PPMI 2018 ANNUAL INVESTIGATORS MEETING May 2-3

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Presentation transcript:

PPMI 2018 ANNUAL INVESTIGATORS MEETING May 2-3

Navigating the PPMI database Chelsea Caspell-Garcia

Outline Navigating the LONI website Requesting data access Downloading the data Structure of the data Grouping of data tables Documents to answer common data questions Data Review Finding enrolled subjects ST visits MDS-UPDRS data Data Example Examine longitudinal change in MDS-UPDRS Part III “ON” and “OFF” scores at annual visits over time

Navigating the loni website How to request data access Website options Go to ida.loni.usc.edu and click on “APPLY” on the PPMI button Go to www.loni.usc.edu and click on “PPMI” on the right sidebar Go directly to www.ppmi-info.org Click on “Download Data” on the right sidebar Click on “Apply for Data Access” and fill out the request form After your request is approved, you will receive an email with a link to create your password and finish setting up your account on LONI

Requesting data access

Requesting data access

Navigating the loni website How to download the clinical data Login to LONI and click on the “Download” tab at the top, then click on “Study Data” To see all available data files and documents, click on “ALL” at the bottom of the left sidebar Check the boxes next to specific files you want to download, or check the 2 “Select ALL” boxes at the top to download everything Click on the “Download>>” button at the top right Multiple files will be downloaded in a .zip file

Downloading the ppmi data

Downloading the ppmi data

Data structure Currently there are 96 data tables (.csv files) comprising both clinical and lab data Clinical Data Tables have a file name and a “Page Name” (variable: PAG_NAME) Data Dictionary refers to tables by their Page Name Lab Data Tables Includes DaTSCAN SBR results, CSF biospecimen results, blood chemistry and hematology, etc. Lab data often structured differently than clinical data Subjects may have multiple observations for each visit because of multiple types of tests done

Useful files to answer common data questions Data Dictionary (CSV file) – lists all variables in each data table with a brief description Code List (CSV file) – lists every categorical variable with each possible response (CODE) and what the response means (DECODE) CODE = 1; DECODE = “Yes” Case Report Forms (PDF file) “PPMI-CRF-All-in-One-AM13” Derived Variable Definitions and Score Calculations (CSV file) – explains how to calculate total scores, find enrolled subjects, etc.

Data Review: Finding enrolled subjects Need two tables: SCREEN (Screening/Demographics) and RANDOM (Randomization table) Enrolled subjects must appear in both tables Enrolled subjects must also have a non-missing enrollment date (ENROLLDT from the RANDOM table)

Data review: St visits These are visits where symptomatic therapy is begun. These do not necessarily align with planned study visits, but sometimes do take the place of a regular study visit The data file ST_CATALOG contains a list of all subjects who have had an ST visit If the ST visit replaced a regular visit, the visit will be noted in the variable “STRPLCVS” If the ST visit did NOT replace a regular study visit, the variable “STRPLCVS” will be blank

Data review: St visits, cont. There are special circumstances surrounding ST visits that replaced either Visit 01 (3 Months) or Visit 03 (9 Months): If an ST visit replaced Visit 01 or Visit 03, then per protocol the subject was supposed to skip Visit 02 (6 Months) or Visit 04 (12 Months), respectively. If Visit 02 or Visit 04 are missing because of an ST visit that replaced Visit 01 or Visit 03, that ST visit is grouped with Visit 02 or Visit 04. The schedule of activities for an ST visits more closely resemble those of Visits 02 and 04 than they do Visits 01 and 03.

DATA Review: MDS-UPDRS data The MDS-UPDRS is made up of 4 parts that are collected using 6 CRFs These are stored in 5 separate data files (PAG_NAMES in parentheses): Part 1 MDS_UPDRS_Part_I.csv (NUPDRS1) MDS_UPDRS_Part_I_Patient_Questionnaire.csv (NUPDRS1P) Part 2: MDS_UPDRS_Part_II_Patient_Questionnaire.csv (NUPDRS2P) Part 3: MDS_UPDRS_Part_III_Post_Dose_.csv (NUPDRS3 / NUPDRS3A) NOTE: Both CRFs are in a single data file, so there can be up to two records per visit Part 4: MDS_UPDRS_Part_IV.csv (NUPDRS4)

DATA Review: MDS-UPDRS “On” and “OFF” scores At the annual visits only, subjects taking Levodopa/Dopamine Agonists complete a defined “ON” and defined “OFF” medication score Subjects are asked to withhold their medication prior to the visit for at least 6 hours, then the Part III (Motor) of the MDS-UPDRS is assessed during the visit for a defined “OFF” medication score The subject takes standard dose of medication. Approximately 1 hour after the ‘in clinic’ dose, Part III (Motor) of the MDS-UPDRS is assessed again for a defined “ON” medication score

DATA Review: MDS-UPDRS “On” and “OFF” scores, cont. The following variables distinguish between ON and OFF assessments in the NUPDRS3 data: ON_OFF_DOSE – whether assessment is defined as ON or OFF (1 = OFF; 2 = ON) ANNUAL_TIME_BTW_DOSE_EXAM – number of hours between most recent dosing and Part III exam PD_MED_USE – subject’s class of PD medication (corresponds to Use of PD Medication CRF) 0 = Unmedicated for PD 1 = Levodopa 2 = Dopamine Agonist 3 = Other PD Med 4 = Levodopa + Other 5 = Levodopa + Dopamine Agonist 6 = Dopamine Agonist + Other 7 = Levodopa + Dopamine Agonist + Other Note: ON/OFF definitions do NOT apply to subjects with PD_MED_USE coded as ‘0’ or ‘3’, so ON_OFF_DOSE and ANNUAL_TIME_BTW_DOSE_EXAM are missing values

Data example: MDS-UPDRS “on” and “off” scores over time Goal: Examine the longitudinal change in MDS-UPDRS Part III “OFF” and “ON” scores at annual visits for enrolled PD subjects while accounting for ST visits What we will need: Find all enrolled subjects and select PD subjects (APPRDX = 1) Take the NUPDRS3 table and merge it with the ST_CATALOG table based on the subject ID (PATNO) variable Merge the enrolled PD subjects with their records in the NUPDRS3 table Examine the MDS-UPDRS “OFF” and “ON” scores over time

1. Get the ST_CATALOG table Data example, cont. 1. Get the ST_CATALOG table 2. Merge the ST_CATALOG and the NUPDRS3 tables and calculate the NEW_EVENT_ID coding

Data example, cont. 3. Use the PPMI Derived Variable Definitions and Score Calculations document to calculate Part III score 4. Merge with enrolled PD Subjects and keep the annual visits. We now have the ON and OFF MDS-UPDRS Part III scores over time.

Additional resources If you have additional questions about the data, try the following links: http://www.ppmi-info.org/access-data-specimens/data-faq/ http://www.ppmi-info.org/study-design/statistician-forum/

acknowledgements Thanks to Dr. Eric Foster and Dr. Tanya Simuni for creating a few of these slides.