Skip to main content

Advertisement

Log in

Leukemia-propagating cells demonstrate distinctive gene expression profiles compared with other cell fractions from patients with de novo Philadelphia chromosome-positive ALL

  • Original Article
  • Published:
Annals of Hematology Aims and scope Submit manuscript

Abstract

Relapse remains one of the major obstacles in Philadelphia chromosome-positive acute lymphoblastic leukemia (Ph+ALL) even after allogeneic hematopoietic stem cell transplantation. The persistence of leukemia-propagating cells (LPCs) may lead to the recurrence of Ph+ALL. Using a xenograft assay, LPCs enrichment in the CD34+CD38CD58 fraction in Ph+ALL was recently identified. A further cohort study indicated that the LPCs phenotype at diagnosis was an independent risk factor for relapse of Ph+ALL. However, little is known about the potential molecular mechanism of LPCs-mediated relapse. Therefore, the gene expression profiles of the sorted LPCs and other cell fractions from patients with de novo Ph+ALL were investigated using RNA sequencing (RNA-Seq). Most of the differentially expressed genes between the LPCs and other cell fractions were related to the regulation of the cell cycle and metabolism, as identified by the gene ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. Consistent with the RNA-Seq results, the mRNA levels of cell cycle-related genes, such as cyclin-dependent kinase 4, were significantly lower in the LPCs fraction than in other cell fractions. Moreover, the proportion of quiescent cells in LPCs was significantly higher than in other cell fractions. In summary, distinctive gene expression profiles and clusters, which were mostly related to the regulation of the cell cycle and metabolism, were demonstrated between LPCs and other cell fractions from patients with de novo Ph+ALL. Therefore, it would be beneficial to develop novel LPCs-based therapeutic strategies for Ph+ALL patients.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  1. Ottmann OG (2012) Management of Philadelphia chromosome-positive acute lymphoblastic leukemia. Leuk Suppl 1(Suppl 2):S7–S9. https://doi.org/10.1038/leusup.2012.7

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  2. Ottmann OG, Pfeifer H (2009) First-line treatment of Philadelphia chromosome-positive acute lymphoblastic leukaemia in adults. Curr Opin Oncol 21(Suppl 1):S43–S46. https://doi.org/10.1097/01.cco.0000357476.43164.6b

    Article  CAS  PubMed  Google Scholar 

  3. Fielding AK, Rowe JM, Buck G, Foroni L, Gerrard G, Litzow MR, Lazarus H, Luger SM, Marks DI, McMillan AK, Moorman AV, Patel B, Paietta E, Tallman MS, Goldstone AH (2014) UKALLXII/ECOG2993: addition of imatinib to a standard treatment regimen enhances long-term outcomes in Philadelphia positive acute lymphoblastic leukemia. Blood 123(6):843–850. https://doi.org/10.1182/blood-2013-09-529008

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  4. Lapidot T, Sirard C, Vormoor J, Murdoch B, Hoang T, Caceres-Cortes J, Minden M, Paterson B, Caligiuri MA, Dick JE (1994) A cell initiating human acute myeloid leukaemia after transplantation into SCID mice. Nature 367(6464):645–648. https://doi.org/10.1038/367645a0

    Article  CAS  PubMed  Google Scholar 

  5. Al-Hajj M, Wicha MS, Benito-Hernandez A, Morrison SJ, Clarke MF (2003) Prospective identification of tumorigenic breast cancer cells. Proc Natl Acad Sci U S A 100(7):3983–3988. https://doi.org/10.1073/pnas.0530291100

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  6. Burns JS, Abdallah BM, Guldberg P, Rygaard J, Schroder HD, Kassem M (2005) Tumorigenic heterogeneity in cancer stem cells evolved from long-term cultures of telomerase-immortalized human mesenchymal stem cells. Cancer Res 65(8):3126–3135. https://doi.org/10.1158/0008-5472.CAN-04-2218

    Article  CAS  PubMed  Google Scholar 

  7. Collins AT, Berry PA, Hyde C, Stower MJ, Maitland NJ (2005) Prospective identification of tumorigenic prostate cancer stem cells. Cancer Res 65(23):10946–10951. https://doi.org/10.1158/0008-5472.CAN-05-2018

    Article  CAS  PubMed  Google Scholar 

  8. Kim CF, Jackson EL, Woolfenden AE, Lawrence S, Babar I, Vogel S, Crowley D, Bronson RT, Jacks T (2005) Identification of bronchioalveolar stem cells in normal lung and lung cancer. Cell 121(6):823–835. https://doi.org/10.1016/j.cell.2005.03.032

