Are We Integrating Biologic Advances in Multiple Myeloma Into Clinical Practice?

Size: px
Start display at page:

Download "Are We Integrating Biologic Advances in Multiple Myeloma Into Clinical Practice?"

Transcription

1 Are We Integrating Biologic Advances in Multiple Myeloma Into Clinical Practice? Minimal Residual Disease: A Measurable and Relevant Endpoint in Treatment Xavier Leleu Service d Hématologie et Thérapie cellulaire Hôpital de la Milètrie, CHU, Poitiers, France

2 MRD: A Measurable and Relevant Endpoint in Treatment Depth of response in Myeloma What is MRD Are all CR the same Techniques: NGF vs NGS Is it just about prolongation of PFS as a surrogate for OS Prognostic role of MRD MRD impacts OS MRD Rate and relevance in current treatment options and strategies MRD in NDMM MRD in RRMM MRD Including high risk MM Depth of MRD matters Work to do Conclusion

3 Treatment advances have increased the likelihood of achieving CR ORR VGPR CR

4 The prognostic impact to CR comes from MRD Multicentric, prospective study of 445 NDMM, post ASCT, 1/3 CR 147/295 NDMM (GEM2) in CR post ASCT. MRD by MFC at day 1 after ASCT. 69 NDMM, GEM2/GEM25/GEM51, MRD assessment 9 months after enrolment P<,1 Not reached vs 81 months 5-year OS rates 87% vs 59% Not reached vs 59 months Kapoor et al., JCO, 21 Paiva et al., Blood, 28 Lahuerta et al., JCO, 217

5 Minimal Residual Disease, MRD Diagnosis 1 12 CR 1 1 Immunophenotypic CR. CMF (Sensibilité de 1-4 à 1-8 selon le nombre de couleurs (2 à 1 couleurs)) MRD scr Negative MRD < 1 6 CR icr Molecular CR. ASO-PCR (Se 1-5 ), NGS mcr

6 MRD is about Prolongs PFS as a surrogate for OS Tumor dormancy, the ultimate objective for cure Paiva et al., Blood, 215

7 Overall effect of MRD on OS MRD-negative status was associated with significantly better OS overall (HR,.57; 95%CI, ; P <.1) Munshi et al. JAMA Oncol 217;3:28-35.

8 Effect of MRD status on OS in CR patients MRD-negative status was associated with significantly better OS in CR patients (HR,.47; 95%CI, ; P <.1) Munshi et al. JAMA Oncol 217;3:28-35.

9 IFM 28 Phase NDMM, VRD x 3 - Transplant - VRD x 2 - Rev 1 year After induction After ASCT After consolidation Completed Therapy n (%) n=31 n=31 n=31 n=31 Negative MRD 4/25 (16) 14/26 (54) 15/26 (58) 21/3 (7) scr + CR 7 (23) 14 (45) 15 (48) 18 (58) VGPR 18 (58) 21 (68) 26 (84) 26 (84) MRD at Roussel et al. JCO 214

10 MRD-negative rate (%) Progression free and alive (%) POLLUX: DRd vs Rd - MRD-negative rate Phase 3 multicenter, early RRMM PFS 5 DRd Rd 1 Rd MRD 4 p <.1 p <.1 8 DRd MRD 3 3% 6 DRd MRD + 23% p < Rd MRD + 1 8% 1% 2 5% 2% MRD- (1 4 ) MRD- (1 5 ) MRD- (1 6 ) Months Response-evaluable set. Assessed by next generation sequencing (NGS) in bone marrow. Avet-Loiseau H. Oral presentation at IMW 217. New Delhi, India.

11 MRD-negative patients POLLUX: MRD by Cytogenetic Risk Status (1 5 ) % surviving without progression 35 3 MRD-negative rates PFS in high-risk patients ** *** 1 DRd MRD negative 32 8 per risk group, % a DRd MRD positive Rd MRD positive 5 2 DRd n = 28 High risk Rd n = 37 Standard risk DRd Rd n = 133 n = Months In POLLUX, high-risk patients treated with daratumumab achieve MRD negativity and remain progression free **P =.9. ***P =.1. a Percentage of patients within a given risk group and treatment arm. Weisel K et al., ASCO 217 ClinicalTrials.gov Identifiers: NCT

12 Patients without progression (%) Depth of MRD matters Phase 3 multicenter, IFM/DFCI 29, NDMM Randomize 1. MRD at post-maintenance RVDx3 RVDx3.9.8 <1-6 CY (3g/m2) MOBILIZATION Goal: 5 x1 6 cells/kg CY (3g/m2) MOBILIZATION Goal: 5 x1 6 cells/kg Melphalan 2mg/m 2 * + ASCT RVD x P-value (trend) : p<.1 [1-6;1-5[ [1-5;1-4[ >=1-4.2 RVD x 2 Revlimid 12 mos Revlimid 12 mos N at risk (events) <1-6 [1-6 ;1-5 [ [1-5 ;1-4 [ [1-4 ;1-3 [ () 86 () 86 () 86 () 86 (5) 77 (3) 61 (5) 36 () 1 29 () 29 () 29 () 29 () 28 (5) 22 (3) 16 (4) 4 (1) 1 23 () 23 () 23 () 23 (1) 22 (3) 19 (2) 14 (5) 3 () 2 4 () 4 () 4 () 4 (6) 33 (9) 23 (6) 15 (4) 4 (1) 2 3 Months since randomization Avet-Loiseau H. Oral presentation at IMW 217. New Delhi, India.

13 Patients (%) Role of treatment IFM 29 trial P<.1 25 positive MRD-Transplant positive MRD-RVD negative MRD_Transp negative MRD_RVD N at risk positive MRD-Transplant positive MRD-RVD negative MRD_Transp negative MRD_RVD Time since MRD assessment

14 Patients (%) Role cytogenetics IFM 29 trial P<.1 25 pos.mrd-high Risk pos.mrd-stdard Risk neg.mrd-high Risk neg.mrd-stdard Risk N at risk pos.mrd-high Risk pos.mrd-stdard Risk neg.mrd-high Risk neg.mrd-stdard Risk Time since MRD assessment

