Data Science / Neuronal Modeling

We gain insights into the healthy and diseased nervous system by developing using computational models.

03
Grote, T., & Berens, P

Uncertainty, evidence, and the integration of machine learning into medical practice

Jul 19, 2023 | The Journal of Medicine and Philosophy: A Forum for Bioethics and Philosophy of Medicine (Vol. 48, No. 1, pp. 84-97). US: Oxford University Press
04
Congiu, M., Mondoloni, S., Zouridis, I. S., Schmors, L., Lecca, S., Lalive, A. L., Ginggen, K., Deng, F., Berens, P., Paolicelli, R. C., Li, Y., Burgalossi, A. & Mameli, M.

Plasticity of neuronal dynamics in the lateral habenula for cue-punishment associative learning

Jul 12, 2023 | Molecular Psychiatry, 1-10
06
Franke, K., Cai, C., Ponder, K., Fu, J., Sokoloski, S., Berens, P., & Tolias, A. S.

Asymmetric distribution of color-opponent response types across mouse visual cortex supports superior color vision in the sky.

Jun 05, 2023 | bioRxiv.
08
Böhm, J. N., Berens, P., & Kobak, D.

Unsupervised visualization of image datasets using contrastive learning

May 30, 2023 | Proceedings of the International Conference on Learning Representations (ICLR)
09
Beck, J., Deistler, M., Bernaerts, Y., Macke, J. H., & Berens, P

Efficient identification of informative features in simulation-based inference

Feb 24, 2022 | Advances in Neural Information Processing Systems, 35, 19260-19273
10
Strauss, S., Korympidou, M. M., Ran, Y., Franke, K., Schubert, T., Baden, T., Berens, P., Euler, T. & Vlasits, A. L

Center-surround interactions underlie bipolar cell motion sensitivity in the mouse retina

Feb 07, 2022 | Nature Communications, 13(1), 5574
11
Oesterle, J., Krämer, N., Hennig, P., & Berens, P.

Probabilistic solvers enable a straight-forward exploration of numerical uncertainty in neuroscience models

Jan 04, 2022 | Journal of Computational Neuroscience, 50(4), 485-503
12
Behrens, C., Yadav, S. C., Korympidou, M. M., Zhang, Y., Haverkamp, S., Berens, P. & Schubert, T.

Retinal horizontal cells use different synaptic sites for global feedforward and local feedback signaling.

Jan 01, 2022 | Current Biology, 32(3), 545-558
13
Gonschorek, D., Höfling, L., Szatko, K. P., Franke, K., Schubert, T., Dunn, B., Berens, P. ... & Euler, T.

Removing inter-experimental variability from functional data in systems neuroscience.

Dec 06, 2021 | Advances in Neural Information Processing Systems, 34, 3706-3719.
14
BRAIN Initiative Cell Census Network (BICCN)

A multimodal cell census and atlas of the mammalian primary motor cortex

Oct 21, 2021 | Nature, 598(7879), 86-102.
15
Yoshimatsu, T., Bartel, P., Schröder, C., Janiak, F. K., St-Pierre, F., Berens, P., & Baden, T.

Ancestral circuits for vertebrate color vision emerge at the first retinal synapse

Oct 13, 2021 | Science Advances, 7(42), eabj6815
16
Scala, F., Kobak, D., Bernabucci, M., Bernaerts, Y., Cadwell, C. R., Castro, J. R., [...], Berens, P. & Tolias, A. S.

Phenotypic variation of transcriptomic cell types in mouse motor cortex

Oct 07, 2021 | Nature, 598(7879), 144-150
17
Sokoloski, S., Aschner, A., & Coen-Cagli, R.

Modelling the neural code in large populations of correlated neurons

Oct 05, 2021 | Elife, 10, e64615.
19
Schroeder, C., Oesterle, J., Berens, P., Yoshimatsu, T., & Baden, T.

Distinct synaptic transfer functions in same-type photoreceptors.

Jul 16, 2021 | Elife, 10, e67851.
20
Baden, T., Euler, T., & Berens, P.

Understanding the retinal basis of vision across species.

Dec 12, 2020 | Nature Reviews Neuroscience, 21(1), 5-20.
21
Schröder, C., Klindt, D., Strauss, S., Franke, K., Bethge, M., Euler, T., & Berens, P.

System identification with biophysical constraints: A circuit model of the inner retina.

