Evidence map›Paper›PMID 41671559›Full record

Trial reportBlood2026

Evolution of tumor subclones and T-cell dynamics underlie variable ibrutinib responses in Waldenström macroglobulinemia.

Hao Sun, Romanos Sklavenitis-Pistofidis, Shirong Liu, Xia Liu, Nicholas Tsakmaklis, John M Hatcher, Maria Luisa Guerrera, Amanda Kofides, Andres Ramirez-Gamero, Abigail L Peachey and 23 more

Registry-linked trialAbstract readClinical Trial, Phase IIMulticenter Study
In one paragraph

Trial report in Blood, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02604511 (Phase II Study of Ibrutinib in Patients With Symptomatic, Previously Untreated Waldenstrom's Macroglobulinemia, and Impact on Tumor Genomic Evolution Using Whole Genome Sequencing), which is not on this map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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.

NCT02604511 phase2completednot on this map

Phase II Study of Ibrutinib in Patients With Symptomatic, Previously Untreated Waldenstrom's Macroglobulinemia, and Impact on Tumor Genomic Evolution Using Whole Genome Sequencing

TypeinterventionalSponsorDana-Farber Cancer InstituteRan2016 to 2022Enrolled31ConditionsWaldenstrom's MacroglobulinemiaArmsIbrutinib
3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors.

Hao SunBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-9081-0116
Romanos Sklavenitis-PistofidisDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Shirong LiuBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-3821-9134
Xia LiuBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Nicholas TsakmaklisBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
John M HatcherBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-3540-7842
Maria Luisa GuerreraBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-0730-4678
Amanda KofidesBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Andres Ramirez-GameroBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Abigail L PeacheyBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Shuqiang LiDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0001-9106-6141
Derin B KeskinDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Vipheaviny CheaDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-6592-8710
Nawoo KimDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Haoxiang LyuDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Wesley LuDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Kenneth J LivakDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0001-9105-5856
Kirsten MeidBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Alberto GuijosaBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Catherine A FlynnBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Dominic PizzarellaBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Christopher J PattersonBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Mu HaoState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.ORCID 0000-0001-8621-4840
Shuhua YiState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.ORCID 0000-0002-6291-812X
Weiping YuanState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.ORCID 0000-0001-8288-5022
Andrew R BranaganDepartment of Medicine, Harvard Medical School, Boston, MA.ORCID 0000-0002-3868-9267
Catherine J WuDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.
Irene M GhobrialDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0001-7361-3092
Lugui QiuState Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China.ORCID 0000-0002-7438-8277
Shayna R SarosiekBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.
Jorge J CastilloBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0001-9490-7532
Zachary R HunterBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0002-1689-1691
Steven P TreonBing Center for Waldenström's Macroglobulinemia, Dana-Farber Cancer Institute, Boston, MA.ORCID 0000-0001-6393-6154

Funding

Systematic identification of minor histocompatibility antigens to address GVHDR01HL157174 · NHLBI · DANA-FARBER CANCER INST · PI HO, VINCENT TRIEN-VINH, KESKIN, DERIN B · 2022 to 2025
$3.0M
Genetically engineered mouse model to improve therapy of NUT carcinomaR01CA285308 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI Christopher A French, Derin B Keskin · 2023 to 2026
$2.6M
Merkel cell polyomavirus HLA class I epitopes for generating therapeutic T cell-based cancer immunotherapyR01CA279391 · NCI · DANA-FARBER CANCER INST · PI Derin B Keskin · 2024 to 2026
$2.2M
Single cell investigation of co-evolution in cancer cells and host cell immune microenvironmentR50CA251956 · NCI · DANA-FARBER CANCER INST · PI Shuqiang Li · 2020 to 2026
$1.4M
Mechanisms of lmmunosuppression in MYCN-driven NeuroblastomaR01NS140967 · NINDS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI Hui Feng, Derin B Keskin · 2025 to 2026
$1.3M
NCI NIH HHS R01 CA279391NCI NIH HHS R01 CA285308NCI NIH HHS R50 CA251956NHLBI NIH HHS R01 HL157174NINDS NIH HHS R01 NS140967
6 · The paper itself

Abstract

abstractTo elucidate the molecular basis underlying differential responses and resistance to ibrutinib in Waldenström macroglobulinemia (WM), we conducted a prospective phase 2 trial of ibrutinib monotherapy in treatment-naïve patients. A total of 74 sequential bone marrow (BM) aspirates from 17 patients, collected from baseline through 48 treatment cycles, were profiled using single-cell multiomics. BM cells were segregated primarily into B-cell/plasma cell and T-cell compartments. Longitudinal clonal tracking of malignant B cells/plasma cells identified 3 distinct evolutionary patterns: evolution (early clone contraction with late clone expansion and increasing genomic complexity), devolution (early clone expansion with late clone contraction and genomic simplification), and no evolution (stable clonal architecture). The evolution pattern was strongly associated with disease progression, whereas devolution correlated with durable clinical response. Transcriptomic profiling of resistant clones enabled development and validation of the Waldenström ibrutinib prediction (WIP) score, which predicted treatment response at baseline. Within the WIP signature, LYN emerged as a key regulator; LYN knockdown or inhibition significantly increased WM cell sensitivity to ibrutinib, suggesting a rational combination strategy. In parallel, GZMB+ CD8+ effector-memory T cells expanded after treatment in patients with progressive disease and coexisted with tumor evolution. These cells exhibited persistently impaired cytotoxic programs (eg, GNLY), a dedifferentiated memory-like state, elevated PDCD1 expression, and reduced T-cell receptor diversity. Together, this study provides, to our knowledge, the first single-cell framework of tumor clonal evolution and T-cell dysfunction under ibrutinib in WM, introduces the WIP score as a predictive biomarker for treatment response, and identifies actionable tumor-intrinsic and immune mechanisms driving resistance. This trial was registered at www.ClinicalTrials.gov as NCT02604511.

Indexed as

AdenineClonal EvolutionPiperidinesPyrazolesPyrimidinesT-LymphocytesWaldenstrom MacroglobulinemiaAgedDrug Resistance, NeoplasmFemaleHumansMaleProspective StudiesAdenineibrutinibPiperidinesPyrazolesPyrimidines

Identifiers

PMID41671559
PMCPMC13179055

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Registered trials

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.