Evidence map›Paper›PMID 36922587›Full record

ArticleNature2023

Spatial epigenome-transcriptome co-profiling of mammalian tissues.

Di Zhang, Yanxiang Deng, Petra Kukanja, Eneritz Agirre, Marek Bartosovic, Mingze Dong, Cong Ma, Sai Ma, Graham Su, Shuozhen Bao and 13 more

Open access · hybridAbstract read
In one paragraph

Article in Nature, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 308 papers.

0numbers the graph read from it
0cells of the map it votes in
308citing papers in PubMed
57.6field-weighted citation impact, top 1% of its field
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

308 citing papers in PubMed, 377 citations in OpenAlex.

  1. Flexible Integration of Structurally Diverse Spatial Multi-Omics With AgaeSMO.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  2. Single-cell epigenomics of colorectal cancer.Experimental & molecular medicine · 2026
    Review
  3. Article
  4. Article
  5. Review
  6. Insights Into Spatial Transcriptomics: Exploring Recent Technical Developments and Their Diverse Applications.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
    Review
  7. Mapping Embryonic Mouse Lung Development Using Enhanced Spatial Transcriptomics.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  8. Review
  9. Review
  10. Review
  11. Review
  12. Article
  13. Article
  14. Article
  15. Review
  16. Article
  17. Unified representation learning for spatial multi-omics.Bioinformatics (Oxford, England) · 2026
    Article
  18. Article
  19. Article
  20. Article

248 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

23 authors at 10 institutions in 4 countries.

Di Zhang *Department of Biomedical Engineering, Yale University, New Haven, CT, USA.
Yanxiang Deng *Department of Biomedical Engineering, Yale University, New Haven, CT, USA. yanxiang.deng@pennmedicine.upenn.edu.ORCID http://orcid.org/0000-0002-9975-8086
Petra KukanjaLaboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.ORCID http://orcid.org/0000-0003-1228-5923
Eneritz AgirreLaboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-5012-0305
Marek BartosovicLaboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden.
Mingze DongDepartment of Pathology, Yale University School of Medicine, New Haven, CT, USA.
Cong MaDepartment of Computer Science, Princeton University, Princeton, NJ, USA.
Sai MaKlarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID http://orcid.org/0000-0002-9785-7929
Graham SuDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.
Shuozhen BaoDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.ORCID http://orcid.org/0000-0002-9301-9952
Yang LiuDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.ORCID http://orcid.org/0000-0003-1830-948X
Yang XiaoDepartment of Biomedical Engineering, Columbia University, New York, NY, USA.ORCID http://orcid.org/0000-0001-7878-4923
Gorazd B RosoklijaDepartment of Psychiatry, Columbia University, New York, NY, USA.
Andrew J DworkDepartment of Psychiatry, Columbia University, New York, NY, USA.
J John MannDepartment of Psychiatry, Columbia University, New York, NY, USA.ORCID http://orcid.org/0000-0002-0265-6586
Kam W LeongDepartment of Biomedical Engineering, Columbia University, New York, NY, USA.
Maura BoldriniDepartment of Psychiatry, Columbia University, New York, NY, USA.ORCID http://orcid.org/0000-0003-3574-7641
Liya WangAtlasXomics, Inc., New Haven, CT, USA.ORCID http://orcid.org/0000-0001-6810-1332
Maximilian HaeusslerGenomics Institute, University of California Santa Cruz, Santa Cruz, CA, USA.
Benjamin J RaphaelDepartment of Computer Science, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0003-1274-048X
Yuval KlugerDepartment of Pathology, Yale University School of Medicine, New Haven, CT, USA.ORCID http://orcid.org/0000-0002-3035-071X
Gonçalo Castelo-BrancoLaboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden. goncalo.castelo-branco@ki.se.ORCID http://orcid.org/0000-0003-2247-9393
Rong FanDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA. rong.fan@yale.edu.ORCID http://orcid.org/0000-0001-7805-8059
Karolinska Institutet · SEYale Cancer Center · USYale University · USMacedonian Academy of Sciences and Arts · MKNew York Psychoanalytic Society and Institute · USPrinceton University · USBroad Institute · USColumbia University · USColumbia University Irving Medical Center · USUniversity of California, Santa Cruz · US

