Evidence map›Paper›PMID 42018044›Full record

ArticleClinical cancer research : an official journal of the American Association for Cancer Research2026

Single-Cell RNA-seq Analysis Reveals Distinct Tumor and Immunosuppressive T-Cell Phenotypes in Patients with CLL Treated with Ibrutinib.

Shanmugapriya Thangavadivel, Jami Shaffer, Shrilekha Misra, Samon Benrashid, Britten K Gordon, Alexander He, Wantong Li, Konur Oyman, Annika Chura, Shelby Cabrera and 8 more

Abstract read
In one paragraph

Article in Clinical cancer research : an official journal of the American Association for Cancer Research, 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

18 authors.

Shanmugapriya ThangavadivelDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0001-9542-9050
Jami ShafferDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0000-1876-8032
Shrilekha MisraDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0001-9656-932X
Samon BenrashidDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0009-0465-0231
Britten K GordonDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0006-8751-4435
Alexander HeDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0003-0274-7546
Wantong LiDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0003-0641-6982
Konur OymanDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0007-4297-6422
Annika ChuraDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0004-6433-0639
Shelby CabreraDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0006-3859-8345
Altan TurkogluDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0002-0364-849X
Tzung-Huei LaiDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0009-0002-4318-8042
Kerry A RogersDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0001-5748-7874
Seema A BhatDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0001-7844-0856
John C ByrdUPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, Pennsylvania.ORCID 0000-0002-8778-1000
James S BlachlyDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0002-4275-5562
Jennifer A WoyachDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0002-3403-9144
Bradley W BlaserDivision of Hematology, Department of Internal Medicine, The Ohio State University, Columbus, Ohio.ORCID 0000-0002-3168-5423

Funding

Translational Therapeutics Research Program (TT)P30CA016058 · NCI · OHIO STATE UNIVERSITY · PI Daniel G. Stover · 1985 to 2026
$132.3M
Targeted Therapy for Lymphoid MalignanciesR01CA177292 · NCI · OHIO STATE UNIVERSITY · PI ROGERS, KERRY ANNE, WOYACH, JENNIFER A. · 2013 to 2025
$5.3M
Epigenetic control of vascular niche capacity to support hematopoiesis.R01DK128238 · NIDDK · OHIO STATE UNIVERSITY · PI BLASER, BRADLEY WAYNE · 2021 to 2025
$1.5M
Targeting Autocrine Hepatocyte Growth Factor (HGF) Production as a Therapeutic Modality in Acute Myeloid Leukemia (AML)R21CA263337 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI BLASER, BRADLEY WAYNE, WANG, VICTORIA · 2023 to 2024
$415k
NCI NIH HHS P30 CA016058NCI NIH HHS R01 CA177292NCI NIH HHS R21 CA263337NIDDK NIH HHS R01 DK128238
6 · The paper itself

Abstract

purposeThe development of Bruton tyrosine kinase inhibitors (BTKi) and their introduction into clinical practice represents a major advance in the treatment of chronic lymphocytic leukemia (CLL). However, monotherapy with ibrutinib or other BTKis does not induce complete remissions or undetectable minimal residual disease even with extended therapy. Therefore, there is a need to understand the differences between ibrutinib-sensitive and -resistant CLL cells along with immune microenvironment to identify therapeutic approaches for controlling residual disease during BTKi treatment. EXPERIMENTAL

designHere, we investigated the cellular heterogeneity of peripheral blood mononuclear cells from patients with CLL treated with ibrutinib using single-cell RNA sequencing.

resultsWe identified unique transcriptional heterogeneity within the B-cell cluster in the ibrutinib-sensitive and -resistant patients. Ibrutinib-sensitive cells showed enrichment of B-cell populations with upregulation of MHC I molecules and TNF family members. Additionally, we observed that inflammatory response and metabolism-related pathways were decreased, whereas cellular response to stress and DNA repair programs were increased in the ibrutinib-resistant samples. T cells in ibrutinib-resistant patients showed expansion of regulatory T cells and an exhausted CD8 effector T-cell compartment. Furthermore, CD14+ and CD16+ monocytes from ibrutinib-resistant patients preferentially expressed a gene expression program of antiviral immunity.

conclusionsAt single-cell level, our findings demonstrate a picture of transcriptional heterogeneity in the tumor compartment and immune milieu. Overall, these findings highlight transcriptional changes in circulating immune cells associated with ibrutinib resistance, suggesting that T-cell exhaustion and monocyte polarization accompany and may contribute to resistance during long-term BTKi therapy.

Indexed as

AdenineLeukemia, Lymphocytic, Chronic, B-CellPiperidinesT-LymphocytesAgammaglobulinaemia Tyrosine KinaseDrug Resistance, NeoplasmFemaleHumansPhenotypeProtein Kinase InhibitorsRNA-SeqSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisT-Cell ExhaustionTumor MicroenvironmentAdenineAgammaglobulinaemia Tyrosine KinaseibrutinibPiperidinesProtein Kinase Inhibitors

Identifiers

PMID42018044
PMCPMC13387052

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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.