cs07: get a jump start on clinical data analysis …cs07: get a jump start on clinical data analysis...

26
CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA Hanming Tu, Accenture, Berwyn, USA

Upload: others

Post on 10-Aug-2020

17 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts

Jared Slain, MPI Research, Mattawan, USA Hanming Tu, Accenture, Berwyn, USA

Page 2: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

FDA JumpStart Service

Page 3: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Vision: Fill the Gap on Analysis Standards

Data Collection Systems

Observed Datasets

Analysis Datasets

Tables, Figures

and Listings

Clinical Data Flow

Trial Design

PRM SDTM ADaM No TFL Stds Exist

Industry Standards Alignment CDASH

CFAST (Therapeutic Areas)

Page 4: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Focus Areas

Three Focus Areas, Five Active Projects Script Repository (3 projects)

Analyses and Display White Papers (ADW, Mary Nilsson)

Communication, Promotion, Education (CPE, Jared Slain and Wendy Dobson)

Script Discovery and Acquisition (SDA, Rebeka Revis, Michael Man) Repository Content and Delivery (RCD, Gustav Bernard, Andrew Miskell) Repository Governance and Infrastructure (RGI, Mike Carniello, Hanming Tu)

Page 5: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Scripts Used in JumpStart

•  Background –  Received the first few prior to CSS 2015 –  More scripts prior to CSS 2016

•  Location –  Standard Scripts and Analyses GitHub Repository –  Tested/SAS folder –  http://www.phusewiki.org/wiki/index.php?

title=User_Guide_for_Standard_Script_Repository •  Technical Specifications

–  SAS 9.2 –  SDTM –  Documentation stored with code

Page 6: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Seven Scripts Received So Far

•  Adverse Event (AE) Severity •  AE Toxicity •  Demographics •  Disposition •  Exposure •  Liver Labs •  MedDRA at a Glance

Page 7: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Script Header

Page 8: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Repository Structure │ Tested/SAS Folder

•  Folder for each endpoint category –  AE, DM, DS, EX, LB, MedRA

•  Folder for specification documents received from FDA with scripts •  Templates

–  Excel files to contain output •  Utilities (ZZ_Utilities)

–  Used by multiple scripts •  Macros

–  Specific to a script

Page 9: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

AE Severity

•  A series of AE severity panels are created

Adverse Events (AE)

•  AE_v1.sas Program

•  Three files are produced Output

PhUSE •  An updated version is available •  Ae_v1upd.sas •  Review is ongoing

Page 10: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

AE Severity │ Data Tables

Page 11: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

AE Severity │ AE Odds Ratio Analysis

Page 12: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

AE Severity │ Relative Risk Analysis

Page 13: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

•  A series is created of AE toxicity panels

Adverse Events (AE)

•  AE_oncology_v1.sas Program

•  One file is produced Output

PhUSE •  An updated version is available •  ae_oncology_v1upd.sas •  Review is ongoing

AE Toxicity

Page 14: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

AE Toxicity │ Toxicity Analysis

Page 15: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Demographics

•  Summarize study data based on the demographics of study participants

Demographics

•  demographics_v1.sas Program

•  One file is produced Output

PhUSE •  Review continues

Page 16: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Demographics │ Demographics Analysis

Page 17: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Disposition

•  Charts the time to disposition event for all subjects and for exposed subjects

Disposition

•  disposition_v2.sas Program

•  One file is produced Output

PhUSE •  Review continues

Page 18: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Disposition │ Disposition Analysis

Page 19: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Exposure

•  Performs an analysis of the exposure events for subjects in the study

Exposure

•  exposure_v1.sas Program

•  One file is produced Output

PhUSE •  Review continues

Page 20: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Exposure │ Dosing Distribution

Page 21: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Exposure │ Planned to Actual Dosing

Page 22: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Liver Labs

•  Creates a series of liver lab analysis panels Liver Labs

•  liver_v2.sas Program

•  A summary is produced Output

PhUSE •  Review continues

Page 23: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

Liver Labs │ Possible Hy’s Law Cases

Page 24: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

MedDRA at a Glance

•  Creates a series of AE panels by MedDRA level At a Glance

•  Ae_meddra_w_flag_generation_v1.sas Program

•  One file is produced Output

MedDrA

Does not perform as expected •  “MedDRA at a Glance Error Summary.xls”

was created but not accurate •  “MedDRA at a Glance Analysis Panel.xls” not

created •  Expects input files not detailed in

requirements •  Work continues to create a functioning

version

Page 25: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

MedDRA at a Glance │ Max vs BL

Page 26: CS07: Get a Jump Start on Clinical Data Analysis …CS07: Get a Jump Start on Clinical Data Analysis and Visualization with Standard Scripts Jared Slain, MPI Research, Mattawan, USA

How to Participate

•  Sign up for the PhUSE working group mailings –  From phusewiki.org, click “Join a Working Group Now” –  Standard Scripts Groups

•  CSS-WG-Standard-Scripts (Entire Working Group) •  CSS-WG-Standard-Scripts-WhitePapers (White Paper

Project Team) •  CSS-WG-Standard-Scripts-Platform (Script Repository) •  CSS-WG-SS-WhitePaperReviewers (Notified when a white

paper is ready for review) •  See wiki pages for each of the projects (www.phusewiki.org)