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Published in: BMC Cancer 1/2019

Open Access 01-12-2019 | Tyrosine Kinase Inhibitors | Research article

Stochastic modelling of tyrosine kinase inhibitor rotation therapy in chronic myeloid leukaemia

Authors: H. Jonathan G. Lindström, Astrid S. de Wijn, Ran Friedman

Published in: BMC Cancer | Issue 1/2019

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Abstract

Background

Resistance towards targeted cancer treatments caused by single nucleotide variations is a major issue in many malignancies. Currently, there are a number of available drugs for chronic myeloid leukaemia (CML), which are overcome by different sets of mutations. The main aim of this study was to explore if it can be possible to exploit this and create a treatment protocol that outperforms each drug on its own.

Methods

We present a computer program to test different treatment protocols against CML, based on available resistance mutation growth data. The evolution of a relatively stable pool of cancer stem cells is modelled as a stochastic process, with the growth of cells expressing a tumourigenic protein (here, Abl1) and any emerging mutants determined principally by the drugs used in the therapy.

Results

There can be some benefit to Bosutinib-Ponatinib rotation therapy even if the mutation status is unknown, whereas Imatinib-Nilotinib rotation is unlikely to improve the outcomes. Furthermore, an interplay between growth inhibition and selection effects generates a non-linear relationship between drug doses and the risk of developing resistance.

