I have been listening to the Hubermann-JB podcast. It is 4 hours, so it will take some time to finish, but here are some thoughts...
10.06.2025 21:03 β π 1 π 1 π¬ 1 π 0I have been listening to the Hubermann-JB podcast. It is 4 hours, so it will take some time to finish, but here are some thoughts...
10.06.2025 21:03 β π 1 π 1 π¬ 1 π 0
Regeneron picks up the 23andMe dataset -- one of the best possible outcomes, I think. REGN has a stellar track record of handling patient data responsibly and effectively, e.g. UK Biobank, Geisinger Health.
www.biopharmatrend.com/post/1252-re...
Gut feeling: AAV is probably out aside from what is already at the clinical stage in pipelines; LNP with various payloads is probably the future, and there might be a lull in between while scientific gaps get figured out.
10.05.2025 16:52 β π 0 π 0 π¬ 0 π 0
Bio foundation models are great design and engg tools. But can they help decode the fundamental principles of life?
We harnessed a single-cell FM for decoding the long-debated relationship between genome arch. and gene coregulation. 1/
Preprint here: www.biorxiv.org/content/10.1...
To be fair, there was some chicanery and sloppy work happening under LDT's lighter scrutiny, per @annaleighclark.bsky.social
01.04.2025 00:09 β π 0 π 0 π¬ 0 π 0Whereas, the LDT route allows easier commercial ramp-up from research use only (RUO) to CAP/CLIA-certified lab-developed tests (LDT), requiring technical/analytical validation of the new test on banked samples but not patient recruitment. Faster, less overhead, lower reimbursement. Stepstone to IVD.
31.03.2025 22:33 β π 0 π 0 π¬ 0 π 0The rule was seen as unfair by both academic medical centers and biotech startups because it would have essentially required a clinical trial to bring any new test to market. Only the biggest existing players can afford to do that, and it takes a long time to build up to that point.
31.03.2025 22:25 β π 0 π 0 π¬ 1 π 0
A district court has struck down the FDA's Final LDT rule, which would have required clinical test developers to navigate full FDA IVD approval to bring new products to market -- a much tougher bar to clear.
Tl;dr: Diagnostics biz isn't dead.
Source: www.courtlistener.com/docket/68802...
Element Bio says this on-instrument hybrid capture approach can bring total library prep time down from 12-24 hours to as little as 5 hours (before sequencing). That faster TAT should be great for NGS diagnostics.
20.03.2025 19:54 β π 4 π 0 π¬ 0 π 0
The GBCC2025 Scholarships are here! Thanks to the JXTX Foundation and Galaxy Project, 4 genomics and data science graduate students will receive scholarships to attend GBCC2025 in person.
π
Apply by April 1, 2025
π jxtxfoundation.org/news/2025-2-...
Deprioritizing posts with links is probably a deal-breaker for scientists on X. (On top of all the other stuff.)
17.03.2025 22:17 β π 0 π 0 π¬ 0 π 0
It's critical to
1. choose the right market, and then
2. bring a working product to that market, in the right way, considering pricing and reimbursement.
For GT in particular, patients sometimes hold out because you usually only get one shot at a cure.
Scientifically, there's some bitter irony there because CRISPR gene therapies / gene editing therapies "ought" to be able to anything a cell therapy can do, but more directly. But they're not ready yet.
17.03.2025 20:09 β π 0 π 0 π¬ 1 π 0
Cell therapies, on the other hand, might actually be doing OK. For example: www.biopharmadive.com/news/astraze...
Maybe the clinical endpoints are more compelling in cancer and autoimmune diseases. Maybe the tech just works better.
Roche deems Spark Therapeutics, a flagship gene therapy company, has fizzled with a US$2.4bn write-off. Luxturna didn't sell well, surprisingly.
I hadn't thought gene therapies were in a bubble but it seems like a broader correction is happening. www.fiercepharma.com/pharma/roche...
New preprint! We worked with @msftresearch.bsky.social and @broadinstitute.org to see whether large language models (LLMs) can be useful to variant scientists in deciding whether genetic variants seen in a patient are responsible for their disease. tl;dr yes they can: www.biorxiv.org/content/10.1...
15.03.2025 02:43 β π 143 π 47 π¬ 1 π 1What a great resource! Python developer tooling has matured a lot over the past decade.
13.03.2025 16:14 β π 1 π 1 π¬ 0 π 0E.g. say you have an in-house notebook that supplements the NGS analysis you get from laava. You decide during development that you'd like to copy in one of laava's plots and maybe tweak it. With Quarto that could be a more seamless copy-paste, versus Jupyter <> Rmarkdown.
12.03.2025 18:16 β π 0 π 0 π¬ 0 π 0The reporting mechanism would also benefit from using Quarto. I have various notebooks to create plots using both Python and R from the same LAAVA output data, and while Jupyter and Rmarkdown can be multilingual, for the purpose of generating and remixing visual reports, Quarto handles it better.
12.03.2025 17:50 β π 1 π 0 π¬ 1 π 0Ideally I'd translate the Bash scripts to Python, convert it all into a proper Python package, and refactor. But modern Python packaging handles CLI scripts in a quirky way that I worry might harm the experience for developers who wear other hats most of the time. Still worth doing, but not today.
12.03.2025 17:48 β π 0 π 0 π¬ 1 π 0The motivation for making it modular and easy to modify is that some parameters deserve studies to tune properly, particularly the read mapping parameters. Even the choice of minimap2, bowtie2, or maybe megablast is worth evaluating.
12.03.2025 17:46 β π 0 π 0 π¬ 1 π 0I focused on the developer experience in this release. The codebase now supports multiple entry points fairly smoothly: portable Nextflow, Form Bio GUI, docker image, a Bash script mirroring each process in the workflow, and a Python quasi-package (with room for improvement).
12.03.2025 17:45 β π 1 π 0 π¬ 1 π 0Here's the preprint manuscript describing how this work came about and what it's for: www.biorxiv.org/content/10.1...
12.03.2025 17:43 β π 0 π 0 π¬ 0 π 0
LAAVA 4.0 is out! Get the latest on GitHub:
github.com/formbio/laav...
Long-read AAV Analysis (LAAVA) is an open-source bioinformatics pipeline that reports on AAV vector genome integrity using a standardized, published nomenclature and read classification scheme. π§΅
Big news: we are setting up a new non-profit organization to run bioRxiv and medRxiv. It's called openRxiv [no it's not a new preprint server; it's dedicated organization to oversee the servers] openrxiv.org 1/n
11.03.2025 13:20 β π 2566 π 848 π¬ 55 π 42Clearly CNVkit is in a league of its own.
06.03.2025 05:00 β π 1 π 1 π¬ 0 π 0
In the best of all possible worlds, someone will have done an objective third-party benchmarking study on multiple competing methods. I love those papers. E.g. journals.plos.org/ploscompbiol...
You get not only the winners, but also a deep dive into design decisions, tradeoffs and relevant factors.
How I pick a bioinformatics tool to start:
- Check nf-core -- is there a pipeline I can use as-is? If not, what tools are used inside other relevant pipelines?
- Check the methods of studies similar to what you're trying to do -- not searching methods papers themselves initially, but who used them
Because a lot of people had problems registering for the @RocheSequencing seminar about their new SBX sequencer , they made it easier to join . Here is the link : streamingmedia.roche.com/id/1_arrcrfhm
15.02.2025 02:04 β π 3 π 2 π¬ 1 π 0