    Article  CAS  PubMed  Google Scholar 

  9. O'Brien CA, Pollett A, Gallinger S, Dick JE (2007) A human colon cancer cell capable of initiating tumour growth in immunodeficient mice. Nature 445(7123):106–110. https://doi.org/10.1038/nature05372

    Article  PubMed  Google Scholar 

  10. Piccirillo SG, Reynolds BA, Zanetti N, Lamorte G, Binda E, Broggi G, Brem H, Olivi A, Dimeco F, Vescovi AL (2006) Bone morphogenetic proteins inhibit the tumorigenic potential of human brain tumour-initiating cells. Nature 444(7120):761–765. https://doi.org/10.1038/nature05349

    Article  CAS  PubMed  Google Scholar 

  11. Szotek PP, Pieretti-Vanmarcke R, Masiakos PT, Dinulescu DM, Connolly D, Foster R, Dombkowski D, Preffer F, Maclaughlin DT, Donahoe PK (2006) Ovarian cancer side population defines cells with stem cell-like characteristics and Mullerian inhibiting substance responsiveness. Proc Natl Acad Sci U S A 103(30):11154–11159. https://doi.org/10.1073/pnas.0603672103

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  12. Abdel-Wahab O, Mullally A, Hedvat C, Garcia-Manero G, Patel J, Wadleigh M, Malinge S, Yao J, Kilpivaara O, Bhat R, Huberman K, Thomas S, Dolgalev I, Heguy A, Paietta E, Le Beau MM, Beran M, Tallman MS, Ebert BL, Kantarjian HM, Stone RM, Gilliland DG, Crispino JD, Levine RL (2009) Genetic characterization of TET1, TET2, and TET3 alterations in myeloid malignancies. Blood 114(1):144–147. https://doi.org/10.1182/blood-2009-03-210039

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  13. Ernst T, Chase AJ, Score J, Hidalgo-Curtis CE, Bryant C, Jones AV, Waghorn K, Zoi K, Ross FM, Reiter A, Hochhaus A, Drexler HG, Duncombe A, Cervantes F, Oscier D, Boultwood J, Grand FH, Cross NC (2010) Inactivating mutations of the histone methyltransferase gene EZH2 in myeloid disorders. Nat Genet 42(8):722–726. https://doi.org/10.1038/ng.621

    Article  CAS  PubMed  Google Scholar 

  14. Greif PA, Eck SH, Konstandin NP, Benet-Pages A, Ksienzyk B, Dufour A, Vetter AT, Popp HD, Lorenz-Depiereux B, Meitinger T, Bohlander SK, Strom TM (2011) Identification of recurring tumor-specific somatic mutations in acute myeloid leukemia by transcriptome sequencing. Leukemia 25(5):821–827. https://doi.org/10.1038/leu.2011.19

    Article  CAS  PubMed  Google Scholar 

  15. Ley TJ, Ding L, Walter MJ, McLellan MD, Lamprecht T, Larson DE, Kandoth C, Payton JE, Baty J, Welch J, Harris CC, Lichti CF, Townsend RR, Fulton RS, Dooling DJ, Koboldt DC, Schmidt H, Zhang Q, Osborne JR, Lin L, O'Laughlin M, McMichael JF, Delehaunty KD, McGrath SD, Fulton LA, Magrini VJ, Vickery TL, Hundal J, Cook LL, Conyers JJ, Swift GW, Reed JP, Alldredge PA, Wylie T, Walker J, Kalicki J, Watson MA, Heath S, Shannon WD, Varghese N, Nagarajan R, Westervelt P, Tomasson MH, Link DC, Graubert TA, DiPersio JF, Mardis ER, Wilson RK (2010) DNMT3A mutations in acute myeloid leukemia. N Engl J Med 363(25):2424–2433. https://doi.org/10.1056/NEJMoa1005143

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  16. Ley TJ, Mardis ER, Ding L, Fulton B, McLellan MD, Chen K, Dooling D, Dunford-Shore BH, McGrath S, Hickenbotham M, Cook L, Abbott R, Larson DE, Koboldt DC, Pohl C, Smith S, Hawkins A, Abbott S, Locke D, Hillier LW, Miner T, Fulton L, Magrini V, Wylie T, Glasscock J, Conyers J, Sander N, Shi X, Osborne JR, Minx P, Gordon D, Chinwalla A, Zhao Y, Ries RE, Payton JE, Westervelt P, Tomasson MH, Watson M, Baty J, Ivanovich J, Heath S, Shannon WD, Nagarajan R, Walter MJ, Link DC, Graubert TA, DiPersio JF, Wilson RK (2008) DNA sequencing of a cytogenetically normal acute myeloid leukaemia genome. Nature 456(7218):66–72. https://doi.org/10.1038/nature07485

