
Scientist, ML at Tessera | Algorithms for Gene Writing™ | PhD from Salis Lab at Penn State | threads/X/bsky @bioalgorithmist | Opinions are Mine Only
Boston, MA
Joined April 2017
- Tweets552
- Following263
- Followers284
- Likes1.1K
Ayaan Hossain retweeted
Our work developing a parts list of promoters and gRNA scaffolds for mammalian genome engineering and molecular recording is now out @NatureBiotech
A parts list of promoters and gRNA scaffolds for mammalian genome engineering and molecular recording go.nature.com/49eTPCu
Ayaan Hossain retweeted
A parts list of promoters and gRNA scaffolds for mammalian genome engineering and molecular recording go.nature.com/49eTPCu
Ayaan Hossain retweeted
🧠 Why do smart scientists feel stupid when reading papers?
Because nobody teaches you HOW to read them efficiently.
This 3-pass system will change how you approach every paper: 🧵
Ayaan Hossain retweeted
🚨 New preprint 🚨
We introduce Generative Distribution Embeddings (GDEs) — a framework for learning representations of distributions, not just datapoints.
GDEs enable multiscale modeling and come with elegant statistical theory and some miraculous geometric results!
🧵
Ayaan Hossain retweeted
New lab preprint! 🚀
Modeling complex data distributions is tough.
We designed GDEs, a new framework that tackles this head-on!
GDEs generalize across text, images & MANY bio apps (think virtual cells, spatial bio, viral genome tracking).
Thread 👇
Ayaan Hossain retweeted
If you have a solid strategy and a small amount of compute, you can go pretty far. If you have huge clusters of GPUs and no strategy, your only achievement will be burning capital.
Ayaan Hossain retweeted
This is a great paper from the @hsalis lab.
- Measure the decay rates of 50,000 mRNAs in bacteria.
- Use biophysical models + ML to build models of mRNA stability.
- Profit.
And a good reminder of what's possible when one turns a biological problem into a sequencing problem!
Ayaan Hossain retweeted
I am pleased to announce our latest publication ‘Predicting synthetic mRNA stability using massively parallel kinetic measurements, biophysical modeling, and machine learning’ in @NatureComms
Ayaan Hossain retweeted
Thanks for the highlight @doescience!
Read more about our research:
nature.com/articles/s41586-0…
biorxiv.org/content/10.1101/…
Engineered bacteria are great for making biofuels and other bioproducts, but you don’t want those changes escaping to the wild. Scientists @Harvard & @WUSTLmed engineered the E. coli genome to keep useful edits from spreading in an uncontrolled way: energy.gov/science/ber/artic…
Ayaan Hossain retweeted
In our newest preprint,
• we explore the effects of synonymous genome recoding, and
• construct & troubleshoot a synthetic 57-codon E. coli genome using multi-omics, editing, and laboratory evolution.
1/n
Ayaan Hossain retweeted
After almost two years of optimization, SynOMICS's plasmid system is a fusion of @dbikard @MarraffiniLab's Cas9 & the pORTMAGE plasmids & ELSA/nonrepetitive parts by @hsalis @bioalgorithmist Alex Reis & co
I highly recommend using multiplexed sgRNAs from nature.com/articles/s41587-0…
Ayaan Hossain retweeted
If you are using Language Models to predict gene expression, you better compare with latest state-of-the-art biophysical or ML models
Replying to @anshulkundaje
Our bacterial Promoter Calculator model has 348 parameters and predicts cont-val TX rates with R^2=0.80 (other factors constant).
Our bacterial RBS Calculator has 12 free parameters and predicts cont-val TL rates with R^2=0.75.
The bar is pretty high, but they don’t compare.
Ayaan Hossain retweeted
Do you need a billion parameters and millions of sequences for #proteindesign? Maybe not! See our paper: shorturl.at/novMO
We show that interpretable, non-autoregressive structure-based protein design can work!
Original thread: shorturl.at/cdgCP
Ayaan Hossain retweeted
Today we announced FDA clearance of our IND application for SENTI-202, a potential first-in-class, logic-gated treatment for acute myeloid leukemia. Learn more: bit.ly/3v4IMJY $SNTI #AML #CARNK
Ayaan Hossain retweeted
Check out our latest paper describing a novel 'RNA array design strategy' for creating tunable RNA circuits that function across different microbes! A big congrats to Baiyang Liu who led the work and our collaborators
@FrancoLabUCLA
@biodesign_lab
nature.com/articles/s41467-0…
Ayaan Hossain retweeted
No More GIL!
the Python team has officially accepted the proposal.
Congrats @colesbury on his multi-year brilliant effort to remove the GIL, and a heartfelt thanks to the Python Steering Council and Core team for a thoughtful plan to make this a reality.
discuss.python.org/t/a-steer…
Ayaan Hossain retweeted
Since the discovery of CRISPR-Cas systems, people have wondered if a similar type of system exists in eukaryotes. Today, we report in @Nature the characterization of Fanzor, a eukaryotic RNA-guided system that can be reprogrammed for human genome editing. nature.com/articles/s41586-0…
Ayaan Hossain retweeted
Biotechnology has entered a period of rapid growth, where cellular engineering will touch every aspect of society. I look forward to working with my colleagues to lead MIT BE through this era. @MIT @MITdeptofBE
Prof Christopher A. Voigt will be the next head of the MIT Department of Biological Engineering. Learn more about Prof Voigt at ow.ly/ZkVT50OSVBp @Geneticdesigner
Ayaan Hossain retweeted
Researchers @Penn_State @PennStateChE have developed a low-cost RNA-based sensor that detects protein biomarkers >>> bit.ly/3J64r8Z
@grace_vezeau @hsalis





























