Evidence map›Paper›PMID 41957612›Full record

ArticleJournal of hematology & oncology2026

Agent-specific, histopathology-stratified hematologic malignancy risk among dpp-4 inhibitors, glp-1 receptor agonists, and SGLT2 inhibitors: a network meta-analysis of 270,471 participants.

Pao-Yen Lin, Bing-Syuan Zeng, Jiann-Jy Chen, Bing-Yan Zeng, Mein-Woei Suen, Chao-Ming Hung, Chih-Wei Hsu, Brendon Stubbs, Yen-Wen Chen, Tien-Yu Chen and 8 more

Abstract readNetwork Meta-AnalysisLetter
In one paragraph

Article in Journal of hematology & oncology, 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.

Pao-Yen Lin *Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan.
Bing-Syuan Zeng *Department of Internal Medicine, E-Da Cancer Hospital, I-Shou University, Kaohsiung, Taiwan.
Jiann-Jy Chen *Prospect Clinic for Otorhinolaryngology & Neurology, Kaohsiung, Taiwan.
Bing-Yan Zeng *Institute of Biomedical Sciences, National Sun Yat-sen University, 70 Lienhai Rd. 80424, Kaohsiung, Taiwan.
Mein-Woei Suen *Department of Psychology, College of Medical and Health Science, Asia University, Taichung, Taiwan.
Chao-Ming Hung *Division of General Surgery, Department of Surgery, E-Da Cancer Hospital, I-Shou University, Kaohsiung, Taiwan.
Chih-Wei HsuDepartment of Psychiatry, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan.
Brendon StubbsPsychological Medicine, Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK.
Yen-Wen ChenProspect Clinic for Otorhinolaryngology & Neurology, Kaohsiung, Taiwan.
Tien-Yu ChenDepartment of Psychiatry, Tri-Service General Hospital, Taipei, Taiwan.
Wei-Te LeiDivision of Pediatric Allergy, Immunology, and Rheumatology, Department of Pediatrics, Hsinchu Municipal MacKay Children's Hospital, Hsinchu City, Taiwan.
Shih-Pin HsuSchool of Medicine, College of Medicine, I-Shou University, Kaohsiung, Taiwan.
Yow-Ling Shiue *Institute of Biomedical Sciences, National Sun Yat-sen University, 70 Lienhai Rd. 80424, Kaohsiung, Taiwan. shirley@imst.nsysu.edu.tw.ORCID http://orcid.org/0000-0003-0798-5028
Kuan-Pin Su *Office of Research and Development, Asia University, No. 2 Yuh-Der RoadNorth District, Taichung, Taiwan. cobolsu@gmail.com.
Cheng-Ta Li *Department of Psychiatry, Taipei Veterans General Hospital, No. 201, Sec. 2, Shipai Road, Beitou, Taipei, 11267, Taiwan. on5083@msn.com.
Hung-Yu Wang *Kaohsiung Municipal Kai-Syuan Psychiatric Hospital, No.130, Kaisyuan 2nd Road, Lingya, Kaohsiung, 802211, Taiwan. hywang1975@gmail.com.
Ping-Tao Tseng *Prospect Clinic for Otorhinolaryngology & Neurology, Kaohsiung, Taiwan. ducktseng@gmail.com.ORCID http://orcid.org/0000-0001-5761-7800
Chih-Sung Liang *Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, National Defense Medical University, No. 60, Xinmin Road, Beitou, Taipei, 112, Taiwan. lcsyfw@gmail.com.ORCID http://orcid.org/0000-0003-1138-5586

Funding

Tri-Service General Hospital Beitou Branch TSGH-BT-X-115006
6 · The paper itself

Abstract

Dipeptidyl peptidase-4 (DPP-4) inhibitors, glucagon-like peptide-1 (GLP-1) receptor agonists, and sodium–glucose cotransporter 2 (SGLT2) inhibitors are widely prescribed for their cardiometabolic benefits, yet their hematologic oncologic safety remains uncertain. Because hematologic malignancies are highly lethal and biologically heterogeneous, delineating drug-specific risks across histopathologic subtypes is clinically crucial. This histopathology-stratified network meta-analysis (NMA) evaluated and compared the hematologic malignancy risks associated with individual agents from these drug classes. Following Cochrane guidance for adverse-event synthesis, we conducted this frequentist-based NMA of randomized controlled trials (RCTs). The primary endpoint was incident hematologic malignancy, categorized a priori into leukemia (acute and chronic forms), lymphoma (Hodgkin and non-Hodgkin), and myeloma/plasma cell neoplasms. Bayesian models were used as sensitivity analyses. Seventy-five RCTs including 270,471 participants were eligible. Dulaglutide was associated with a significantly increased risk of overall hematologic malignancy (RR = 2.17, 95% CIs = 1.14–4.17). In contrast, tirzepatide (RR = 0.22, 95% CIs = 0.06–0.78) and linagliptin (RR = 0.51, 95% CIs = 0.27–0.95) were linked to a reduced overall risk. In histopathology-specific analyses, tirzepatide showed a significant protective association against non-Hodgkin’s lymphoma, whereas no agent demonstrated clear signals for leukemia or myeloma. In this histopathology-focused NMA, dulaglutide emerged as the only agent with a significantly elevated overall hematologic malignancy risk, whereas tirzepatide and linagliptin exhibited protective profiles. The lymphoma-specific benefit observed for tirzepatide underscores the value of histologic subclassification when evaluating oncologic safety of antidiabetic therapies and calls for targeted mechanistic and long-term outcome studies.

trial registrationPROSPERO CRD420251151419. The study protocol was approved by the Institutional Review Board of the Tri-Service General Hospital, National Defense Medical University (TSGHIRB E202516007).

Indexed as

Dipeptidyl-Peptidase IV InhibitorsGlucagon-Like Peptide-1 Receptor AgonistsHematologic NeoplasmsSodium-Glucose Transporter 2 InhibitorsHumansRandomized Controlled Trials as TopicTirzepatideDipeptidyl-Peptidase IV InhibitorsGlucagon-Like Peptide-1 Receptor AgonistsSodium-Glucose Transporter 2 InhibitorsTirzepatideDPP-4 inhibitorGLP-1 receptor agonistHematologyLeukemiaLymphomaMalignancyMyelomaNetwork meta-analysisSGLT2 inhibitor

Identifiers

PMID41957612
PMCPMC13063595

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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.