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  17. Mardis ER, Ding L, Dooling DJ, Larson DE, McLellan MD, Chen K, Koboldt DC, Fulton RS, Delehaunty KD, McGrath SD, Fulton LA, Locke DP, Magrini VJ, Abbott RM, Vickery TL, Reed JS, Robinson JS, Wylie T, Smith SM, Carmichael L, Eldred JM, Harris CC, Walker J, Peck JB, Du F, Dukes AF, Sanderson GE, Brummett AM, Clark E, McMichael JF, Meyer RJ, Schindler JK, Pohl CS, Wallis JW, Shi X, Lin L, Schmidt H, Tang Y, Haipek C, Wiechert ME, Ivy JV, Kalicki J, Elliott G, Ries RE, Payton JE, Westervelt P, Tomasson MH, Watson MA, Baty J, Heath S, Shannon WD, Nagarajan R, Link DC, Walter MJ, Graubert TA, DiPersio JF, Wilson RK, Ley TJ (2009) Recurring mutations found by sequencing an acute myeloid leukemia genome. N Engl J Med 361(11):1058–1066. https://doi.org/10.1056/NEJMoa0903840

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  18. Nikoloski G, Langemeijer SM, Kuiper RP, Knops R, Massop M, Tonnissen ER, van der Heijden A, Scheele TN, Vandenberghe P, de Witte T, van der Reijden BA, Jansen JH (2010) Somatic mutations of the histone methyltransferase gene EZH2 in myelodysplastic syndromes. Nat Genet 42(8):665–667. https://doi.org/10.1038/ng.620

    Article  CAS  PubMed  Google Scholar 

  19. Yan XJ, Xu J, Gu ZH, Pan CM, Lu G, Shen Y, Shi JY, Zhu YM, Tang L, Zhang XW, Liang WX, Mi JQ, Song HD, Li KQ, Chen Z, Chen SJ (2011) Exome sequencing identifies somatic mutations of DNA methyltransferase gene DNMT3A in acute monocytic leukemia. Nat Genet 43(4):309–315. https://doi.org/10.1038/ng.788

    Article  CAS  PubMed  Google Scholar 

  20. Eppert K, Takenaka K, Lechman ER, Waldron L, Nilsson B, van Galen P, Metzeler KH, Poeppl A, Ling V, Beyene J, Canty AJ, Danska JS, Bohlander SK, Buske C, Minden MD, Golub TR, Jurisica I, Ebert BL, Dick JE (2011) Stem cell gene expression programs influence clinical outcome in human leukemia. Nat Med 17(9):1086–1093. https://doi.org/10.1038/nm.2415

    Article  CAS  PubMed  Google Scholar 

  21. Cobaleda C, Gutierrez-Cianca N, Perez-Losada J, Flores T, Garcia-Sanz R, Gonzalez M, Sanchez-Garcia I (2000) A primitive hematopoietic cell is the target for the leukemic transformation in human philadelphia-positive acute lymphoblastic leukemia. Blood 95(3):1007–1013

    CAS  PubMed  Google Scholar 

  22. Kong Y, Chang YJ, Liu YR, Wang YZ, Jiang Q, Jiang H, Qin YZ, Hu Y, Lai YY, Duan CW, Hong DL, Huang XJ (2014) CD34(+)CD38(-)CD58(-) cells are leukemia-propagating cells in Philadelphia chromosome-positive acute lymphoblastic leukemia. Leukemia 28(12):2398–2401. https://doi.org/10.1038/leu.2014.228

    Article  CAS  PubMed  Google Scholar 

  23. Kong Y, Xu LP, Liu YR, Qin YZ, Sun YQ, Wang Y, Jiang H, Jiang Q, Chen H, Chang YJ, Huang XJ (2015) Presence of CD34(+)CD38(-)CD58(-) leukemia-propagating cells at diagnosis identifies patients at high risk of relapse with Ph chromosome-positive ALL after allo-hematopoietic SCT. Bone Marrow Transplant 50(3):348–353. https://doi.org/10.1038/bmt.2014.274

