Helpful paper unpacking some metrics and intuition behind higher success rate (10-fold?) of designing protein binders using DL and/or physics-based methods alone

Improving de novo protein binder design with deep learning | Nature Communications nature.com/articles/s41467-023

Neat single-molecule experiments!

Two-component molecular motor driven by a GTPase cycle | Nature Physics
nature.com/articles/s41567-023
---
RT @stpalli
The mechanism of this new motor is distinct from conventional ones.

Unlike motors such as Kinesin, it runs on GTP not ATP.

Also, the motor has no "power stroke" motion of one protein domain relative to another, but relies on a sudden change in the stiffness of the en…
twitter.com/stpalli/status/165

Super cool observations! Not entry, not copy #, but lack of histone modifications affecting transgene expression

The AAV capsid can influence the epigenetic marking of rAAV delivered episomal genomes in a species dependent manner | Nature Communications nature.com/articles/s41467-023

Fun read! Emergence of Cooperative Glucose-Binding Networks in Adaptive Peptide Systems pubs.acs.org/doi/10.1021/jacs.

In vivo bioluminescence imaging of natural bacteria within deep tissues via ATP-binding cassette sugar transporter | Nature Communications nature.com/articles/s41467-023

Genetically encoded barcodes for correlative volume electron microscopy | Nature Biotechnology nature.com/articles/s41587-023

I want to especially thank my BB405,503 UG course professors @patankar_lab @Banerjeeiitb, who taught molecular biology in a way that probably changed the course of my academic interests ever since.

Also excited to get 'The Eighth Day of Creation' by Judson as my celebratory book

Show thread

It has been a tortuous path to get here, but I feel very fortunate - elated to share that I will be pursuing my Ph.D. in Bioengineering at @Caltech starting this fall. I am thankful to numerous people including my mentors, who gave me a chance to work with them amidst pandemic

RT @MuirLab
Looking to study chromatin interactomes with proximity labeling? Check out our new paper in @Nature, where we combine our split-intein expertise with uMap technology from the @MacMillan_Lab to map the microenvironment of chromatin state changes.

nature.com/articles/s41586-023

A Vaccinia-based system for directed evolution of GPCRs in mammalian cells | Nature Communications nature.com/articles/s41467-023

Tried tracing trends: concept, molecules, methods
(via word search on PubMed)

RT @shivam_kajale
Delighted to share that I recently had the chance to talk about my work on development of highly energy-efficient “beyond CMOS” devices, based on magnetics, spintronics and magnetoelectrics, at @TEDxBoston 's Planetary Stewardship forum.

ted.com/talks/shivam_kajale_a_

For writing #tootorial, I’ve used the trick where the first toot is Public but the rest are Unlisted. The top post will be the one that shows up in followers timelines, rather than all of them in reverse order.

I think the Unlisted ones can be boosted by others, but they aren’t searchable though, which is a downside.

@ypriverol had a conversation with a new data science student looking at a high throughput screen. They asked, how do you approach this as a statistician? I said, make plots, more plots, keep making plots. Raw data, summary stats, typical features/cases, exceptional features/cases. Student asked, can AI help in this process? Me: not really, this is where the human 👁️ and 🧠 are your best tools, to then provide quality data for models to learn meaningful patterns instead of artifacts and bias

For eg, in the last few days,
{I have been listening to talks on BCI, explaining to friends about an experience when I wanted to understand someone’s approach to a problem, thought about watching one of the Harry Potter movies, read about José’s blog embeddings}
..hence,Pensieve?

Show thread

The key point being that the dissection is in a way that it is immediately obvious to understand your idea/thought/feeling and how you arrived at it at the moment, if you/anyone revisited it in future, and in a way that cannot be corrupted by any biases/assumptions

Show thread

I wonder what a Pensieve* looks like for different people? Do people dissect their ideas, referencing it all the way back to its ‘origin’? Do people record this process explicitly?
(*dish from Harry Potter in which one could review any extracted memories from a third-person pov)

🚨New preprint posted🚨
Protein turnover is regulated by learning and disease processes. We developed a method (DELTA) to quantify the rate of protein turnover across the whole brain, with single synapse resolution.
biorxiv.org/content/10.1101/20

We used knock-in mice in which a protein of interest is fused with HaloTag, a self-labeling enzyme which can capture bright Janelia Fluor dyes. This is the basis of a pulse-chase experiment to estimate turnover rates.

Show older
Qoto Mastodon

QOTO: Question Others to Teach Ourselves
An inclusive, Academic Freedom, instance
All cultures welcome.
Hate speech and harassment strictly forbidden.