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. 2018 Jul 19;2:24. Originally published 2018 Apr 26. [Version 2] doi: 10.12688/gatesopenres.12816.2

Table 5. Probability of success (attrition rate) and cycle time methodology.

Archetype (N = number
of product candidates
used in estimation)
Functional definition for estimating
attrition rate and cycle time ab
Other adjustments made to assumptions
Simple vaccine (N=247) All vaccines listed for indications requiring
a simple vaccine based on McKinsey
pharmaceutical practice classification;
excludes influenza vaccines
Adjusted preclinical phase probability as per Pronker
et al., 2013 12
Complex vaccine (N=409) All vaccines listed for indications requiring
a complex vaccine based on McKinsey
pharmaceutical practice classification
Simple NCE (N=3655) All NCEs with more than 1 candidates in
Phase III or higher as proxy for validated
target
Adjusted preclinical phase probability of success to
55–65% per McKinsey pharmaceutical practice
Complex NCE (N=4426) All NCEs with 1 or 0 candidates in Phase III
or higher as proxy for non-validated target
Innovative NCE
(N=14425)
All NCEs excluding reformulations N/A
Simple drug repurposing
(N=3768)
All reformulations N/A
Complex drug
repurposing (N=3768)
All reformulations Adjusted preclinical phase probability of success to
75% per Biovista Inc. Drug Repositioning Factsheet
Simple biologic (N=4247) All other biologics not categorized as
complex
Adjusted preclinical phase probability of success to
76% per KMR Pharmaceutical Benchmarking Forum
for large new molecular entities; Assumed same
spread between simple and complex probability of
success from Pharmaprojects database
Complex biologic
(N=1440)
All biologics for pharmacology classes
categorized as complex, including gene
therapy, antisense therapy, gene delivery
vector, RNA interference, stem cell therapy,
cellular therapy, and lytic virus

All assumptions based on Pharmaprojects database (>60,000 individual assets captured) and McKinsey Attrition Analytics Toolkit unless otherwise noted. All data points are from 2007 to 2014.