Overview
Syllabus
Intro
CANDEL: The CANcer Data & Evidence Library
The Parker Institute Network
History of Cancer Treatment
Types Of Immunotherapy
What does the data scientist's job look like?
Physically and conceptually fragmented data
Design requirements
Talk outline
Datomic: Getting the Data Right
Datomic: Getting More Realistic
Better Aspects of Both Worlds
Getting Data into Datomic
Metamodel (Schema Annotations as Data)
Config Structure Derived from Metamodel and Schema
Import Validation
pret Command Line Workflow
The CANDEL Schema
The PRINCE clinical trial in Pancreatic Cancer
Importing the PRINCE dataset into CANDEL with pret
Steps of a data import
The end result of data import
Datomic Query via R: Tool Support
Datomic Query in Raw EDN
Spec Parser for Datalog over Plain JSON
Query Comparison
Enabling downstream applications
Plotting and standard analyses enabled by CANDEL
Circulating Tumor DNA: Mutant KRAS
CANDEL enables faster progress in cancer immunotherapy research
Taught by
Strange Loop Conference