A Machine Learning Algorithm Avoids Unnecessary Paracentesis for Exclusion of SBP in Cirrhosis in Resource-limited Settings.

BACKGROUND & AIMS: Despite the poor prognosis associated with missed or delayed spontaneous bacterial peritonitis (SBP) diagnosis, <15% get timely paracentesis, which persists despite guidelines/education in the United States. Measures to exclude SBP non-invasively where timely paracentesis cannot be performed could streamline this burden. METHODS: Using Veterans Health Administration Corporate Data Warehouse (VHA-CDW) we included patients with cirrhosis between 2009 and 2019 who underwent timely paracentesis and collected relevant clinical information (demographics, cirrhosis severity, medications, vitals, and comorbidities). XGBoost-models were trained on 75% of the primary cohort, with 25% reserved for testing. The final model was further validated in 2 cohorts: Validation cohort #1: In VHA-CDW, those without prior SBP who received 2nd early paracentesis, and Validation cohort #2: Prospective data from 276 non-electively admitted University hospital patients. RESULTS: Negative predictive values (NPVs) at 5%,10%, and 15% probability cutoffs were examined. Primary cohort: n = 9643 (mean age, 63.1 ± 8.7 years; 97.2% men; SBP, 15.0%) received first early paracentesis. Testing-set NPVs for SBP were 96.5%, 93.0%, and 91.6% at the 5%, 10%, and 15% probability thresholds, respectively. In Validation cohort #1: n = 2844 (mean age, 63.14 ± 8.37 years; 97.1% male; SBP, 9.7%) with NPVs were 98.8%, 95.3%, and 94.5%. In Validation cohort #2: n = 276 (mean age, 56.08 ± 9.09; 59.6% male; SBP, 7.6%) with NPVs were 100%, 98.9%, and 98.0% The final machine learning model showed the greatest net benefit on decision-curve analyses. CONCLUSIONS: A machine learning model generated using routinely collected variables excluded SBP with high NPV. Applying this model could ease the need to provide paracentesis in resource-limited settings by excluding those unlikely to have SBP.

Higher Rate of Spontaneous Bacterial Peritonitis Recurrence With Secondary Spontaneous Bacterial Peritonitis Prophylaxis Compared With No Prophylaxis in 2 National Cirrhosis Cohorts.

INTRODUCTION: Spontaneous bacterial peritonitis (SBP) bacteriology has changed over time. Reappraisal of primary SBP prophylaxis showed an increased rate of resistance in patients on primary prophylaxis with resultant discontinuation of this prophylaxis throughout the Veterans Affairs (VA). We aimed to re-evaluate the risk-benefit ratio of secondary SBP prophylaxis (SecSBPPr). METHODS: Using validated International Classification of Diseases-9/10 codes, we used the VA Corporate Data Warehouse and the Non-VA National TriNetX database to identify patients in 2 different large US systems who survived their first SBP diagnosis (with chart review from 2 VA centers) between 2009 and 2019. We evaluated the prevalence of SecSBPPr and compared outcomes between those who started on SecSBPPr vs not. RESULTS: We identified 4,673 veterans who survived their index SBP episode; 54.3% of whom were prescribed SecSBPPr. Multivariable analysis showed higher SBP recurrence risk in those on vs off SecSBPPr (hazards ratio 1.63 [1.40-1.91], P < 0.001). This was accompanied by higher fluoroquinolone resistance odds in SecSBPPr patients (odds ratio = 4.32 [1.36-15.83], P = 0.03). In TriNetX, we identified 6,708 patients who survived their index SBP episode; 48.6% were on SecSBPPr. Multivariable analysis similarly showed SecSBPPr increased SBP recurrence risk (hazards ratio 1.68 [1.33-1.80], P < 0.001). Both data sets showed higher SBP recurrence trends over time in SecSBPPr patients. Results remained consistent at 6-month and 2-year timepoints. DISCUSSION: In 2 national data sets of >11,000 patients with SBP, we found that SecSBPPr was prescribed in roughly half of patients. When initiated, SecSBPPr, compared with no prophylaxis after SBP, increased the risk of SBP recurrence in multivariable analysis by 63%-68%, and this trend worsened over time. SecSBPPr should be reconsidered in cirrhosis.

Primary prophylaxis for spontaneous bacterial peritonitis is linked to antibiotic resistance in the Veterans Health Administration.

