Does Eroom's law mean the end of drug discovery?

Drug discovery is super important but how is it a profitable business?

Eroom's law states that the resources to discover a new drug doubles every 9 years or so.

I therefore don't understand how drug discovery is a profitable area of biotech.

While new drugs have great potential to save lives, this area cannot survive if the expenses are so high.

Will drug discovery eventually come screeching to a halt, and remain a dead-end subject of academia?

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πŸ‘€︎ u/thermokopf
πŸ“…︎ May 28 2021
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Eroom's Law: the observation that the cost to develop a new drug has doubled every 9 years since 1950 following increasing government regulations science.org/content/blog-…
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πŸ‘€︎ u/capitalism93
πŸ“…︎ Sep 08 2021
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Eroom's Law - how blockchain tech could aid drug discovery & clinical trials

As many of you know, I have a personal interest in the applications of blockchain technology in healthcare. This week, I attended a conference where someone spoke about the concept of "Eroom's Law". I had never heard of this concept, but it is a rather smart play on words of the well known "Moore's Law" in reverse.

A quick recap, Moore's Law describes the exponential decrease in the cost of computational power as the number of transistors in a dense integrated circuit (IC) doubles about every two years.

This leads to something like this, whereby computational power increases over time, at a decreased cost:

https://preview.redd.it/uhaz8wdfxqq61.png?width=593&format=png&auto=webp&s=43db712ec16c6eb1a956d313b69fddfeaba2dbc3

This trend does not apply exactly to crypto, in fact crypto is often able to outperform this law. Anyhow, for the sake of this discussion let's now look at the world of drug discovery.

Over the years, the price of bringing a newly approved therapy to patients has been increasing massively. This has led to some describing this as "Eroom's Law", seeing the reverse trend to Moore's law. Hence, we're now saying this trend buckle a little bit, with the convergence of computation (namely AI & machine learning) lead to decreases in the cost of drug discovery.

https://preview.redd.it/kra8wsvqxqq61.png?width=652&format=png&auto=webp&s=a37a03decfe6b9cc3bfb2233e07fe8d0d4f350c6

Here, I believe the logical next step is to introduce blockchain technology into clinical trials. Already in scientific literature ethereum smart contracts are being discussed as the future of clinical trials. If scaled (and decreased fees in the future) this could lead to a further price decrease and other huge benefits such as increased integrity, data security and cross nation trials.

I hope this is of some interest to you, I am really just thinking out loud of these exciting ideas that I came across this week and thought you may be interested. It is still very early stages and the transition could be slow. Here in the UK, most healthcare data is pretty much on sheets of paper. It will perhaps be a labours transition, but it could transform the future of healthcare data.

However, the next generation of medics/life scientists are mostly going through some formal training on tech in healthcare, introducing them to topics such as the blockchain, AI & machine learning. Therefore, I think there is great hope that this

... keep reading on reddit ➑

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πŸ‘€︎ u/DeeDot11
πŸ“…︎ Apr 02 2021
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What can be done, in your opinion, to fight Eroom's Law in Drug Discovery?

This question has been bugging me for a long time, and kind of piggybacks off of previous questions asked here in the past couple days. I tried to get some questions answered in the AMA with Dr. Darnell, but I think I was too late. Here are the following sources I've read:

https://blogs.scientificamerican.com/observations/how-to-fight-erooms-law/

https://d4-pharma.com/breaking-erooms-law/

https://compression.org/learning-escape-erooms-law/

https://blogs.sciencemag.org/pipeline/archives/2012/03/08/erooms_law

https://medium.com/@BalintBotz/moores-law-and-eroom-s-law-in-a-graph-skyrocketing-pharma-r-d-costs-despite-quantum-leaps-in-5b6bd330484

Yet, I'm still confused by the following:

  1. The US Regulatory environment is improving and in the past several years the number of FDA approvals has increased substantially. Technology (AI, Big Data, HTS, etc.) has helped accelerate Target ID and screening. What is still holding us back despite the advances in technology?
  2. Should Pharma invest more into Me-Too drugs, to keep the revenue flowing, and offer grants to academic institutions to explore the more risky projects?