15 Work to do (1), MRD and Clonal selection 31% Lenalidomide/ dexamethasone 64% 64% 21% Clone 1.1 Clone 1.2 Clone 2.1 Clone 2.2 Misc % 72% Diagnosis ~2N Plasmacytoid Phenotype % 66% Remissio n ~2N Relapse 1 ~2N Plasmacytoid Phenotype 37% Relapse 2 ~2N Relapse 3 ~2N 19% 58% Bortezomib SGN-4 17% 78% Lymphoid Phenotype 34% 95% Plasma cell leukaemia ~3N 96 % % % Relapse 4 ~3N Lymphoid phenotype 63% 71% Melphalan/prednisone/ bortezomib (MPV) Keats et al., Blood, 212 Morgan et al., Oral communication

16 Patients without progression (%) Work to do (2) MRD and Best timing 1..9 MRD at pre-maintenance for MRD neg (FCM) Negative (<1-6) 1..9 MRD at post-maintenance for MRD neg (FCM) Negative (<1-6) Positive.7.6 Positive P-value : p=.2.4 P-value : p= N at risk (events) MRD neg (<1-6 ) MRD positive () 79 () 79 (2) 77 (2) 75 (4) 68 (3) 51 (2) 3 () 8 84 () 84 (1) 83 (5) 78 (3) 74 (13) 59 (5) 41 (6) 17 (2) 6 3 Months since randomization N at risk (events) MRD neg (<1-6 ) MRD positive () 69 () 69 () 69 () 69 (4) 63 (2) 5 (4) 29 () 9 42 () 42 () 42 () 42 (3) 38 (7) 31 (4) 21 (5) 5 (1) 1 3 Months since randomization Avet-Loiseau H. Oral presentation at IMW 217. New Delhi, India.

17 Work to do (3) MRD and MGUS like profile Paiva et al., Leukemia, 213

18 Work to do (4) MRD study Various ways to study the BM, BM sampling, PET CT. Thal/dex followed by tandem ASCT IFM 29/DFCI - Imajem Switch PET CT - Switch PET CT + p=.424 Months Zamagni et al, Blood 211 Moreau et al, Oral communication

19 Work to do (5) MRD and treatment decision Attal M IFM - Confidential IFM 218 MRD1 MRD2 Standard Risk PI + ImidsD- MoAB x6 - R HDT1 + PI + ImidsD-MoAB X4 PI + ImidsD-MoAB x7 R Maint A Maint B PI + ImidsD- MoAB x6 + HDT1 + PI + ImidsD- MoAB* x6 *diff PI, Imids,.. + HDT2 - R R Maint C Maint D Maint A Maint B High Risk PI + ImidsD- MoAB x6 HDT1 + PI + ImidsD- MoAB* x6 *diff PI, Imids,.. HDT2 Maint C or D

20 Minimal Residual Disease Assessment: Not Relevant for Clinical Practice Yet Sagar Lonial, MD Chair and Professor Department of Hematology and Medical Oncology Chief Medical Officer, Winship Cancer Institute Emory University School of Medicine

21 There are patients with old drugs and old tests that do well.. Functional cure? Martinez-Lopez et al, Blood 211

22 Impact of MRD: Meta-analysis Are these the same patients? Munshi et al, JAMA Oncol. 217;3(1):28-35.

23 Getting to Minimal Residual Disease (MRD): New Definitions for CR S.S. Patient CR Disease burden Newly diagnosed MRD Stringent CR Flow CR NGS CR 1 1-6?Cur e?. Antibodi es Genomi c Based Tx

24 Patients without progression (%) How you measure MRD impacts the results MRD at pre-maintenance MRD at post-maintenance <1-6.8 < P-value (trend) : p<.1 [1-6;1-5[ [1-5;1-4[ >= P-value (trend) : p<.1 [1-6;1-5[ [1-5;1-4[ >=1-4.2 N at risk (events) <1-6 [1-6 ;1-5 [ [1-5 ;1-4 [ [1-4 ;1-3 [ () 87 () 87 (2) 85 (2) 83 (6) 74 (4) 54 (3) 31 () 8 31 () 31 (1) 3 (2) 28 () 27 (4) 22 (1) 17 (2) 8 (1) 4 49 () 49 (2) 47 (2) 45 (2) 43 (7) 34 (4) 22 (6) 8 () 2 79 () 79 (9) 7 (11) 59 (9) 5 (11) 38 (6) 28 (9) 6 (3) 3 Months since randomization N at risk (events) <1-6 [1-6 ;1-5 [ [1-5 ;1-4 [ [1-4 ;1-3 [ () 86 () 86 () 86 () 86 (5) 77 (3) 61 (5) 36 () 1 29 () 29 () 29 () 29 () 28 (5) 22 (3) 16 (4) 4 (1) 1 23 () 23 () 23 () 23 (1) 22 (3) 19 (2) 14 (5) 3 () 2 4 () 4 () 4 () 4 (6) 33 (9) 23 (6) 15 (4) 4 (1) 2 3 Months since randomization Avet-Loiseau et al, ASH 215

25 Lahuerta et al, JCO 217 MRD testing is not a surrogate for Cure

26 PFS (%) OS (%) MRC Myeloma IX: PFS and OS Do Not Plateau MRD negativity at Day 1 post-asct was associated with improved PFS (P<.1) and OS (P=.183) PFS OS Median PFS MRD 28.6 months MRD months Months 96 since MRD assessment Numbers at risk: MRD MRD Months 96 since MRD assessment MRD status at Day 1 post-asct: MRD n=247; MRD+ n=15 1. Rawstron AC, et al. J Clin Oncol) Median OS MRD 8.6 months MRD+ 59. months Numbers at risk: MRD MRD

27 Avet-Loiseau et al, ASH Cannot use MRD to decide who gets a transplant MRD at post-maintenance 2/3 of these patients were from HDT, 1/3 from delayed HDT P-value (trend) : p<.1 <1-6 [1-6;1-5[ [1-5;1-4[ >=1-4.2 N at risk (events) <1-6 [1-6 ;1-5 [ [1-5 ;1-4 [ [1-4 ;1-3 [ () 86 () 86 () 86 () 86 (5) 77 (3) 61 (5) 36 () 1 29 () 29 () 29 () 29 () 28 (5) 22 (3) 16 (4) 4 (1) 1 23 () 23 () 23 () 23 (1) 22 (3) 19 (2) 14 (5) 3 () 2 4 () 4 () 4 () 4 (6) 33 (9) 23 (6) 15 (4) 4 (1) 2 3 Months since randomization

28 Lahuerta et al, JCO 217 MRD changes post transplant do not impact OS

29 Conclusion YES. Minimal Residual Disease is A Measurable and Relevant Endpoint in Treatment Is manageable in most countries Has demonstrated a prognostic role, PFS and OS You already have implemented depth of response in your practice for treatment decision - You decide a treatment strategy based on known depth of response - You optimize a treatment scheme to improve depth of response, ASCT, consolidation, maintenance Time for the next step, MRD-based treatment choice decision making

