Evidence map›Paper›PMID 42740657›Full record

ReviewThe Plant cell2026

Unlocking the full potential of spatial omics in plants: practical challenges, solutions, and a path forward.

Min-Yao Jhu, Max Minne, Ziliang Luo, Hannah Dörpholz, Jie Yao, M Shahid Mukhtar, Fern Mathieu, Marta Peirats-Llobet, Travis Lee, Pau Formosa-Jordan and 13 more

Abstract readReview
In one paragraph

Review in The Plant cell, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

23 authors.

Min-Yao JhuCrop Science Centre, Department of Plant Sciences, University of Cambridge, Cambridge CB3 0LE, United Kingdom.ORCID 0000-0002-8654-0977
Max MinneRIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Kanagawa 230-0045, Japan.ORCID 0000-0003-3089-2284
Ziliang LuoDepartment of Genetics, University of Georgia, Athens, GA 30602, United States.ORCID 0000-0001-8720-0133
Hannah DörpholzInstitute of Bio- and Geosciences (IBG-4: Bioinformatics), CEPLAS, BioSC, Forschungszentrum Jülich, Jülich 52428, Germany.ORCID 0000-0002-0476-9699
Jie YaoDepartment of Genetics, University of Georgia, Athens, GA 30602, United States.ORCID 0000-0002-7898-1799
M Shahid MukhtarDepartment of Genetics and Biochemistry, Clemson University. Clemson, SC 29634, United States.ORCID 0000-0002-1104-6931
Fern MathieuUniversity of California Davis Genome Center, University of California. Davis, CA 95616, United States.ORCID 0009-0002-4615-7452
Marta Peirats-LlobetDepartment of Ecological, Plant and Animal Sciences, La Trobe Institute for Sustainable Agriculture and Food, School of Agriculture, Biomedical and Environmental Sciences, La Trobe University, Bundoora, Victoria 3086, Australia.ORCID 0000-0003-0004-0654
Travis LeePlant Biology Laboratory, The Salk Institute for Biological Studies, La Jolla, CA 92037, United States.ORCID 0000-0002-8352-8956
Pau Formosa-JordanDepartment of Plant Developmental Biology, Max Planck Institute for Plant Breeding Research, CEPLAS, Cologne 50829, Germany.ORCID 0000-0003-3005-597X
Siyu SongThe Sainsbury Laboratory, University of East Anglia, Norwich Research Park, Norwich NR4 7UH, United Kingdom.ORCID 0000-0001-9160-3111
Marc LibaultDivision of Plant Science and Technology, Interdisciplinary Plant Group, Christopher S. Bond Life Science Center, University of Missouri, MO 65211, United States.ORCID 0000-0001-7419-9129
Che-Wei HsuDivision of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, United States.ORCID 0000-0003-3709-9748
Trevor M NolanDivision of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, United States.ORCID 0000-0003-1362-2557
Tatsuya NoboriThe Sainsbury Laboratory, University of East Anglia, Norwich Research Park, Norwich NR4 7UH, United Kingdom.ORCID 0000-0002-1773-3361
Christopher R AndertonEnvironmental Molecular Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, United States.ORCID 0000-0002-6170-1033
Robert J SchmitzDepartment of Genetics, University of Georgia, Athens, GA 30602, United States.ORCID 0000-0001-7538-6663
David JacksonCold Spring Harbor Laboratory, Cold Spring Harbor, NY 11724, United States.ORCID 0000-0002-4269-7649
Miguel Moreno-RisuenoCentro de Biotecnología y Genómica de Plantas (Universidad Politécnica de Madrid (UPM), Instituto, Nacional de Investigación y Tecnología Agraria y Alimentaria-CSIC (INIA-CSIC), Madrid 28223, Spain.ORCID 0000-0002-9794-1450
Hilde NelissenDepartment of Plant Biotechnology and Bioinformatics, Ghent University, Gent 9052, Belgium.ORCID 0000-0001-7494-1290
Rüdiger SimonInstitute of Developmental Genetics, Heinrich Heine University Düsseldorf, CEPLAS, Düsseldorf 40225, Germany.ORCID 0000-0002-1317-7716
Rosangela SozzaniDepartment of Plant and Microbial Biology and NC Plant Sciences Initiative, North Carolina State University, Raleigh, NC 27695, United States.ORCID 0000-0003-3316-2367
Keiko SugimotoRIKEN Center for Sustainable Resource Science, Tsurumi, Yokohama, Kanagawa 230-0045, Japan.ORCID 0000-0002-9209-8230

Funding

ARC Centre of Excellence Plants for Space CEX2020-000999-SARC Centre of Excellence Plants for Space MICIU/AEI/10.13039/501100011033ARC Centre of Excellence Plants for Space PID2022-140719NB-I00Biotechnology and Biological Sciences Research Council BB/Y002997/1Cluster of Excellence on Plant Sciences EXC2048Deutsche Forschungsgemeinschaft 44207744Gatsby Charitable FoundationHelmholtz Association ZT-I-PF-3-091Japan Science and Technology Agency ASPIRE JPMJAP2306Japan Society for the Promotion of Science P25086Max Planck SocietyNSF IOS-2038872NSF OIA-2418230Office of Science's Biological and Environmental Research DE-SC0023338Office of Science's Biological and Environmental Research DE-SC0025995Shurl and Kay Curci FoundationThe Donna and Benjamin M. Rosen Bioengineering CenterThe Resnick Sustainability Institute MCB-2544734U.S. Department of EnergyU.S. DOE-BER Bioimaging Program DE-SC0018459US National Science Foundation NSF OISE-2020459
6 · The paper itself

Abstract

Spatial omics technologies provide new opportunities for plant biology by enabling molecular profiling within structurally intact tissues, revealing spatially organized cell states, developmental gradients, and regulatory interactions. While spatial transcriptomics has driven early advances, the field is rapidly expanding toward integrated spatial multi-omics by combining single-cell and spatial transcriptomic, epigenomic, proteomic, and metabolomic data. These approaches offer new opportunities to study development, physiology, and plant biotic and abiotic interactions in spatially preserved cellular contexts. However, despite rapid adoption, the field remains constrained by plant-specific challenges when applying technologies largely developed for animal systems. Compared with animal systems, plant tissues pose additional challenges due to rigid cell walls and diverse chemistries, complicating sample preparation, cell and subcellular segmentation, signal detection, and data integration. As a result, many studies rely on bespoke protocols and analysis pipelines that are often difficult to reproduce or generalize. Here, we provide a practical, solution-oriented synthesis of current bottlenecks across experimental and computational pipelines, highlight emerging strategies to overcome these limitations, and propose a roadmap for community-driven protocol sharing, benchmarking, and integration across spatial and multi-omics modalities. Addressing these challenges will be essential to establish spatial omics as a routine and scalable tool for plant biology.

Indexed as

GenomicsPlantsMetabolomicsMultiomicsProteomicsSpatial Transcriptomics

Identifiers

PMID42740657
PMCPMC13647274

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.