Abstract
The Estudo de Descontinuação de Imatinibe após Pioglitazona (EDI-PIO) is a single-center, longitudinal, prospective, phase 2, non-randomized, open, clinical trial (NCT02852486, August 2, 2016 retrospectively registered) for the discontinuation of imatinib after concomitant use of pioglitazone, being the first of its kind in a Brazilian population with chronic myeloid leukemia. Due to remaining of leukemic quiescent cells that are not affected by tyrosine kinase inhibitors, it has been suggested the use of pioglitazone, a PPARγ agonist, together with imatinib as a strategy for the maintenance of deep molecular response. The clinical benefit to this association is still controversial, and the metabolic alteration along this process remains unclear. Therefore, we applied a metabolomic protocol using high-resolution mass spectrometry to profile plasmatic metabolic response of a prospective cohort of ten individuals under discontinuation of imatinib and pioglitazone protocol. By comparing patients under pioglitazone and imatinib treatment with imatinib monotherapy and discontinuation phase, we were able to annotate 41 and 36 metabolites, respectively. The metabolic alterations observed during imatinib–pioglitazone combined therapy are associated with an extensive lipid remodeling, with activation of β-oxidation pathway, in addition to the presence of markers that suggest mitochondrial dysfunction.
Graphic abstract
Similar content being viewed by others
Data availability
Patients’ data are part of EDI-PIO clinical trial and will be available from KBBP (kborgia@unicamp.br) upon reasonable request. Mass spectrometry data is publicly available at Zenodo: https://zenodo.org/record/5116349.
Code availability
Use of MetaboAnalyst 4.0 online software (https://www.metaboanalyst.ca/) [26].
References
Gale RP, Hochhaus A. Therapy-free remission in chronic myeloid leukemia: possible mechanism. Expert Rev Hematol. 2018;11:269–72.
Karlíková R, Široká J, Friedecký D, Faber E, Hrdá M, Mičová K, et al. Metabolite profiling of the plasma and leukocytes of chronic myeloid leukemia patients. J Proteome Res. 2016;15:3158–66.
Deininger MWN, Goldman JM, Melo JV. The molecular biology of chronic myeloid leukemia. Blood. 2000;96:3343–56.
Donohoe DR, Collins LB, Wali A, Bigler R, Sun W, Bultman SJ. The Warburg effect dictates the mechanism of butyrate-mediated histone acetylation and cell proliferation. Mol Cell. 2012;48:612–26.
Gottschalk S, Anderson N, Hainz C, Eckhardt SG, Serkova NJ. Imatinib (STI571)-mediated changes in glucose metabolism in human leukemia BCR-ABL-positive cells. Clin Cancer Res. 2004;10:6661–8.
Bower H, Björkholm M, Dickman PW, Höglund M, Lambert PC, Andersson TML. Life expectancy of patients with chronic myeloid leukemia approaches the life expectancy of the general population. J Clin Oncol. 2016;34:2851–7.
O’Brien SG, Guilhot F, Larson RA, Gathmann I, Baccarani M, Cervantes F, et al. Imatinib compared with interferon and low-dose cytarabine for newly diagnosed chronic-phase chronic myeloid leukemia. N Engl J Med. 2003;348:994–1004.
Saglio G, Jabbour E. First-line therapy for chronic phase CML: selecting the optimal BCR-ABL1-targeted TKI. Leuk Lymphoma. 2018;59:1523–38.
Hochhaus A, Baccarani M, Silver RT, Schiffer C, Apperley JF, Cervantes F, et al. European LeukemiaNet 2020 recommendations for treating chronic myeloid leukemia. Leukemia. 2020;34:966–84.
Klawitter J, Anderson N, Klawitter J, Christians U, Leibfritz D, Eckhardt SG, et al. Time-dependent effects of imatinib in human leukaemia cells: a kinetic NMR-profiling study. Br J Cancer. 2009;100:923–31.