30 Summary (Fallacies) of MRD testing MRD is a surrogate for cure If you are MRD negative, you can stop treatment If you are MRD positive after transplant, you need to change from standard treatment MRD is the only predictor of good long term outcomes If you convert from MRD negative to MRD positive, you need to change therapy MRD assessment in the marrow is enough to

31 What can MRD testing be used for Comparing across clinical trials Assessing efficacy of new treatment approaches Prognosis But not for current clinical decision making There are too many unknowns that will be addressed by ongoing trials

32 Never give up! Thank you for your attention

Getting Clear Answers to Complex Treatment Challenges in Multiple Myeloma: Case Discussions

Getting Clear Answers to Complex Treatment Challenges in Multiple Myeloma: Case Discussions Getting Clear Answers to Complex Treatment Challenges in Multiple Myeloma: Case Discussions Friday, December 8, 2017 Atlanta, Georgia Friday Satellite Symposium preceding the 59th ASH Annual Meeting &

More information

Mala)a minima residua come nuovo endpoint clinico nella leucemia linfa4ca cronica

Mala)a minima residua come nuovo endpoint clinico nella leucemia linfa4ca cronica Mala)a minima residua come nuovo endpoint clinico nella leucemia linfa4ca cronica Massimo Massaia SC Ematologia - AO S. Croce e Carle Cuneo, Italy Laboratorio di Immunologia dei Tumori del Sangue, CeRMS

More information

RADIOMICS: potential role in the clinics and challenges

RADIOMICS: potential role in the clinics and challenges 27 giugno 2018 Dipartimento di Fisica Università degli Studi di Milano RADIOMICS: potential role in the clinics and challenges Dr. Francesca Botta Medical Physicist Istituto Europeo di Oncologia (Milano)

More information

CIBMTR Recipient ID Assignment

CIBMTR Recipient ID Assignment (Form 2804) This section of the CIBMTR Forms Instruction Manual is intended to be a resource for completing the CIBMTR Recipient ID Assignment Form. E-mail comments regarding the content of the CIBMTR

More information

NAACCR Standards for Cancer Registries, Volume II Version 13

NAACCR Standards for Cancer Registries, Volume II Version 13 RX Text-BRM [2660], RX Text-Chemo [2640], RX Text-Hormone [2650], RX Text-Other [2670], RX Text-Radiation (Beam) [2620], RX Text-Radiation Other [2630], and RX Text- Surgery [2610] RX TEXT--BRM Alternate

More information

MISSING DATA REPORT Survey Data

MISSING DATA REPORT Survey Data MISSING DATA REPORT Survey Data 2012-2016 Abstract The rates of non response for ANZDATA survey items over the last 5 years anzdata@anzdata.org.au www.anzdata.org.au The tables below show the rates of

More information

(minimal residue disease, MRD), ,,, ALL %, 8

(minimal residue disease, MRD), ,,, ALL %, 8 2003 6 24 6 Chin J Hematol June 2003 Vol 24 No. 6 295 B (minimal residue disease MRD) 58 B (B2ALL) 30 52 (89. 7 %) B2 ALL MRD CD 10 ΠCD 34 ΠCD 19 CD 38 CD 65 CD 66c CD 21 0. 01 % 8 0. 028 % 1. 430 % 3.

More information

My Care Plus Your reference guide. MyCarePlusOnline.com

My Care Plus Your reference guide. MyCarePlusOnline.com My Care Plus Your reference guide. MyCarePlusOnline.com Your personal and health information is protected and secure on My Care Plus, as directed by our privacy policy. 2 Table of Contents 1) My Care Plus...

More information

WISER. Protocol Creation, Activation, and Management TRAINING MANUAL. Wake Integrated Solution for Enterprise Research. For Oncology Studies

WISER. Protocol Creation, Activation, and Management TRAINING MANUAL. Wake Integrated Solution for Enterprise Research. For Oncology Studies WISER Wake Integrated Solution for Enterprise Research Protocol Creation, Activation, and Management For Oncology Studies TRAINING MANUAL Version June 11, 2018 WELCOME to WISER! Navigation and Home Page

More information

Pooling Clinical Data: Key points and Pitfalls. October 16, 2012 Phuse 2012 conference, Budapest Florence Buchheit

Pooling Clinical Data: Key points and Pitfalls. October 16, 2012 Phuse 2012 conference, Budapest Florence Buchheit Pooling Clinical Data: Key points and Pitfalls October 16, 2012 Phuse 2012 conference, Budapest Florence Buchheit Introduction Are there any pre-defined rules to pool clinical data? Are there any pre-defined

More information

Practical Elements of Database Design

Practical Elements of Database Design Practical Elements of Database Design Course for New Investigators August 9-12, 2011 Learning Objectives At the end of the session the participant should be able to: identify principles of database design

More information

Modelling Personalized Screening: a Step Forward on Risk Assessment Methods

Modelling Personalized Screening: a Step Forward on Risk Assessment Methods Modelling Personalized Screening: a Step Forward on Risk Assessment Methods Validating Prediction Models Inmaculada Arostegui Universidad del País Vasco UPV/EHU Red de Investigación en Servicios de Salud

More information

OnCore Enterprise Research. Subject Administration Full Study

OnCore Enterprise Research. Subject Administration Full Study OnCore Enterprise Research Subject Administration Full Study Principal Investigator Clinical Research Coordinator June 2017 P a g e 1 This page is intentionally blank. P a g e 2 Table of Contents What

More information

Academic Industry Partnership for Cancer Research:

Academic Industry Partnership for Cancer Research: Academic Industry Partnership for Cancer Research: A Facility Design Perspective Presenter Steven Copenhagen, LEED AP CannonDesign Myung Kim, AIA, LEED AP BD+C CannonDesign 1 Outline Overarching Trends

More information

Uplift modeling for clinical trial data

Uplift modeling for clinical trial data Maciej Jaśkowski maciej.jaskowski@gmail.com Institute of Computer Science, Polish Academy of Sciences, Warsaw, Poland Szymon Jaroszewicz National Institute of Telecommunications, Warsaw, Poland Institute

More information

Submission Guidelines

Submission Guidelines Submission Guidelines Clinical Trial Results invites the submission of phase I, II, and III clinical trials for publication in a brief print format, with full trials results online. We encourage the submission

