Top Banner
BUILDING A SYMBIOTIC INFORMATICS PLATFORM TO SUPPORT DRUG DISCOVERY GETTING HETEROGENEOUS TOOLS TO “PLAY NICELY” IN THE INFORMATICS SANDBOX ChemAxon UGM 2015 San Diego CA
16

Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

Aug 11, 2020

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

BUILDING A SYMBIOTIC INFORMATICS PLATFORM TO SUPPORT DRUG DISCOVERY

GETTING HETEROGENEOUS TOOLS TO “PLAY NICELY” IN THE INFORMATICS SANDBOX

ChemAxon UGM 2015San Diego CA

Page 2: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

ALL I REALLY NEED TO KNOW I LEARNED IN KINDERGARTEN

• Share everything, play fair, don’t hit people

• Put things back where you found them

• Clean up your own mess

• Don’t take things that aren’t yours

• Say you’re sorry when you hurt somebody

• Wash your hands before you eat, flush

• Warm cookies and cold milk are good for you

• Live a balanced life – learn, drink, draw, paint , sing, dance, play, and work some everyday

• Take a nap every afternoon

• When you go out into the world, watch out for traffic, hold hands and stick together

By Robert Fulghum

ChemAxon UGM 20152

Symbiotic Relationships

Page 3: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

INFORMATICS “SANDBOX”

ChemAxon UGM 20153

Capture

Analysis

Visualization

Pharmacology

Biology

Chemistry

Fit

Interact

Page 4: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

BACKGROUND & FOUNDATION

Chemistry• Chemdraw

• JChem/IJC/JC4XL

Data Analysis

• Prism/R

• XLFit

Data

Visualization

• Excel

• Vortex

IntegrationServices

• Startup environment• Poor understanding & choices• Lack of expertise• Diversity of stake holders• Overlapping group demands

FOCUS!

• Strategy & Architecture• Important tasks• Realistic expectations• Senior mgmt. buy in & support• “Take care of business”

ChemAxon UGM 20154

Page 5: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

RESEARCH INFORMATICS WORKFLOW

Concept

Compound

AssayData

Progression

Knowledge Sources

Data Warehouse

Per Project

ChemAxon UGM 20155

Page 6: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

JSON COMMUNICATION LANGUAGE

• Oracle Database

– JSON CLOB field

– PL/JSON (JSON Object, jtl, jql packages)

• Java & JSON.org

• Visual Basic & JSON Modules

• Web Services JSON

• JSON Configuration

ChemAxon UGM 20156

Examples

Page 7: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

STRUCTURE DRAWING & NAME SERVICE

Input chemical identifier and return molecular structure

• GBT Compound ID• GBT Concept ID• GBT Reagent ID• CAS• Common Name• IUPAC• Smiles

ChemAxon UGM 20157

Web service to display input structure

Page 8: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

COMPOUND REGISTRATION/SEARCHING

• Chemical image web services

• Chemical descriptor property calculations JChem

• Structure searching via cartridge

• Excel plotting of descriptor properties

• Excel export of query results

• API library include (Chemdraw)

• Import ELN reaction products

ChemAxon UGM 20158

Chemdrawdrawing

panel

Excel radar plot of

properties

GBT/ChemAxonimage service

ChemAxondescriptor

calculations

ChemAxoncartridge searching

ELN product import

Excel export to

worksheet

Page 9: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

HEMOX DATA WORKFLOW (LIFE CYCLE)

• Input parameters

• Run patient sample

• Upload data file

Lab

• Secured temporary file storage

Cloud • Scan data folder

• Parse & analyze HEMOX files

• Import HEMOX files

• Send warning notification

Server

• View & query analysis

• Update analysis parameters

• Import meta-data

Desktop

CRO GBT

ChemAxon UGM 20159

Page 10: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

HEMOX CLINICAL ANALYSIS TOOLS

• Linux CRON job

• Java executable (Rcaller)– Scan for files in Dropbox

– Call R and execute script

– Import calc. values & files

– Send email alerts

• Excel review & data verification

• Excel meta-data import

ChemAxon UGM 201510

Review & Verification

Report ImportVisualization

Page 11: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

ASSAY DATA ANALYSIS WORKFLOW

• Plate Maps

• Sample Mgmt.

Sample Association

• Engine (Xlfit)

• Charts

• Excel

Data Analysis• QC

• Publication

• Report

Data Capture

ChemAxon UGM 201511

Assay Data Management

Instrument Files

Assay Results

Assay Results

Database

Automated data analysis:• Streamline result generation• Minimize human error• Consistent data reporting• Structured format for data

capture

Optional

Page 12: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

ASSAY MANAGEMENT & PLATE IC50 PROCESSOR

ChemAxon UGM 201512

Assay tracking & searching

Attributes

Samples

Sample results

Sample repeats

Notes & status

Page 13: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

COMPOUND PROGRESS WORKFLOW

Registration

• Compound registration by chemist

• Status (New, Active, Hold, Standard, Lead, NFI)

• Action (empirical result)

Testing

• Action executed by biologist & pharmacologist

• Data analysis, visualization & association

• Data capture (result) into central database

Decisions

• Team focus & action oriented

• Team empowerment, decision tracking & transparency

• Individual accountability to project team

Continual vetting by

project team

ChemAxon UGM 201513

Requirement: Integrated Informatics Platform

Wheat & Chaff

Important focus

ChemAxon UGM 201513

Page 14: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

COMPOUND PROGRESSION

• PDF progress packet generation (status)

• Team meeting (status & actions update)

• Action email & follow-up

• Administrator tools– Action configuration

– Action tracking (queue, CRO)

– Project specific data (JSON config.)

ChemAxon UGM 201514

email

Page 15: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

SUMMARY

• Utilizing MS Office 365 as a foundation, we have built Add-ins to enable drug discovery operations and data workflows.

– Integrating standard industry software tools e.g. ChemDraw, XLFit, ChemAxon Cartridge

– Replacing costly dated LIMS e.g. CISPro, Accord

– Establishing a framework for third party tools to participate in the Informatics ecosystem

• Reduced our licensing costs and maximized our ROI of core software tools

• Streamlined drug discovery processes e.g. compound progression, result publication

• Fulfill our vision

Science dedicated to patientsEmbrace open communication & debateTrust, respect, and accountabilityOne team, one purpose

…always do the right thing

ChemAxon UGM 201515

Analyst Excel WinNonLin PowerPointExcel In Vivo PK Report

Page 16: Building a Symbiotic Informatics Platform · Chemistry •Chemdraw •JChem ... • Import ELN reaction products 8 ChemAxon UGM 2015 Chemdraw drawing panel Excel radar plot of properties

ACKNOWLEDGEMENTS

• Hing Sham

• Zhe Li

• Lina Setti

• Chul Yu

• Calvin Yee

• Qing Xu

• Steve Gwaltney

• Matt Lardy

• Steve Richards

ChemAxon UGM 201516

• Mira Patel

• Vincent Siu

• Michelle Lindstrom

• Jenny McKinnell

• ChemAxon