Dataset Information

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

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.

SUBMITTER: Lindstrom HJG

PROVIDER: S-EPMC6540367 | biostudies-literature | 2019 May

REPOSITORIES: biostudies-literature

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Publications

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

Lindström H Jonathan G HJG de Wijn Astrid S AS Friedman Ran R

BMC cancer 20190528 1

<h4>Background</h4>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.<h4>Methods</h4>We present a computer program to test different treatm ...[more]

PMID: 31138173

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Project description:IntroductionIn the earliest cases of COVID-19, a higher percentage of severe and fatal cases was observed in patients with cancer, including those with haematological malignancies. However, patients with chronic myeloid leukaemia (CML) had better prognoses, suggesting that tyrosine kinase inhibitors (TKIs) may have a therapeutic effect against SARS-CoV-2. This study describes the clinical and epidemiological characteristics of patients with CML receiving the TKIs tested for SARS-CoV-2 in Tegucigalpa, Honduras.MethodologyAn Analytical cross-sectional study was conducted. The sample included patients with Philadelphia chromosome-positive (Ph+) CML, who had been tested at least once for COVID-19 at the Emma Romero de Callejas Cancer Centre (CCERC). Sociodemographic and clinical variables were both analysed. Epi Info 7.2.4.0 and Stata/MP 16.0 were used to collect and analyse data. The COVID-19 positivity percentage and the association between severity and the TKI used were determined using Fisher's exact test and odds ratio (OR). Data were gathered from clinical records with approval of CCERC institutional management.ResultsOne hundred and forty-nine patients with Ph+ CML were included; 20.1% were COVID-19-positive; 56% were male; mean age was 46 years; 81% were receiving imatinib, with a mean treatment duration of 6 years; 55% achieved a BCR -ABL molecular response ≤ 0.1% (IS). Twenty-one percent had comorbidities. COVID-19 was asymptomatic in 38.7% of patients, mild in 35.5% and severe in 9.7%. One patient died, a fatality rate of 3.2%. No statistical association was found between disease severity and treatment with imatinib versus second-line TKI (OR: 0.833, p: 0.8493, 95% CI: 0.098-10.998).ConclusionDespite high COVID-19 positivity in CML when compared with the literature, this study found a lower fatality rate. The type of TKI used or molecular response at the time of infection was not associated with case severity. Determining the effectiveness of imatinib or other TKIs as a COVID-19 treatment requires randomised clinical trials.

Project description:BackgroundTyrosine-kinase inhibitors improve overall survival in patients with chronic myeloid leukaemia in chronic phase (CML-CP). Survival compared with the general population by age, response, and type of tyrosine-kinase inhibitor is not known. With use of data from trials of tyrosine kinase inhibitors, we compared overall survival in patients with newly diagnosed CML-CP to that of general population.MethodsIn this cohort analysis, we included data from patients with CML-CP enrolled in six consecutive or parallel prospective clinical trials of tyrosine-kinase inhibitors at a single institution from July 30, 2000, to Sept 17, 2012. We analysed data for response and survival with the Kaplan-Meier method. For estimated overall survival in the general population, we obtained data from national vital statistics reports and matched to patients with CML-CP by age, sex, ethnicity, and year at diagnosis. We assessed numbers and causes of death within 1 year of beginning treatment by age group and by response to therapy. We then did univariate analysis and multivariate analysis to investigate factors associated with survival probability.FindingsOur analysis included 483 patients, 271 received imatinib, 105 received nilotinib, and 107 received dasatinib. Most patients were younger than 65 years, and no patients were older than 85 years. Median follow-up was 99·4 months (IQR 44·9-121·6), by which time 53 (11%) patients had died. The most common causes of death were progression to advanced disease stage, including complications of stem-cell transplantation (17 [4%] patients), secondary malignancies (nine [2%] patients), and cardiovascular causes (nine [2%] patients). 5-year overall survival in patients with CML-CP decreased in older age categories. For the whole population of patients with CML-CP, 5-year survival was only slightly lower than that of the matched general population (relative survival 94·7% [95% 92·1-97·4]). Individuals of all ages with a report of complete cytogenetic response to treatment or deeper within 1 year had a 5-year survival similar to that of the general population.InterpretationIn the era of treatment with tyrosine-kinase inhibitors, patients diagnosed with CML-CP can expect a 5-year survival that is only slightly lower than that of the general population. With access to tyrosine-kinase inhibitors, most patients with chronic myeloid leukaemia could enjoy a near normal life expectancy.FundingMD Anderson Cancer Center, National Cancer Institute.

Dataset Information

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

Background

Methods

Results

Conclusions

Publications

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

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