Lehmann JM, Moore LB, Smith-Oliver TA, Wilkison WO, Willson TM, Kliewer SA. An antidiabetic thiazolidinedione is a high affinity ligand for peroxisome proliferator-activated receptor γ (PPARγ). J Biol Chem. 1995;270:12953–6.
Prost S, Relouzat F, Spentchian M, Ouzegdouh Y, Saliba J, Massonnet G, et al. Erosion of the chronic myeloid leukaemia stem cell pool by PPARγ agonists. Nature. 2015;525:380–3.
Sonoda J, Pei L, Evans RM. Nuclear receptors: decoding metabolic disease. FEBS Lett. 2008;582:2–9.
Waugh J, Keating GM, Plosker GL, Easthope S, Robinson DM. Pioglitazone. Drugs. 2006;66:85–109.
Wang T, Xu J, Yu X, Yang R, Han ZC. Peroxisome proliferator-activated receptor γ in malignant diseases. Crit Rev Oncol Hematol. 2006;58:1–14.
Hsiao PJ, Chiou HYC, Jiang HJ, Lee MY, Hsieh TJ, Kuo KK. Pioglitazone enhances cytosolic lipolysis, β-oxidation and autophagy to ameliorate hepatic steatosis. Sci Rep. 2017;7:1–11.
Yki-Järvinen H. Thiazolidinediones. N Engl J Med. 2004;351:1106–18. https://doi.org/10.1056/NEJMra041001.
Rousselot P, Roy L, Etienne G, Legros L, Charbonnier A, Coiteux V, et al. Targeting STAT5 expression resulted in molecular response improvement in patients with chronic phase CML treated with imatinib. Blood. 2012;120:696.
Pagnano KBB, Lopes ABP, Miranda EC, Delamain MT, Duarte GO, Rodrigues BRV, et al. Efficacy and safety of pioglitazone in a phase 1/2 imatinib discontinuation trial (EDI-PIO) in chronic myeloid leukemia with deep molecular response. Am J Hematol. 2020;95:E321–3.
Lopes ABP, Miranda EC, Póvoa VMO, Vergílio BR, Furlin GCP, Delamain MT, et al. Pioglitazone did not affect PPAR-Γ, STAT5, HIF2α and CITED2 gene expression in chronic myeloid leukemia patients with deep molecular response. Blood. 2019;134:1637.
Rousselot P, Prost S, Guilhot J, Roy L, Etienne G, Legros L, et al. Pioglitazone together with imatinib in chronic myeloid leukemia: a proof of concept study. Cancer. 2017;123:1791–9.
Yang B, Wang C, Xie Y, Xu L, Wu X, Wu D. Monitoring tyrosine kinase inhibitor therapeutic responses with a panel of metabolic biomarkers in chronic myeloid leukemia patients. Cancer Sci. 2018;109:777–84.
Cross NCP, White HE, Müller MC, Saglio G, Hochhaus A. Standardized definitions of molecular response in chronic myeloid leukemia. Leukemia. 2012;26:2172–5.
Delafiori J, Navarro LC, Siciliano RF, de Melo GC, Busanello ENB, Nicolau JC, et al. Covid-19 automated diagnosis and risk assessment through metabolomics and machine learning. Anal Chem. 2021;93:2471–9.
Zhao Y, Wong L, Goh WWB. How to do quantile normalization correctly for gene expression data analyses. Sci Rep. 2020;10:15534.
Chong J, Xia J. Using MetaboAnalyst 4.0 for metabolomics data analysis, interpretation, and integration with other omics data. Methods in molecular biology. New York: Springer; 2020. p. 337–60.
Hussian M, Arain AQ, Chiragh S. Pioglitazone improves serum lipid profile in diet induced hyperlipidaemic non diabetic rats. J Pak Med Assoc. 2016;66:1286–90.
Zechner R, Madeo F, Kratky D. Cytosolic lipolysis and lipophagy: two sides of the same coin. Nat Rev Mol Cell Biol. 2017;18:671.
