30 research outputs found

    Detecting non-alcoholic fatty liver disease and risk factors in health databases: accuracy and limitations of the ICD-10-AM

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    Objective The prevalence of non-alcoholic fatty liver disease (NAFLD) and non-alcoholic steatohepatitis (NASH) cirrhosis is often underestimated in healthcare and administrative databases that define disease burden using International Classification of Diseases (ICD) codes. This retrospective audit was conducted to explore the accuracy and limitations of the ICD, Tenth Revision, Australian Modification (ICD-10-AM) to detect NAFLD, metabolic risk factors (obesity and diabetes) and other aetiologies of chronic liver disease.Design/Method ICD-10-AM codes in 308 admitted patient encounters at two major Australian tertiary hospitals were compared with data abstracted from patients’ electronic medical records. Accuracy of individual codes and grouped combinations was determined by calculating sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) and Cohen’s kappa coefficient (Îș).Results The presence of an ICD-10-AM code accurately predicted the presence of NAFLD/NASH (PPV 91.2%) and obesity (PPV 91.6%) in most instances. However, codes underestimated the prevalence of NAFLD/NASH and obesity by 42.9% and 45.3%, respectively. Overall concordance between clinical documentation and ‘grouped alcohol’ codes (Îș 0.75) and hepatitis C codes (Îș 0.88) was high. Hepatitis B codes detected false-positive cases in patients with previous exposure (PPV 55.6%). Accuracy of codes to detect diabetes was excellent (sensitivity 95.8%; specificity 97.6%; PPV 94.9%; NPV 98.1%) with almost perfect concordance between codes and documentation in medical records (Îș 0.93).Conclusion Recognition of the utility and limitations of ICD-10-AM codes to study the burden of NAFLD/NASH cirrhosis is imperative to inform public health strategies and appropriate investment of resources to manage this burgeoning chronic disease

    Nonalcoholic fatty liver disease: interface between primary care and hepatology clinics

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    Primary care physicians (PCPs) have the primary role in the diagnosis and management of nonalcoholic fatty liver disease (NAFLD), and in selecting patients for referral to a hepatologist for further evaluation. This study aimed to characterize PCP referrals for patients diagnosed with NAFLD at a major referral hospital, and to determine the severity of liver disease and patient pathway following evaluation in secondary care. New patients seen in the hepatology outpatient clinic (HOC) with a secondary care diagnosis of NAFLD were identified from the HOC scheduling database. PCP referrals for these patients were retrieved from the electronic medical records and reviewed by study clinicians, along with the hepatologists' clinic notes and letters. Over a 14-month period, 234 new PCP referrals received a diagnosis of NAFLD, accounting for 20.4% of the total number of new cases (n = 1,147) seen in the HOC. The 234 referrals were received from 170 individual PCPs at 135 practices. Most patients with NAFLD (88.5%) were referred for investigation of abnormal liver enzymes or other clinical concerns, including abnormal iron studies, hepatomegaly, and abdominal pain. Only 27 (11.5%) referrals included an assessment of liver disease severity. Following evaluation in the liver clinic, 175 patients (74.8%) were found to have a low risk of advanced fibrosis, and most (n = 159; 90.9%) were discharged back to their PCP for ongoing follow-up in primary care. Conclusion: In addition to better access to noninvasive fibrosis tests, educational strategies to enhance awareness and recognition of NAFLD as a cause for many of the initial concerns prompting patient referral might improve risk stratification and increase the appropriateness of PCP referrals

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

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    The utility of International ClassiïŹcation 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.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 (Îș).The PPVs for 'grouped cirrhosis' codes (0.96), hepatocellular carcinoma (0.97) ascites (0.97) and 'grouped varices' (0.95) were good (Îș 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; Îș 0.73) and the poorest for encephalopathy ('grouped' PPV 0.55; Îș 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.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

    Optimising care of patients with chronic disease: patient-oriented education may improve disease knowledge and self-management

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    Many patients with chronic disease do not possess the knowledge and skills required to access and interpret appropriate health information. A pilot study in people with liver cirrhosis (n = 50) identified that only 54% of patients could recall being given written information by a clinician and 64% had self-sought information, most commonly using the Internet. Many patients reported difficulties understanding the material and the majority wanted more accessible information. A pilot chronic disease educational booklet was well received by the study participants with 85% reporting it was helpful and 78% using it in between clinic appointments