Spontaneous bacterial peritonitis (SBP) is a major cause of mortality. Although SBP primary prophylaxis (SBPPr) with fluoroquinolones and trimethoprim-sulfamethoxazole (TMP-SMX) is often used, resistance could reduce its benefit. AIM: Analyze peritoneal fluid resistance patterns in patients with a first SBP episode with/without SBPPr using the Veterans Health Administration corporate data warehouse and to evaluate national antibiograms. Corporate data warehouse data were extracted using validated International Classification of Disease-9/10 codes, culture, resistance data, and outcomes of 7553 patients who developed their first inpatient SBP between 2009 and 2019 and compared between those with/without SBPPr. Escherichia coli ( E. coli ) and Klebsiella pneumoniae ( K. pneumoniae ) sensitivity to ciprofloxacin and TMP-SMX was calculated using 2021 Veterans Health Administration antibiogram data from all states. The most common isolates were E. coli , K. pneumoniae , and Staphylococcus species. Veterans taking ciprofloxacin SBBPr had higher fluoroquinolone resistance (34% vs 14% no SBPPr, p <0.0001); those taking TMP-SMX had higher TMP-SMX resistance (40% vs 14%, p <0.0001). SBPPr patients showed higher culture positivity, greater length of stay, higher second SBP, and higher probability of liver transplant rates versus no SBPPr. Multivariable models showed SBBPr to be the only variable associated with gram-negative resistance, and SBPPr was associated with a trend toward longer length of stay. E. coli ciprofloxacin sensitivity rates were 50%-87% and 43%-92% for TMP-SMX. K. pneumoniae ciprofloxacin sensitivity was 76%-100% and 72%-100% for TMP-SMX. CONCLUSION: Among patients who developed their first SBP episode, there was a higher prevalence of antibiotic resistance in those on SBPPr, with a high rate of fluoroquinolone resistance across the Veterans Health Administration sites.

The Impact of Fluid Balance on Acute Kidney Injury in Nontraumatic Subarachnoid Hemorrhage.

Background: Nontraumatic subarachnoid hemorrhage (SAH) can lead to poor neurologic outcomes, particularly when delayed cerebral ischemia (DCI) occurs. Maintenance of euvolemia following SAH is thought to reduce the risk of DCI. However, attempts at maintaining euvolemia often err on the side of hypervolemia. In this study, we assessed the relationship between fluid balance and acute kidney injury (AKI) in SAH patients, assessing hypervolemia versus euvolemia and their impact on AKI. Methods: In a quaternary care center, neuroscience intensive care unit we conducted a retrospective longitudinal analysis in adult patients who suffered a nontraumatic SAH. Results: Out of 139 patients, 15 (10.8%) patients developed an AKI while hospitalized, with 7 stage I, 3 stage II, and 5 stage III injuries. Acute kidney injury patients had higher peak sodium (150.1 mEq/L vs 142.7 mEq/L, 95% confidence interval [CI]: [2.7-12.1 mEq/L]), higher discharge chloride (109.1 mEq/L vs 104.9 mEq/L, 95% CI: [0.7-7.6 mEq/L]), and lower hemoglobin at discharge (9.3 g/dL vs 11.3 g/dL, 95% CI: [1.0-2.9 g/dL]). At 7 days, AKI patients had a fluid balance that was 1.82 L higher (P = .04), and 3.38 L higher at 14 days (P = .02), in comparison to day 3. Acute kidney injury was associated with significant mortality increases. This increase in mortality was found at 30 days from admission with a 9.52-fold increase, and at 60 days with a 6.25-fold increase. As a secondary outcome, vasospasm (19 patients, 13.7%) showed no association with AKI. Conclusions: Acute kidney injury following SAH is correlated with clinically significant hypervolemia, elevated sodium, elevated chloride, decreased urine output, and decreased hemoglobin at discharge-risk factors for all SAH patients. This study further elucidates the harm of hypervolemia and gives greater practical evidence to physicians attempting to balance the dangers of vasospasm and AKI.

Exhaled breath condensate identifies metabolic dysregulation in patients with radiation-induced lung injury.