Ultimately...can Eroom's law ever be overcome? Or is it just the bane of drug discovery?

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πŸ‘€︎ u/Yakima42
πŸ“…︎ Oct 04 2020
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TIL of Eroom's Law (contrary to Moore's Law) which states that the cost of developing a new pharmaceutical drug doubles every 9 years. en.wikipedia.org/wiki/Ero…
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πŸ‘€︎ u/LifeIsVenmo
πŸ“…︎ Aug 23 2019
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TIL Pharmaceutical drug discovery is becoming slower as technology improves (Eroom's law) en.wikipedia.org/wiki/Ero…
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πŸ‘€︎ u/phragmosis
πŸ“…︎ May 08 2018
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Eroom’s law: the steady decline in pharmaceutical Reasearch&Development efficiency, the inverse Moore's Law
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πŸ‘€︎ u/psYberspRe4Dd
πŸ“…︎ Mar 23 2013
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TIL there is a crisis in drug discovery called Eroom's law (moore's law spelled backwards). The number of FDA approved drugs per billion dollars of R&D has halved every 10 years for the last 60 years. nature.com/nrd/journal/v1…
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πŸ‘€︎ u/dinosaur_noises
πŸ“…︎ Apr 17 2013
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πŸ‘€︎ u/frozen_in_reddit
πŸ“…︎ Oct 11 2014
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πŸ‘€︎ u/qznc_bot
πŸ“…︎ Apr 15 2018
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πŸ‘€︎ u/waxbolt
πŸ“…︎ Oct 26 2015
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The drug development model is 'broken' - what can we do? Develop human organs on chips. Donald Ingber - Biologically Inspired Engineering - Medical Challenges, Moore's Law & Eroom's Law reddit.com/r/news/comment…
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πŸ‘€︎ u/ModerationLog
πŸ“…︎ Aug 02 2014
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Moore’s and Eroom’s Law in a Graph [OC] medium.com/@BalintBotz/mo…
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πŸ‘€︎ u/Aquincum
πŸ“…︎ Oct 17 2016
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TIL Eroom's Law (Moore's Law Spelled Backwards) states that the cost of developing a new drug doubles every 9 years. pipeline.corante.com/arch…
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πŸ‘€︎ u/MolotovCoffee
πŸ“…︎ Mar 28 2013
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USA Stock Brokerages that use Apex Clearing as the clearing agent (2 data sources: DTCC/NSCC and FINRA BrokerCheck)

I was inspired to prepare and post this from this post: Apex maybe started with Ally, but they can go many other places next by u/Longjumping_College

For Post Thumbnail

DTCC/NSCC data

⚠️ Disclaimer: This data apparently does not list 100% of all executing stock brokerages that use Apex Clearing. For example Robinhood Securities, LLC is listed as using Robinhood Securities, LLC as clearing broker.

Clearing House Firms (and executing stock brokers using them)

  • APEX CLEARING CORPORATION [0158]