Dec 08, 2020 | Advances in Neural Information Processing Systems, 33, 15439-15450.
22
Oesterle, J., Behrens, C., Schröder, C., Hermann, T., Euler, T., Franke, K., ... & Berens, P.

Bayesian inference for biophysical neuron models enables stimulus optimization for retinal neuroprosthetics

Oct 27, 2020 | Elife, 9, e54997.
23
Laturnus, S., von Daranyi, A., Huang, Z., & Berens, P.

MorphoPy: A python package for feature extraction of neural morphologies.

Aug 03, 2020 | Journal of Open Source Software, 5(52), 2339.
24
Yoshimatsu, T., Schröder, C., Nevala, N. E., Berens, P., & Baden, T.

Fovea-like photoreceptor specializations underlie single UV cone driven prey-capture behavior in zebrafish.

Jul 22, 2020 | Neuron, 107(2), 320-337.
25
Szatko, K. P., Korympidou, M. M., Ran, Y., Berens, P., Dalkara, D., Schubert, T., ... & Franke, K.

Neural circuits in the mouse retina support color vision in the upper visual field.

Jul 13, 2020 | Nature communications, 11(1), 3481.
26
Laturnus, S., Kobak, D., & Berens, P.

A systematic evaluation of interneuron morphology representations for cell type discrimination.

May 04, 2020 | Neuroinformatics, 18, 591-609.
27
Ran, Y., Huang, Z., Baden, T., Schubert, T., Baayen, H., Berens, P., ... & Euler, T.

Type-specific dendritic integration in mouse retinal ganglion cells.

Apr 30, 2020 | Nature Communications, 11(1), 2101.
28
Höfling, L., Oesterle, J., Berens, P., & Zeck, G

Probing and predicting ganglion cell responses to smooth electrical stimulation in healthy and blind mouse retina.

Mar 23, 2020 | Scientific reports, 10(1), 5248.
29
Zhao, Z., Klindt, D. A., Maia Chagas, A., Szatko, K. P., Rogerson, L., Protti, D. A., ... & Euler, T.

The temporal structure of the inner retina at a single glance.

Mar 10, 2020 | Scientific reports, 10(1), 4399.
30
Power, M. J., Rogerson, L. E., Schubert, T., Berens, P., Euler, T., & Paquet‐Durand, F.

Systematic spatiotemporal mapping reveals divergent cell death pathways in three mouse models of hereditary retinal degeneration.

Mar 05, 2020 | Journal of Comparative Neurology, 528(7), 1113-1139.
31
Cadwell, C. R., Scala, F., Fahey, P. G., Kobak, D., Mulherkar, S., Sinz, F. H., ... & Tolias, A. S.

Cell type composition and circuit organization of clonally related excitatory neurons in the juvenile mouse neocortex.

Mar 05, 2020 | Elife, 9, e52951.
32
Schröder, C., James, B., Lagnado, L., & Berens, P.

Approximate bayesian inference for a mechanistic model of vesicle release at a ribbon synapse.

Dec 10, 2019 | Advances in Neural Information Processing Systems, 32.
33
Scala, F., Kobak, D., Shan, S., Bernaerts, Y., Laturnus, S., Cadwell, C. R., ... Berens, P., ... & Tolias, A. S

Layer 4 of mouse neocortex differs in cell types and circuit organization between sensory areas

Sep 13, 2019 | Nature communications, 10(1), 4174.
34
Rogerson, L. E., Zhao, Z., Franke, K., Euler, T., & Berens, P.

Bayesian hypothesis testing and experimental design for two-photon imaging data.

Aug 22, 2019 | PLoS computational biology, 15(8), e1007205.
35
Rosón, M. R., Bauer, Y., Kotkat, A. H., Berens, P., Euler, T., & Busse, L.

Mouse dLGN receives functional input from a diverse population of retinal ganglion cells with limited convergence.

Apr 17, 2019 | Neuron, 102(2), 462-476.
36
Dhande, O. S., Stafford, B. K., Franke, K., El-Danaf, R., Percival, K. A., Phan, A. H., ..., Berens, P., ... & Huberman, A. D

Molecular fingerprinting of on–off direction-selective retinal ganglion cells across species and relevance to primate visual circuits.

Jan 02, 2019 | Journal of Neuroscience, 39(1), 78-95.