Wang, Yichen

Abstract Objectives To comprehensively evaluate the validity of International Classification of Diseases, Tenth Revision, Clinical Modification (ICD-10-CM) codes for both prevalent diagnoses and less common diseases, and to assess the performance of a large language model (LLM)-based system in validating these codes. Materials and Methods This retrospective study analyzed hospital admissions from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. We developed a validated LLM-based system using GPT-4o, refined through iterative prompt engineering, to assess ICD-10-CM code validity. We measured the positive predictive value (PPV) of ICD-10-CM codes, PPV of principal and secondary diagnoses, and the performance of an LLM-based system in code validation. Results Among 865 079 assigned codes, the PPV was 84.6% (95% CI, 84.5%-84.6%). Principal diagnoses had a PPV of 93.9% (95% CI, 93.7%-94.1%), while secondary diagnoses had a PPV of 83.8% (95% CI, 83.7%-83.9%). The LLM system demonstrated high performance in validating ICD codes, achieving 93.6% accuracy, 95.4% sensitivity, and 85.2% specificity. Among correctly assigned secondary diagnoses, the majority (67.9%) represented historical or baseline conditions, while 32.1% reflected active conditions that deviated from baseline status; 22.3% of these emerged after hospital admission. PPV decreases with later diagnosis positions, with the largest decline occurring between principal and secondary diagnoses. Discussion and Conclusion In this large-scale evaluation, ICD-10-CM codes exhibited generally high accuracy, though variability existed by position and condition type. A validated LLM system performed comparably to physician review and offers a scalable means to improve coding accuracy. These findings support the potential for integrating LLM-based auditing into routine workflows to strengthen the quality of administrative and research data.

Abstract Background Patients with inflammatory bowel disease (IBD) are at increased risk of herpes zoster (HZ) infection due to innate immune abnormalities and use of immunosuppressive therapy. The recombinant zoster vaccine (RZV) is recommended, but its efficacy in preventing recurrent HZ among patients with IBD is not well established. Methods Using data from the TriNetX Linked Network, we conducted a retrospective cohort study of adults (≥18 years) with IBD and a prior uncomplicated HZ episode. Patients with IBD who received RZV were propensity score-matched 1:1 with those who did not. The primary outcome was subsequent HZ complications. Secondary outcomes included subtypes of HZ complications and recurrent uncomplicated HZ. Hazard ratios (HRs) and 95% confidence intervals (CIs) were estimated via Cox proportional hazards models. Results After matching, 1260 vaccinated and 1260 unvaccinated patients with IBD were included. Compared to the unvaccinated cohort, patients receiving RZV had a significantly reduced incidence of HZ complications (7.4% vs. 14.5%; HR, 0.75; 95% CI, 0.58–0.97; P = .028). Postherpetic neuralgia was notably decreased (5.8% vs. 12.5%; HR, 0.66; P = .010), and no central nervous system involvement occurred among vaccinated patients. Protective effects were more pronounced in patients with ulcerative colitis, females, and those not receiving immunosuppressive therapy. Conclusions RZV substantially lowers the risk of HZ complications in patients with IBD, offering significant clinical benefits to those at high risk due to immunosuppression. These findings underscore the importance of RZV as part of preventive care strategies in patients with IBD.

Key Points First US national study showing angiodysplasia-related gastrointestinal bleeding incidence and readmissions rises progressively with worsening CKD stage. Patients with kidney failure were less likely to receive endoscopy, which was linked to higher mortality, revealing a potential care gap. Recurrent angiodysplasia-related gastrointestinal bleeding was the leading cause of 30-day readmission; lack of endoscopy was an independent predictor of readmission. Background Angiodysplasia-related gastrointestinal bleeding (AGIB) is an increasingly recognized cause of hospitalization, particularly among patients with CKD. Although AGIB has been linked to kidney failure (KF), its burden across CKD stages remains unclear. This study aimed to evaluate AGIB incidence, outcomes, and readmissions across CKD stages using the largest inpatient and readmission databases in the United States. Methods We conducted a retrospective cohort study using the 2022 National Inpatient Sample and Nationwide Readmissions Database. Adult patients hospitalized with AGIB were identified and stratified into five groups: non-CKD, early CKD (stage 3), advanced CKD (stages 4–5 not on dialysis), KF (ESKD requiring chronic dialysis), and others. The primary outcome was AGIB hospitalization incidence. Secondary outcomes included in-hospital mortality, disease severity, treatment interventions, health care utilization, and 30-day readmission. Multivariable regression models were used to identify independent risk. Results In 2022, 46,670 adults were hospitalized with AGIB (0.17% of all admissions). CKD/KF was an independent risk factor for AGIB hospitalization, with risk increasing progressively with worsening kidney function (adjusted odds ratio [aOR]: 1.42 [1.34 to 1.50; early CKD], 1.89 [1.72 to 2.07; advanced CKD], 2.51 [2.32 to 2.72; KF]; all P < 0.001). The overall in-hospital mortality rate was 1.04%, higher among patients with CKD. KF was independently associated with higher mortality (aOR, 1.87 [1.06 to 3.27]), lower rates of endoscopic evaluation (aOR, 0.53 [0.43 to 0.65]), and longer hospital stays. Endoscopy was associated with lower mortality (aOR, 0.54 [0.32 to 0.92]). The 30-day all-cause readmission rate was 22.3%, with recurrent AGIB as the leading cause. Readmission risk increased progressively with CKD stage. Conclusions CKD progression is strongly associated with increased risk of AGIB hospitalization and readmission. KF and lack of endoscopic evaluation were independent mortality risk factors. These findings highlight the need for proactive management strategies in this high-risk population.