Radiation-induced lung injury (RILI) is a consequence of therapeutic thoracic irradiation (TR) for many cancers, and there are no FDA-approved curative strategies. Studies report that 80% of patients who undergo TR will have CT-detectable interstitial lung abnormalities, and strategies to limit the risk of RILI may make radiotherapy less effective at treating cancer. Our lab and others have reported that lung tissue from patients with idiopathic pulmonary fibrosis (IPF) exhibits metabolic defects including increased glycolysis and lactate production. In this pilot study, we hypothesized that patients with radiation-induced lung damage will exhibit distinct changes in lung metabolism that may be associated with the incidence of fibrosis. Using liquid chromatography/tandem mass spectrometry to identify metabolic compounds, we analyzed exhaled breath condensate (EBC) in subjects with CT-confirmed lung lesions after TR for lung cancer, compared with healthy subjects, smokers, and cancer patients who had not yet received TR. The lung metabolomic profile of the irradiated group was significantly different from the three nonirradiated control groups, highlighted by increased levels of lactate. Pathway enrichment analysis revealed that EBC from the case patients exhibited concurrent alterations in lipid, amino acid, and carbohydrate energy metabolism associated with the energy-producing tricarboxylic acid (TCA) cycle. Radiation-induced glycolysis and diversion of lactate to the extracellular space suggests that pyruvate, a precursor metabolite, converts to lactate rather than acetyl-CoA, which contributes to the TCA cycle. This TCA cycle deficiency may be compensated by these alternate energy sources to meet the metabolic demands of chronic wound repair. Using an "omics" approach to probe lung disease in a noninvasive manner could inform future mechanistic investigations and the development of novel therapeutic targets.NEW & NOTEWORTHY We report that exhaled breath condensate (EBC) identifies cellular metabolic dysregulation in patients with radiation-induced lung injury. In this pilot study, untargeted metabolomics revealed a striking metabolic signature in EBC from patients with radiation-induced lung fibrosis compared to patients with lung cancer, at-risk smokers, and healthy volunteers. Patients with radiation-induced fibrosis exhibit specific changes in tricarboxylic acid (TCA) cycle energy metabolism that may be required to support the increased energy demands of fibroproliferation.

Early paracentesis is associated with better prognosis compared with late or no-paracentesis in hospitalized veterans with cirrhosis and ascites.

Guidelines recommend that all hospitalized patients with cirrhosis and ascites receive an early (<24 h from admission) paracentesis. However, national data are not available regarding compliance with and the consequences of this quality metric. We used the national Veterans Administration Corporate Data Warehouse and validated International Classification of Disease codes to evaluate the rate and subsequent outcomes of early, late, and no paracentesis for patients with cirrhosis and ascites during their first inpatient admission between 2016 and 2019. Of 10,237 patients admitted with a diagnosis of cirrhosis with ascites, 14.3% received an early paracentesis, 7.3% received a late paracentesis, and 78.4% never received a paracentesis. In multivariable modeling, compared with an early paracentesis: both late paracentesis and no-paracentesis were significantly associated with increased odds of acute kidney injury (AKI) development [OR: 2.16 (95% CI, 1.59-2.94) and 1.34 (1.09-1.66), respectively]; intensive care unit (ICU) transfer [OR: 2.43 (1.71-3.47) and 2.01 (1.53-2.69), respectively] and inpatient death [OR: 1.54 (1.03-2.29) and 1.42 (1.05-1.93), respectively]. Nationally, only 14.3% of admitted veterans with cirrhosis and ascites received the American Association for the Study of Liver Diseases (AASLD) guideline-recommended diagnostic paracentesis within 24 hours of admission. Failure to complete early paracentesis was associated with higher odds of AKI, ICU transfer, and inpatient mortality. Universal and site-specific barriers to this quality metric should be evaluated and addressed to improve patient outcomes.

Optimal Oral Iron Therapy for Iron Deficiency Anemia Among US Veterans.

