Evidence map›Paper›PMID 42637876›Full record

ArticleLeukemia2026

Multimodal spatial profiling reveals distinct myeloid-defined ENKTL subgroups and tumor-myeloid cooperativity within prognostic inflammatory niche.

Lichang Deng, Min Liu, Reagan Entigu Anak Linton, Kaijie Hu, Shruti Sridhar, Giorgio Bertolazzi, Sai Mun Leong, Ling-Wen Ding, Nicholas Syn, Shuangyi Fan and 17 more

Abstract read
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In one paragraph

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

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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

27 authors.

Lichang Deng *Tsinghua Medicine, Tsinghua University, Beijing, China.ORCID http://orcid.org/0009-0000-2025-9667
Min Liu *Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing, China.
Reagan Entigu Anak Linton *Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-6192-3533
Kaijie HuDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Shruti SridharCancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.
Giorgio BertolazziDepartment of Medicine and Surgery, Kore University of Enna, Enna, Italy.
Sai Mun LeongDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Ling-Wen DingDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Nicholas SynDepartment of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Shuangyi FanDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Cho Mar Myint WaiDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Yi-Qi LiState Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Department of Experimental Research, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, China.
Jin-Xin BeiState Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Department of Experimental Research, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, China.ORCID http://orcid.org/0000-0003-1333-407X
Jie XiongShanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.ORCID http://orcid.org/0000-0002-7547-5049
Wei-Li ZhaoShanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Susan Swee-Shan HueDepartment of Pathology, National University Hospital, Singapore, Singapore.ORCID http://orcid.org/0000-0003-1854-1481
Joe Poh Sheng YeongDepartment of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.
Li Yen ChongDepartment of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.ORCID http://orcid.org/0000-0002-4623-4633
Li-Mei PoonDepartment of Haematology-Oncology, National University Cancer Institute Singapore, National University Health System, Singapore, Singapore.
Choon Kiat OngLymphoma Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0001-6402-4288
Jing Quan LimLymphoma Translational Research Laboratory, Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore, Singapore.
Soon Thye LimDirector's Office, National Cancer Centre Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0002-0366-5505
Jinmiao ChenCentre for Biomedical Data Science and Program in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore, Singapore.
Hang XuBioinformatics Institute, Agency for Science, Technology and Research, Singapore, Singapore.
Anand Devaprasath JeyasekharanCancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0001-9816-6137
Claudio TripodoAdvanced Pathology Laboratory, IFOM ETS - The AIRC Institute of Molecular Oncology, Milan, Italy. claudio.tripodo@ifom.eu.
Siok-Bian NgDepartment of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore. patnsb@nus.edu.sg.ORCID http://orcid.org/0000-0001-6051-6410

Funding

MOH | National Medical Research Council (NMRC) MOH-001104-00MOH | National Medical Research Council (NMRC) MOH-001575-00National Natural Science Foundation of China (National Science Foundation of China) 82500239
6 · The paper itself

Abstract

Extranodal NK/T-cell lymphoma (ENKTL) is an aggressive Epstein-Barr virus (EBV)-associated malignancy with a heterogeneous tumor microenvironment, yet macrophage heterogeneity and tumor-macrophage crosstalk remain poorly defined. Here, we integrate spatial transcriptomic and proteomic profiling with single-cell spatial molecular imaging of ENKTL samples and identify two subgroups defined by distinct macrophage programs. Subgroup 1 is enriched for inflammatory macrophages exhibiting IFN-α/γ responses and immune-regulatory molecules including IDO1 and CD274, whereas Subgroup 2 is immune-quiescent and macrophage-sparse, with its macrophage compartment skewed towards STAB1 macrophages with scavenging features. Notably, an NF-κB-activated and EBV-associated tumor subset is specifically enriched in Subgroup 1, displaying concurrent immunostimulatory and immunoregulatory features that parallel the co-enriched myeloid states and showing reproducible sample-level associations with these myeloid states across datasets. Spatial neighborhood analysis further delineates an inflammation niche where NF-κB tumor cells physically co-localize with these inflammatory macrophages, accompanied by enhanced tumor-myeloid and myeloid-myeloid signaling, implicating a process of tumor-associated myeloid recruitment followed by CCL- and IL1-mediated myeloid self-reinforcement. Critically, higher abundance of this niche correlates with improved survival across independent cohorts, revealing contrasting spatial tumor-immune architectures with prognostic relevance. Together, our study provides a spatially resolved framework for understanding ENKTL biology and guiding immunotherapeutic strategies.

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