Does medication-related osteonecrosis of the jaw affect survival of patients with Multiple Myeloma?: Exploring a large single center database using artificial intelligence

M Bittrich, R Hetterich, AG Solimando, M Krebs, S Loda, S Danhof, S Anton, X Zhou, A Kerscher, A Beilhack, KM Kortüm, L Rasche, H Einsele, S Knop (Co-author), S Hartmann

Research output: Contribution to journalOriginal Articlepeer-review

1 Citation (Web of Science)

Abstract

In addition to randomized clinical trials, consideration of Real-World Evidence is necessary for mirroring clinical reality. However, processing such evidence for large numbers of patients often requires considerable time and effort. This is particularly true for rare tumor diseases such as multiple myeloma (MM) or for adverse effects that occur even more rarely. In such cases, artificial intelligence is able to efficiently detect patients with rare conditions. One of these rare adverse events, and the most discussed, following bone protective treatment in MM is medication-related osteonecrosis of the jaw (MRONJ). The association of bone protective treatment to MM outcome has been intensively studied. However, the impact of MRONJ resulting from such treatment on MM prognosis and outcome is poorly understood. In this retrospective study, we therefore investigated the long-term effects of MRONJ. We used natural language processing (NLP) to screen individual data of 2389 MM patients to find 50 out of 52 patients with MRONJ matching our inclusion criteria. To further improve data quality, we then performed propensity score matching. In comparison to MM patients without MRONJ, we found a significantly longer overall survival (median 126 vs. 86 months) despite slightly worse clinical features.
Original languageEnglish
Number of pages12
JournalCLINICAL AND EXPERIMENTAL MEDICINE
Early online dateOct 2023
DOIs
Publication statusPublished - 7 Oct 2023

Keywords

  • Multiple Myeloma
  • Artificial intelligence
  • Natural language processing
  • Real world evidence
  • Propensity score matching
  • Osteonecrosis of the jaw
  • Rare diseases
  • Rare adverse events
  • BISPHOSPHONATE-RELATED OSTEONECROSIS
  • SURGEONS POSITION PAPER
  • RISK-FACTORS
  • AMERICAN ASSOCIATION
  • CANCER
  • DISEASE
  • DENOSUMAB
  • NECROSIS
  • CRITERIA

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