Importance: Optimal oral iron supplementation strategy is unclear in patients with iron deficiency anemia (IDA) who have either normal kidney function (NKF) or chronic kidney disease (CKD). Objective: To investigate the association of different oral iron supplementation strategies with the change in hemoglobin and iron indices among patients with IDA with either NKF or CKD. Design, Setting, and Participants: This retrospective cohort study was conducted between 2009 and 2019 at nationwide Veterans Health Administration facilities. Eligible participants included veterans with IDA (defined as hemoglobin <12 g/dL and either iron saturation <20% or ferritin <50 ng/mL) who received their first outpatient prescription of oral iron. Patients were further divided into those with NKF (estimated glomerular filtration rate >60 mL/min/1.73 m2) and CKD (estimated glomerular filtration rate ≥15 mL/min/1.73 m2 and <60 mL/min/1.73 m2). Data analysis was conducted from February to October 2023. Exposures: Patients were classified into 3 groups based on their oral iron dosing schedule: daily (once a day), multiple doses per day (MDD; ≥2 times per day), or alternate-day dose (ADD). Main Outcomes and Measures: The primary outcomes were change of hemoglobin, ferritin, total iron binding capacity (TIBC), and iron saturation (ISAT), which were calculated with linear mixed-effects models. Results: A total of 71 677 veterans with IDA (63 202 male [88.2%] and 8475 female [11.8%]; mean [SD] age, 68.47 [13.09] years), including 47 201 with NKF and 24 476 with CKD, were identifed. In patients with NKF in the daily group, hemoglobin increased from baseline (estimated per-30-day difference [SE], 0.27 [0.00] g/dL; P < .001). In comparison with the daily group, hemoglobin increased more in the MDD group (estimated per-30-day difference [SE], 0.08 [0.03] g/dL; P < .001), but no difference was noted in the ADD group (estimated per-30-day difference [SE], -0.01 [0.01] g/dL; P = .38). Ferritin, ISAT, and TIBC results were similar, except TIBC showed less change in the ADD group compared with the daily group. Patients with CKD showed similar trends but smaller magnitudes in changes. Among patients with NKF, the adjusted mean increase in hemoglobin was 1.03 g/dL (95% CI, 1.01-1.06 g/dL) for those in the daily group, 1.38 g/dL (95% CI, 1.36-1.40 g/dL) for those in the MDD group, and 0.93 g/dL (95% CI, 0.84-1.02 g/dL) for those in the ADD group at 90 days. Among patients with CKD, the adjusted mean increase in hemoglobin was 0.71 g/dL (95% CI, 0.68-0.73 g/dL) for those in the daily group, 0.99 g/dL (95% CI, 0.97-1.01 g/dL) for those in the MDD group, and 0.62 g/dL (95% CI, 0.52-0.73 g/dL) for those in the ADD group at 90 days. Conclusions and Relevance: In this retrospective cohort study of veterans with IDA, there was no significant difference in the improvement of hemoglobin and iron indices between daily and ADD groups, but quickest improvement was observed in the MDD group. These findings suggest that the choice of oral iron therapy should depend on the rapidity of response desired and patient preference due to adverse effects.

A Possible Reversible Cause of Cognitive Impairment: Undiagnosed Cirrhosis and Potential Hepatic Encephalopathy in Patients with Dementia.

BACKGROUND: Dementia and hepatic encephalopathy (HE) have symptom overlap and are challenging to differentiate. The presence of undiagnosed cirrhosis may lead to missed opportunities to treat HE, which was found in a veterans database. This needs validation in a non-veteran cohort. METHODS: A retrospective cohort study was conducted between 2009 and 2019 using national non-Veteran patient data from the multi-center TriNetX database. Participants included 68,807 patients with a dementia diagnosis at ≥2 visits, no prior diagnosis of cirrhosis, and with sufficient laboratory test results to calculate the Fibrosis-4 (FIB-4) index, which indicates liver disease. Prevalences of high FIB-4 scores (>2.67 and >3.25) were measured within the cohort, and associations between high FIB-4 and comorbidities/demographics were examined. RESULTS: Within the cohort (44.7% male, 78.0% White, mean age 72.73 years (±11.09), 7.6% (n = 5815) had a FIB-4 index > 3.25 and 12.8% (n = 8683) had FIB-4 > 2.67. In multivariable logistic regression models, FIB-4 > 3.25 was associated with male gender (OR: 1.42 [1.33-1.51]), congestive heart failure (OR: 1.73 [1.59-1.87]), viral hepatitis (OR: 2.23 [1.84-2.68]), alcohol use disorder (OR: 1.39 [1.22-1.58]), and chronic kidney disease (OR: 1.38 [1.28-1.48]), and inversely associated with White race (OR: 0.76 [0.71-0.82]) and diabetes (OR: 0.82 [0.77-0.88]). Similar findings were associated with the FIB-4 > 2.67 threshold. CONCLUSION: The findings of this national cohort suggest that the FIB-4 index could be utilized to screen for potential undiagnosed cirrhosis in patients with dementia, and that hepatic encephalopathy might be misdiagnosed as dementia or cause worsening of cognitive function in patients with dementia.

Referral to hepatology is lower in patients with excessive alcohol use who have mental health disorders despite a high fibrosis-4 index.