More information

Mark Pearson. Peteris Zilgavis

Mark Pearson. Peteris Zilgavis Elizabeth Kuiper Director European Affairs, EFPIA Mark Pearson Deputy Director, Employment Labour and Social Affairs, OECD Peteris Zilgavis Head of Unit Health and Well- Being DG CONNECT, European Commission

More information

Beyond the Assumption of Constant Hazard Rate in Estimating Incidence Rate on Current Status Data with Applications to Phase IV Cancer Trial

Beyond the Assumption of Constant Hazard Rate in Estimating Incidence Rate on Current Status Data with Applications to Phase IV Cancer Trial Beyond the Assumption of Constant Hazard Rate in Estimating Incidence Rate on Current Status Data with Applications to Phase IV Cancer Trial Deokumar Srivastava, Ph.D. Member Department of Biostatistics

More information

High Value Reports in HCT Status Update Feb 2016

High Value Reports in HCT Status Update Feb 2016 High Value Reports in HCT Status Update 2015 Feb 2016 1 Highlights of SCTOD expectations Collect data (and specimens) ALL allogeneic HCTs with a U.S. recipient or donor Related donor-recipient repository

More information

mhealth Applications in CVD Prevention and Treatment Intersection of mhealth and CVD Physical Activity 2/18/2015

mhealth Applications in CVD Prevention and Treatment Intersection of mhealth and CVD Physical Activity 2/18/2015 mhealth Applications in CVD Prevention and Treatment Theodore Feldman, MD, FACC, FACP Medical Director, Center for Prevention and Wellness at Baptist Health South Florida Medical Director, Miami Cardiac

More information

Frequentist and Bayesian Interim Analysis in Clinical Trials: Group Sequential Testing and Posterior Predictive Probability Monitoring Using SAS

Frequentist and Bayesian Interim Analysis in Clinical Trials: Group Sequential Testing and Posterior Predictive Probability Monitoring Using SAS MWSUG 2016 - Paper PH06 Frequentist and Bayesian Interim Analysis in Clinical Trials: Group Sequential Testing and Posterior Predictive Probability Monitoring Using SAS Kechen Zhao, University of Southern

More information

The right PLT count when it matters. 20/4/2016 Sysmex Användarmöte Sverige Pieter Steenhuis Sysmex Europe

The right PLT count when it matters. 20/4/2016 Sysmex Användarmöte Sverige Pieter Steenhuis Sysmex Europe The right PLT count when it matters 20/4/2016 Sysmex Användarmöte Sverige Pieter Steenhuis Sysmex Europe Agenda 01 02 03 Introduction Identify samples with unreliable PLT counts due to platelet clumps

More information

PubMed - Beyond the Basics

PubMed - Beyond the Basics PubMed - Beyond the Basics Instructor: Greg Pratt The University of Texas M.D. Anderson Cancer Center http://www.mdanderson.org/library 713-792-2282 Objective: To become a more knowledgeable and efficient

More information

DF/HCC Operations for Human Research Subject Registration Procedures

DF/HCC Operations for Human Research Subject Registration Procedures 1. BACKGROUND: This document outlines the appropriate procedures for subject registration and other registration situations that may arise. To quickly locate a specific topic, please use the hyperlinks

More information

! " # $%! &% '()*+ *, % '% + & -(

!  # $%! &% '()*+ *, % '% + & -( ! " # $%! &% '()*+ *, % '% + & -( * '*. /. 01 ' 2.'* ' 3 *4.* 1 15' *63 1 7' *2# -' 8*' * * 9! ' &+:! ( '& *( &;:"+ +, +( 1 %! 5/, &%(

More information

Visualizing NCI Seer Cancer Data

Visualizing NCI Seer Cancer Data Visualizing NCI Seer Cancer Data Sandro Fouché Thursday, March 3, 2005 CMSC 838s Introduction I chose to use the National Cancer Institute s Surveillance, Epidemiology and End Results (NCI SEER) database

More information

Fallstudie zur BDSG-compliance Dr. Philip Groth IT Business Partner Oncology & Genomics. AWS Enterprise Summit 24. März 2015, Frankfurt

Fallstudie zur BDSG-compliance Dr. Philip Groth IT Business Partner Oncology & Genomics. AWS Enterprise Summit 24. März 2015, Frankfurt Fallstudie zur BDSG-compliance Dr. Philip Groth IT Business Partner Oncology & Genomics AWS Enterprise Summit 24. März 2015, Frankfurt What is the value of Genomics in Drug Discovery? Gleevec (1998): BCR-ABL

More information

FDA CDRH perspective on new technologies in inhaler products

FDA CDRH perspective on new technologies in inhaler products 2017 IPAC RS/ISAM Joint Workshop New Frontiers in Inhalation Technology FDA CDRH perspective on new technologies in inhaler products Linda Ricci Associate Director ODE DH Office of Device Evaluation Center

More information

TTEDesigner User s Manual

TTEDesigner User s Manual TTEDesigner User s Manual John D. Cook Department of Biostatistics, Box 447 The University of Texas, M. D. Anderson Cancer Center 1515 Holcombe Blvd., Houston, Texas 77030, USA cook@mdanderson.org September

More information

by Shelley Hewerdine, EBMT Central Registry Office, London

by Shelley Hewerdine, EBMT Central Registry Office, London Guiide to Retriieviing Data from the EBMT MED-AB Database (ProMISe Versiion 2.2) by Shelley Hewerdine, EBMT Central Registry Office, London has been designed, written and implemented as a general tool

More information

AI Application and Development in ehealth Field. MIN Dong

AI Application and Development in ehealth Field. MIN Dong AI Application and Development in ehealth Field MIN Dong What s e-health? Defined by WHO ehealth is the cost-effective and secure use of information and communications technologies(icts) in support of

More information

2017 GridGain Systems, Inc. In-Memory Performance Durability of Disk

2017 GridGain Systems, Inc. In-Memory Performance Durability of Disk In-Memory Performance Durability of Disk Meeting the Challenges of Fast Data in Healthcare with In-Memory Technologies Akmal Chaudhri Technology Evangelist GridGain Agenda Introduction Fast Data in Healthcare

More information

Serious Adverse Events Reporting Form Completion Guidelines

Serious Adverse Events Reporting Form Completion Guidelines Serious Adverse Events Reporting Form Completion Guidelines All signed SAE report forms must be sent to the KHP-CTO by either: - E-mail: jcto.pharmacovigilance@kcl.ac.uk - Fax: 0207 188 8330 Ensure that