AbstractCholecystectomy is the standard treatment for acute cholecystitis, but it may not be suitable for all patients. For those who cannot undergo surgery, a percutaneous cholecystostomy tube (PCT) and ERCP-guided transpapillary gallbladder drainage are viable options. We aimed to perform a nationwide study to assess 30-day readmission rates, adverse events (AEs), and mortality rates in these two cohorts.We conducted a nationwide cohort study using data from the Nationwide Readmissions Database (NRD) from 2016 to 2019. We identified patients with acute cholecystitis during the index admission who underwent either PCT or ERCP-guided gallbladder drainage. Propensity score matching along with multivariable regression was used to compare cohorts.During the study period, 3,592 patients (average age 63.0 years) underwent endoscopic drainage, whereas 80,372 patients (average 70.8 years) underwent Interventional Radiology drainage. Utilizing multivariate Cox regression analysis, compared with ERCP, PCT had a higher risk for 30-day readmission (adjusted hazard ratio [aHR] 1.47; 95% confidence interval [CI] 1.27 to 1.71; P < 0.001). The PCT group had a significantly higher rate of readmission for acute cholecystitis compared with the ERCP group (2.72% vs 0.86%; P < 0.005). Cox proportional hazard ratio showed a 3.41-fold increased risk (95% CI 1.99 to 5.84) for readmission in the PCT group. ERCP was consistently associated with lower rates of post-procedural AEs compared with PCT including acute hypoxemic respiratory failure (P < 0.001), acute renal failure (P < 0.001), shock (P < 0.001), and need for blood transfusions (P < 0.001).Our nationwide analysis revealed that ERCP-guided gallbladder drainage should be the preferred approach for managing acute cholecystitis when unfit for surgery.

AbstractEndoluminal radiofrequency ablation (RFA) is a palliative treatment for patients suffering from malignant biliary obstruction (MBO). We aimed to conduct a meta-analysis to evaluate the impact of RFA on stent patency, patient survival, and adverse events.Major databases were searched through December 2023 for patients who had undergone stenting with or without RFA for extrahepatic MBO. A random-effects model was used for analysis, with results expressed as relative risk ratios (RRs) with 95%CIs.Nine RCTs involving 750 subjects with MBO (374 RFA plus stent vs. 376 stent only) were included. Meta-analysis revealed similar risks of stent patency at 3 months (RR 1.01, 95%CI 0.92–1.11; I 2 = 4%) for RFA plus stenting vs. stent only. Meta-analysis showed improved survival at 6 months (RR 0.84, 95%CI 0.73–0.96; I 2 = 21%; P = 0.01) for RFA plus stenting vs. stent only. Subgroup analysis comparing plastic vs. uncovered metal stents showed that stent patency was unaffected at 3 months (RR 1.06, 95%CI 0.91–1.23; I 2 = 17%). Subgroup analysis showed that patients with cholangiocarcinoma experienced an overall survival benefit with RFA plus stenting vs. stenting alone (P < 0.001); however, stent patency remained unaffected (P = 0.08). An increased incidence of cholecystitis was noted with RFA plus stenting vs. stenting alone (5.1% [95%CI 3.1%–7.8%] vs. 0.3% [95%CI 0.01%–1.5%], respectively).Combining endoluminal RFA and stenting may improve overall survival in patients with MBO. RFA did not significantly impact stent patency.

AbstractBackground and AimEsophageal cancer significantly contributes to US cancer mortality, with notable racial disparities. This study aims to provide updated esophageal cancer mortality trends among Black and White adults from 1999 to 2020.MethodsCDC‐WONDER was used to identify Black and White adults in the United States from 1999 to 2020. We calculated age‐standardized mortality rates, absolute rate differences, and rate ratios to compare the mortality differences between these populations.ResultsFrom 1999 to 2020 in the United States, there were 303 267 esophageal cancer deaths, with significant racial disparities. The age‐adjusted mortality rate for Black adults fell from 6.52 to 2.62 per 100 000, while for White adults, it declined from 4.19 to 3.97 per 100 000, narrowing the racial mortality gap. Gender‐wise, the study showed a decrease in the mortality rate from 3.31 to 2.29 per 100 000 in Black women, but an increase from 1.52 to 1.99 per 100 000 in White women. Among young men, the rate dropped in Black men from 12.82 to 6.26 per 100 000 but rose in White men from 9.90 to 10.57 per 100 000. Regionally, Black adults in the Midwest and South initially had higher mortality rates than Whites, but this gap reduced over time. By 2020, Black men had lower mortality rates across all regions.ConclusionsOver the last two decades, age‐adjusted esophageal cancer mortality decreased in Black adults but stabilized in White adults, reflecting distinct cancer trends and risk factors. The study highlights the importance of tailored public health strategies for healthcare access and risk factor management.

