Evidence map›Paper›PMID 40899849›Full record

ArticleInternational journal of surgery (London, England)2026

Single-cell RNA sequencing reveals immune regulatory mechanisms and molecular therapeutic strategies in the microenvironment of multiple myeloma.

Qiang Su, Kehan Long, MoZiLi Adu, Meijun Jiang, Qiaochu Li, Xufeng Wan, Jian Cao, Yan Yue, Shuoyuan Li, Zhendong Ying and 4 more

Abstract read
In one paragraph

Article in International journal of surgery (London, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Identification of exhausted CD8Translational cancer research · 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.

Qiang SuOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Kehan LongSchool of Clinical Medicine, Shandong Second Medical University, Weifang, Shandong, China.
MoZiLi AduResearch Center for Traditional Chinese Medicine Resources and Ethnic Minority Medicine, Jiangxi University of Chinese Medicine, Nanchang, China.
Meijun JiangDepartment of Hand and Podiatric Surgery, Orthopedics Center, The First Hospital of Jilin University, Changchun, People's Republic of China.
Qiaochu LiDepartment of Orthopedics, the First Affiliated Hospital, Chongqing Medical University, Chongqing, China.
Xufeng WanOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Jian CaoOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Yan YueOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Shuoyuan LiOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Zhendong YingDepartment of Orthopedics, School of Clinical Medicine, Shandong University of Traditional Chinese Medicine, Shandong Qianfoshan Hospital, Jinan, China.
Qibin LiuAffiliated Hospital of Shandong Second Medical University, Jinan, China.
Chaoqun YouMusculoskeletal Tumor Center, Beijing Key Laboratory of Musculoskeletal Tumor, Peking University People's Hospital, Beijing, China.
Zhuang ZhangOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.
Duan WangOrthopedic Research Institute and Department of Orthopedics, West China Hospital, Sichuan University, Chengdu 610041, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMultiple myeloma (MM) is a malignancy marked by uncontrolled plasma cell proliferation, immune evasion, and drug resistance. Despite advances in treatment, the disease remains incurable due to relapses and drug resistance. This study aims to investigate the molecular and cellular interactions within the myeloma microenvironment using single-cell RNA sequencing (scRNA-seq), Mendelian randomization (MR), and pathway analysis to uncover therapeutic targets.

methodsWe used scRNA-seq to analyze tumor, immune, and stromal cell interactions in MM. Data were processed using Seurat for clustering, dimensionality reduction, and cell-type annotation. Gene Set Variation Analysis (GSVA) and cell-cell interaction analysis were performed to identify signaling pathways involved in disease progression. Two-sample MR was applied to explore causal relationships between genetic variants and gene expression. Finally, molecular docking simulations were used to identify potential small molecule modulators of key proteins involved in MM.

resultsWe identified significant immune-related signaling pathways, including PI3K-AKT-mTOR, WNT-β-catenin, and TGF-β, upregulated in immune cells within the MM microenvironment. Genes such as HLA-C, CTSS, and LRRFIP1 showed positive causal relationships with MM, while SHISA5 and ISG15 exhibited protective roles. Cell communication analysis revealed key ligand-receptor interactions between immune and tumor cells. Molecular docking identified promising small molecules like actein and aflatoxin B1 targeting ISG15 and TAGLN2.

conclusionsThis study reveals key genetic drivers and immune modulation mechanisms in MM. Targeting immune-related pathways, such as PI3K-AKT-mTOR and WNT-β-catenin, and small molecules targeting ISG15 and TAGLN2 could offer new therapeutic strategies.

Indexed as

Molecular Targeted TherapyMultiple MyelomaSingle-Cell Gene Expression AnalysisBone MarrowCell CommunicationDrug Resistance, NeoplasmGene Regulatory NetworksHumansMendelian Randomization AnalysisMolecular Docking SimulationPrincipal Component AnalysisSignal TransductionTumor Microenvironmentimmune modulationMendelian randomizationmolecular dockingmultiple myelomascRNA-seqtherapeutic targets

Identifiers

PMID40899849
PMCPMC12825540

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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.