Many animals, from cockroaches to cats, can walk without input from the brain. Yet scientists have struggled to pinpoint the responsible rhythm-generating circuit, or central pattern generator (CPG), in the spinal cord in any organism.
“You look at textbooks, and people just draw a circle and write CPG in it,” says John Tuthill, professor of neurobiology and biophysics at the University of Washington.
Tuthill says he had even started to doubt the CPG’s existence—until he and his team used connectome-based modeling to pinpoint one in Drosophila melanogaster. The network of just three neurons in the ventral nerve cord produces the oscillatory neuron activity required for walking, the team reported in March at the Computational and Systems Neuroscience (COSYNE) annual meeting and in a preprint posted on bioRxiv in April.
Another putative CPG in fruit flies surfaced in an independent team’s study posted on bioRxiv earlier this month. This circuit also generates rhythmic motion without peripheral input, connectomics and optogenetics showed.
“Now we know the neurons involved, which is a big step forward,” says Graziana Gatto, professor of neurobiology at the University Hospital Cologne, who was not involved in either preprint. These studies “capture the way neuroscience is going right now. Mapping the connectome has been a huge revolution,” she adds.
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fter the fruit fly connectome was completed in 2024, Bing Wen Brunton, professor of biology at the University of Washington, says Tuthill proposed that the two build a computational model of the fly ventral nerve cord based on its synaptic connectome. “And I said, ‘That’s a terrible idea. It’s never going to work,’” she recalls. “But we were like, ‘Let’s do it anyway.’”The neurons in the recurrent neural network-based model they created can send feedback signals to one another in loops, and their activity depends on both present input and previous states. Stimulating descending neurons caused motor neurons to oscillate spontaneously, without any training or fine-tuning of the network, the new study shows.
The fly connectome lacks information about neurotransmitters and other biophysical properties of neurons, Brunton says, so she and her colleagues took a “brute-force approach” to assign various biologically plausible properties to neurons in the simulated network. A large majority of the simulations, which vary slightly, produced similar results. And the precise number of neurons in the connectome didn’t affect oscillations.
Most of the neurons descending from the simulated central brain to the ventral nerve cord don’t produce oscillations, the researchers found by activating each descending neuron one at a time. DNg100, which is already known to drive forward walking in flies, produced the strongest rhythmic activity. Optogenetically stimulating DNg100 drives forward walking, whereas optogenetically stimulating DNb08 drives rhythmic waving-like leg movements in living flies, Tuthill’s team discovered.