AbstractBackground and AimEffective clinical event classification is essential for clinical research and quality improvement. The validation of artificial intelligence (AI) models like Generative Pre‐trained Transformer 4 (GPT‐4) for this task and comparison with conventional methods remains unexplored.MethodsWe evaluated the performance of the GPT‐4 model for classifying gastrointestinal (GI) bleeding episodes from 200 medical discharge summaries and compared the results with human review and an International Classification of Diseases (ICD) code‐based system. The analysis included accuracy, sensitivity, and specificity evaluation, using ground truth determined by physician reviewers.ResultsGPT‐4 exhibited an accuracy of 94.4% in identifying GI bleeding occurrences, outperforming ICD codes (accuracy 63.5%, P < 0.001). GPT‐4's accuracy was either slightly lower or statistically similar to individual human reviewers (Reviewer 1: 98.5%, P < 0.001; Reviewer 2: 90.8%, P = 0.170). For location classification, GPT‐4 achieved accuracies of 81.7% and 83.5% for confirmed and probable GI bleeding locations, respectively, with figures that were either slightly lower or comparable with those of human reviewers. GPT‐4 was highly efficient, analyzing the dataset in 12.7 min at a cost of 21.2 USD, whereas human reviewers required 8–9 h each.ConclusionOur study indicates GPT‐4 offers a reliable, cost‐efficient, and faster alternative to current clinical event classification methods, outperforming the conventional ICD coding system and performing comparably to individual expert human reviewers. Its implementation could facilitate more accurate and granular clinical research and quality audits. Future research should explore scalability, prompt and model tuning, and ethical implications of high‐performance AI models in clinical data processing.

Abstract Background An increasing incidence of pediatric-onset inflammatory bowel disease (PIBD) has been reported in many countries. However, the global burden and distribution of this disease remain less understood. We aimed to examine the global epidemiology and trends of PIBD from 1990 to 2019. Methods Data from the 2019 Global Burden of Disease Study, covering 204 countries, were analyzed. We assessed key measures like incidence, prevalence, mortality, and disability-adjusted life years (DALYs) using linear regression to calculate annual percentage changes and assess trends. Results Between 1990 and 2019, the PIBD incidence rate increased and the DALY rate and mortality rate declined. The incidence rate was notably elevated in the high Socio-demographic Index (SDI) quintile, reaching 6.3 per 100 000 person-years, corresponding to 13 914 new cases in 2019. Incidence and prevalence of PIBD positively correlated with the SDI, while higher death and DALY burdens were observed in lower-SDI countries. In 2019, the top 5 countries with the highest PIBD incidence rates were Canada (19.9 per 100 000 population), Denmark (12.4 per 100 000 population), Hungary (8.5 per 100 000 population), Austria (8.1 per 100 000 population), and the United States (7.4 per 100 000 population). Several countries experienced significant increases in incidence rates from 1990 to 2019, led by Taiwan (annual percent change 4.2%), followed by China (2.8%), Japan (2.1%), Australia (1.8%), and Hungary (1.6%). Discussion PIBD incidence has significantly increased since 1990. High-SDI countries face higher incidence, while lower-SDI countries experience higher mortality and DALY burdens. The study underscores the need for ongoing monitoring and research to address this emerging public health issue.

INTRODUCTION: Liver disease is a significant public health problem in the United States, with notable racial disparities in mortality. This study examines liver disease mortality trends among Black and White populations during 1999–2020. METHODS: We used CDC WONDER database to ascertain liver disease age-standardized mortality rates in Black and White Americans. Annual percent change was calculated. Age-standardized absolute rate difference and rate ratios were computed by subtracting and dividing the White population's rate from that of the Black population. RESULTS: Liver diseases accounted for 171,627 Black and 1,314,903 White deaths during 1999–2020. Age-standardized mortality rates for Blacks decreased from 22.5 to 20.1 per 100,000 person-years (annual percentage change −0.4%, −0.6% to −0.2%), whereas an increase was observed for Whites, from 17.9 to 25.3 per 100,000 person-years (annual percentage change 1.4%, 1.4% to 1.7%). The rate ratio decreased from 1.26 (1.22–1.29) in 1999 to 0.79 (0.78–0.81) in 2020. This pattern was evident in all census regions, more pronounced among the younger (age 25–64 years) than older (age 65+ years) population and observed across different urbanization levels. The pattern may be attributable to increasing alcohol-related liver disease and metabolic dysfunction–associated steatotic liver disease–related deaths in Whites and tapering in viral hepatitis and primary liver cancer–related deaths in Blacks. Despite notable improvement, racial disparities persist in primary liver cancer and viral hepatitis among the Black population. DISCUSSION: The rise in alcohol-related liver disease and metabolic dysfunction–associated steatotic liver disease–related deaths among Whites, and enduring liver cancer and viral hepatitis disparities in the Black population, underscores the urgent need for tailored public health interventions.