Evidence map›Paper›PMID 41120632›Full record

ArticleScientific reports2025

Single-cell and bulk transcriptomics uncovers PRKD2-driven tumor stemness and progression in multiple myeloma.

Guihua Zhang, Shengya Cao, Chong Geng, Yueyue Sun, Jinge Xu, Chong Chen, Faan Miao, Huanxin Zhang, Yunxin Kong, Rongke Jiang and 4 more

Erratum issuedAbstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. 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

5 · Who and what money

Authors and funding

14 authors.

Guihua Zhang *Suzhou Medical College of Soochow University, Suzhou, 215006, Jiangsu, China.
Shengya Cao *Clinical Laboratory, Xuzhou Cancer Hospital, Xuzhou Third People's Hospital, Xuzhou, 221000, Jiangsu, China.
Chong Geng *Department of Radiotherapy, Xuzhou Cancer Hospital, Xuzhou Third People's Hospital, Xuzhou, 221000, Jiangsu, China.
Yueyue SunDepartment of Hematology, Affiliated Hospital of Xuzhou Medical University, No.99, Huaihai West Road, Xuzhou, 221000, Jiangsu, China.
Jinge XuDepartment of Hematology, The Second Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China.
Chong ChenDepartment of Hematology, Affiliated Hospital of Xuzhou Medical University, No.99, Huaihai West Road, Xuzhou, 221000, Jiangsu, China.
Faan MiaoDepartment of Hematology, Affiliated Hospital of Xuzhou Medical University, No.99, Huaihai West Road, Xuzhou, 221000, Jiangsu, China.
Huanxin ZhangDepartment of Hematology, Affiliated Hospital of Xuzhou Medical University, No.99, Huaihai West Road, Xuzhou, 221000, Jiangsu, China.
Yunxin KongCancer Prevention Office, Xuzhou Cancer Hospital, Xuzhou Third People's Hospital, Xuzhou, 221000, Jiangsu, China.
Rongke JiangDepartment of Hematology, Xuzhou Cancer Hospital, Xuzhou Third People's Hospital, Xuzhou, 221000, Jiangsu, China.
Kaige LiuDepartment of Hematology, The Second Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China.
Jiaqian QiSuzhou Medical College of Soochow University, Suzhou, 215006, Jiangsu, China. qijq@suda.edu.cn.
Zhenyu LiDepartment of Hematology, Affiliated Hospital of Xuzhou Medical University, No.99, Huaihai West Road, Xuzhou, 221000, Jiangsu, China. lizhenyumd@163.com.
Hong LiuSuzhou Medical College of Soochow University, Suzhou, 215006, Jiangsu, China. hongliu63@126.com.

Funding

Xuzhou Health Commission Project XWKYHT20200068Xuzhou Health Commission Project XWKYHT20230015Xuzhou Science and Technology Bureau Project KC23231
6 · The paper itself

Abstract

Multiple myeloma (MM) remains incurable, as most patients relapse or become refractory (RRMM), and the molecular nexus among clonal evolution, immune escape and therapy response remains unknown. Bulk RNA-seq from 24 MM to 6 matched marrows (subset of 132) plus single-cell datasets were analysed by differential expression, pseudotime, WGCNA, enrichment, immune deconvolution and GDSC drug screens. PRKD2 was knocked down (KD) or over-expressed (OE) in H929, 8226 and U266 cells. Viability (CCK-8) and apoptosis (Annexin V/7-AAD) were assessed after 48 h of axitinib (1.25-10 µM). PRKD2 was the sole gene uniformly up-regulated in newly diagnosed MM, RRMM and poor-survival cohorts, rising along the malignant plasma-cell trajectory. High PRKD2 aligned with ISS-III stage, elevated mRNAsi/EREG_mRNAsi and worse 5-year survival (38% vs. 73%, P = 0.012). PRKD2-KD reduced proliferation (~ 30%) and restored HLA-E, whereas PRKD2-OE suppressed antigen-presentation genes and polarised macrophages toward an IL-6/MERTK tumour-promoting phenotype. PRKD2-high marrow contained more naïve/memory B cells but fewer mature plasma cells. PRKD2 expression correlated positively with axitinib sensitivity (- log

Indexed as

Multiple MyelomaNeoplastic Stem CellsTranscriptomeApoptosisAxitinibCell Line, TumorCell ProliferationDisease ProgressionGene Expression ProfilingGene Expression Regulation, NeoplasticHumansSingle-Cell AnalysisAxitinibClinical sample studyDrug resistance analysisImmune infiltrationMultiple myelomaPRKD2ScRNA-seq

Identifiers

PMID41120632
PMCPMC12540753

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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 Socratic graph.