Conclusions

Drug rotation therapy might be able to delay the onset of resistance in CML patients without costly ongoing observation of mutation status. Moreover, the simulations give credence to the suggestion that lower drug concentrations may achieve better results following major molecular response in CML.
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Literature
4.
go back to reference Khorashad JS, Kelley TW, Szankasi P, Mason CC, Soverini S, Adrian LT, Eide CA, Zabriskie M, Lange T, Estrada J, Pomicter AD, Eiring A, Kraft IL, Anderson DJ, Gu Z, Alikian M, Reid AG, Foroni L, Marin D, Druker BJ, O’Hare T, Deininger M. BCR-ABL1 compound mutations in tyrosine kinase inhibitor–resistant CML: Frequency and clonal relationships. Blood. 2013; 121(3):489–98. https://doi.org/10.1182/blood-2012-05-431379.CrossRefPubMedPubMedCentral Khorashad JS, Kelley TW, Szankasi P, Mason CC, Soverini S, Adrian LT, Eide CA, Zabriskie M, Lange T, Estrada J, Pomicter AD, Eiring A, Kraft IL, Anderson DJ, Gu Z, Alikian M, Reid AG, Foroni L, Marin D, Druker BJ, O’Hare T, Deininger M. BCR-ABL1 compound mutations in tyrosine kinase inhibitor–resistant CML: Frequency and clonal relationships. Blood. 2013; 121(3):489–98. https://​doi.​org/​10.​1182/​blood-2012-05-431379.CrossRefPubMedPubMedCentral
7.
go back to reference Cook LM, Araujo A, Pow-Sang JM, Budzevich MM, Basanta D, Lynch CC. Predictive computational modeling to define effective treatment strategies for bone metastatic prostate cancer. Sci Rep. 2016; 6:29384.CrossRefPubMedPubMedCentral Cook LM, Araujo A, Pow-Sang JM, Budzevich MM, Basanta D, Lynch CC. Predictive computational modeling to define effective treatment strategies for bone metastatic prostate cancer. Sci Rep. 2016; 6:29384.CrossRefPubMedPubMedCentral
8.
go back to reference Deininger MWN, Goldman JM, Melo JV. The molecular biology of chronic myeloid leukemia. Blood. 2000; 96(10):3343–56.PubMed Deininger MWN, Goldman JM, Melo JV. The molecular biology of chronic myeloid leukemia. Blood. 2000; 96(10):3343–56.PubMed
9.
go back to reference O’Hare T, Zabriskie M, Eiring A, W Deininger M. Pushing the limits of targeted therapy in chronic myeloid leukaemia. Nat Rev Cancer. 2012; 12:513–26.CrossRefPubMed O’Hare T, Zabriskie M, Eiring A, W Deininger M. Pushing the limits of targeted therapy in chronic myeloid leukaemia. Nat Rev Cancer. 2012; 12:513–26.CrossRefPubMed
10.
go back to reference O’Brien S, Guilhot F, Larson RA, Gathmann I, Baccarani M, Cervantes F, Cornelissen JJ, Fischer T, Hochhaus A, Hughes T, Lechner K, Nielsen JL, Rousselot P, Reiffers J, Saglio G, Shepherd J, Simonsson B, Gratwohl A, Goldman JM, Kantarjian H, Taylor K, Verhoef G, Bolton AE, Capdeville R, Druker BJ. Imatinib compared with interferon and low-dose cytarabine for newly diagnosed chronic-phase chronic myeloid leukemia. N Engl J Med. 2003; 348(11):994–1004. https://doi.org/10.1056/NEJMoa022457.CrossRefPubMed O’Brien S, Guilhot F, Larson RA, Gathmann I, Baccarani M, Cervantes F, Cornelissen JJ, Fischer T, Hochhaus A, Hughes T, Lechner K, Nielsen JL, Rousselot P, Reiffers J, Saglio G, Shepherd J, Simonsson B, Gratwohl A, Goldman JM, Kantarjian H, Taylor K, Verhoef G, Bolton AE, Capdeville R, Druker BJ. Imatinib compared with interferon and low-dose cytarabine for newly diagnosed chronic-phase chronic myeloid leukemia. N Engl J Med. 2003; 348(11):994–1004. https://​doi.​org/​10.​1056/​NEJMoa022457.CrossRefPubMed
11.
go back to reference Redaelli S, Mologni L, Rostagno R, Piazza R, Magistroni V, Ceccon M, Viltadi M, Flynn D, Gambacorti-Passerini C. Three novel patient-derived BCR/ABL mutants show different sensitivity to second and third generation tyrosine kinase inhibitors. Am J Hematol. 2012; 87(11):125–128. https://doi.org/10.1002/ajh.23338.CrossRef Redaelli S, Mologni L, Rostagno R, Piazza R, Magistroni V, Ceccon M, Viltadi M, Flynn D, Gambacorti-Passerini C. Three novel patient-derived BCR/ABL mutants show different sensitivity to second and third generation tyrosine kinase inhibitors. Am J Hematol. 2012; 87(11):125–128. https://​doi.​org/​10.​1002/​ajh.​23338.CrossRef
