Long-term behavioral symptom clusters among survivors of early-stage breast cancer: Development and validation of a predictive model

J Natl Cancer Inst. 2025 Jan 1;117(1):89-102. doi: 10.1093/jnci/djae222.

Abstract

Background: Fatigue, cognitive impairment, anxiety, depression, and sleep disturbance are cancer-related behavioral symptoms that may persist years after early-stage breast cancer, affecting quality of life. We aimed to generate a predictive model of long-term cancer-related behavioral symptoms clusters among breast cancer survivors 4 years after diagnosis.

Methods: Patients with early-stage breast cancer were included from the CANcer TOxicity trial (ClinicalTrials.gov identifier NCT01993498). Our outcome was the proportion of patients reporting cancer-related behavioral symptoms clusters 4 years after diagnosis (≥3 severe symptoms). Predictors, including clinical, behavioral, and treatment-related characteristics; Behavioral Symptoms Score (BSS; 1 point per severe cancer-related behavioral symptom at diagnosis); and a proinflammatory cytokine (interleukin 1b; interleukin 6; tumor necrosis factor α) genetic risk score were tested using multivariable logistic regression, implementing bootstrapped augmented backwards elimination. A 2-sided P less than .05 defined statistical significance.

Results: In the development cohort (n = 3555), 642 patients (19.1%) reported a cluster of cancer-related behavioral symptoms at diagnosis, and 755 (21.2%) did so 4 years after diagnosis. Younger age (adjusted odds ratio for 1-year decrement = 1.012, 95% confidence interval [CI] = 1.003 to 1.020), previous psychiatric disorders (adjusted odds ratio vs no = 1.27, 95% CI = 1.01 to 1.60), and BSS (adjusted odds ratio ranged from 2.17 [95% CI = 1.66 to 2.85] for BSS = 1 vs 0 to 12.3 [95% CI = 7.33 to 20.87] for BSS = 5 vs 0) were predictors of reporting a cluster of cancer-related behavioral symptoms (area under the curve = 0.73, 95% CI = 0.71 to 0.75). Genetic risk score was not predictive of these symptoms. Results were confirmed in the validation cohort (n = 1533).

Conclusion: Younger patients with previous psychiatric disorders and higher baseline symptom burden have greater risk of long-term clusters of cancer-related behavioral symptoms. Our model might be implemented in clinical pathways to improve management and test the effectiveness of risk-mitigation interventions among breast cancer survivors.

Publication types

  • Clinical Study

MeSH terms

  • Adult
  • Aged
  • Anxiety / epidemiology
  • Anxiety / etiology
  • Behavioral Symptoms / etiology
  • Breast Neoplasms* / pathology
  • Breast Neoplasms* / psychology
  • Cancer Survivors* / psychology
  • Cancer Survivors* / statistics & numerical data
  • Depression / epidemiology
  • Depression / etiology
  • Fatigue / epidemiology
  • Fatigue / etiology
  • Female
  • Humans
  • Middle Aged
  • Neoplasm Staging
  • Quality of Life

Associated data

  • ClinicalTrials.gov/NCT01993498