    EXECUTING BROKER MPID EXECUTING BROKER NAME
    ACCP AEGIS CAPITAL CORP.
    ACCU ALTACORP CAPITAL (USA) INC.
    ACII ARCA CAPITAL INVESTMENTS, INC.
    AEXG ALTERNATIVE EXECUTION GROUP
    ALBS ALBERT SECURITIES, LLC
    ALGR ALGER (FRED) & CO INC
    ALTU ALTRUIST FINANCIAL LLC
    AOSD TRADING BLOCK
    APCA ALPACA SECURITIES LLC
    APCC APEX CLEARING CORPORATION
    APRO APEX CLEARING CORPORATION
    APXO APEX CLEARING CORPORATION
    ARUS AUTONOMOUS RESEARCH US LP
    ATRU ATREYU GROUP LLC
    AVIL AVANZA CAPITAL MARKETS INC.
    AVNU AVENUE SECURITIES LLC
    BGMI BRICKELL GLOBAL MARKETS, INC.
    BLOC TRADING BLOCK
    BNTE BANORTE-IXE SECURITIES INTERNATIONAL, LTD.
    BRLY B. RILEY WEALTH MANAGEMENT, INC.
    BTCK BULLTICK, LLC
    BTSI LIGHT HORSE MARKET SOLUTIONS INC
    BUMP BUMPED FINANCIAL LLC
    CAFS COMMUNITYAMERICA FINANCIAL SOLUTIONS, LLC
    CASH PLANNER SECURITIES LLC
    CHRD CHERRY TRADING
    CINV CORPORATE INVESTMENTS GROUP, INC.
    CLIC CLICK IPO SECURITIES, LLC
    CVCN CV BROKERAGE, INC
    DNSR DINOSAUR FINANCIAL GROUP, L.L.C
    DOPE DOUGH LLC
    EDDI EDDID SECURITIES USA INC.
    EDFO E D & F MAN CAPITAL MARKETS INC.
    EROP EROOM SECURITIES L.L.C.
    EROP EROOM SECURITIES LLC
    ETOR ETORO USA SECURITIES INC.
    EZOP OPTIONSHOUSE, INC.
    FDSC 1ST DISCOUNT BROKERAGE INC.
    FFSI FIRSTRADE SECURITIES INC.

    F

... keep reading on reddit ➑

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πŸ‘€︎ u/jkhanlar
πŸ“…︎ Jan 21 2022
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SERIOUS: This subreddit needs to understand what a "dad joke" really means.

I don't want to step on anybody's toes here, but the amount of non-dad jokes here in this subreddit really annoys me. First of all, dad jokes CAN be NSFW, it clearly says so in the sub rules. Secondly, it doesn't automatically make it a dad joke if it's from a conversation between you and your child. Most importantly, the jokes that your CHILDREN tell YOU are not dad jokes. The point of a dad joke is that it's so cheesy only a dad who's trying to be funny would make such a joke. That's it. They are stupid plays on words, lame puns and so on. There has to be a clever pun or wordplay for it to be considered a dad joke.

Again, to all the fellow dads, I apologise if I'm sounding too harsh. But I just needed to get it off my chest.

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πŸ‘€︎ u/anywhereiroa
πŸ“…︎ Jan 15 2022
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I wonder why they deleted the r/antiwork sub

I guess the concept didn't work

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πŸ“…︎ Jan 27 2022
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Just because it's a joke, doesn't mean it's a dad joke

Alot of great jokes get posted here! However just because you have a joke, doesn't mean it's a dad joke.

THIS IS NOT ABOUT NSFW, THIS IS ABOUT LONG JOKES, BLONDE JOKES, SEXUAL JOKES, KNOCK KNOCK JOKES, POLITICAL JOKES, ETC BEING POSTED IN A DAD JOKE SUB

Try telling these sexual jokes that get posted here, to your kid and see how your spouse likes it.. if that goes well, Try telling one of your friends kid about your sex life being like Coca cola, first it was normal, than light and now zero , and see if the parents are OK with you telling their kid the "dad joke"

I'm not even referencing the NSFW, I'm saying Dad jokes are corny, and sometimes painful, not sexual

So check out r/jokes for all types of jokes

r/unclejokes for dirty jokes

r/3amjokes for real weird and alot of OC

r/cleandadjokes If your really sick of seeing not dad jokes in r/dadjokes

Punchline !

Edit: this is not a post about NSFW , This is about jokes, knock knock jokes, blonde jokes, political jokes etc being posted in a dad joke sub

Edit 2: don't touch the thermostat

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πŸ‘€︎ u/CzarcasmRules
πŸ“…︎ Jan 23 2022
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Blind Girl Here. Give Me Your Best Blind Jokes!

Do your worst!

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πŸ‘€︎ u/Leckzsluthor
πŸ“…︎ Jan 02 2022
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I heard that by law you have to turn on your headlights when it’s raining in Sweden.

