: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Guidelines  versus  Prac,ce  of  Medicine  in  T2D    

?Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et al PNAS 2016

Page 3: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Learning  Effec,ve  Treatment  Pathways  from  Observa,onal  Data:  Analysis  of  over  103  million  pa3ents  in  4  Countries  

Page 4: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Cohort  Construc,on  

Page 5: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Drug  Efficacy  –  Sulfonylurea  vs  DPP4  Inhibitors  S

urvi

val P

roba

bilit

y S

urvi

val =

Red

uctio

n in

HbA

1c <

= 7%

HbA1c (0.77 [0.58, 1.02])

Prob

abili

ty o

f rem

aini

ng M

I fre

e af

ter t

reat

men

t Myocardial Infarction (0.93 [0.55, 1.57])

Prob

abili

ty o

f rem

aini

ng K

D fr

ee a

fter t

reat

men

t

Kidney disorder (1.15 [0.45, 2.80])

Prob

abili

ty o

f rem

aini

ng E

D fr

ee a

fter t

reat

men

t

Eye disorder (1.30 [0.57, 3.05])

Page 6: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Replica,on  at  Other  Sites  &  Meta-­‐Analysis  

Page 7: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Conclusion  

•  DPP4-­‐Inhibitors   appear   to   be   more   effec,ve   in  reducing  HbA1c  of  T2D  pa,ents  

– There   is   no   detectable   difference   in   events   related   to  myocardial  infarc,on,  kidney-­‐  and  eye-­‐related  disorders.  

•  OHDSI  plaXorm  enables  us  to  perform  large-­‐scale  observa,onal  studies  and  assess  their  reproducibility.  

– If   you   have   your   data   in   OHDSI   format   then   please  

par,cipate  in  this  study.        

Page 8: Learning(Effec,ve(Clinical(Treatment Pathways(for(Type… · 2017. 10. 18. · Guidelines(versus(Prac,ce(of(Medicine(in(T2D((? Jane E. B Reush & Joann Manson JAMA 2017 Hripcsak et

Thank  You  [email protected]  

Team  -­‐  Stanford  •  Nigam  Shah  •  Suzanne  Tamang  •  Alison  Callahan  •  Sarah  Pool  •  Juan  M  Banda  •  Ken  Jung  •  Vladimir  Polony  •  Vibhu  Agarwal  •  Alejandro  Schuler    

Team  -­‐  JnJ  •  Patrick  Ryan  •  James  Weaver  •  Mar,jn  Schuemie  

Team  –  Ajou  University,  Korea  •  Rae  Woong  Park  •  Young  Gun  •  Sanghyung  Jin  

Team  –  Cerner    •  Hua  Xu  •  Yonghui  Wu  

Team  –  Mt.  Sinai    •  Li  Li  •  Joel.  T  Dudley  

Team  –  Columbia    •  Peng  Jin  •  Karthik  Natrajan  •  George  Hripcsak  •  Maura  Beaton  

Team  -­‐  IMSQuin,les  •  Mui  Van  Zandt  •  Anthony  Reckard  •  Chris,an  Reich