Development of a simplified multivariable model to predict neutropenic complications in cancer patients undergoing chemotherapy

Support Care Cancer. 2018 Nov;26(11):3691-3699. doi: 10.1007/s00520-018-4224-z. Epub 2018 May 7.

Abstract

Purpose: Neutropenic complications remain the major dose-limiting toxicities of cancer chemotherapy. The aim of this study was to develop and internally validate a comprehensive and easily measurable scoring system for prediction of severe or febrile neutropenia in the first chemotherapy cycle of patients with solid tumors or lymphoma.

Methods: This prospective cohort study included consecutive patients at a tertiary referral hospital. Many clinical and laboratory-independent variables were measured at baseline. A multivariable logistic regression analysis was applied after unadjusted analysis, and the multivariable model was transformed into a simplified risk score based on 6 bootstrapped regression coefficients. The simplified scoring system was internally validated using cross-validation. All statistical tests were two-sided.

Results: A total of 305 patients were enrolled and followed during 1732 chemotherapy cycles. Of these, 259 were eligible for analysis. The multivariable model revealed 6 predictive factors for severe or febrile neutropenia (scores in parentheses): high-risk regimen without colony-stimulating factor (4 points), intermediate-risk regimen without colony-stimulating factor (3 points), age > 65 years and elevated ferritin (3 points), body mass index < 23 kg/m2 and body surface area < 2 m2 (2 points), estimated glomerular filtration rate < 60 mL/min/1.73m2 (2 points), and elevated C-reactive protein (1 point). The receiver operating characteristic curve was 0.832 (95% confidence interval [Cl], 0.767-0.897) for the simplified model and 0.816 (95% Cl, 0.771-0.860) for the cross-validation.

Conclusions: We developed and internally validated a user-friendly prediction model to guide personalized decision-making using available clinical data and few cost-effective laboratory tests. External validation in other centers with different patients is required.

Keywords: Cancer; Chemotherapy; Clinical prediction rule; Febrile neutropenia; Neutropenia.

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Antineoplastic Combined Chemotherapy Protocols / therapeutic use*
  • Chemoprevention / methods
  • Chemotherapy-Induced Febrile Neutropenia / diagnosis*
  • Chemotherapy-Induced Febrile Neutropenia / epidemiology
  • Chemotherapy-Induced Febrile Neutropenia / prevention & control
  • Cohort Studies
  • Female
  • Granulocyte-Macrophage Colony-Stimulating Factor / therapeutic use
  • Humans
  • Iran / epidemiology
  • Male
  • Middle Aged
  • Models, Statistical*
  • Multivariate Analysis
  • Neoplasms / diagnosis*
  • Neoplasms / drug therapy*
  • Neoplasms / epidemiology
  • Neutropenia / diagnosis
  • Neutropenia / epidemiology
  • Neutropenia / etiology
  • Prognosis
  • Prospective Studies
  • Severity of Illness Index

Substances

  • Granulocyte-Macrophage Colony-Stimulating Factor