Improving risk-stratification of patients with chronic lymphocytic leukemia using multivariate patient similarity

Peter Turcsanyi1, Eva Kriegova2, Milos Kudelka3

  • 1Department of Hemato-Oncology, Faculty of Medicine and Dentistry, Palacky University Olomouc and University Hospital Olomouc, Olomouc, Olomouc, Czech Republic.

Leukemia Research
|March 11, 2019
PubMed

Insights

This study used patient similarity networks to identify ultra-high-risk chronic lymphocytic leukemia (CLL) patient subsets. This approach refines risk stratification for precision medicine in CLL treatment.

Area of Science:

  • Hematology
  • Oncology
  • Genetics

Background:

  • Accurate risk stratification is crucial for chronic lymphocytic leukemia (CLL) patients.
  • Identifying ultra-high-risk (HR)-CLL subsets is essential given new therapeutic options.

Purpose of the Study:

  • To apply multivariate patient similarity networks for prognostic assessment in HR-CLL.
  • To identify distinct subsets of ultra-HR-CLL patients using routine clinical, genetic, and laboratory data.

Main Methods:

  • A cohort of 116 HR-CLL patients with del(11q), del(17p)/TP53 mutations, and/or complex karyotype (CK) was analyzed.
  • Multivariate patient similarity network and clustering were employed to assess prognostic factors.
  • Patient subsets were defined based on genetic aberrations, lymphadenopathy, splenomegaly, and gender.

Main Results:

  • Three major patient subsets (P-I, P-II, P-III) were identified based on prognostic variables.
  • Subanalysis revealed three ultra-HR-CLL groups, including men with TP53 disruption and women with TP53 disruption and CK, experiencing poor short-term outcomes.
  • The patient similarity network refined HR-CLL subsets, suggesting potential for targeted drug selection.

Conclusions:

  • Multivariate patient similarity networks are useful for stratifying HR-CLL patients.
  • This approach supports the clinical implementation of precision medicine in CLL.
  • The findings are particularly relevant with the availability of novel targeted therapies for CLL.
Abstract

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