Funding

Spatiotemporal Tumor Analytics for Guiding Sequential Targeted-Inhibitor: Immunotherapy Combinations (ST-Analytics)U54CA274509 · NCI · INSTITUTE FOR SYSTEMS BIOLOGY · PI James R. Heath · 2022 to 2026
$15.6M
Yale Cooperative Hematology Specialized Core CenterU54DK106857 · NIDDK · YALE UNIVERSITY · PI JOHN HWA, Diane S Krause · 2015 to 2026
$9.7M
Yale TMC for Cellular Senescence in Lymphoid OrgansU54AG076043 · NIA · YALE UNIVERSITY · PI FAN, RONG, HALENE, STEPHANIE · 2021 to 2025
$7.0M
Yale Murine-TMC on Immune Cell Senescence Derived InflammationU54AG079759 · NIA · YALE UNIVERSITY · PI DIXIT, VISHWA DEEP, MONTGOMERY, RUTH R · 2022 to 2025
$6.5M
High-throughput in vivo and in vitro functional and multi-omics screens of neuropsychiatric and neurodevelopmental disorder risk genesRM1MH132648 · NIMH · YALE UNIVERSITY · PI Kristen Jennifer Brennand, Rong Fan · 2023 to 2026
$5.6M
Center for Human Lymphoma Spatiotemporal Atlas (HuLymSTA)U01CA294514 · NCI · YALE UNIVERSITY · PI FAN, RONG, HALENE, STEPHANIE · 2024 to 2025
$5.1M
Comprehensive and Robust Tools for Analysis of Tumor Heterogeneity and EvolutionU24CA248453 · NCI · PRINCETON UNIVERSITY · PI Benjamin Raphael · 2020 to 2026
$4.7M
Highly scalable and sensitive spatial transcriptomic and epigenomic sequencing of brain tissues from human and non-human primateRF1MH128876 · NIMH · YALE UNIVERSITY · PI FAN, RONG, SESTAN, NENAD · 2021 to 2021
$2.9M
Ex vivo analysis of human brain tumor cells in a microvascular niche modelR01CA245313 · NCI · YALE UNIVERSITY · PI FAN, RONG, ZHOU, JIANGBING · 2020 to 2024
$2.6M
High-spatial-resolution ECM-inclusive multi-omics sequencing of human PFA and FFPE tissue slidesUH3CA257393 · NCI · YALE UNIVERSITY · PI FAN, RONG · 2022 to 2023
$1.2M
High-spatial-resolution ECM-inclusive multi-omics sequencing of human PFA and FFPE tissue slidesUG3CA257393 · NCI · YALE UNIVERSITY · PI FAN, RONG · 2020 to 2021
$800k
NCI NIH HHS R01 CA245313NCI NIH HHS R01CA245313NCI NIH HHS U01 CA294514NCI NIH HHS U24 CA248453NCI NIH HHS U54 CA274509NCI NIH HHS U54CA274509NCI NIH HHS UG3 CA257393NCI NIH HHS UG3CA257393NCI NIH HHS UH3 CA257393NIA NIH HHS U54 AG076043NIA NIH HHS U54AG076043NIA NIH HHS U54 AG079759NIA NIH HHS U54AG079759NIDDK NIH HHS U54 DK106857NIMH NIH HHS RF1 MH128876NIMH NIH HHS RF1MH128876NIMH NIH HHS RM1 MH132648
6 · The paper itself

Abstract

Emerging spatial technologies, including spatial transcriptomics and spatial epigenomics, are becoming powerful tools for profiling of cellular states in the tissue context

Indexed as

ChromatinEpigenomeMammalsTranscriptomeAgingAnimalsBrainEpigenesis, GeneticEpigenomicsGene Expression ProfilingGene Expression RegulationHistonesHumansMiceOrgan SpecificitySingle-Cell AnalysisChromatinHistones

Identifiers

PMID36922587
PMCPMC10076218
OpenAlexW4324344255

What OpenQuestion holds

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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 OpenQuestion graph.