More information

APS (Automatic Population Separator)

APS (Automatic Population Separator) Infinicyt provides a list of very powerful tools for research and diagnosis of haematological diseases through flow cytometry data analysis. The features that most distinguish Infinicyt software from other

More information

Office of Human Research

Office of Human Research Office of Human Research JeffTrial End-User Training Document Regulatory Coordinator Training for Non-Oncology personnel Office of Human Research 8/16/2013 Ver. 1.0 Contents The REG Role: Completing Basic

More information

Revolutionary mobile health technology

Revolutionary mobile health technology Start Up 5 elucid Dr Farid Khan Revolutionary mobile health technology elucid mhealth Ltd is a registered UK company number 08719563 The Founders Mr. Graham Howieson CEO > 22 patents and has commercialised

More information

FIGURE 1. The updated PubMed format displays the Features bar as file tabs. A default Review limit is applied to all searches of PubMed. Select Englis

FIGURE 1. The updated PubMed format displays the Features bar as file tabs. A default Review limit is applied to all searches of PubMed. Select Englis CONCISE NEW TOOLS AND REVIEW FEATURES OF FOR PUBMED CLINICIANS Clinicians Guide to New Tools and Features of PubMed DENISE M. DUPRAS, MD, PHD, AND JON O. EBBERT, MD, MSC Practicing clinicians need to have

More information

The NIH Collaboratory Distributed Research Network: A Privacy Protecting Method for Sharing Research Data Sets

The NIH Collaboratory Distributed Research Network: A Privacy Protecting Method for Sharing Research Data Sets The NIH Collaboratory Distributed Research Network: A Privacy Protecting Method for Sharing Research Data Sets Jeffrey Brown, Lesley Curtis, and Rich Platt June 13, 2014 Previously The NIH Collaboratory:

More information

pan-canadian Oncology Drug Review Stakeholder Feedback on a pcodr Expert Review Committee Initial Recommendation (Manufacturer)

pan-canadian Oncology Drug Review Stakeholder Feedback on a pcodr Expert Review Committee Initial Recommendation (Manufacturer) pan-canadian Oncology Drug Review Stakeholder Feedback on a pcodr Expert Review Committee Initial Recommendation (Manufacturer) Blinatumomab (Blincyto) for Philadelphia chromosome positive Acute Lymphoblastic

More information

Medical Information. Objectives 3/9/2016. Literature Search : PubMed. Know. Evaluation 2. Medical informatics Literature search : PubMed PICO Approach

Medical Information. Objectives 3/9/2016. Literature Search : PubMed. Know. Evaluation 2. Medical informatics Literature search : PubMed PICO Approach Medical Information Literature Search : PubMed Bordin Sapsomboon 9 Mar 2016 http://www.si.mahidol.ac.th/simi bordin.sap@mahidol.ac.th Objectives Know Medical informatics Literature search : PubMed PICO

More information

Model-based Recursive Partitioning for Subgroup Analyses

Model-based Recursive Partitioning for Subgroup Analyses EBPI Epidemiology, Biostatistics and Prevention Institute Model-based Recursive Partitioning for Subgroup Analyses Torsten Hothorn; joint work with Heidi Seibold and Achim Zeileis 2014-12-03 Subgroup analyses

More information

Lead team presentation

Lead team presentation Projector and public slides Lead team presentation Tofacitinib for treating moderate to severe active rheumatoid arthritis after the failure of diseasemodifying anti-rheumatic drugs Cost effectiveness

More information

Past and Future of Flow Cytometry... and some Secrets. FACS Users Meeting Stockholm February 4, 2009

Past and Future of Flow Cytometry... and some Secrets. FACS Users Meeting Stockholm February 4, 2009 Past and Future of Flow Cytometry... and some Secrets FACS Users Meeting Stockholm February 4, 2009 The Short Story 1974: The first sorter by BD-FACS 1978: Start of Monoclonal Center 2008: + $ 1 billion

More information

NONPARAMETRIC SUMMARY CURVES FOR COMPETING RISKS IN R

NONPARAMETRIC SUMMARY CURVES FOR COMPETING RISKS IN R NONPARAMETRIC SUMMARY CURVES FOR COMPETING RISKS IN R By Pawel Paczuski 1 University of Michigan November 19, 2012 Abstract In survival analysis, when a subject may fail due to one of K 2 causes, we have

More information

The Internet is a massively expanding body of information, with an

The Internet is a massively expanding body of information, with an 381 COMMENTARY Evaluation of Cancer Information on the Internet J. Sybil Biermann, M.D. 1,2 Gregory J. Golladay, M.D. 1 Mary Lou V. H. Greenfield, M.P.H., M.S. 4 Laurence H. Baker, D.O. 2,3 1 Section of

More information

In-Memory Databases: Applications in Healthcare

In-Memory Databases: Applications in Healthcare Dr. Matthieu-P. Schapranow Apr 21, Frankfurter Allgemeine Zeitung Verlagsspezial Medizin zwischen Möglichkeiten und Erfolg 17. April Important things first: Where do you find additional information? Online:

More information

Myeloma XI. The telephone 24hr randomisation service will remain open throughout this period.

Myeloma XI. The telephone 24hr randomisation service will remain open throughout this period. Myeloma XI Continued success for trial! I N S I D E T H I S I S S U E : Easter opening times Recruitment update Easter drug orders Protocol amendment Sites update Data management Central laboratory results

More information

White Paper. EQ PET: Achieving NEMAreferenced. Technologies. Matthew Kelly, PhD, Siemens Healthcare

White Paper. EQ PET: Achieving NEMAreferenced. Technologies. Matthew Kelly, PhD, Siemens Healthcare White Paper EQ PET: Achieving NEMAreferenced SUV Across Technologies Matthew Kelly, PhD, Siemens Healthcare Table of Contents Introduction 1 Case Study 1 Cross-Scanner Response Assessment 2 Clinical Example

More information

GUADALUPE ENT, P.A. JENNIFER G. HENNESSEE, M.D. MAANSI DOSHI, D.O. LISA M. WRIGHT, PA

GUADALUPE ENT, P.A. JENNIFER G. HENNESSEE, M.D. MAANSI DOSHI, D.O. LISA M. WRIGHT, PA GUADALUPE ENT, P.A. JENNIFER G. HENNESSEE, M.D. MAANSI DOSHI, D.O. LISA M. WRIGHT, PA Patient Profile Last Name First Name Middle Name of Birth Gender Social Security Number Marital Status Email Race Ethnic

