Evidence map›Paper›PMID 40074951›Full record

ArticleNature methods2025

Spotiphy enables single-cell spatial whole transcriptomics across an entire section.

Jiyuan Yang, Ziqian Zheng, Yun Jiao, Kaiwen Yu, Sheetal Bhatara, Xu Yang, Sivaraman Natarajan, Jiahui Zhang, Qingfei Pan, John Easton and 4 more

Abstract read
In one paragraph

Article in Nature methods, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing 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

25 citing papers in PubMed.

  1. Review
  2. Single-cell insights into plant growth, adaptation, and evolution.Journal of integrative plant biology · 2026
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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

14 authors.

Jiyuan Yang *Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0003-0185-1133
Ziqian Zheng *Department of Industrial & Systems Engineering, University of Wisconsin-Madison, Madison, WI, USA.
Yun JiaoDepartment of Structural Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
Kaiwen YuCenter of Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0002-6050-8477
Sheetal BhataraDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
Xu YangDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0002-0398-1436
Sivaraman NatarajanDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0003-2608-2887
Jiahui ZhangDepartment of Industrial & Systems Engineering, University of Wisconsin-Madison, Madison, WI, USA.
Qingfei PanDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
John EastonDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0003-4503-6608
Koon-Kiu YanDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID http://orcid.org/0000-0003-2337-485X
Junmin PengDepartment of Structural Biology, St. Jude Children's Research Hospital, Memphis, TN, USA. junmin.peng@stjude.org.ORCID http://orcid.org/0000-0003-0472-7648
Kaibo LiuDepartment of Industrial & Systems Engineering, University of Wisconsin-Madison, Madison, WI, USA. kliu8@wisc.edu.
Jiyang YuDepartment of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA. jiyang.yu@stjude.org.ORCID http://orcid.org/0000-0003-3629-4330

Funding

Dissecting neuron-microglia-astrocyte interaction in AD pathogenesisRF1AG068581 · NIA · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI PENG, JUNMIN, ROSSOLL, WILFRIED · 2020 to 2023
$5.4M
Enabling immunotherapy for high-risk Group 3 medulloblastoma via systems immunologyU01CA281868 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI Hongbo Chi, Jiyang Yu · 2023 to 2026
$3.2M
Clonal Therapy for Pediatric T-cell Acute Lymphoblastic LeukemiaU01CA264610 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI YANG, JUN J., YU, JIYANG · 2021 to 2025
$2.8M
Investigating the Molecular Determinants Driving Response and Resistance to HDAC6 Targeted Therapy in Breast CancerR01CA274251 · NCI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Jose M Silva, Jiyang Yu · 2024 to 2026
$1.7M
Intracellular and Intercellular Network Rewiring and Hidden Driver Inference from Single-Cell DataR01GM134382 · NIGMS · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI YU, JIYANG · 2019 to 2023
$1.7M
Dissecting neuron-microglia-astrocyte interaction in AD pathogenesisR01AG068581 · NIA · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI PENG, JUNMIN, ROSSOLL, WILFRIED · 2024 to 2024
$1.2M
NCI NIH HHS R01 CA274251NCI NIH HHS U01 CA264610NCI NIH HHS U01 CA281868NIA NIH HHS R01 AG068581NIA NIH HHS RF1 AG068581NIGMS NIH HHS R01 GM134382U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R01CA274251U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) U01CA264610U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) U01CA281868U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R01GM134382U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging) RF1AG068581
6 · The paper itself

Abstract

Spatial transcriptomics (ST) has advanced our understanding of tissue regionalization by enabling the visualization of gene expression within whole-tissue sections, but current approaches remain plagued by the challenge of achieving single-cell resolution without sacrificing whole-genome coverage. Here we present Spotiphy (spot imager with pseudo-single-cell-resolution histology), a computational toolkit that transforms sequencing-based ST data into single-cell-resolved whole-transcriptome images. Spotiphy delivers the most precise cellular proportions in extensive benchmarking evaluations. Spotiphy-derived inferred single-cell profiles reveal astrocyte and disease-associated microglia regional specifications in Alzheimer's disease and healthy mouse brains. Spotiphy identifies multiple spatial domains and alterations in tumor-tumor microenvironment interactions in human breast ST data. Spotiphy bridges the information gap and enables visualization of cell localization and transcriptomic profiles throughout entire sections, offering highly informative outputs and an innovative spatial analysis pipeline for exploring complex biological systems.

Indexed as

Gene Expression ProfilingSingle-Cell AnalysisTranscriptomeAlzheimer DiseaseAnimalsAstrocytesBrainBreast NeoplasmsComputational BiologyFemaleHumansMiceMicrogliaTumor Microenvironment

Identifiers

PMID40074951
PMCPMC11978521

What OpenQuestion holds

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Registered trials

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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.