13.
go back to reference Lipton JH, Chuah C, Guerci-Bresler A, Rosti G, Simpson D, Assouline S, Etienne G, Nicolini FE, Le Coutre P, Clark R, Stenke L, Andorsky D, Oehler V, Lustgarten S, Rivera VM, Clackson T, Haluska FG, Baccarani M, Cortes J, Guilhot F, Hochhaus A, Hughes T, Kantarjian H, Shah N, Talpaz M, Deininger M. Epic: A phase 3 trial of ponatinib compared with imatinib in patients with newly diagnosed chronic myeloid leukemia in chronic phase (CP-CML). Blood. 2014; 124(21):519–519. Lipton JH, Chuah C, Guerci-Bresler A, Rosti G, Simpson D, Assouline S, Etienne G, Nicolini FE, Le Coutre P, Clark R, Stenke L, Andorsky D, Oehler V, Lustgarten S, Rivera VM, Clackson T, Haluska FG, Baccarani M, Cortes J, Guilhot F, Hochhaus A, Hughes T, Kantarjian H, Shah N, Talpaz M, Deininger M. Epic: A phase 3 trial of ponatinib compared with imatinib in patients with newly diagnosed chronic myeloid leukemia in chronic phase (CP-CML). Blood. 2014; 124(21):519–519.
14.
go back to reference Zabriskie M, Eide CA, Tantravahi SK, Vellore NA, Estrada J, Nicolini FE, Khoury HJ, Larson RA, Konopleva M, Cortes J, Kantarjian H, Jabbour E, Kornblau SM, Lipton JH, Rea D, Stenke L, Barbany G, Lange T, Hernández-Boluda J-C, Ossenkoppele GJ, Press RD, Chuah C, Goldberg SL, Wetzler M, Mahon F-X, Etienne G, Baccarani M, Soverini S, Rosti G, Rousselot P, Friedman R, Deininger M, Reynolds KR, Heaton WL, Eiring A, Pomicter AD, Khorashad JS, Kelley TW, Baron R, Druker BJ, Deininger M, O’Hare T. BCR-ABL1 compound mutations combining key kinase domain positions confer clinical resistance to ponatinib in Ph chromosome-positive leukemia. Cancer Cell. 2014; 26(3):428–42. https://doi.org/10.1016/j.ccr.2014.07.006.CrossRefPubMedPubMedCentral Zabriskie M, Eide CA, Tantravahi SK, Vellore NA, Estrada J, Nicolini FE, Khoury HJ, Larson RA, Konopleva M, Cortes J, Kantarjian H, Jabbour E, Kornblau SM, Lipton JH, Rea D, Stenke L, Barbany G, Lange T, Hernández-Boluda J-C, Ossenkoppele GJ, Press RD, Chuah C, Goldberg SL, Wetzler M, Mahon F-X, Etienne G, Baccarani M, Soverini S, Rosti G, Rousselot P, Friedman R, Deininger M, Reynolds KR, Heaton WL, Eiring A, Pomicter AD, Khorashad JS, Kelley TW, Baron R, Druker BJ, Deininger M, O’Hare T. BCR-ABL1 compound mutations combining key kinase domain positions confer clinical resistance to ponatinib in Ph chromosome-positive leukemia. Cancer Cell. 2014; 26(3):428–42. https://​doi.​org/​10.​1016/​j.​ccr.​2014.​07.​006.CrossRefPubMedPubMedCentral
15.
go back to reference O’Hare T, K Walters D, Stoffregen E, Jia T, W Manley P, Mestan J, Cowan-Jacob S, Lee F, Heinrich M, W N Deininger M, J Druker B. In vitro activity of bcr-abl inhibitors AMN107 and BMS-354825 against clinically relevant imatinib-resistant abl kinase domain mutants. Cancer Res. 2005; 65:4500–5.CrossRefPubMed O’Hare T, K Walters D, Stoffregen E, Jia T, W Manley P, Mestan J, Cowan-Jacob S, Lee F, Heinrich M, W N Deininger M, J Druker B. In vitro activity of bcr-abl inhibitors AMN107 and BMS-354825 against clinically relevant imatinib-resistant abl kinase domain mutants. Cancer Res. 2005; 65:4500–5.CrossRefPubMed
16.
go back to reference Weisberg E, W Manley P, Breitenstein W, Brüggen J, Cowan-Jacob S, Ray A, Huntly B, Fabbro D, Fendrich G, Hall-Meyers E, L Kung A, Mestan J, Q Daley G, Callahan L, Catley L, Cavazza C, Azam M, Mohammed A, Neuberg D, Griffin J. Characterization of AMN107, a selective inhibitor of native and mutant bcr-abl. Cancer Cell. 2005; 7:129–41.CrossRefPubMed Weisberg E, W Manley P, Breitenstein W, Brüggen J, Cowan-Jacob S, Ray A, Huntly B, Fabbro D, Fendrich G, Hall-Meyers E, L Kung A, Mestan J, Q Daley G, Callahan L, Catley L, Cavazza C, Azam M, Mohammed A, Neuberg D, Griffin J. Characterization of AMN107, a selective inhibitor of native and mutant bcr-abl. Cancer Cell. 2005; 7:129–41.CrossRefPubMed
