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Bittrich M, Hetterich R, Solimando AG, Krebs M, Loda S, Danhof S, Anton S, Zhou X, Kerscher A, Beilhack A, Kortüm KM, Rasche L, Einsele H, Knop S, Hartmann S. Does medication-related osteonecrosis of the jaw affect survival of patients with Multiple Myeloma?: Exploring a large single center database using artificial intelligence. Clin Exp Med 2023; 23:5215-5226. [PMID: 37805620 PMCID: PMC10725344 DOI: 10.1007/s10238-023-01100-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 05/23/2023] [Indexed: 10/09/2023]
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.
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Affiliation(s)
- Max Bittrich
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany.
| | - Regina Hetterich
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Antonio G Solimando
- Department of Biomedical Sciences and Human Oncology, Section of Internal Medicine 'G. Baccelli', University of Bari Medical School Bari, 70124, Bari, Italy
| | - Markus Krebs
- Comprehensive Cancer Center Mainfranken, 97080, Würzburg, Germany
| | - Sophia Loda
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Sophia Danhof
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Straub Anton
- Department of Oral and Maxillofacial Plastic Surgery, University Hospital Würzburg, 97070, Würzburg, Germany
| | - Xiang Zhou
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | | | - Andreas Beilhack
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
- Department of Biomedical Sciences and Human Oncology, Section of Internal Medicine 'G. Baccelli', University of Bari Medical School Bari, 70124, Bari, Italy
| | - K Martin Kortüm
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Leo Rasche
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Hermann Einsele
- Department of Internal Medicine II, University Hospital Würzburg, 97080, Würzburg, Germany
| | - Stefan Knop
- Department of Internal Medicine 5, Hematology and Oncology, University Hospital of Paracelsus Medical Private University, 90419, Nuremberg, Germany
| | - Stefan Hartmann
- Department of Oral and Maxillofacial Plastic Surgery, University Hospital Würzburg, 97070, Würzburg, Germany
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