Markus Covert Lab
66 posts
@MarkusCovertLab
Building computer models of cellular systems to predict complex behaviors. And having fun doing it! Also department chair and #1 fan, @bioe_stanford ❤️
Walk With Me: Seung Kim studies pancreatic biology and insulin-producing cells to advance regenerative approaches for diabetes. Hear what still inspires him about science -- and why Elvis Presley is on his lab walls. stan.md/walkwithme
Re-read it every few years. This however now needs to substitute to „how AI will understand biology“
If you like this, then you may like my blog about biology: nikomc.com.
Many physicists have come to believe that a mystery is unfolding in every microbe, animal, and human—one that could redefine the field for the next generation, @AdamFrank4 writes. theatlantic.com/science/2025/1…
Markus Covert has been awarded the University of Melbourne’s 2025 Grimwade Medal! 🌟 The honor recognizes his pioneering work for constructing the first "whole-cell" computational model. @MarkusCovertLab @UniMelb biomedicalsciences.unimelb.edu.au/news-and-event…
My second post on the Arc Virtual Cell Challenge. The challenge’s Discord forums are in turmoil. Some participants have discovered a trick to get to the top of the leaderboard. gmdbioinformatics.substack.com/p/arc-virtual-… #arc_virtual_cell_challenge #foundation_models
Take two cells and place them side by side. Both cells have the same genome. And yet, oddly enough, they behave in different ways. They divide at different times and their RNA levels are distinct. Now let’s go one step further. Take those same two cells. But this time, imagine that they have not only the same genome, but completely identical molecules at identical concentrations. Will these two cells behave in the same way? The answer is no. This is because there are two types of "noise" inside of living cells; intrinsic and extrinsic. In the first example, the two cells act differently because of subtle differences in their gene levels. Not all genes are expressed at the same time or in the same amount, and this leads to slight differences. This is extrinsic noise, because it is “global to a single cell” but varies “from one cell to another.” In the second example, which is so statistically unlikely as to be basically impossible, the two cells would still have different gene expression patterns “because of the random microscopic events that govern which reactions occur and in what order.” This is intrinsic noise or stochasticity; it is an inalienable part of biology. I’m pulling these quotes from one of my all-time favorite papers, called “Stochastic Gene Expression in a Single Cell.” The first author is @ElowitzLab (of synthetic biology fame) and it was published in August 2022. It’s worth reading. For this paper, Elowitz & co. designed a simple experiment to separate intrinsic and extrinsic noise in a cell. Their goal was measure each source of noise to figure out which one dominates in different scenarios, like exposure to IPTG or the addition of a plasmid. So here’s what they did: First, they took E. coli cells and inserted two genes into the genome; one encoding a fluorescent cyan protein, and another encoding a fluorescent yellow protein. Each gene had the same promoter, and was placed equidistant from the genome’s origin of replication (but on opposite sides.) Next, they grew these cells in LB broth and photographed them using a microscope with color filters. The brightness of each color, in each cell, was quantified. If the variability between different E. coli cells stems from shared cellular conditions (like ribosome levels or extrinsic noise), then both colors in a single cell would fluctuate together. If the variability instead arises from random molecular events (intrinsic noise), then even within the same cell, the cyan and yellow levels would differ. If you plot these changes out on a scatterplot, then you can literally decode which “signals” or “triggers” are dominated by intrinsic or extrinsic noise, and by how much. This is a “beautiful experiment” because the experiment is so simple, yet it retrieves a huge amount of information. All they did was put two genes into an E. coli cell at symmetrical locations in the genome! And from that alone, they deconvoluted noise and its origins.
When we came to see our destroyed labs hit by an Iranian missile, we found that a piano had survived @WeizmannScience
This tiny device can shrink dangerous blood clots. It’s called the ‘milli-spinner’ and its invention was partly an accident…
Today would have been the 109th birthday of Francis Crick, who was awarded the 1962 Nobel Prize in Physiology or Medicine for his part in the discovery of the structure of DNA. Learn more: bit.ly/2DHErPo