    Article  CAS  PubMed  Google Scholar 

  24. Kerpedjiev P, Frellsen J, Lindgreen S, Krogh A (2014) Adaptable probabilistic mapping of short reads using position specific scoring matrices. BMC Bioinformatics 15(1):100. https://doi.org/10.1186/1471-2105-15-100

    Article  PubMed Central  PubMed  Google Scholar 

  25. Kim D, Salzberg SL (2011) TopHat-fusion: an algorithm for discovery of novel fusion transcripts. Genome Biol 12(8):R72. https://doi.org/10.1186/gb-2011-12-8-r72

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  26. Anders S, Pyl PT, Huber W (2015) HTSeq—a python framework to work with high-throughput sequencing data. Bioinformatics 31(2):166–169. https://doi.org/10.1093/bioinformatics/btu638

    Article  CAS  PubMed  Google Scholar 

  27. Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B (2008) Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods 5(7):621–628. https://doi.org/10.1038/nmeth.1226

    Article  CAS  PubMed  Google Scholar 

  28. Benjamini Y, Drai D, Elmer G, Kafkafi N, Golani I (2001) Controlling the false discovery rate in behavior genetics research. Behav Brain Res 125(1–2):279–284

    Article  CAS  PubMed  Google Scholar 

  29. Chen H, Boutros PC (2011) VennDiagram: a package for the generation of highly-customizable Venn and Euler diagrams in R. BMC Bioinformatics 12(1):35. https://doi.org/10.1186/1471-2105-12-35

    Article  PubMed Central  PubMed  Google Scholar 

  30. Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G (2000) Gene ontology: tool for the unification of biology. The gene ontology consortium. Nat Genet 25(1):25–29. https://doi.org/10.1038/75556

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  31. Kanehisa M, Araki M, Goto S, Hattori M, Hirakawa M, Itoh M, Katayama T, Kawashima S, Okuda S, Tokimatsu T, Yamanishi Y (2008) KEGG for linking genomes to life and the environment. Nucleic Acids Res 36(Database issue):D480–D484. https://doi.org/10.1093/nar/gkm882

    CAS  PubMed  Google Scholar 

  32. Xie C, Mao X, Huang J, Ding Y, Wu J, Dong S, Kong L, Gao G, Li CY, Wei L (2011) KOBAS 2.0: a web server for annotation and identification of enriched pathways and diseases. Nucleic Acids Res 39(Web Server issue):W316–W322. https://doi.org/10.1093/nar/gkr483

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  33. Cheshier SH, Morrison SJ, Liao X, Weissman IL (1999) In vivo proliferation and cell cycle kinetics of long-term self-renewing hematopoietic stem cells. Proc Natl Acad Sci U S A 96(6):3120–3125. https://doi.org/10.1073/pnas.96.6.3120

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  34. Tesio M, Trumpp A (2011) Breaking the cell cycle of HSCs by p57 and friends. Cell Stem Cell 9(3):187–192. https://doi.org/10.1016/j.stem.2011.08.005

    Article  CAS  PubMed  Google Scholar 

  35. Wilson A, Laurenti E, Oser G, van der Wath RC, Blanco-Bose W, Jaworski M, Offner S, Dunant CF, Eshkind L, Bockamp E, Lio P, Macdonald HR, Trumpp A (2008) Hematopoietic stem cells reversibly switch from dormancy to self-renewal during homeostasis and repair. Cell 135(6):1118–1129. https://doi.org/10.1016/j.cell.2008.10.048

    Article  CAS  PubMed  Google Scholar 

  36. Passegue E, Wagers AJ, Giuriato S, Anderson WC, Weissman IL (2005) Global analysis of proliferation and cell cycle gene expression in the regulation of hematopoietic stem and progenitor cell fates. J Exp Med 202(11):1599–1611. https://doi.org/10.1084/jem.20050967

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  37. Lagadinou ED, Sach A, Callahan K, Rossi RM, Neering SJ, Minhajuddin M, Ashton JM, Pei S, Grose V, O'Dwyer KM, Liesveld JL, Brookes PS, Becker MW, Jordan CT (2013) BCL-2 inhibition targets oxidative phosphorylation and selectively eradicates quiescent human leukemia stem cells. Cell Stem Cell 12(3):329–341. https://doi.org/10.1016/j.stem.2012.12.013

