AI Article Synopsis

  • The Medical Information Database Network (MID-NET) in Japan is crucial for tracking adverse drug events like gastrointestinal perforation, but lacks effective detection algorithms.
  • This study tested 12 algorithms that combine ICD-10 codes with treatment information from 200 inpatients across multiple sites, assessing their positive predictive values (PPVs) and sensitivities.
  • Results showed a trade-off between PPV and sensitivity, with the best algorithm achieving a PPV of 61.6% and sensitivity of 92.4%, improving the accuracy of identifying gastrointestinal perforations and aiding future pharmacovigilance research.

Article Abstract

Background: The Medical Information Database Network (MID-NET) in Japan is a vast repository providing an essential pharmacovigilance tool. Gastrointestinal perforation (GIP) is a critical adverse drug event, yet no well-established GIP identification algorithm exists in MID-NET.

Methods: This study evaluated 12 identification algorithms by combining ICD-10 codes with GIP therapeutic procedures. Two sites contributed 200 inpatients with GIP-suggestive ICD-10 codes (100 inpatients each), while a third site contributed 165 inpatients with GIP-suggestive ICD-10 codes and antimicrobial prescriptions. The positive predictive values (PPVs) of the algorithms were determined, and the relative sensitivity (rSn) among the 165 inpatients at the third institution was evaluated.

Results: A trade-off between PPV and rSn was observed. For instance, ICD-10 code-based definitions yielded PPVs of 59.5%, whereas ICD-10 codes with CT scan and antimicrobial information gave PPVs of 56.0% and an rSn of 97.0%, and ICD-10 codes with CT scan and antimicrobial information as well as three types of operation codes produced PPVs of 84.2% and an rSn of 24.2%. The same algorithms produced statistically significant differences in PPVs among the three institutions. Combining diagnostic and procedure codes improved the PPVs. The algorithm combining ICD-10 codes with CT scan and antimicrobial information and 80 different operation codes offered the optimal balance (PPV: 61.6%, rSn: 92.4%).

Conclusion: This study developed valuable GIP identification algorithms for MID-NET, revealing the trade-offs between accuracy and sensitivity. The algorithm with the most reasonable balance was determined. These findings enhance pharmacovigilance efforts and facilitate further research to optimize adverse event detection algorithms.

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http://dx.doi.org/10.1007/s43441-024-00619-4DOI Listing

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