Slide 1

Biostatistics/Bioinformatics/Data Science needs to be integrated early into

• Study design
• Experimental design
• Measurement selection / outcome variable construction
• Data quality assurance and completeness
• Pre-processing
• Analysis strategy

Slide 2

• Developed with close collaboration of biostatisticians, bioinformaticists, APS subject matter experts
• Analysis strategies should maximize the extraction of information from the data
• SAPs fully developed and adhered to
• Specific enough to reproduce analyses with minor help
• Expect SAPs to need updating as many envisioned analyses are complex and not everything can be foreseen

Slide 3

• See below

ggplot(Predict(fit, x1))