17.
go back to reference Cervantes F, Correa J-G, Pérez I., García-Gutiérrez V, Redondo S, Colomer D, Jiménez-Velasco A, Steegmann J-L, Sánchez-Guijo F, Ferrer-Marín F, Pereira A, Osorio S. Imatinib dose reduction in patients with chronic myeloid leukemia in sustained deep molecular response. Ann Hematol. 2017; 96(1):81–5. https://doi.org/10.1007/s00277-016-2839-z.CrossRefPubMed Cervantes F, Correa J-G, Pérez I., García-Gutiérrez V, Redondo S, Colomer D, Jiménez-Velasco A, Steegmann J-L, Sánchez-Guijo F, Ferrer-Marín F, Pereira A, Osorio S. Imatinib dose reduction in patients with chronic myeloid leukemia in sustained deep molecular response. Ann Hematol. 2017; 96(1):81–5. https://​doi.​org/​10.​1007/​s00277-016-2839-z.CrossRefPubMed
19.
go back to reference Bozic I, Reiter JG, Allen B, Antal T, Chatterjee K, Shah P, Moon YS, Yaqubie A, Kelly N, Le DT, Lipson EJ, Chapman PB, Diaz J, Luis A, Vogelstein B, Nowak MA. Evolutionary dynamics of cancer in response to targeted combination therapy. eLife. 2013; 2:00747. https://doi.org/10.7554/eLife.00747.CrossRef Bozic I, Reiter JG, Allen B, Antal T, Chatterjee K, Shah P, Moon YS, Yaqubie A, Kelly N, Le DT, Lipson EJ, Chapman PB, Diaz J, Luis A, Vogelstein B, Nowak MA. Evolutionary dynamics of cancer in response to targeted combination therapy. eLife. 2013; 2:00747. https://​doi.​org/​10.​7554/​eLife.​00747.CrossRef
22.
go back to reference Altrock PM, Liu L, Michor F. The mathematics of cancer: Integrating quantitative models. Nat Rev Cancer. 2015; 15:730–45.CrossRefPubMed Altrock PM, Liu L, Michor F. The mathematics of cancer: Integrating quantitative models. Nat Rev Cancer. 2015; 15:730–45.CrossRefPubMed
26.
go back to reference Abraham S, Hopcroft L, Carrick E, Drotar M, Dunn K, Williamson A, Korfi K, Baquero P, E. Park L, Scott M, Pellicano F, Pierce A, Copland M, Nourse C, Grimmond S, Vetrie D, Whetton A, Holyoake T. Dual targeting of p53 and c-MYC selectively eliminates leukaemic stem cells. Nature. 2016; 534:341–6.CrossRefPubMedPubMedCentral Abraham S, Hopcroft L, Carrick E, Drotar M, Dunn K, Williamson A, Korfi K, Baquero P, E. Park L, Scott M, Pellicano F, Pierce A, Copland M, Nourse C, Grimmond S, Vetrie D, Whetton A, Holyoake T. Dual targeting of p53 and c-MYC selectively eliminates leukaemic stem cells. Nature. 2016; 534:341–6.CrossRefPubMedPubMedCentral
32.
go back to reference Kantarjian H, Pasquini R, Hamerschlak N, Rousselot P, Holowiecki J, Jootar S, Robak T, Khoroshko N, Masszi T, Skotnicki A, Hellmann A, Zaritsky A, Golenkov A, Radich J, Hughes T, Countouriotis A, Shah N. Dasatinib or high-dose imatinib for chronic-phase chronic myeloid leukemia after failure of first-line imatinib: A randomized phase 2 trial. Blood. 2007; 109(12):5143–50. https://doi.org/10.1182/blood-2006-11-056028.CrossRefPubMed Kantarjian H, Pasquini R, Hamerschlak N, Rousselot P, Holowiecki J, Jootar S, Robak T, Khoroshko N, Masszi T, Skotnicki A, Hellmann A, Zaritsky A, Golenkov A, Radich J, Hughes T, Countouriotis A, Shah N. Dasatinib or high-dose imatinib for chronic-phase chronic myeloid leukemia after failure of first-line imatinib: A randomized phase 2 trial. Blood. 2007; 109(12):5143–50. https://​doi.​org/​10.​1182/​blood-2006-11-056028.CrossRefPubMed
33.