    Patient-oriented education and medication management intervention for people with decompensated cirrhosis: study protocol for a randomized controlled trial

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    Background: People with decompensated cirrhosis require complex medical care and are often prescribed an intricate and frequently changing medication and lifestyle regimen. However, many patients mismanage their medications or have poor comprehension of their disease and self-management tasks. This can lead to harm, hospitalization, and death. Methods/design: A patient-oriented education and medication management intervention has been developed for implementation at a tertiary hospital hepatology outpatient center in Queensland, Australia. Consenting patients with decompensated cirrhosis will be randomly allocated to education intervention or usual care treatment arms when they attend routine follow-up appointments. In the usual care arm, participants will be reviewed by their hepatologist according to the current model of care in the hepatology clinic. In the intervention arm, participants will be reviewed by a clinical pharmacist to receive the education and medication management intervention at baseline in addition to review by their hepatologist. Intervention participants will also receive three further educational contacts from the clinical pharmacist within the following 6-month period, in addition to routine hepatologist review that is scheduled within this time frame. All participants will be surveyed at baseline and follow-up (approximately 6 months post-enrollment). Validated questionnaire tools will be used to determine participant adherence, medication beliefs, illness perceptions, and quality of life. Patients' knowledge of dietary and lifestyle modifications, their current medications, and other clinical data will be obtained from the survey, patient interview, and medical records. Patient outcome data will be collected at 52 weeks. Discussion: The intervention described within this protocol is ready to adapt and implement in hepatology ambulatory care centers globally. Investigation of potentially modifiable variables that may impact medication management, in addition to the effect of a clinical pharmacist-driven education and medication management intervention on modifying these variables, will provide valuable information for future management of these patients. Trial registration: Australian and New Zealand Clinical Trial Registry identifier: ACTRN12616000780459. Registered on 15 June 2016

    Development and evaluation of the Supportive Needs Assessment Tool for Cirrhosis (SNAC)

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    Background: We report the development and psychometric testing of a Supportive Needs Assessment tool for Cirrhosis (SNAC).Methods: The 50-item SNAC was administered to patients (n=465) diagnosed with cirrhosis recruited from five metropolitan hospitals in Queensland, Australia. Items were assessed for ceiling and floor effects, and exploratory factor analysis was used to assess the factor structure. Identified factors were assessed for internal consistency and convergent validity to validated psychosocial tools.Results: Exploratory factor analysis identified 4 factors (39 items), which together accounted for 49.2% of the total variance. The 39-item SNAC met the requirements of a needs assessment tool and identified a range of needs important to patients with cirrhosis that were grouped in four subscales: "Psychosocial issues", "Practical and physical needs", "Information needs", and "Lifestyle changes". Cronbach's alpha values for the four subscales ranged from 0.64 to 0.92. Convergent validity was supported by a strong correlation between the total SNAC score and that of the Chronic Liver Disease Questionnaire (CLDQ; Spearman rho -0.68;

    Predicting Liver-Related Outcomes in People With Nonalcoholic Fatty Liver Disease: The Prognostic Value of Noninvasive Fibrosis Tests

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    It remains unclear whether screening for advanced fibrosis in the community can identify the subgroup of people with nonalcoholic fatty liver disease (NAFLD) at higher risk for development of liver-related complications. We aimed to determine the prognostic value of baseline noninvasive fibrosis tests for predicting liver-related outcomes and mortality in patients with NAFLD from type 2 diabetes (T2D) clinics or primary care. Patients (n = 243) who were screened for NAFLD with advanced fibrosis by using NAFLD fibrosis score (NFS), fibrosis 4 score (FIB-4), enhanced liver fibrosis (ELF) test, and liver stiffness measurements (LSMs) were followed up for clinical outcomes by review of electronic medical records. During a median follow-up of 50 months, decompensated liver disease or primary liver cancer occurred in 6 of 35 (17.1%) patients with baseline LSM > 13 kPa, 1 of 17 (5.9%) patients with LSM 9.5-13 kPa, and in no patients with LSM  13 kPa), these events are projected to lead to a substantial increase in NAFLD-related disease burden over the next decade due to the high prevalence of NAFLD in people with obesity and T2D.</p
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