On this week's @ARKInvest newsletter, I'm going to talk about how #synthetic#biology (not reading, but writing DNA) is a crucial (but not widely talked about) part of our ability to rapidly develop tests and treatments for #COVID19. Until then, ask questions and I'll post links.
Synthetic biology (#SynBio) = creating DNA molecules artificially
In this case, it means synthesizing #COVID19 fragments to aid in the design, validation, and quality control of diagnostic tests. It also helps us research different viral strains and potential therapeutics.
First, I want to tackle 'spike-in' controls for validating RT-PCR assays for #COVID19 detection. Detailed write-ups below and then I'll post a summary (or TL;DR)...
Patient samples will be different, sometimes messy, and often contain trace amounts of virus. To make confident readings, testers must isolate and amplify viral #RNA fragments -- this can introduce bias and error, making tests less accurate.
(Cont.)
A spike-in control is a synthetically built fragment of #COVID19 used to make a 'standard curve', i.e. calibrate the assay so testers can more accurately quantify the amount of virus in someone's system, eliminating some bias in sample prep
(Cont. 2)
This type of normalization is crucial for quality controlling biofluid assays. #SynBio is an integral part of the rapid response to designing and improving #diagnostics.
Will come back soon to talk about #COVID19 target enrichment, which enables researchers to efficiently sequence the virus so we can learn more about it.
Please post questions here and I will answer throughout the day.
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>90% of Americans over 45 have seen a Cologuard ad this week.
Fewer know of the test's parent company, Exact Sciences (EXAS), whose tests also guide care for the majority of early-stage breast cancer patients in the US.
Today, we released a 5-year model + article on Exact.
Our (base case) 2027 price target is $140 ($49 today). To get there, here's what we believe has to happen:
1. Exact's core business (Cologuard + Oncotype DX) grows on avg. >15% per year thru 2027, reaching $4B.
2. Exact achieves EBITDA positivity in the '23/'24 timeframe.
What we believe must happen (Cont.):
3. Exact uses its earnings to reinvest in its burgeoning pipeline, service its outstanding debt, and maintain its capital equipment.
4. Exact's pipeline, in aggregate, hits >$1B revenue by the end of 2027.
Now that @Quantum_Si has given us a peek under the hood of its protein #sequencing platform (Platinum), we can begin comparing actual results to theory.
A few months ago, I shared this paper that gave a theoretical framework for protein sequencing: pubs.acs.org/doi/10.1021/ac…
The author simulated how different factors, such as the # of readable amino acids (AAs) and the read length, would affect a protein sequencer's ability to unambiguously detect the 20,000 canonical human proteins in our bodies.
That chart is attached below.
I've marked in green where QSI currently stacks up. Based on its recent pre-print (linked below), Platinum can directly read seven (7) amino acids (F, Y, W, L, I, V, and R) with peptide reads that seem to max out around 20 AAs.
A recent publication by Dennis Lo et al applied long-read sequencing (LRS) in the prenatal screening (#NIPT) setting. It's a rather unorthodox technology/application pairing, and it's got me scratching my head a bit.
For context, earlier this year, Lo et al published a convolutional neural network ("the HK model") that enabled PacBio LRS devices to read methylation (5mC) across the entire genome with very high fidelity. This is important later.
@MJLBio@Sanctuary_Bio@Biohazard3737 Sure! I realize I was being a little vague with those statements. Generally, I think you're correct in your interpretation of the importance of P2 (great $/GB, but at a smaller scale) as well as duplex sequencing.
Something that is important to recognize, though ...
@MJLBio@Sanctuary_Bio@Biohazard3737 ... is how product deployment works differently between PacBio and Nanopore, which is partly an artefact of culture and of time in the public markets, in the public markets. I'm not advocating for one over the other with my next statements.
@MJLBio@Sanctuary_Bio@Biohazard3737 PacBio has been a public company for a long time. While the management has changed much since the failed Illumina merger, the familiarity with how to operate as a public company has not.
PacBio is more secretive and only unveils fully built-out commercial products.
I'd like to share my initial reaction to today's Berkeley Lights report. But first, I need to do some housekeeping. I can't comment on stock movements, share financial projections, or debate fair value.
Generally, I respect anyone who's put this much work into a topic. I won't pretend to have a clean rebuttal to every point. In my experience, beyond the hyperbole and hasty generalizations, there is some truth in these types of reports.
I want to soberly appraise those truths.
Also, I'd invite the subject-matter experts waiting in the wings to build off of this thread, add detail, or share their experiences. Ultimately, we're all after the same thing.
I will start with a few concessions and end with a few counterpoints to today's report: