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

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 much the same everywhere. Different cell types exist because each cell reads different material off that genome. The messenger RNAs encode downstream proteins and are expressed differently from cell to cell. A human has something like 20,000 different types, and splicing produces many more.

Each cell is a 20,000-dimensional vector: zeros where a messenger RNA is absent, and counts of how many of the messenger RNAs are present. The messenger RNAs are called transcripts, and together they are the transcriptome. The 20,000-dimensional space is very often encoded in a nicer latent space, a subspace where the cell cloud lives. Each point is one cell. When points cluster, they are cell types. When points form a sausage, they are trajectories, like a fertilized egg cell making all the cell types in the body.

Grokipedia·Human Genome Project

Transcript

Controlling Biology - Fabian Theis, Helmholtz Munich ·

Latent Space: The AI Engineer Podcast

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  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 Perturbation Space for a Virtual Cell?Fabian Theis calls perturbation space the input space of everything that happens to a cell.
  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.

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