Evidence map›Paper›PMID 41776568›Full record

ArticleBMC medicine2026

Dual-utility ctDNA in diffuse large B-cell lymphoma: integrated genotyping unveils minimal residual disease dynamics and subtype-specific clonal evolution.

Jin-Hua Liang, Yi-Fan Wu, Si-Ying Pan, Kai-Xin Du, Yi-Lun Ji, Liu-Qing Zhu, Hao-Rui Shen, Jia-Zhu Wu, Hua Yin, Yue Li and 3 more

Abstract read
In one paragraph

Article in BMC medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

13 authors.

Jin-Hua Liang *Department of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China. liangjinhua1990@126.com.
Yi-Fan Wu *Department of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Si-Ying PanDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Kai-Xin DuDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Yi-Lun JiNanjing Geneseeq Technology Inc., Nanjing, Jiangsu, China.
Liu-Qing ZhuNanjing Geneseeq Technology Inc., Nanjing, Jiangsu, China.
Hao-Rui ShenDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Jia-Zhu WuDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Hua YinDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Yue LiDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Li WangDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Jian-Yong LiDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China.
Wei XuDepartment of Hematology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, 210029, China. xuwei10000@hotmail.com.

Funding

China Postdoctoral Science Foundation 2023M741463Jiangsu Provincial Department of Science and Technology BK20220716, BE2023780National Natural Science Foundation of China 82370194National Natural Science Foundation of China 82570240
6 · The paper itself

Abstract

backgroundCirculating tumor DNA (ctDNA) profiling offers a noninvasive approach to monitor minimal residual disease (MRD) and clonal evolution in diffuse large B-cell lymphoma (DLBCL).

methodsIn this study, we analyzed 164 newly diagnosed DLBCL patients from the First Affiliated Hospital of Nanjing Medical University undergoing R-CHOP-like therapy. Tissue and serial plasma samples were sequenced using a 475-gene lymphoma-specific panel.

resultsWe defined end-of-treatment MRD (EOT-MRD) positivity based on detectable tissue-informed variants or published driver mutations, which identified 37.2% (61/164) of patients as EOT-MRD( +). EOT-MRD status significantly predicted progression-free and overall survival, complementing both International Prognostic Index (IPI) and positron emission tomography-computed tomography response assessment. Integration of EOT-MRD with IPI into a composite "IPI-M" model improved risk stratification. CtDNA dynamics revealed that 77.1% (37/48) of patients acquired new gene alterations (GAs) at progression, of which most were enriched in cell cycle regulation, p53 pathway, PI3K/AKT signaling pathway, and epigenetic regulation. In addition, primary refractory patients exhibited a higher proportion of shared mutations from baseline to progression, while relapsed patients gained more emergent mutations at progression. Different genetic subtypes manifest divergent progression and distinct evolutionary patterns. TP53-disrupted subtype drove primary refractoriness via persistence of TP53 mutation, MCD subtype was prone to relapse despite high remission rate with frequent baseline mutation clearance and propensity for branched evolution, and BN2 showed mixed refractoriness and relapse with predominance of shared alterations.

conclusionsOur findings underscore the dual utility of ctDNA in enhancing prognostic stratification and elucidating subtype-specific evolutionary dynamics, supporting personalized treatment strategies in DLBCL.

Indexed as

Circulating Tumor DNAClonal EvolutionLymphoma, Large B-Cell, DiffuseNeoplasm, ResidualAdultAgedAntineoplastic Combined Chemotherapy ProtocolsFemaleGenotypeHumansMaleMiddle AgedMutationPrognosisCirculating Tumor DNACirculating tumor DNAClonal evolutionDiffuse large B-cell lymphomaMinimal residue disease

Identifiers

PMID41776568
PMCPMC13067520

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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.