ICD-10-AM codes for cirrhosis and related complications: key performance considerations for population and healthcare studies

BMJ Open Gastroenterol. 2020 Sep;7(1):e000485. doi: 10.1136/bmjgast-2020-000485.

Abstract

Objective: The utility of International Classification of Diseases (ICD) codes relies on the accuracy of clinical reporting and administrative coding, which may be influenced by country-specific codes and coding rules. This study explores the accuracy and limitations of the Australian Modification of the 10th revision of ICD (ICD-10-AM) to detect the presence of cirrhosis and a subset of key complications for the purpose of future large-scale epidemiological research and healthcare studies.

Design/method: ICD-10-AM codes in a random sample of 540 admitted patient encounters at a major Australian tertiary hospital were compared with data abstracted from patients' medical records by four blinded clinicians. Accuracy of individual codes and grouped combinations was determined by calculating sensitivity, positive predictive value (PPV), negative predictive value and Cohen's kappa coefficient (κ).

Results: The PPVs for 'grouped cirrhosis' codes (0.96), hepatocellular carcinoma (0.97) ascites (0.97) and 'grouped varices' (0.95) were good (κ all >0.60). However, codes under-detected the prevalence of cirrhosis, ascites and varices (sensitivity 81.4%, 61.9% and 61.3%, respectively). Overall accuracy was lower for spontaneous bacterial peritonitis ('grouped' PPV 0.75; κ 0.73) and the poorest for encephalopathy ('grouped' PPV 0.55; κ 0.21). To optimise detection of cirrhosis-related encounters, an ICD-10-AM code algorithm was constructed and validated in an independent cohort of 116 patients with known cirrhosis.

Conclusion: Multiple ICD-10-AM codes should be considered when using administrative databases to study the burden of cirrhosis and its complications in Australia, to avoid underestimation of the prevalence, morbidity, mortality and related resource utilisation from this burgeoning chronic disease.

Keywords: ascites; epidemiology; health service research; hepatic encephalopathy; peritonitis.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Algorithms
  • Ascites / diagnosis
  • Ascites / epidemiology
  • Australia / epidemiology
  • Carcinoma, Hepatocellular / diagnosis
  • Carcinoma, Hepatocellular / epidemiology
  • Cost of Illness
  • Data Accuracy
  • Databases, Factual
  • Delivery of Health Care / statistics & numerical data*
  • Esophageal and Gastric Varices / diagnosis
  • Esophageal and Gastric Varices / epidemiology
  • Female
  • Hepatic Encephalopathy / diagnosis
  • Hepatic Encephalopathy / epidemiology
  • Hospitalization / trends
  • Humans
  • International Classification of Diseases / standards*
  • Liver Cirrhosis / complications
  • Liver Cirrhosis / diagnosis*
  • Liver Cirrhosis / epidemiology
  • Liver Cirrhosis / mortality
  • Liver Neoplasms / pathology*
  • Male
  • Medical Records / standards*
  • Medical Records / statistics & numerical data
  • Middle Aged
  • Peritonitis / diagnosis
  • Peritonitis / epidemiology
  • Peritonitis / microbiology
  • Population
  • Predictive Value of Tests
  • Prevalence
  • Retrospective Studies
  • Sensitivity and Specificity
  • Tertiary Care Centers