More information

CREATING A SAFETY MESSAGE STEP-BY-STEP GUIDE

CREATING A SAFETY MESSAGE STEP-BY-STEP GUIDE CREATING A SAFETY MESSAGE STEP-BY-STEP GUIDE This step by step describes the process of creating an ADR initial report. The information in the fictitious European Veterinary Pharmacovigilance Reporting

More information

Huntington s Disease and Vertex Pharmaceuticals

Huntington s Disease and Vertex Pharmaceuticals Huntington s Disease and Vertex Pharmaceuticals Jeff Stack, Ph.D. Vertex, San Diego HDSA Annual Convention June 7, 2008 www.vrtx.com Outline Background on Vertex Pharmaceuticals Vertex drug discovery collaboration

More information

DATA PRESERVATION AND SHARING INITIATIVE. 1. Aims of the EORTC QLG Data Repository project

DATA PRESERVATION AND SHARING INITIATIVE. 1. Aims of the EORTC QLG Data Repository project DATA PRESERVATION AND SHARING INITIATIVE 1. Aims of the EORTC QLG Data Repository project The European Organisation for Research and Treatment of Cancer (EORTC) Quality of Life Group Data Repository project

More information

SVM Classification in -Arrays

SVM Classification in -Arrays SVM Classification in -Arrays SVM classification and validation of cancer tissue samples using microarray expression data Furey et al, 2000 Special Topics in Bioinformatics, SS10 A. Regl, 7055213 What

More information

Media centre Electromagnetic fields and public health: mobile phones

Media centre Electromagnetic fields and public health: mobile phones Media centre Electromagnetic fields and public health: mobile phones Fact sheet N 193 Reviewed October 2014 Key facts Mobile phone use is ubiquitous with an estimated 6.9 billion subscriptions globally.

More information

ClinicalTrials.gov PRS How to Register and Maintain a Record

ClinicalTrials.gov PRS How to Register and Maintain a Record ClinicalTrials.gov PRS How to Register and Maintain a Record IRB Compliance Program PRS Administrator, Brian Brotzman Human Subjects Office/Institutional Review Board Overview Purpose Rules and Regulations

More information

HEMODYNAMICALLY STABLE PATIENT

HEMODYNAMICALLY STABLE PATIENT ORDERING BLOOD PRODUCTS 3 PATHWAYS University of Virginia Health System Aug. 2017 TYPE TURNAROUND TIME ORDER CLINICAL GUIDELINES PRODUCT DELIVERY SYSTEM ROUTINE < 30 minutes if no antibodies FASTBLOOD

More information

Applying ADaM Principles in Developing a Response Analysis Dataset

Applying ADaM Principles in Developing a Response Analysis Dataset PharmaSUG2010 Paper CD03 Applying ADaM Principles in Developing a Response Analysis Dataset Mei Dey, Merck & Co., Inc Lisa Pyle, Merck & Co., Inc ABSTRACT The Clinical Data Interchange Standards Consortium

More information

Gene signature selection to predict survival benefits from adjuvant chemotherapy in NSCLC patients

Gene signature selection to predict survival benefits from adjuvant chemotherapy in NSCLC patients 1 Gene signature selection to predict survival benefits from adjuvant chemotherapy in NSCLC patients 1,2 Keyue Ding, Ph.D. Nov. 8, 2014 1 NCIC Clinical Trials Group, Kingston, Ontario, Canada 2 Dept. Public

More information

ONCOLOGY PATIENT INFORMATION SYSTEM (OPIS) PHYSICIAN TIP SHEET

ONCOLOGY PATIENT INFORMATION SYSTEM (OPIS) PHYSICIAN TIP SHEET ONCOLOGY PATIENT INFORMATION SYSTEM (OPIS) PHYSICIAN TIP SHEET *Please refer to the OPIS emanual for more detailed instructions. LOGGING ON 1. Double click on the OPIS Icon. 2. Enter your ID and signature.

More information

Duane Bender, Professor, Mohawk College MOBILE HEALTH: THE PROMISE AND THE PROGRESS

Duane Bender, Professor, Mohawk College MOBILE HEALTH: THE PROMISE AND THE PROGRESS Duane Bender, Professor, Mohawk College duane.bender@mohawkcollege.ca MOBILE HEALTH: THE PROMISE AND THE PROGRESS Mohawk MEDIC not-for-profit applied research facility focused on digital health approaching

More information

Quantitative imaging for clinical dosimetry

Quantitative imaging for clinical dosimetry Quantitative imaging for clinical dosimetry Irène Buvat Laboratoire d Imagerie Fonctionnelle U678 INSERM - UPMC CHU Pitié-Salpêtrière, Paris buvat@imed.jussieu.fr http://www.guillemet.org/irene Methodology

More information

MedlinePlus: Power Searching for Hidden Treasures

MedlinePlus: Power Searching for Hidden Treasures MedlinePlus: Power Searching for Hidden Treasures An Infopeople Webinar Presented by Kelli Ham, MLIS August 21, 2014 Today s Objectives ParAcipants will: See a spectrum of quesaons that can be answered

More information

mhealth & integrated care

mhealth & integrated care mhealth & integrated care 2nd Shiraz International mhealth Congress February 22th, 23th 2017, Shiraz - Iran Nick Guldemond Associate Professor Integrated Care & Technology Roadmap 1 Healthcare paradigm

More information

EBMT. European Society for Blood and Marrow Transplantation. Version 5.2. Last review 02/02/2018

EBMT. European Society for Blood and Marrow Transplantation. Version 5.2. Last review 02/02/2018 EBMT European Society for Blood and Marrow Transplantation REGISTRY FUNCTION Person responsible Registry Head Version 5.2 Last review 02/02/2018 Approved Registry Committee All comments regarding this

More information

Implementation of Data Cut Off in Analysis of Clinical Trials

Implementation of Data Cut Off in Analysis of Clinical Trials PharmaSUG 2018 DS19 Implementation of Data Cut Off in Analysis of Clinical Trials Mei Dey, AstraZeneca, USA Ann Croft, ARC Statistical Services Ltd, UK ABSTRACT Interim analysis can result in key decisions

More information

Clinical Database applications in hospital

Clinical Database applications in hospital Clinical Database applications in hospital Mo Sun, Ye Lin, Roger Yim Lee sun2m, lin2y, lee1ry@cmich.edu Department of Computer Science Central Michigan University Abstract Database applications are used