go back to reference Shah N, Kantarjian H, Kim D-W, Réa D, Dorlhiac-Llacer PE, Milone JH, Vela-Ojeda J, Silver RT, Khoury HJ, Charbonnier A, Khoroshko N, Paquette RL, Deininger M, Collins RH, Otero I, Hughes T, Bleickardt E, Strauss L, Francis S, Hochhaus A. Intermittent target inhibition with dasatinib 100 mg once daily preserves efficacy and improves tolerability in imatinib-resistant and -intolerant chronic-phase chronic myeloid leukemia. J Clin Oncol. 2008; 26(19):3204–12. https://doi.org/10.1200/JCO.2007.14.9260.CrossRefPubMed Shah N, Kantarjian H, Kim D-W, Réa D, Dorlhiac-Llacer PE, Milone JH, Vela-Ojeda J, Silver RT, Khoury HJ, Charbonnier A, Khoroshko N, Paquette RL, Deininger M, Collins RH, Otero I, Hughes T, Bleickardt E, Strauss L, Francis S, Hochhaus A. Intermittent target inhibition with dasatinib 100 mg once daily preserves efficacy and improves tolerability in imatinib-resistant and -intolerant chronic-phase chronic myeloid leukemia. J Clin Oncol. 2008; 26(19):3204–12. https://​doi.​org/​10.​1200/​JCO.​2007.​14.​9260.CrossRefPubMed
34.
go back to reference Soverini S, Benedittis C, Papayannidis C, Machova Polakova K, Venturi C, Russo D, Bresciani P, Iurlo A, Mancini M, Vitale A, Chiaretti S, Foà R, Abruzzese E, Sora F, Kohlmann A, Haferlach T, Baccarani M, Cavo M, Giovanni M. Clinical impact of low burden BCR-ABL1 mutations detectable by amplicon deep sequencing in Philadelphia-positive acute lymphoblastic leukemia patients. Leukemia. 2016; 30. https://doi.org/10.1038/leu.2016.17.CrossRefPubMed Soverini S, Benedittis C, Papayannidis C, Machova Polakova K, Venturi C, Russo D, Bresciani P, Iurlo A, Mancini M, Vitale A, Chiaretti S, Foà R, Abruzzese E, Sora F, Kohlmann A, Haferlach T, Baccarani M, Cavo M, Giovanni M. Clinical impact of low burden BCR-ABL1 mutations detectable by amplicon deep sequencing in Philadelphia-positive acute lymphoblastic leukemia patients. Leukemia. 2016; 30. https://​doi.​org/​10.​1038/​leu.​2016.​17.CrossRefPubMed
35.
go back to reference Marusyk A, Almendro V, Polyak K. Intra-tumour heterogeneity: A looking glass for cancer?Nat Rev Cancer. 2012; 12:323–34.CrossRefPubMed Marusyk A, Almendro V, Polyak K. Intra-tumour heterogeneity: A looking glass for cancer?Nat Rev Cancer. 2012; 12:323–34.CrossRefPubMed
37.
go back to reference Gambacorti-Passerini C, Rossi F, Verga M, Ruchatz H, Gunby R, Frapolli R, Zucchetti M, Scapozza L, Bungaro S, Tornaghi L, Rossi F, Pioltelli P, Pogliani E, D’Incalci M, Corneo G. Differences between in vivo and in vitro sensitivity to imatinib of Bcr/Abl+ cells obtained from leukemic patients. Blood Cells Mol Dis. 2002; 28(3):361–72. https://doi.org/10.1006/bcmd.2002.0526.CrossRefPubMed Gambacorti-Passerini C, Rossi F, Verga M, Ruchatz H, Gunby R, Frapolli R, Zucchetti M, Scapozza L, Bungaro S, Tornaghi L, Rossi F, Pioltelli P, Pogliani E, D’Incalci M, Corneo G. Differences between in vivo and in vitro sensitivity to imatinib of Bcr/Abl+ cells obtained from leukemic patients. Blood Cells Mol Dis. 2002; 28(3):361–72. https://​doi.​org/​10.​1006/​bcmd.​2002.​0526.CrossRefPubMed
44.
go back to reference Hanfstein B, Müller M, Hehlmann R, Erben P, Lauseker M, Fabarius A, Schnittger S, Haferlach C, Göhring G, Proetel U, Kolb H-J, W Krause S, Hofmann W-K, Schubert J, Einsele H, Dengler J, Hänel M, Falge C, Kanz L, Hochhaus A. Early molecular and cytogenetic response is predictive for long-term progression-free and overall survival in chronic myeloid leukemia (CML). Leukemia. 2012; 26:2096–102.CrossRefPubMed Hanfstein B, Müller M, Hehlmann R, Erben P, Lauseker M, Fabarius A, Schnittger S, Haferlach C, Göhring G, Proetel U, Kolb H-J, W Krause S, Hofmann W-K, Schubert J, Einsele H, Dengler J, Hänel M, Falge C, Kanz L, Hochhaus A. Early molecular and cytogenetic response is predictive for long-term progression-free and overall survival in chronic myeloid leukemia (CML). Leukemia. 2012; 26:2096–102.CrossRefPubMed
46.
