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Uygar Sümbül

Associate Investigator

teams /
Allenite

Uygar Sümbül joined the Allen Institute as an Assistant Investigator in 2017. His current research at the Institute focuses on the modeling and analysis of neuronal cell type identity based on genetic, anatomical, and physiological data. Previously, Uygar held postdoctoral positions in Sebastian Seung’s lab at MIT, and Liam Paninski’s lab at Columbia University. During these appointments, he developed machine learning methods for multi-modal classification of cell types, and for segmenting individual neurons in multispectral images of the nervous tissue. In particular, his research demonstrated a submicron reproducibility in the anatomy of mouse retinal neurons, and the existence of a consistent mapping between anatomical and molecular definitions of cell types. Uygar received a Bachelor’s degree from Bilkent University (Ankara, Turkey). He earned his PhD in Electrical Engineering and Mathematics from Stanford University, where he studied time-series models of dynamic magnetic resonance imaging.

research focus

What defines a neuronal cell type is a long-standing problem in Neuroscience. It is not always clear whether consistent identities can be assigned to neuronal populations across anatomical, molecular, and physiological observations. Uygar’s research tries to address these problems using the multi-modal observations of cortical neurons obtained at the Institute. He develops machine learning methods for classification that take advantage of these large, high-quality datasets. Uygar is also broadly interested in the anatomical organization of the cortex and how this pertains to neuronal identity.

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Making connections
How Yiliu Wang's found her place in neuroscience during the Shanahan Fellowship.
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New AI method sheds light on brain cell diversity
Researchers develop a machine learning approach to classify brain cells more precisely, which could aid studies into their role in health and disease.
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Projects launch to map brain connections in mouse and macaque
NIH BRAIN Initiative-funded research will lay the groundwork to map entire brains in incredible detail

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featured publications

publication / 2025
Evidence from spatial transcriptomics for the mosaic hypothesis and pure cell types in the cortex
Cell Reports
publication / 2025
Layer-specific input to medial prefrontal cortex is linked to stress susceptibility
Translational Psychiatry
publication / 2024
Joint inference of discrete cell types and continuous type-specific variability in single-cell datasets with MMIDAS
Nature Computational Science
publication / 2024
High-throughput analysis of dendrite and axonal arbors reveals transcriptomic correlates of neuroanatomy
Nature Communications
publication / 2023
Predictive and robust gene selection for spatial transcriptomics
Nature Communications
publication / 2022
Single-neuron models linking electrophysiology, morphology, and transcriptomics across cortical cell types
Cell Reports
publication / 2021
Cell-type-specific neuromodulation guides synaptic credit assignment in a spiking neural network
Proceedings of the National Academy of Sciences of the United States of America
publication / 2021
Consistent cross-modal identification of cortical neurons with coupled autoencoders
Nature Computational Science
publication / 2020
Integrated Morphoelectric and Transcriptomic Classification of Cortical GABAergic Cells
Cell
publication / 2020
New light on cortical neuropeptides and synaptic network plasticity
Current Opinion in Neurobiology
publication / 2020
Whole-Neuron Synaptic Mapping Reveals Spatially Precise Excitatory/Inhibitory Balance Limiting Dendritic and Somatic Spiking
Neuron
publication / 2019
Single-cell transcriptomic evidence for dense intracortical neuropeptide networks
eLife
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