BACKGROUND: Alcohol use disorder (AUD) is a multifaceted disease, and integration of AUD treatment between mental health and hepatology is necessary to improve outcomes. We aimed to ascertain whether patients with excessive alcohol use (EAU) and high FIB-4, which is a non-invasive method to identify advanced liver disease, are appropriately referred to hepatology and detect which clinical barriers, if any, might pertain. METHODS: Records of patients with excessive alcohol use between 2013 and 2023 were extracted from a large public system. Demographics, alcohol-related hospitalizations, mental health conditions, Charlson comorbidity index (CCI) and referral patterns were evaluated. Comparisons were made between those referred to hepatology versus not. RESULTS: 1131 subjects showed evidence of EAU but on further review, 189 were in alcohol-remission. The remaining 942 (636 men, age 55.7 ± 14.5 years, 548 white, 363 black, 19 Hispanic) subjects with CCI 2.61 ± 2.23 were further analyzed for FIB-4 score and referral patterns. 316 patients had active EAU and a high FIB-4, of whom only 116 (37%) were referred to hepatology. Patients with alcohol-related mental health concerns and admitted for trauma were less likely to be referred. Logistic regression showed referral was higher with alcohol-related liver hospitalizations (OR: 9.25, 95% CI: 4.90-17.47, p < 0.001), higher CCI (OR: 6.23, 95% CI: 3.00-12.94, p < 0.0001) and lower with mental health admissions (OR: 0.36, 95% CI: 0.15-0.48, p < 0.001) or mental health diagnoses (OR: 0.36, 95% CI: 0.15-0.82, p = 0.02) and increasing age (OR: 0.95, 95% CI: 0.92-0.97, p < 0.001). CONCLUSIONS: In a large public health system, almost 63% of patients with EAU and FIB-4 >2.67 are not referred to hepatology for evaluation. Patients not referred were more likely to have alcohol-related mental-health hospitalizations and mental health diagnoses, while those with liver-related hospitalizations and comorbidities were more likely to be referred. Greater education of mental health providers and for teams taking care of inpatients admitted with alcohol-related mental health concerns would better integrate care and improve outcomes for patients with higher risk for advanced liver disease.

Undiagnosed Cirrhosis and Hepatic Encephalopathy in a National Cohort of Veterans With Dementia.

Importance: Dementia and hepatic encephalopathy (HE) are challenging to distinguish clinically. Undiagnosed cirrhosis in a patient with dementia can lead to missed opportunities to treat HE. Objective: To examine the prevalence and risk factors of undiagnosed cirrhosis and therefore possible HE in veterans with dementia. Design, Setting, and Participants: A retrospective cohort study was conducted between 2009 and 2019 using data from the Veterans Health Administration (VHA) and 2 separate validation cohorts from the Richmond Veterans Affairs Medical Center. Data analysis was conducted from May 20 to October 15, 2023. Participants included 177 422 US veterans with a diagnosis of dementia at 2 or more clinic visits, no prior diagnosis of cirrhosis, and with sufficient laboratory test results to calculate the Fibrosis-4 (FIB-4) score. Exposures: Demographic and clinical characteristics. Main Outcomes and Measures: An FIB-4 score (>2.67 suggestive of advanced fibrosis and >3.25 suggestive of cirrhosis), capped at age 65 years even for those above this cutoff who were included in the analysis. Results: Among 177 422 veterans (97.1% men; 80.7% White; mean (SD) age, 78.35 [10.97] years) 5.3% (n = 9373) had an FIB-4 score greater than 3.25 and 10.3% (n = 18 390) had an FIB-4 score greater than 2.67. In multivariable logistic regression models, FIB-4 greater than 3.25 was associated with older age (odds ratio [OR], 1.07; 95% CI, 1.06-1.09), male gender (OR, 1.43; 95% CI, 1.26-1.61), congestive heart failure (OR, 1.48; 95% CI, 1.43-1.54), viral hepatitis (OR, 1.79; 95% CI, 1.66-1.91), Alcohol Use Disorders Identification Test score (OR, 1.56; 95% CI, 1.44-1.68), and chronic kidney disease (OR, 1.11; 95% CI, 1.04-1.17), and inversely associated with White race (OR, 0.79; 95% CI, 0.73-0.85), diabetes (OR, 0.78; 95% CI, 0.73-0.84), hyperlipidemia (OR, 0.84; 95% CI, 0.79-0.89), stroke (OR, 0.85; 95% CI, 0.79-0.91), tobacco use disorder (OR, 0.78; 95% CI, 0.70-0.87), and rural residence (OR, 0.92; 95% CI, 0.87-0.97). Similar findings were associated with the FIB-4 greater than 2.67 threshold. These codes were associated with cirrhosis on local validation. A local validation cohort of patients with dementia showed a similar percentage of high FIB-4 scores (4.4%-11.2%). Conclusions and Relevance: The findings of this cohort study suggest that clinicians encountering patients with dementia should be encouraged to screen for cirrhosis using the FIB-4 score to uncover reversible factors associated with cognitive impairment, such as HE, to enhance outcomes.