More information

Main challenges for a SAS programmer stepping in SAS developer s shoes

Main challenges for a SAS programmer stepping in SAS developer s shoes Paper AD15 Main challenges for a SAS programmer stepping in SAS developer s shoes Sebastien Jolivet, Novartis Pharma AG, Basel, Switzerland ABSTRACT Whether you work for a large pharma or a local CRO,

More information

For Protocol Amendment 10 to: RTOG 0631, Phase II/III Study of Image-Guided Radiosurgery/SBRT for Localized Spine Metastasis

For Protocol Amendment 10 to: RTOG 0631, Phase II/III Study of Image-Guided Radiosurgery/SBRT for Localized Spine Metastasis For Protocol Amendment 10 to: RTOG 0631, Phase II/III Study of Image-Guided Radiosurgery/SBRT for Localized Spine Metastasis NCI/Local Protocol #: RTOG-0631/RTOG 0631 NCI Protocol Version Date: September

More information

Data File Structure and Content. Joe Larson 5 / 6 / 09

Data File Structure and Content. Joe Larson 5 / 6 / 09 Data File Structure and Content Joe Larson 5 / 6 / 09 Outline What s in a Data Set? - File Setup - Key Variables Data Conventions Fun With Demographics What s in a Data Set? File Setup Data on the web

More information

* * * * * * * * * * * * * * * ** * **

* * * * * * * * * * * * * * * ** * ** Generalized additive models Trevor Hastie and Robert Tibshirani y 1 Introduction In the statistical analysis of clinical trials and observational studies, the identication and adjustment for prognostic

More information

Psoriasis Registry Graz Austria. User Manual. Version 1.0 Page 1 of 19

Psoriasis Registry Graz Austria. User Manual. Version 1.0 Page 1 of 19 Version 1.0 Page 1 of 19 Table of content Table of content... 2 1. Introduction... 3 1.1. Contact person... 3 2. Login... 4 2.1. Edit user details and change password... 4 2.1.1. Edit User Details:...

More information

Global In-Vitro Diagnostics (IVD) Market: Industry Analysis & Outlook ( )

Global In-Vitro Diagnostics (IVD) Market: Industry Analysis & Outlook ( ) Industry Research by Koncept Analytics Global In-Vitro Diagnostics (IVD) Market: Industry Analysis & Outlook ----------------------------------------- (2017-2021) October 2017 1 Executive Summary Diagnosis

More information

A New GPU-Based Level Set Method for Medical Image Segmentation

A New GPU-Based Level Set Method for Medical Image Segmentation A New GPU-Based Level Set Method for Medical Image Segmentation Wenzhe Xue Research Assistant Radiology Department Mayo Clinic, Scottsdale, AZ Ph.D. Student Biomedical Informatics Arizona State University,

More information

Acute Lymphocytic Leukemia Detection from Blood Microscopic Images

Acute Lymphocytic Leukemia Detection from Blood Microscopic Images Acute Lymphocytic Leukemia Detection from Blood Microscopic Images Sulaja Sanal M. Tech student, Department of CSE. Sree Budhha College of Engineering for Women Elavumthitta, India Lashma. K Asst. Prof.,

More information

Nivolumab for adjuvant treatment of resected stage III and IV melanoma [ID1316] STA Chair s presentation Part 1

Nivolumab for adjuvant treatment of resected stage III and IV melanoma [ID1316] STA Chair s presentation Part 1 2nd Appraisal Committee meeting Committee A Lead team: Jane Adam, Olivia Wu ERG: BMJ Technology Assessment Group (BMJ-TAG) NICE technical team: Juliet Kenny, Eleanor Donegan October 2018 FOR PUBLIC NO

More information

Additional supplementary methods

Additional supplementary methods Additional supplementary methods t-distributed Stochastic Neighbor Embedding. t-distributed Stochastic Neighbor Embedding (t-sne) is a Nonlinear Dimensionality Reduction (NLDR) algorithm that projects

More information

DOD Medical Device Cybersecurity Considerations

DOD Medical Device Cybersecurity Considerations Enedina Guerrero, Acting Chief, Incident Mgmt. Section, Cyber Security Ops Branch 2015 Defense Health Information Technology Symposium DOD Medical Device Cybersecurity Considerations 1 DHA Vision A joint,

More information

By choosing to view this document, you agree to all provisions of the copyright laws protecting it.

By choosing to view this document, you agree to all provisions of the copyright laws protecting it. Copyright 2009 IEEE. Reprinted from 31 st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2009. EMBC 2009. Sept. 2009. This material is posted here with permission

More information

Securing Biomedical Devices. IT Challenges - A View from the Trenches

Securing Biomedical Devices. IT Challenges - A View from the Trenches Securing Biomedical Devices IT Challenges - A View from the Trenches Background Lead newly formed medical device security (MDS) team Previously clinical/research/teaching activities Extensively collaborated

More information

Clomial: A likelihood maximization approach to infer the clonal structure of a cancer using multiple tumor samples

Clomial: A likelihood maximization approach to infer the clonal structure of a cancer using multiple tumor samples Clomial: A likelihood maximization approach to infer the clonal structure of a cancer using multiple tumor samples Habil Zare October 30, 2017 Contents 1 Introduction 2 1.1 Oncological motivation......................

More information

Objectives. Literature Search : PubMed. Know. Evaluation. Medical informatics Literature search : PubMed PICO Approach

Objectives. Literature Search : PubMed. Know. Evaluation. Medical informatics Literature search : PubMed PICO Approach Medical Information Literature Search : PubMed Bordin Sapsomboon 9 Mar 2016 http://www.si.mahidol.ac.th/simi bordin.sap@mahidol.ac.th Objectives Know Medical informatics Literature search : PubMed PICO

More information

Building an Ancillary System for Cancer Registries from SDC CAP Templates

Building an Ancillary System for Cancer Registries from SDC CAP Templates Building an Ancillary System for Cancer Registries from SDC CAP Templates Jennifer Seiffert, MLIS, CTR, Northrop Grumman, under contract to CDC s NPCR Sanjeev Baral, Northrop Grumman, under contract to

More information

Side-effects of checkpoints inhibitors

Side-effects of checkpoints inhibitors Side-effects of checkpoints inhibitors Endocrinologic and nephrologic syndromes Jean KLASTERSKY MD, PhD Université Libre de Bruxelles (ULB) InsJtut Jules Bordet InsJtut Brussels - Belgium No conflicts

More information

The Cochrane Library. Reference Guide. Trusted evidence. Informed decisions. Better health.

