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Countermeasure developers faced not only the technical risk that their products would fail in development, but also the market risk that their products would not be procured under BioShield, even if they were developed.
Taken together, lipophilicity is one of the molecular properties to address in early stages of drug design, to increase chances of selection of compounds that would not fail in development because of poor ADMET characteristics.
Biopharmaceutical companies were also less likely or able to fund the advanced development of potential countermeasures themselves, unwilling to take the considerable financial risk that their products would fail in development or not be procured by BioShield even if the products were successful.
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"At least one other protease inhibitor that was targeted against hepatitis C has failed in development, largely because it had too many side effects.
To investigate when they failed in development, we fixed timed collections and stained them for DNA, tubulin, and the centrosomal marker Cnn.
Male Wistar rats received pharmacologically active doses of 14 compounds that had failed in development owing to hepato- and/or nephro-toxicity.
There have been numerous assays developed in order to pre-screen compounds that would likely fail in further development due to poor absorption properties including PAMPA, Caco-2, and MDCK permeability assays.
Even ENMs intended for biomedical applications often fail in preclinical development due to endotoxin.
In clinical oncology, most drugs fail in late development after enormous financial investments, typically due to a lack of efficacy in human subjects.
It is thus imperative that compounds brought forward do not fail in late stage development and the two features that have a major impact are pharmacokinetics and toxicity.
Even worse, up to 83% of the drug candidates which are successful in pre-clinical tests fail in the clinical development phase where the drug candidate is tested in human volunteers and patients, and a still significant proportion fails in the most expensive late pivotal trials.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com