Related Experiment Video
Updated: Jan 23, 2026

Author Spotlight: Detection and Treatment of Helicobacter pylori Infection
Published on: July 28, 2023
Comparison of coding data with clinical diagnosis of antibiotic-resistant healthcare-associated infections
Seamus Horan1, Vivian K Y Leung2, Paul M Kinsella3
1Victorian Infectious Diseases Service, The Royal Melbourne Hospital, Parkville, Australia.
Background:
Despite increasing use of International Classification of Disease (ICD) coding data to detect hospital-acquired complications, evidence of its accuracy is limited. Infections with multidrug resistant organisms (MROs) is a subcategory of healthcare-associated infection (HAI) with increased morbidity and mortality. This study compared ICD coding to clinical diagnosis for detection of MRO HAIs.
Methods:
We calculated the positive predictive value (PPV) and estimated the sensitivity of hospital coding in identifying clinical MRO HAIs. We reviewed admissions in 2023 that had an MRO HAI code applied to assess for clinical evidence of MRO HAIs. The PPV of coded MRO HAI in detecting clinical MRO HAI was calculated. A second PPV, which excluded Staphylococcus aureus solely resistant to penicillin and Klebsiella species solely resistant to amoxicillin, was calculated to assess whether minor exclusions of expected resistance patterns of no clinical relevance could improve the PPV.
Results:
There were 262 MRO HAI codes across 122 relevant admissions in 2023. Clinical MRO HAI was confirmed in 76 admissions (PPV 62 %). Excluding expected resistance patterns increased the PPV to 73 %. Analysis of the 11 cases of healthcare-associated ESBL bacteraemia identified that three received an MRO HAI code (sensitivity 27 %).
Conclusions:
Using coded data to determine presence of MRO HAIs is unlikely to be of sufficient accuracy to guide prevention activities or be used as a quality metric.
Insights
International Classification of Disease (ICD) coding data for detecting multidrug-resistant organism healthcare-associated infections (MRO HAIs) has limited accuracy. ICD coding is unlikely to be sufficient for guiding prevention or quality metrics.
Area of Science:
- Healthcare epidemiology
- Infectious disease surveillance
- Medical informatics
Background:
- International Classification of Disease (ICD) coding is increasingly used for detecting hospital-acquired complications.
- Evidence regarding the accuracy of ICD coding for specific complications like multidrug-resistant organism healthcare-associated infections (MRO HAIs) is limited.
- MRO HAIs are associated with increased patient morbidity and mortality.
Purpose of the Study:
- To compare the accuracy of ICD coding against clinical diagnosis for identifying MRO HAIs.
- To evaluate the positive predictive value (PPV) and sensitivity of ICD codes for MRO HAIs.
Main Methods:
- Retrospective review of hospital admissions coded with MRO HAIs in 2023.
- Calculation of PPV for MRO HAI codes, including a secondary calculation excluding expected resistance patterns.
- Estimation of coding sensitivity using cases of healthcare-associated ESBL bacteremia.
Main Results:
- The overall PPV for MRO HAI codes was 62%.
- Excluding specific, clinically irrelevant resistance patterns improved the PPV to 73%.
- The sensitivity for detecting healthcare-associated ESBL bacteremia was low at 27%.
Conclusions:
- ICD coding data alone is likely insufficient for accurately determining the presence of MRO HAIs.
- The accuracy of current ICD coding practices may not support their use in guiding infection prevention strategies.
- MRO HAI coding lacks the reliability needed for use as a quality metric.
More Related Videos
04:56Detection of Helicobacter pylori Infection and Antibiotic Resistance via Stool Quantitative Polymerase Chain Reaction Analysis
Published on: May 16, 2025
08:58Isolation and Identification of Waterborne Antibiotic-Resistant Bacteria and Molecular Characterization of their Antibiotic Resistance Genes
Published on: March 3, 2023
Related Concept Videos
Development of Antibiotic Resistance
Healthcare Associated Infections II: Preventive Measures
The best practices for preventing healthcare-associated infections include hand hygiene, patient risk...
Healthcare Associated Infections I: Iatrogenic, Exogenic and Endogenic
HAIs significantly increase the cost of health care. Extended stays in healthcare institutions, increased disability, increased costs of medications, including specialized antibiotics, and prolonged recovery times add to the patient's expenses and the healthcare institution and funding bodies.
Antibiotic Selection
Endocarditis II: Clinical Features of Infective Endocarditis
Statistical Software for Data Analysis and Clinical Trials