885 of all small molecule drugs pass the rule-of-five test; of these, 619 (70%) are actually dosed orally, whereas 159 (20%) of orally dosed drugs fail at least one of the rule-of-five parameters
-John P Overington, Bissan Al-Lazikani and Andrew L Hopkins
nature.com/articles/nrd21…
@johnpoverington et al determine that all current drugs with a known mode-of-action act through 324 distinct molecular drug targets. 266 are human-genome-derived proteins, and the remainder are bacterial, viral, fungal or other pathogenic organism targets
readcube.com/articles/10.10…
Small molecule drugs modulate 248 proteins, of which 207 are targets encoded by the human genome. Oral #smallmolecule drugs target 227 molecular targets, of which 186 are human
-@johnpoverington, Bissan Al-Lazikani, Andrew Hopkins
nature.com/articles/nrd21…
Biological drugs target 76 proteins with marketed monoclonal antibody therapeutics acting on 15 distinct human targets. Only 9 targets are modulated by both small-molecule and biological drugs, with differing agent types usually targeting different domains
nature.com/articles/nrd21…
Polypharmacology can be rationalized by similarities of key pharmacophores in the binding sites of proteins from different families, and when comparing proteins from within the same protein family, can be rationalized by differences in the physicochemistry
nature.com/articles/nrd21…
Analysis of the gene-family distribution of targets by drug substance for both small-molecule and biological drugs reveals that more than 50% of drugs target only 4 key gene families: class I GPCRs, nuclear receptors, ligand- and voltage-gated ion channels
nature.com/articles/nrd21…
Approximately 130 privileged druggable domains’ cover all current drug targets. This number is in stark contrast to the projected number of protein families and folds (10,000 folds and more than 16,000 families) based on the SCOP & PFAM databases #biotech
nature.com/articles/nrd21…
1,620 distinct human protein sequences are linked directly to a genetic disease. Of these, 105 are drug targets, corresponding to 47% of human #drugtargets that are directly associated with a disease based on Online Mendelian Inheritance of Man database
nature.com/articles/nrd21…
Of 361 NMEs approved by the FDA, 76% targeted a precedented drugged domain & only 6% targeted a previously undrugged domain; the remainder have either unknown targets (4%) or are believed not to have distinct molecular targets underlying their action (17%)
nature.com/articles/nrd21…
The rate of target innovation is surprisingly constant over the past 20 years, with an average rate of first-against-target drugs of 5.3 new ‘drugged’ targets per year
John P. Overington, Bissan Al-Lazikani and Andrew L. Hopkins
nature.com/articles/nrd21…
The 1st approved indications for drugs acting on the new targets are commonly orphan diseases, suggesting that innovation primarily occurs at the edges of the market, whereas innovations in the major disease indications can occur as rarely as once a decade
nature.com/articles/nrd21…
It is tempting to see advances in technology as transforming the rate of innovation in discovery, but there has been little evidence of technological developments to date improving our ability to tackle new target classes with increasing speed and success
nature.com/articles/nrd21…
Incremental changes and hard-won gains in fundamental biology and chemistry, and clinical science is still state of the art. As James Black is famously quoted as saying: “the most fruitful basis for the discovery of a new drug is to start with an old drug”
nature.com/articles/nrd21…

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More from @BRAINCURES

Dec 17
@KaterinaGalai, spoke to @SamBarrell1 about her career as an accomplished healthcare leader, including her leadership role at Europe’s largest single-site biomedical research organisation, the Francis Crick Institute @TheCrick, during the COVID-19 pandemic
cogconsortium.uk/women-in-cog-i…
Sam “only ever planned one thing…and that was to be a doctor. For me, it’s just about being open-minded, enjoying challenges and being able to overcome them.” @SamBarrell1 prioritises one factor when considering a position: “they have to be purpose-led.”
Sam recalls that the leadership team @TheCrick had a lightbulb moment-There was a realisation that scientists could be tested to see if they were SARS-CoV-2 positive. We really needed them in their labs–it wasn’t really going to work for them to be at home
cogconsortium.uk/women-in-cog-i…
Read 4 tweets
Dec 13
Psychologist Dr. Lee-Anne Gray founded a school whose mission is “Empathic Education for a Compassionate Nation.” She teaches the art of empathic listening and it is a powerful technique to dismantle normalized bullying in our society @bulliedbrain #resist
psychologytoday.com/ca/blog/the-bu…
Identifying with the aggressor is comparable to Stockholm syndrome, in which a hostage will bond with their captor. This bonding occurs because the brain is aware that the captor could harm or kill the #hostage. The bond intensifies as a survival strategy
psychologytoday.com/ca/blog/the-bu…
@bulliedbrain's clients want to know why as employees, they suffered repeat abuses. To overcome this obstacle to recovery, we must first recognize how bullying works.

