Metabolomics of methotrexate resistance in acute lymphoblastic leukemia

Author(s)

Rafael Renatino Canevarolo

• Document type: Master's Dissertation
• Press: Campinas, SP.
• Institution: Universidade Estadual de Campinas (UNICAMP). Faculdade de Ciências Médicas
• Defense date: 2012-01-25

Examining board members

José Andrés Yunes; Luiz Gonzaga Tone; Carmen Veríssima Ferreira

• Advisor: Ana Carolina de Mattos Zeri; José Andrés Yunes

Abstract

The intensive use of different and combined chemotherapics has allowed curing 70-80% of pediatric acute lymphoblastic leukemia (ALL), and the relapse of the disease stems largely from the intrinsic resistance of leukemic cells to chemotherapy. Some of the chemotherapics used in ALL are metabolic inhibitors such as methotrexate (MTX), a folic acid antagonist, which prevents cell division by inhibiting the synthesis of nucleotides. The association between leukemic strains resistant or sensitive to MTX and the metabolites associated with each of these phenotypes were investigated. Six B- and eight T-derived cell lines were classified as resistant or sensitive to MTX by the 3-(4,5-Dimethylthiazol-2-yl)- 2,5-diphenyltetrazolium bromide (MTT) assay, after 48h in co-culture with different concentrations of the drug. Five lineages were classified as resistant, and nine as sensitive to MTX. After 24 hours of culture in the presence or absence of MTX (both in triplicates), the intracellular metabolites of the lineages were assessed by nuclear magnetic resonance (NMR), in a metabolomic approach. In total, 84 metabolites were quantified, 72 of which were also identified. The principal component analysis (PCA) did not segregate the samples according to their resistance, whereas the supervised partial least square discriminate analysis (PLS-DA) was effective in this separation. ATP, dimethylglycine, sarcosine and phosphocholine were associated with MTX resistance in both models constructed for treated and untreated samples, whereas carnitine, CB-MTX (unidentified compound), cholate, fumarate, glycocholate, lactate, malate and succinate were associated with sensitivity to MTX. The ability to correctly classify the samples into sensitive or resistant groups was checked with the construction of the receiver operating characteristic (ROC) curves for metabolites individually. Metabolites with good or excellent performance in ROC analysis (AUC> 0.8) were selected to compose "diagnostic tests" for classifying samples. Of all the possible combinations among the selected metabolites, the test composed by the comination of carnitine, sarcosine and succinate in untreated samples exhibited sensitivity of 100% (identified all 15 resistant samples) and specificity of 92.3% in classifying correctly 24 of 26 sensitive samples. The best diagnostic test for samples treated with MTX took into consideration concentrations of CB-MTX, glycocholate, sarcosina, succinato. It had a sensitivity of 100% (identified 15 resistant samples) and specificity of 85.2%, classifying incorrectly 4 out of 27 sensitive samples. Differential metabolic concentrations pointed to an over activation of energy and lipids metabolism in MTX-sensitive strains, whereas resistant strains seemed to have overactive the glycine metabolism. Metabolomic and biochemical integration analysis revealed genetic, enzymatic and metabolic interactions that might be altered in strains sensitive or resistant to MTX, as well as allowed speculations about possible molecular targets on which intervention could make resistant cells susceptible to chemotherapy (AU)

• FAPESP's process: 09/04167-1 - Metabolomics of methotrexate resistance in acute lymphoblastic leukemia
• Grantee: Rafael Renatino Canevarolo
• Support Opportunities: Scholarships in Brazil - Master