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  38. Ebinger S, Ozdemir EZ, Ziegenhain C, Tiedt S, Castro Alves C, Grunert M, Dworzak M, Lutz C, Turati VA, Enver T, Horny HP, Sotlar K, Parekh S, Spiekermann K, Hiddemann W, Schepers A, Polzer B, Kirsch S, Hoffmann M, Knapp B, Hasenauer J, Pfeifer H, Panzer-Grumayer R, Enard W, Gires O, Jeremias I (2016) Characterization of rare, dormant, and therapy-resistant cells in acute lymphoblastic leukemia. Cancer Cell 30(6):849–862. https://doi.org/10.1016/j.ccell.2016.11.002

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  39. Aleem E, Arceci RJ (2015) Targeting cell cycle regulators in hematologic malignancies. Front Cell Dev Biol 3:16. https://doi.org/10.3389/fcell.2015.00016

    Article  PubMed Central  PubMed  Google Scholar 

  40. Malumbres M, Sotillo R, Santamaria D, Galan J, Cerezo A, Ortega S, Dubus P, Barbacid M (2004) Mammalian cells cycle without the D-type cyclin-dependent kinases Cdk4 and Cdk6. Cell 118(4):493–504. https://doi.org/10.1016/j.cell.2004.08.002

    Article  CAS  PubMed  Google Scholar 

  41. Laurenti E, Frelin C, Xie S, Ferrari R, Dunant CF, Zandi S, Neumann A, Plumb I, Doulatov S, Chen J, April C, Fan JB, Iscove N, Dick JE (2015) CDK6 levels regulate quiescence exit in human hematopoietic stem cells. Cell Stem Cell 16(3):302–313. https://doi.org/10.1016/j.stem.2015.01.017

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  42. Nemoto A, Saida S, Kato I, Kikuchi J, Furukawa Y, Maeda Y, Akahane K, Honna-Oshiro H, Goi K, Kagami K, Kimura S, Sato Y, Okabe S, Niwa A, Watanabe K, Nakahata T, Heike T, Sugita K, Inukai T (2016) Specific antileukemic activity of PD0332991, a CDK4/6 inhibitor, against Philadelphia chromosome-positive lymphoid leukemia. Mol Cancer Ther 15(1):94–105. https://doi.org/10.1158/1535-7163.MCT-14-1065

    Article  CAS  PubMed  Google Scholar 

  43. Pei S, Minhajuddin M, Callahan KP, Balys M, Ashton JM, Neering SJ, Lagadinou ED, Corbett C, Ye H, Liesveld JL, O'Dwyer KM, Li Z, Shi L, Greninger P, Settleman J, Benes C, Hagen FK, Munger J, Crooks PA, Becker MW, Jordan CT (2013) Targeting aberrant glutathione metabolism to eradicate human acute myelogenous leukemia cells. J Biol Chem 288(47):33542–33558. https://doi.org/10.1074/jbc.M113.511170

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  44. Forman HJ, Zhang H, Rinna A (2009) Glutathione: overview of its protective roles, measurement, and biosynthesis. Mol Asp Med 30(1–2):1–12. https://doi.org/10.1016/j.mam.2008.08.006

    Article  CAS  Google Scholar 

  45. Hole PS, Pearn L, Tonks AJ, James PE, Burnett AK, Darley RL, Tonks A (2010) Ras-induced reactive oxygen species promote growth factor-independent proliferation in human CD34+ hematopoietic progenitor cells. Blood 115(6):1238–1246. https://doi.org/10.1182/blood-2009-06-222869

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Natural Science Foundation of China (grant nos. 81570127&81370638&81530046), Milstein Medical Asian American Partnership (MMAAP) Foundation, the Foundation for Innovative Research Groups of the National Natural Science Foundation of China (81621001), Beijing Municipal Science and Technology Program (Z151100004015164), and the Science and Technology Project of Guangdong Province of China (2016B030230003). American Journal Experts (www.journalexperts.com) provided editorial assistance to the authors during the preparation of the manuscript. The authors thank all of the core facilities at Peking University Institute of Hematology for sample collection.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yuan Kong.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Ethics approval and consent to participate

This study was approved by the Ethics Committee of Peking University People’s Hospital (reference number: 2015PHB214-01). Informed consent was obtained from all patients and donors before entry into the study in accordance with the Declaration of Helsinki.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhao, HY., Song, Y., Cao, XN. et al. Leukemia-propagating cells demonstrate distinctive gene expression profiles compared with other cell fractions from patients with de novo Philadelphia chromosome-positive ALL. Ann Hematol 97, 799–811 (2018). https://doi.org/10.1007/s00277-018-3253-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00277-018-3253-5

Keywords

Navigation