Lehner R, Quiroga AD. Fatty acid handling in mammalian cells. In: Ridgway N, McLeod R, editors. Biochemistry of lipids, lipoproteins and membranes. 6th edn. Elsevier; 2016. pp. 149–84.
Chicco AJ, Sparagna GC. Role of cardiolipin alterations in mitochondrial dysfunction and disease. Am J Phys Cell Physiol. 2007;292:C33–44.
Wang Y, Hekimi S. Understanding ubiquinone. Trends Cell Biol. 2016;26:367–78.
Kluza J, Jendoubi M, Ballot C, Dammak A, Jonneaux A, Idziorek T, et al. Exploiting mitochondrial dysfunction for effective elimination of imatinib-resistant leukemic cells. PLoS One. 2011;6:e21924.
Koptyra M, Falinski R, Nowicki MO, Stoklosa T, Majsterek I, Nieborowska-Skorska M, et al. BCR/ABL kinase induces self-mutagenesis via reactive oxygen species to encode imatinib resistance. Blood. 2006;108:319–27.
Acknowledgements
We would like to thank the colleagues of the Oncohematology laboratory at the Hematology and Hemotherapy Center for their support, and the colleagues of Innovare biomarkers laboratory, who supported and encouraged this project. Hematology and Hemotherapy Center, University of Campinas would like to thank Coordination for the Improvement of Higher Education Personnel (CAPES) [Grant 88882.434900/2019‐01 for ABP]. Innovare Biomarkers Laboratory thank São Paulo Research Foundation (FAPESP) [Grant 2019/05718-3 for J.D], Coordination for the Improvement of Higher Education Personnel (CAPES) [Grant 88887.513974/2020-00 for A.N.O], and National Council for Scientific and Technological Development (CNPq) [Grant 141200/2018-9 for FD-A].
Funding
Hematology and Hemotherapy Center, University of Campinas would like to thank Coordination for the Improvement of Higher Education Personnel (CAPES) [Grant 88882.434900/2019‐01 for ABP]. Innovare Biomarkers Laboratory thank São Paulo Research Foundation (FAPESP) [Grant 2019/05718-3 for J.D], Coordination for the Improvement of Higher Education Personnel (CAPES) [Grant 88887.513974/2020-00 for A.N.O] and National Council for Scientific and Technological Development (CNPq) [Grant 141200/2018-9 for FD-A].
Author information
Authors and Affiliations
Contributions
Conceptualization—VMOP, KBBP, EVP, and RRC; Methodology—JD and FLD-A; Investigation—VMOP and JD; Resources—ABPL, VMOP, JD and FLD-A; Formal analysis—VMOP, JD and ANO; Data curation—VMOP, JD, ABPL and KBBP; Writing—Original Draft—VMOP and JD; Writing—Review & Editing—ANO, KBBP, and RRC; Visualization—JD; Supervision—RRC and KBBP; Project administration—RRC and KBBP.
Corresponding authors
Ethics declarations
Conflict of interest
KBBP declares advisory board: Astellas, Abbvie, Novartis; lectures: EMS, Pintpharma, Jansen, and Astellas. The other authors declare no conflict of interests. All authors have read the journal’s policy on disclosure of potential conflicts of interest. The authors have full control of all primary data and agree to provide it to journal review if requested.
Ethical approval
The study was approved by the Ethics Committee of Unicamp (CEP-Unicamp: Comitê de Ética em Pesquisa da Unicamp—Campus Campinas), Number CAAE: 54899916.5.0000.5404.
Consent to participate
A written informed consent was obtained from all patients prior to enrollment.
Consent for publication
All authors approved the final version of the final manuscript and were responsible for the decision to submit for publication. The manuscript does not present identifiable patient data.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Póvoa, V.M.O., Delafiori, J., Dias-Audibert, F.L. et al. Metabolic shift of chronic myeloid leukemia patients under imatinib–pioglitazone regimen and discontinuation. Med Oncol 38, 100 (2021). https://doi.org/10.1007/s12032-021-01551-5
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12032-021-01551-5