Early prediction of treatment resistance in low-risk gestational trophoblastic neoplasia using population kinetic modelling of hCG measurements

Br J Cancer. 2013 May 14;108(9):1810-6. doi: 10.1038/bjc.2013.123. Epub 2013 Apr 16.

Abstract

Background: In low-risk gestational trophoblastic neoplasia (GTN) patients, a predictive marker for early identification of methotrexate (MTX) resistance would be useful. We previously demonstrated that kinetic modelling of human chorionic gonadotrophin (hCG) measurements could provide such a marker. Here we validate this approach in a large independent patient cohort.

Methods: Serum hCG measurements of 800 low-risk GTN patients treated with MTX were analysed. The cohort was divided into Model and Test data sets. hCG kinetics were described from initial treatment day to day 50 using: '(hCG(time))=hCG0*exp(-k*time)+hCGres', where hCGres is the modelled residual production, hCG0 is the baseline hCG level, and k is the rate constant. HCGres-predictive value was investigated against previously reported predictors of MTX resistance.

Results: Declining hCG measurements were well fitted by the model. The best discriminator of MTX resistance in the Model data set was hCGres, categorised by an optimal cut-off value of >20.44 IU l(-1): receiver-operating characteristic (ROC) area under the curve (AUC)=0.87; Se=0.91; Sp=0.83. The predictive value of hCGres was reproducible using the Test data set: ROC AUC=0.87; Se=0.88; Sp=0.86. Multivariate analyses revealed hCGres as a better predictor of MTX resistance (HR=1.01, P<0.0001) and MTX failure-free survival (HR=13.25, P<0.0001) than other reported predictive factors.

Conclusion: hCGres, a modelled kinetic parameter calculated after fully dosed three MTX cycles, has a reproducible value for identifying patients with MTX resistance.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Antimetabolites, Antineoplastic / therapeutic use*
  • Biomarkers, Tumor
  • Chorionic Gonadotropin / blood*
  • Drug Resistance, Neoplasm*
  • Female
  • Gestational Trophoblastic Disease / drug therapy*
  • Humans
  • Methotrexate / therapeutic use*
  • Multivariate Analysis
  • Pregnancy
  • ROC Curve
  • Treatment Failure

Substances

  • Antimetabolites, Antineoplastic
  • Biomarkers, Tumor
  • Chorionic Gonadotropin
  • Methotrexate