Code
We believe in early and open sharing of code to speed up scientific progress. If you need help using our software or are interested in collaborating on further developing software with us, please get in touch!
Interface for data sharing and analysis of the first whole-brain connectome for Drosophila
Murthy Lab Github Repository includes the following:
SLEAP (Social LEAP Estimates Animal Pose)
Code to track the pose of multiple animals during social interactions via deep learning. See also SLEAP.ai and Pereira et al. Nature Methods 2022.
LEAP (LEAP Estimates Animal Pose)
Code for tracking animal body parts via deep learning: see Pereira*, Aldarondo* et al. Nature Methods 2019
Murthy Lab FlySongSegmenter
Code to combine signals from multiple microphones, and to segment courtship song into its three modes (sine, Pfast, and Pslow) - see Coen et al. Nature 2014 and Arthur et al. BMC Bio 2013
Pulse Type Classification
See Clemens et al. Current Biology 2018; code to separate courtship song pulses into Pfast and Pslow
See also: FlyCourtship GitHub for original FlySongSegmenter (written together with David Stern and Ben Arthur).
no IPI cycles
Code and data from Stern et al. PNAS 2017
Drosophila virilis song analysis
GLMvirilis
and
Virilis Song Segmenter
Code for analyzing data in LaRue et al. eLife 2015
Python Ball Motion Tracking (pybmt)
python code for tracking ball motion during head-fixed fly-on-the-ball experiments and delivering stimuli in closed-loop with ball motion - this is a python interface for running and using Richard Moore’s FicTrac
Code for tracking flies in an auditory playback assay: see Deutsch*, Clemens* et al. Current Biology 2019
Code for running the Genearlized Linear Model (GLM) - Hidden Markov Model (HMM) implemented in Calhoun et al. Nature Neuroscience 2019
Code for tracking fly centroids using deep networks: see Calhoun et al. Nature Neuroscience 2019
Code for analysis of volumetric calcium imaging data: see Pacheco et al. Nature Neuroscience 2020
Drosophila Resources
Murthy Lab Funding Sources
NIH BRAIN Initiative (NINDS, NIMH)
NIH New Innovator DP2 (NINDS)
NIH NINDS R35
Simons Collaboration on the Global Brain
Human Frontier Science Program
Esther A. and Joseph Klingenstein Fund
McKnight Endowment Fund for Neuroscience
Princeton Dean for Research Innovation Fund