Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Review
. 2025 Apr;28(4):717-730.
doi: 10.1038/s41593-025-01904-7. Epub 2025 Mar 24.

Integrating multimodal data to understand cortical circuit architecture and function

Affiliations
Review

Integrating multimodal data to understand cortical circuit architecture and function

Anton Arkhipov et al. Nat Neurosci. 2025 Apr.

Abstract

In recent years there has been a tremendous growth in new technologies that allow large-scale investigation of different characteristics of the nervous system at an unprecedented level of detail. There is a growing trend to use combinations of these new techniques to determine direct links between different modalities. In this Perspective, we focus on the mouse visual cortex, as this is one of the model systems in which much progress has been made in the integration of multimodal data to advance understanding. We review several approaches that allow integration of data regarding various properties of cortical cell types, connectivity at the level of brain areas, cell types and individual cells, and functional neural activity in vivo. The increasingly crucial contributions of computation and theory in analyzing and systematically modeling data are also highlighted. Together with open sharing of data, tools and models, integrative approaches are essential tools in modern neuroscience for improving our understanding of the brain architecture, mechanisms and function.

PubMed Disclaimer

Conflict of interest statement

Competing interests: H.Z. is on the scientific advisory board of MapLight Therapeutics, Inc. C.K. holds an executive position and has a financial interest in Intrinsic Powers, a company whose purpose is to develop a device that can be used in the clinic to assess the presence and absence of consciousness in patients. This does not pose any conflict of interest with regard to the work undertaken for this publication. All other authors declare no competing interests.

References

    1. Yuste, R. et al. A community-based transcriptomics classification and nomenclature of neocortical cell types. Nat. Neurosci. 23, 1456–1468 (2020). - PubMed - PMC - DOI
    1. Ramón y Cajal, S. Histologie Du Système Nerveux de l’homme & Des Vertébrés (A. Maloine Editeurs, Paris, 1909). - DOI
    1. Petilla Interneuron Nomenclature Group. et al. Petilla terminology: nomenclature of features of GABAergic interneurons of the cerebral cortex. Nat. Rev. Neurosci. 9, 557–568 (2008). - DOI
    1. Gilbert, C. D. & Wiesel, T. N. Morphology and intracortical projections of functionally characterised neurones in the cat visual cortex. Nature 280, 120–125 (1979). - PubMed - DOI
    1. Gouwens, N. W. et al. Classification of electrophysiological and morphological neuron types in the mouse visual cortex. Nat. Neurosci. 22, 1182–1195 (2019). - PubMed - PMC - DOI

LinkOut - more resources