Smash Notes

Back to Controlling Biology - Fabian Theis, Helmholtz Munich, with Fabian Theis & RJ Honicky.

What Is Perturbation Space for a Virtual Cell?

Fabian Theis calls perturbation space the input space of everything that happens to a cell. A virtual cell model should take the whole space, including combinations, because the inputs influence cell state. He is unsure whether disease and time belong on that list as well.

A full gene knockout is only the hardcore end. Most influences are subtler, though taking pieces out still helps explain the system. In ordinary development and in homeostasis, cells live in complex multicellular states and talk to each other all the time. A neighbor, a signaling gradient, or hormones coming in all count, and much of that outside input cannot be tuned up or down. In dish-based drug screens, changing media conditions has a large impact. The cocktails people invent can turn skin cells into embryo-like cells and then into new cells for healing the body. Yamanaka factors, Nobel laureate work, are one famous case. Gene-level inputs run from a full knockout to subtler human genetics, and the space of things you can do to a cell is rich enough to cover all of it.

Transcript

Controlling Biology - Fabian Theis, Helmholtz Munich ·

Latent Space: The AI Engineer Podcast

More from this episode

  1. What Is a Virtual Cell?Fabian Theis says a virtual cell, in the way people use the phrase, is a model that predicts how a cell would behave under all kinds of perturbations.
  2. What Is a Transcriptome?Fabian Theis calls a transcriptome the messenger RNAs each cell reads off a genome that the Human Genome Project mapped for the body and that stays pretty…
  3. What Is an Organoid?Fabian Theis says an organoid is a little piece of an organ grown in a dish.
  4. Why Did Later AlphaFold Models Learn Rotation Symmetry From Data?Fabian Theis says later AlphaFold models found rotation symmetry in the data instead of building that rule into training.
  5. Why Do Linear Baselines Still Matter for Virtual Cell Models?Fabian Theis says linear baselines still matter because a field rushing toward a virtual cell sometimes skipped them.
  6. How Competitive Are Startups in Germany?Fabian Theis leaves a small doubt on the exact ranking and still puts Munich, at least in continental Europe, as the prime place now for VC capital and for…
  7. How Does a Model Choose the Next Biology Experiment?Fabian Theis says a model chooses the next biology experiment by inverting a forward model.

People

More answers like this

More with RJ Honicky

More with Brandon Anderson

Related episodes

Plays from this note through the rest of the episode.

Weekly highlights

One letter a week.

The notes worth hearing, with the minute they were said.