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Abstract: TH-PO918

Clinical Implementation Framework of Anemia Control Model in Singapore

Session Information

Category: Anemia and Iron Metabolism

  • 200 Anemia and Iron Metabolism

Authors

  • Ion Titapiccolo, Jasmine, Fresenius Medical Care AG, Bad Homburg, Hessen, Germany
  • Nikam, Milind, Fresenius Medical Care AG, Singapore, Singapore
  • Mooppil, Nandakumar, Fresenius Medical Care AG, Singapore, Singapore
  • Singh, Tripti, Fresenius Medical Care AG, Singapore, Singapore
  • Gualdoni, Andrea, Fresenius Medical Care AG, Hong Kong, China
  • Hymes, Jeffrey L., Fresenius Medical Care AG, Boston, Massachusetts, United States
  • Larkin, John W., Fresenius Medical Care AG, Boston, Massachusetts, United States
  • Usvyat, Len A., Fresenius Medical Care AG, Boston, Massachusetts, United States
  • Bellocchio, Francesco, Fresenius Medical Care AG, Bad Homburg, Hessen, Germany
  • Neri, Luca, Fresenius Medical Care AG, Bad Homburg, Hessen, Germany
  • Yeung, Julianna, Fresenius Medical Care AG, Hong Kong, China
Background

The efficacy and safety of the Anemia Control Model (ACM) in Europe is well documented. Since 2021, ACM was piloted and implemented in Singapore. We sought to report the uptake and outcomes of ACM in the first two years of clinical implementation.

Methods

Our clinical implementation framework was based on incremental piloting and expanding the use of ACM progressively in additional clinics (Fig 1). We evaluated hemoglobin (Hb) target achievement over 12-months follow up.

Results

In a preclinical feasibility analysis ACM accurately predicted Hb levels (mean absolute error=0.66). We piloted ACM in three clinics for usability and clinical performance and gradually expanded in the full network over two years. Doctors assessed 6597 suggestions generated by ACM (52% were accepted). ACM target achievement was higher in patients treated according to ACM suggestion (p<0.05) (Fig 2).

Conclusion

Despite improved target achievement, the uptake of ACM suggestions in clinical practice is still partial. More research should be conducted in advancing clinical implementation framework of artificial intelligence so that this technology can be more effectively utilized in clinical practice.

Figure1. ACM clinical implementation framework.

Figure 2: Percentages of patient achieving Hb target.

Funding

  • Commercial Support – Fresenius Medical Care