Evidence map›Paper›PMID 41844166›Full record

ArticleCell reports methods2026

Application of spectral flow cytometry for comprehensive detection of immune metabolism in patient-derived microsamples.

Yang Bai, Yuqing Wang, Yicheng Fu, Zhengyang Guo, Zhaoyuan Liang, Liu Yang, Jiawei Ribaudo, Dan Liu, Yanfang Li, Ting Zhang and 5 more

Abstract read
In one paragraph

Article in Cell reports methods, 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

15 authors.

Yang BaiDepartment of Geriatrics, Peking University Third Hospital, Beijing, China; Center of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Yuqing WangDepartment of Geriatrics, Peking University Third Hospital, Beijing, China; Center of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Yicheng FuDepartment of Geriatrics, Peking University Third Hospital, Beijing, China.
Zhengyang GuoCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Zhaoyuan LiangCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Liu YangCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Jiawei RibaudoBiologic and Materials Sciences & Prosthodontics, University of Michigan School of Dentistry, Ann Arbor, MI, USA.
Dan LiuCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Yanfang LiCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China.
Ting ZhangCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Biobank, Peking University Third Hospital, Beijing, China.
Lixiang XueCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China; Biobank, Peking University Third Hospital, Beijing, China.
Jianling YangDepartment of Geriatrics, Peking University Third Hospital, Beijing, China.
Huilin LiuDepartment of Geriatrics, Peking University Third Hospital, Beijing, China. Electronic address: liuhuilin202110@163.com.
Xianlong LiCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China. Electronic address: xianlong_li@bjmu.edu.cn.
Jie ZhangCenter of Basic Medical Research, Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China; Cancer Center of Peking University Third Hospital, Beijing, China; Beijing Key Laboratory of Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Peking University Third Hospital, Beijing, China; Biobank, Peking University Third Hospital, Beijing, China. Electronic address: zhangjie90905138@bjmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Single-cell metabolic characteristics are powerful indicators of cellular physiological and pathological states. Flow cytometry enables high-throughput single-cell metabolic profiling and immunophenotyping; however, spectral overlap impedes simultaneous detection of multi-parametric features. This limitation imposes larger sample requirements and increased variabilities due to metabolic dynamics-constraints acutely magnified in studies utilizing clinical microsamples. To overcome these shortcomings, we developed a spectral flow cytometry platform for immunometabolic features, using 13 dual-probe combinations and 11 fluorophore probes. Requiring only 100 μL of whole blood per assay, this platform enables concurrent detection of 4 metabolic biomarkers and 16 immune markers. Application to patients with heart failure revealed heterogeneous metabolic landscapes across 20 immune subpopulations, showing reduced frequencies of naive T cells and NK-like T cells, with a metabolic shift from fatty acid dependence to glucose avidity. Our framework captures metabolic interactions previously inaccessible by sequential detection and will help to enable precision immunometabolism research.

Indexed as

Flow CytometryHeart FailureBiomarkersHumansImmunophenotypingT-LymphocytesBiomarkersCP: immunologyCP: metabolismimmunometabolic analysis in samples from patientsmetabolic function by flow cytometrymetabolic probesspectrum flow cytometry

Identifiers

PMID41844166
PMCPMC13030956

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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.