How the hell am I suppose to know when it’s raining in Sweden?

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πŸ‘€︎ u/justshtmypnts
πŸ“…︎ Jan 25 2022
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Puns make me numb

Mathematical puns makes me number

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πŸ‘€︎ u/tadashi4
πŸ“…︎ Jan 26 2022
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Petition to ban rants from this sub

Ants don’t even have the concept fathers, let alone a good dad joke. Keep r/ants out of my r/dadjokes.

But no, seriously. I understand rule 7 is great to have intelligent discussion, but sometimes it feels like 1 in 10 posts here is someone getting upset about the jokes on this sub. Let the mods deal with it, they regulate the sub.

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πŸ‘€︎ u/drak0ni
πŸ“…︎ Jan 24 2022
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French fries weren’t cooked in France.

They were cooked in Greece.

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πŸ“…︎ Jan 20 2022
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This subreddit is 10 years old now.

I'm surprised it hasn't decade.

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πŸ‘€︎ u/frexyincdude
πŸ“…︎ Jan 14 2022
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When I was a single man, I had loads of free time.

Now that I listen to albums, I hardly ever leave the house.

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πŸ‘€︎ u/porichoygupto
πŸ“…︎ Jan 25 2022
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You've been hit by
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πŸ‘€︎ u/mordrathe
πŸ“…︎ Jan 20 2022
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Why does Spider-Man's calendar only have 11 months?

He lost May

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πŸ‘€︎ u/Toku-Nation
πŸ“…︎ Jan 26 2022
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My 4 year oldest favourit joke, which he very proudly memorized and told all his teachers.

Two muffins are in an oven, one muffin looks at the other and says "is it just me, or is it hot in here?"

Then the other muffin says "AHH, TALKING MUFFIN!!!"

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πŸ‘€︎ u/smoffatt34920
πŸ“…︎ Jan 22 2022
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I'm sick of you guys posting dumb wordplay in here for awards and upvotes.

Don't you know a good pun is its own reword?

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πŸ‘€︎ u/diggitygiggitycee
πŸ“…︎ Jan 21 2022
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Dropped my best ever dad joke & no one was around to hear it

For context I'm a Refuse Driver (Garbage man) & today I was on food waste. After I'd tipped I was checking the wagon for any defects when I spotted a lone pea balanced on the lifts.

I said "hey look, an escaPEA"

No one near me but it didn't half make me laugh for a good hour or so!

Edit: I can't believe how much this has blown up. Thank you everyone I've had a blast reading through the replies πŸ˜‚

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πŸ‘€︎ u/Vegetable-Acadia
πŸ“…︎ Jan 11 2022
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What starts with a W and ends with a T

It really does, I swear!

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πŸ‘€︎ u/PsychedeIic_Sheep
πŸ“…︎ Jan 13 2022
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My wife left me because I couldn’t stop doing impressions of pasta

And now I’m cannelloni

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πŸ‘€︎ u/bluestratmatt
πŸ“…︎ Jan 23 2022
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Why did Karen press Ctrl+Shift+Delete?

Because she wanted to see the task manager.

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πŸ‘€︎ u/Eoussama
πŸ“…︎ Jan 17 2022
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Steve JOBS would have made a better President than Donald Trump

But that’s comparing apples to oranges

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πŸ‘€︎ u/Ok-Ingenuity4838
πŸ“…︎ Jan 22 2022
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I just flew in from Chernobyl

And boy are my arms legs.

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πŸ‘€︎ u/JhopkinsWA
πŸ“…︎ Jan 23 2022
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My 7 year old daughter just told me this one. I'm so proud. What did the duck say when he bought chapstick?

Put it on my bill

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πŸ‘€︎ u/BigRedHusker_X
πŸ“…︎ Jan 26 2022
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So 2 trees got arrested in the town I live...

Heard they've been doing some shady business.

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πŸ‘€︎ u/K1ll47h3K1n9
πŸ“…︎ Jan 18 2022
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No gains
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