The Cochrane Library. Reference Guide. Trusted evidence. Informed decisions. Better health. The Cochrane Library Reference Guide Trusted evidence. Informed decisions. Better health. www.cochranelibrary.com Did you know? Did you know? Ten tips for getting the most out of the Cochrane Library 1.

More information

DATA USE AGREEMENT INVESTIGATORS: PLEASE PDF and TO:

DATA USE AGREEMENT INVESTIGATORS: PLEASE PDF and  TO: 1730 Minor Ave STE 1900 (206) 342-1692 (206) 342-1688 DATA USE AGREEMENT INVESTIGATORS: PLEASE PDF and email TO: webhelpiaslc@crab.org TO: Participating Institution: Principal Investigator: This Data Agreement

More information

Towards a Case-Based Reasoning System for Predicting Aesthetic Outcomes of Breast Reconstruction

Towards a Case-Based Reasoning System for Predicting Aesthetic Outcomes of Breast Reconstruction Abstract Towards a Case-Based Reasoning System for Predicting Aesthetic Outcomes of Breast Reconstruction Juhun LEE a,b, Clement S. SUN a,b, Gregory P. REECE b, Michelle C. FINGERET b, Mia K. MARKEY a,b*

More information

Package Canopy. April 8, 2017

Package Canopy. April 8, 2017 Type Package Package Canopy April 8, 2017 Title Accessing Intra-Tumor Heterogeneity and Tracking Longitudinal and Spatial Clonal Evolutionary History by Next-Generation Sequencing Version 1.2.0 Author

More information

Global AMR Surveillance System

Global AMR Surveillance System Global AMR Surveillance System Second OIE Global Conference on Antimicrobial Resistance and Prudent Use of Antimicrobial Agents in Animals Putting Standards into Practice Marrakesh, Morocco, 29 to 31 October

More information

The results section of a clinicaltrials.gov file is divided into discrete parts, each of which includes nested series of data entry screens.

The results section of a clinicaltrials.gov file is divided into discrete parts, each of which includes nested series of data entry screens. OVERVIEW The ClinicalTrials.gov Protocol Registration System (PRS) is a web-based tool developed for submitting clinical trials information to ClinicalTrials.gov. This document provides step-by-step instructions

More information

0.1-4 mg/dl or μmol/l or mmol/l 152 Upper limit of normal for your institution creatinine

0.1-4 mg/dl or μmol/l or mmol/l 152 Upper limit of normal for your institution creatinine s Recipient Baseline Data (Form 2000) 141 AST (SGOT) 0-200 U/L or 0-3.2 μkat/l 144 Total serum bilirubin 0.2-15 mg/dl or 3.5-263 μmol/l 146 Upper limit of normal for your institution - bilirubin 0.2-2.5

More information

CTSI Module 8 Workshop Introduction to Biomedical Informatics, Part V

CTSI Module 8 Workshop Introduction to Biomedical Informatics, Part V CTSI Module 8 Workshop Introduction to Biomedical Informatics, Part V Practical Tools: Data Processing & Analysis William Hsu, PhD Assistant Professor Medical Imaging Informatics Group Dept of Radiological

More information

IVDR Breakout. Copyright 2017 BSI. All rights reserved.

IVDR Breakout. Copyright 2017 BSI. All rights reserved. IVDR Breakout 1 IVDR Classification and conformity assessment 2 Classification- IVDR 3 Classification of IVDs Re-classification of IVDs will mean 80-90 % will no longer be able to self certify conformity

More information

Keele Clinical Trials Unit

Keele Clinical Trials Unit Keele Clinical Trials Unit Standard Operating Procedure (SOP) Summary Box Title Randomisation SOP Index Number SOP 32 Version 3.0 Approval Date 31-Jan-2017 Effective Date 14-Feb-2017 Review Date January

More information

Fire Safety Awareness Training Workstation Assessment

Fire Safety Awareness Training Workstation Assessment Health and Safety Guidance Note Fire Safety Awareness Training Workstation Assessment - Guidance and Help (Ref: QMUL_HS_166) Table of Contents Fire Safety Awareness Training (QMPlus)... 3 First Time Login...

More information

J.P. Morgan Healthcare Conference Investor Presentation Matt Wallach, President & Co-Founder January 14, Veeva Systems veeva.

J.P. Morgan Healthcare Conference Investor Presentation Matt Wallach, President & Co-Founder January 14, Veeva Systems veeva. J.P. Morgan Healthcare Conference Investor Presentation Matt Wallach, President & Co-Founder January 14, 2016 2016 Veeva Systems veeva.com Safe Harbor Forward-looking Statements This presentation contains

More information

MEDILAB ADMINISTRATION: AN IMPLEMENTATION OF SECURE SYSTEM

MEDILAB ADMINISTRATION: AN IMPLEMENTATION OF SECURE SYSTEM MEDILAB ADMINISTRATION: AN IMPLEMENTATION OF SECURE SYSTEM Shamsher Singh Research Scholar (Department of Computer Science & Engineering), Lovely Professional University, Punjab, (India) ABSTRACT The concept

More information

SAMPLE POLICY. Current State Assessment Criteria. 1. That EPHI that is transmitted electronically is not vulnerable to interception; and

SAMPLE POLICY. Current State Assessment Criteria. 1. That EPHI that is transmitted electronically is not vulnerable to interception; and Documentation of HIPAA Security Implementation Standards The HIPAA Privacy regulations required the adoption of formal policies and procedures. For the HIPAA Security Standards, the documentation is even

More information

Supplementary information

Supplementary information Supplementary information Radiomic phenotype features predict pathological response in on-small Cell Lung Cancer Thibaud P. Coroller 1, # M.Sc., Vishesh Agrawal 1 B.A., Vivek arayan 1 B.Sc., Ying Hou 1

More information

Go to to discover this essential resource today

Go to   to discover this essential resource today Cochrane User guide What is in The Cochrane Library? The Cochrane Library consists of seven databases and is used by a broad range of people interested in Evidence-Based health care, including consumers,

More information

Older African Americans perspectives on mhealth approaches for HIV management

Older African Americans perspectives on mhealth approaches for HIV management Older African Americans perspectives on mhealth approaches for HIV management C. Ann Gakumo, PhD, RN Assistant Professor, UAB School of Nursing Robert Wood Johnson Foundation Nurse Faculty Scholar Pew

More information