go back to reference Valent P, Herndlhofer S, Schneeweiß M, Boidol B, Ringler A, Kubicek S, V. Gleixner K, Hoermann G, Hadzijusufovic E, Müllauer L, R. Sperr W, Superti-Furga G, Mannhalter C. TKI rotation-induced persistent deep molecular response in multi-resistant blast crisis of ph+ CML. Oncotarget. 2017; 8:23061–72.PubMedPubMedCentral Valent P, Herndlhofer S, Schneeweiß M, Boidol B, Ringler A, Kubicek S, V. Gleixner K, Hoermann G, Hadzijusufovic E, Müllauer L, R. Sperr W, Superti-Furga G, Mannhalter C. TKI rotation-induced persistent deep molecular response in multi-resistant blast crisis of ph+ CML. Oncotarget. 2017; 8:23061–72.PubMedPubMedCentral
47.
go back to reference Gugliotta G, Castagnetti F, Breccia M, Gozzini A, Usala E, Carella A, Rege-Cambrin G, Martino B, Abruzzese E, Albano F, Stagno F, Luciano L, D’Adda M, Bocchia M, Cavazzini F, Tiribelli M, Lunghi M, Pia Falcone A, Musolino C, Baccarani M. Rotation of nilotinib and imatinib for first-line treatment of chronic phase chronic myeloid leukemia. Am J Hematol. 2016; 91:617–22.CrossRefPubMed Gugliotta G, Castagnetti F, Breccia M, Gozzini A, Usala E, Carella A, Rege-Cambrin G, Martino B, Abruzzese E, Albano F, Stagno F, Luciano L, D’Adda M, Bocchia M, Cavazzini F, Tiribelli M, Lunghi M, Pia Falcone A, Musolino C, Baccarani M. Rotation of nilotinib and imatinib for first-line treatment of chronic phase chronic myeloid leukemia. Am J Hematol. 2016; 91:617–22.CrossRefPubMed
50.
go back to reference Jabbour E, Jones D, Kantarjian H, O’Brien S, Tam C, Koller C, Burger JA, Borthakur G, Wierda WG, Cortes J. Long-term outcome of patients with chronic myeloid leukemia treated with second-generation tyrosine kinase inhibitors after imatinib failure is predicted by the in vitro sensitivity of BCR-ABL kinase domain mutations. Blood. 2009; 114(10):2037–43. https://doi.org/10.1182/blood-2009-01-197715.CrossRefPubMedPubMedCentral Jabbour E, Jones D, Kantarjian H, O’Brien S, Tam C, Koller C, Burger JA, Borthakur G, Wierda WG, Cortes J. Long-term outcome of patients with chronic myeloid leukemia treated with second-generation tyrosine kinase inhibitors after imatinib failure is predicted by the in vitro sensitivity of BCR-ABL kinase domain mutations. Blood. 2009; 114(10):2037–43. https://​doi.​org/​10.​1182/​blood-2009-01-197715.CrossRefPubMedPubMedCentral
53.
go back to reference Pfeifer H, Wassmann B, Pavlova A, Wunderle L, Oldenburg J, Binckebanck A, Lange T, Hochhaus A, Wystub S, Brück P, Hoelzer D, Ottmann OG. Kinase domain mutations of BCR-ABL frequently precede imatinib-based therapy and give rise to relapse in patients with de novo Philadelphia-positive acute lymphoblastic leukemia (Ph+ ALL). Blood. 2007; 110(2):727–34. https://doi.org/10.1182/blood-2006-11-052373.CrossRefPubMed Pfeifer H, Wassmann B, Pavlova A, Wunderle L, Oldenburg J, Binckebanck A, Lange T, Hochhaus A, Wystub S, Brück P, Hoelzer D, Ottmann OG. Kinase domain mutations of BCR-ABL frequently precede imatinib-based therapy and give rise to relapse in patients with de novo Philadelphia-positive acute lymphoblastic leukemia (Ph+ ALL). Blood. 2007; 110(2):727–34. https://​doi.​org/​10.​1182/​blood-2006-11-052373.CrossRefPubMed
56.
go back to reference Lin Y, Wang X, Jin H. EGFR-TKI resistance in NSCLC patients: Mechanisms and strategies. Am J Cancer Res. 2014; 4(5):411–35.PubMedPubMedCentral Lin Y, Wang X, Jin H. EGFR-TKI resistance in NSCLC patients: Mechanisms and strategies. Am J Cancer Res. 2014; 4(5):411–35.PubMedPubMedCentral
Metadata
Title
Stochastic modelling of tyrosine kinase inhibitor rotation therapy in chronic myeloid leukaemia
Authors
H. Jonathan G. Lindström
Astrid S. de Wijn
Ran Friedman
Publication date
01-12-2019
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2019
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-019-5690-5

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