@jjfreydcourage and Pamela Birrell detail the coping mechanism of blindness @PsychToday
psychologytoday.com/ca/blog/the-bu…
Read 12 tweets
Dec 12
In 2018, @pfizer had turned to Kathrin and her research team to identify a partnership that would advance mRNA development for a game-changing seasonal flu vaccine. During the #partnership search, she made fast friends with the Turkish-German cofounder and BioNTech CEO Ugur Sahin
Pfizer signed a collaboration agreement to codevelop a first-in-class, mRNA-based coronavirus vaccine, aimed at preventing COVID-19 infection. BioNTech received $72 million up-front & was eligible for future milestone payments of an additional $563 million
amazon.com/Moonshot-Pfize…
In addition, we were going to provide $113 million in cash to @BioNTech_Group by buying equity from the company. The two parties agreed to share all development costs and profits fifty-fifty. If the project failed, @pfizer would bear all the losses alone
Read 13 tweets
Dec 11
The myopic focus of companies on profits has been criticized in recent years. Mads Øvlisen, the former CEO of @NovoNordisk, explains how the pursuit of a corporate purpose beyond short-term profits, can actually lead to higher long-term profits @TimaBansal
forbes.com/sites/timabans…
Corporate purpose isn’t just about vision and values, it’s about keeping an eye on the long term. Upholding #corporate purpose requires leaders to resist the short-term demands of shareholders & investors in order to build good & successful companies #CSR
forbes.com/sites/timabans…
In 1971 for the first time in Novo Nordisk’s history, #Øvlisen’s father-in-law had to make the decision to lay off employees. Faced with a similar challenge, Øvlisen worked hard to relocate them elsewhere in the organization, even if the fit wasn’t perfect
Read 8 tweets
Dec 5
🧵 What kind of vaccine are you hoping for?

@JeremyFarrar: (laughs) If I knew, I'd be a @NobelPrize candidate–or a multibillionaire...
It would be a once-in-a-lifetime vaccine like the one against measles,
it would cost a cent,
it would block transmission
spiegel.de/international/…
Is it still possible to find a vaccine for this soup of different variants?
@JeremyFarrar: We have to get ourselves out of that situation. And I think the only way we're going to get ourselves out of that is the generation of vaccines
@bredow @VHackenbroch
How realistic is it that a perfect vaccine will materialize?
Farrar: Is it possible today? No, certainly not. Would it be possible this decade? Possibly not yet either.
If the political class moves on & pretend it's over, I fear, that investment won't come
Read 6 tweets
Dec 4
We have tested the antibody in various doses on 856 patients on 3 continents. After only 6 months we observed positive results, and after 18 months 81% of the group receiving the highest dosage showed lower levels of amyloid beta than the level we measure in Alzheimer’s-Lannfelt
“The idea for the antibody originated back in the 1990s, when the team identified a change in the genetic material of a Swedish family that had been severely afflicted by Alzheimer's disease. The mutation indicated that the cause seemed to be protofibrils”
medicalxpress.com/news/2018-10-a…
Overnight a Swedish professor made $350 million. The lucky man, Lars Lannfelt, was not particularly famous. He had done pioneering work on Alzheimer’s, but it was in the 90s and belonged to a sub-field that, after a litany of failures had fallen from grace
statnews.com/2022/10/11/for…
Read 7 tweets

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