© 2008 LabKey Software Simplifying Scientific Data Management with LabKey Server January 29, 2009...
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Transcript of © 2008 LabKey Software Simplifying Scientific Data Management with LabKey Server January 29, 2009...
© 2008 LabKey Software www.labkey.com
Simplifying Scientific Data Management with LabKey Server
January 29, 2009Presenter: Peter Hussey, [email protected]
Agenda
The Problem The LabKey Server Solution Working with Assay Datasets (demo) Benefits Questions and Next Steps
If you think of questions during the presentation, use the chat feature of GoToMeeting. You can also ask questions over the phone at the end of the presentation.
Instrument data lives in many small files File per chip/plate/run On researcher’s PCs Separated from clinical
data
The Problem: Scattered Research Data
Lab Scientists
Clinicians
Principal Investigators and Statisticians
Research Subjects
Making it difficult to answer questions like Where are the results from the
Luminex tests we did last May? What is the average immune
response 6 weeks after an event? How do participant X’s physical
exams correlate with his gene expression results over time?
The LabKey Solution
Lab Scientists
Clinicians
Principal Investigators and Statisticians
Research Subjects
A lab data repository and portal Based on a robust SQL database Accessible via secure web pages Easy and powerful
LabKey Server
LabKey Study Framework
Assay data comes in many shapes Instrument-specific formats
A LabKey study links assay data to Specimens Participants (subjects) Time
Metadata is vital for consolidation Who, what, where, when,
how an assay was run Custom categories Often neglected
Participant
Specimen
Time point
Vial (sample)
Assay X data
Assay Y data
Run
Run
Cohort
Demographics
Demonstration Scenario
Research project: identify the measurable changes that occur around the incidence of a specific viral infection.
Subjects: human participants from at-risk populations who agree to monthly clinic visits and blood draws.
There is no fixed schedule of visits. We are interested in the changes that occur on a monthly basis.
Participants start on different dates.
Choosing Timepoints in a LabKey Study
My research does not measure changes over time. Use the date a test was run as your timepoint. Useful
for:–finding or grouping results–assessing instrument calibration
Example: Comparative studies on samples from a tissue bank
– “How do the results we’re getting now compare to thosewe were seeing back in March?”
OR My research follows subjects over time.OR My research has a detailed schedule of visits.
Calendar
Jan Feb Mar Apr
Date-based Study, Single Start Date
Study Timeline
Month 1 Month 2 Month 3
Affy
A
rray
NA
b
ELI
Spo
t ru
n Lum
inex
Sample S1
Month 4
Sample S2A
ffy
Arr
ay NA
b
ELI
Spo
t run ELI
Spo
t rer
un
Study Start Date
Choosing Timepoints (2)
My research does not measure changes over time.OR My research follows subjects over time.
Time intervals are the interesting data Example: cancer study in mice, with mouse exposed to
a carcinogen and then tested weekly– “On average, how long does it take for the tumor to reach a
given size?”
OR My research has a detailed schedule of visits.
Calendar
Jan Feb Mar Apr
Date-based Study, Separate Start Dates
Study Timeline
Exp
ose
Jan
5
Blo
od
Dra
w
Jan
19 Blo
od
Dra
w
Feb
24
Bio
psy
Apr
il 5
Subject M
Subject N
Exp
ose
Feb
4
Blo
od
Dra
wFe
b 18 Blo
od
Dra
wM
ar 1
8
Day 1 Day 14 Day 42 Day 90
M’s
Sta
rt D
ate
N’s
Sta
rt D
ate
Choosing Timepoints (3)
My research does not measure changes over time.OR My research follows subjects over time.OR My research has a detailed schedule of visits.
Visits: planned dates with protocols for clinical tests and specimen draws
Example: study of volunteers at risk of contracting malaria
– “What changes do we see in the blood assays in the 6 months after first exposure ?”
Calendar
Jan Feb Mar Apr
Visit-based Study
Study Timeline
IntakeVisit
Week 2Visit
Week 6Visit
3 MonthVisit
Inta
ke
Jan
5
Vis
itJa
n 17
Vis
it
Feb
25
Vis
itA
pr 3
Participant A
Participant B
Inta
ke
Feb
4
Vis
itFe
b 18
Vis
it
Mar
18
Agenda
Describing the Problem The LabKey Server Solution Working with Assay Datasets (demo)
Create a study, define timepoints, load specimens Define and load demographic and clinical data Define an assay and customize metadata
– General type– Built-in specialized types: ELISpot, NAb, Luminex,…
Load assay datasets Navigate and analyze the consolidated data
Benefits Questions and Next Steps
Assay Architecture
Assay Design Types Built for specific data formats (instrument output) Know how to parse the assay data and where to store it Specify default metadata and custom design page(s) Written in Java
–Can be installed on the server as an external module–Can derive from existing functionality (e.g. plate layout editor)–Coming in next release: configurable
Named Assay Design Named customization of metadata for a design type Metadata fields describe
–Data type, valid ranges, pattern checks–Upload form UI: labels, select lists, help text
Assay Architecture (2)
Import Data Upload a group of data files at one time Specify metadata for entire group and for individual
runs Definition of a run determined by Assay design type
Copy to Study Separation of upload step from data integration step Matches data based on choice of keys
–Specimen ID–Participant ID and timepoint / visit– ID Mapping file / spreadsheet
Lets users curate data prior to “publishing” in study
LabKey Assay Forms
Example barcodes for specimen identifiers shown at right
Barcode reader acts as keyboard in assay upload forms
Benefits of Assay Data Management
Improved Data Quality Limit data entry errors
–Select lists, smart defaults –Range and pattern checks
Stage data before making public Broader Uses of Data
LabKey tools: Navigator, charting, reports External languages: R, JavaScript, SAS
Standardization Lexicon Best practices
Rapid Adaptation Define new formats and metadata as needs change
Agenda
Describing the Problem The LabKey Server Solution Working with Assay Datasets Benefits Questions and Next Steps
Next Steps
Explore LabKey Server at www.labkey.org –Documentation–Videos–Demo data–Support boards–Windows-based evaluation server
Contact LabKey Software (www.labkey.com)–Email [email protected]–Ask us to send our whitepaper on LabKey in HIV/AIDS
research (Feb ’09)–Interested in trying LabKey as a hosted web service?
We are looking for some beta customers–Give feedback on this and future webinars
Thank you!
--The Management