DNA Methylation Changes in Autologous Hematopoietic Stem Cell Transplant Patients.

BACKGROUND: Blood cancers may be potentially cured with hematopoietic stem cell transplantation (HCT); however, standard pre-assessments for transplant eligibility do not capture all contributing factors for transplant outcomes. Epigenetic biomarkers predict outcomes in various diseases. This pilot study aims to explore epigenetic changes (epigenetic age and differentially methylated genes) in patients before and after autologous HCT, that can serve as potential biomarkers to better predict HCT outcomes. METHODS: This study used a prospective longitudinal study design to compare genome wide DNA methylation changes in 36 autologous HCT eligible patients recruited from the Cellular Immunotherapies and Transplant clinic at a designated National Cancer Center. RESULTS: Genome-wide DNA methylation, measured by the Illumina Infinium Human Methylation 850K BeadChip, showed a significant difference in DNA methylation patterns post-HCT compared to pre-HCT. Compared to baseline levels of DNA methylation pre-HCT, 3358 CpG sites were hypo-methylated and 3687 were hyper-methylated. Identified differentially methylated positions overlapped with genes involved in hematopoiesis, blood cancers, inflammation and immune responses. Enrichment analyses showed significant alterations in biological processes such as immune response and cell structure organization, however no significant pathways were noted. Though participants had an advanced epigenetic age compared to chronologic age before and after HCT, both epigenetic age and accelerated age decreased post-HCT. CONCLUSION: Epigenetic changes, both in epigenetic age and differentially methylated genes were observed in autologous HCT recipients, and should be explored as biomarkers to predict transplant outcomes after autologous HCT in larger, longitudinal studies.

Toward a fully de-identified biomedical information warehouse.

The Information Warehouse at the Ohio State University Medical Center is a comprehensive repository of business, clinical, and research data from various source systems. Data collected here is a valuable resource that facilitates both translational research and personalized healthcare. The use of such data in research is governed by federal privacy regulations with oversight by the Institutional Review Board. In 2006, the Information Warehouse was recognized by the OSU IRB as an "Honest Broker" of clinical data, providing investigators with de-identified or limited datasets under stipulations contained in a signed data use agreement. In order to streamline this process even further, the Information Warehouse is developing a de-identified data warehouse that is suitable for direct user access through a controlled query tool that is aimed to support both research and education activities. In this paper we report our findings on performance evaluation of different de-identification schemes that may be used to ensure regulatory compliance while also facilitating practical database updating and querying. We also discuss how date-shifting in the de-identification process can impact other data elements such as diagnosis and procedure codes and consider a possible solution to those problems.

Honest broker protocol streamlines research access to data while safeguarding patient privacy.

At Ohio State University Medical Center, The Honest Broker Protocol provides a streamlined mechanism whereby investigators can obtain de-identified clinical data for non-FDA research without having to invest the significant time and effort necessary to craft a formalized protocol for IRB approval.

Innovative applications of an enterprise-wide information warehouse.

The Information Warehouse at The Ohio State University Medical Center is a comprehensive effort integrating data from over 70 sources throughout the enterprise. The IW serves a broad diversity of customers in all mission areas of the medical center, from clinical operations and administration to education, to research. This comprehensiveness has facilitated an innovative application of cross-disciplinary technologies and methodologies to problem domains beyond the roles traditionally envisioned for data warehousing.

Prototype integration of protein electrophoresis laboratory results in an information warehouse to improve workflow and data analysis.

This poster demonstrates our efforts to enhance workflow and clinical analysis of protein electrophoresis (PEP) data through integration with the Information Warehouse (IW) at The Ohio State University Medical Center (OSUMC). A new desktop application has been developed with the aim of enabling more efficient and accurate gel analysis by clinical pathologists. This tool gives the pathologists the ability to perform their analysis conveniently from anywhere on the OSUMC network along with the aid of numerical analysis algorithms, image enhancement techniques, and access to historical PEP results for the given patient.