
- Select a language for the TTS:
- UK English Female
- UK English Male
- US English Female
- US English Male
- Australian Female
- Australian Male
- Language selected: (auto detect) - EN
Play all audios:
Cells interact with their local environment to enact global tissue function. By harnessing gene–gene covariation in cellular neighborhoods from spatial transcriptomics data, the covariance
environment (COVET) niche representation and the environmental variational inference (ENVI) data integration method model phenotype–microenvironment interplay and reconstruct the spatial
context of dissociated single-cell RNA sequencing datasets. Access through your institution Buy or subscribe This is a preview of subscription content, access via your institution ACCESS
OPTIONS Access through your institution Access Nature and 54 other Nature Portfolio journals Get Nature+, our best-value online-access subscription $29.99 / 30 days cancel any time Learn
more Subscribe to this journal Receive 12 print issues and online access $209.00 per year only $17.42 per issue Learn more Buy this article * Purchase on SpringerLink * Instant access to
full article PDF Buy now Prices may be subject to local taxes which are calculated during checkout ADDITIONAL ACCESS OPTIONS: * Log in * Learn about institutional subscriptions * Read our
FAQs * Contact customer support REFERENCES * Moses, L. & Pachter, L. Museum of spatial transcriptomics. _Nat. Methods_ 19, 534–546 (2022). A REVIEW ARTICLE THAT COVERS RECENT
DEVELOPMENTS IN MULTIPLEXED SPATIAL MEASUREMENT TECHNOLOGIES AND ANALYSIS METHODS. Article CAS PubMed Google Scholar * Azizi, E. et al. Single-cell map of diverse immune phenotypes in
the breast tumor microenvironment. _Cell_ 174, 1293–1308 (2018). THIS PAPER ANALYZES BREAST TUMOR IMMUNE DATA, SHOWING THAT GENE–GENE COVARIANCE IS A ROBUST MEASURE THAT OVERCOMES ARTIFACTS
SUCH AS TECHNICAL BATCH EFFECTS. Article CAS PubMed PubMed Central Google Scholar * Burdziak, C. et al. Epigenetic plasticity cooperates with cell–cell interactions to direct pancreatic
tumorigenesis. _Science_ 380, eadd5327 (2023). THIS PAPER PROFILES GENETIC MOUSE MODELS OF PANCREATIC CANCER TO SHOW THAT ONCOGENIC MUTATION AND TISSUE INJURY RESHAPE COMMUNICATION BETWEEN
RECEPTOR AND LIGAND GENE MODULES IN THE TUMOR MICROENVIRONMENT. Article CAS PubMed PubMed Central Google Scholar Download references ADDITIONAL INFORMATION PUBLISHER’S NOTE Springer
Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. THIS IS A SUMMARY OF: Haviv, D. et al. The covariance environment defines
cellular niches for spatial inference. _Nat. Biotechnol_. https://doi.org/10.1038/s41587-024-02193-4 (2024) RIGHTS AND PERMISSIONS Reprints and permissions ABOUT THIS ARTICLE CITE THIS
ARTICLE Capturing and modeling cellular niches from dissociated single-cell and spatial data. _Nat Biotechnol_ 43, 179–180 (2025). https://doi.org/10.1038/s41587-024-02207-1 Download
citation * Published: 02 April 2024 * Issue Date: February 2025 * DOI: https://doi.org/10.1038/s41587-024-02207-1 SHARE THIS ARTICLE Anyone you share the following link with will be able to
read this content: Get shareable link Sorry, a shareable link is not currently available for this article. Copy to clipboard Provided by the Springer Nature SharedIt content-sharing
initiative