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A novel computational tool for mining real-life data: Application in the metastatic colorectal cancer care setting

  • Nava Siegelmann-Danieli*
  • , Ariel Farkash
  • , Itzhak Katzir
  • , Janet Vesterman Landes
  • , Hadas Rotem Rabinovich
  • , Yossef Lomnicky
  • , Boaz Carmeli
  • , Naama Parush-Shear-Yashuv
  • *Corresponding author for this work
  • Maccabi Healthcare Services
  • University of Haifa

Research output: Contribution to journalArticlepeer-review

Abstract

Background Randomized clinical trials constitute the gold-standard for evaluating new anti-cancer therapies; however, real-life data are key in complementing clinically useful information. We developed a computational tool for real-life data analysis and applied it to the metastatic colorectal cancer (mCRC) setting. This tool addressed the impact of oncology/non-oncology parameters on treatment patterns and clinical outcomes. Methods The developed tool enables extraction of any computerized information including comorbidities and use of drugs (oncological/non-oncological) per individual HMO member. The study in which we evaluated this tool was a retrospective cohort study that included Maccabi Healthcare Services members with mCRC receiving bevacizumab with fluoropyrimidines (FP), FP plus oxaliplatin (FP-O), or FP plus irinotecan (FP-I) in the first-line between 9/2006 and 12/2013. Results The analysis included 753 patients of whom 15.4% underwent subsequent metastasectomy (the Surgery group). For the entire cohort, median overall survival (OS) was 20.5 months; in the Surgery group, median duration of bevacizumab-containing therapy (DOT) pre-surgery was 6.1 months; median OS was not reached. In the Non-surgery group, median OS and DOT were 18.7 and 11.4 months, respectively; no significant OS differences were noted between FP-O and FP-I, whereas FP use was associated with shorter OS (12.3 month; p <0.002; notably, these patients were older). Patients who received both FP-O- and FP-I-based regimens achieved numerically longer OS vs. those who received only one of these regimens (22.1 [19.9–24.0] vs. 18.9 [15.5–21.9] months). Among patients assessed for wild-type KRAS and treated with subsequent anti-EGFR agent, OS was 25.4 months and 18.7 months for 124 treated vs. 37 non-treated patients (non-significant). Cox analysis (controlling for age and gender) identified several non-oncology parameters associated with poorer clinical outcomes including concurrent use of diuretics and proton-pump inhibitors. Conclusions Our tool provided insights that confirmed/complemented information gained from randomized-clinical trials. Prospective tool implementation is warranted.

Original languageEnglish
Article numbere0154689
JournalPLoS ONE
Volume11
Issue number5
DOIs
StatePublished - May 2016
Externally publishedYes

Funding

Funders
IBM Research-Haifa
Roche Pharmaceuticals (Israel) Ltd

    UN SDGs

    This output contributes to the following UN Sustainable Development Goals (SDGs)

    1. SDG 3 - Good Health and Well-being
      SDG 3 Good Health and Well-being

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