Browsing by Author "Kettler, Carla"
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Item A composite score using quantitative magnetic resonance cholangiopancreatography predicts clinical outcomes in primary sclerosing cholangitis(Elsevier, 2023-06-29) Vuppalanchi, Raj; Are, Vijay; Telford, Alison; Young, Liam; Mouchti, Sofia; Ferreira, Carlos; Kettler, Carla; Gromski, Mark; Akisik, Fatih; Chalasani, Naga; Radiology and Imaging Sciences, School of MedicineBackground & aims: Magnetic resonance cholangiopancreatography (MRCP) for evaluation of biliary disease currently relies on subjective assessment with limited prognostic value because of the lack of quantitative metrics. Artificial intelligence-enabled quantitative MRCP (MRCP+) is a novel technique that segments biliary anatomy and provides quantitative biliary tree metrics. This study investigated the utility of MRCP+ as a prognostic tool for the prediction of clinical outcomes in primary sclerosing cholangitis (PSC). Methods: MRCP images of patients with PSC were post-processed using MRCP+ software. The duration between the MRCP and clinical event (liver transplantation or death) was calculated. Survival analysis and stepwise Cox regression were performed to investigate the optimal combination of MRCP+ metrics for the prediction of clinical outcomes. The resulting risk score was validated in a separate validation cohort and compared with an existing prognostic score (Mayo risk score). Results: In this retrospective study, 102 patients were included in a training cohort and a separate 50 patients formed a validation cohort. Between the two cohorts, 34 patients developed clinical outcomes over a median duration of 3 years (23 liver transplantations and 11 deaths). The proportion of bile ducts with diameter 3-5 mm, total bilirubin, and aspartate aminotransferase were independently associated with transplant-free survival. Combined as a risk score, the overall discriminative performance of the MRCP+ risk score (M+BA) was excellent; area under the receiver operator curve 0.86 (95% CI: 0.77, 0.95) at predicting clinical outcomes in the validation cohort with a hazard ratio 5.8 (95% CI: 1.5, 22.1). This was superior to the Mayo risk score. Conclusions: A composite score combining MRCP+ with total bilirubin and aspartate aminotransferase (M+BA) identified PSC patients at high risk of liver transplantation or death. Prospective studies are warranted to evaluate the clinical utility of this novel prognostic tool. Impact and implications: Primary sclerosis cholangitis (PSC) is a disease of the biliary tree where inflammation and fibrosis cause areas of narrowing (strictures) and expansion (dilatations) within the biliary ducts leading to liver failure and/or cancer (cholangiocarcinoma). In this study, we demonstrate that quantitative assessment of the biliary tree can better identify patients with PSC who are at high risk of either death or liver transplantation than a current blood-based risk score (Mayo risk score).Item ARDaC Common Data Model Facilitates Data Dissemination and Enables Data Commons for Modern Clinical Studies(IOS Press, 2024) Jin, Nanxin; Li, Zuotian; Kettler, Carla; Yang, Baijian; Tu, Wanzhu; Su, Jing; Biostatistics and Health Data Science, Richard M. Fairbanks School of Public HealthModern clinical studies collect longitudinal and multimodal data about participants, treatments and responses, biospecimens, and molecular and multiomics data. Such rich and complex data requires new common data models (CDM) to support data dissemination and research collaboration. We have developed the ARDaC CDM for the Alcoholic Hepatitis Network (AlcHepNet) Research Data Commons (ARDaC) to support clinical studies and translational research in the national AlcHepNet consortium. The ARDaC CDM bridges the gap between the data models used by the AlcHepNet electronic data capture platform (REDCap) and the Genomic Data Commons (GDC) data model used by the Gen3 data commons framework. It extends the GDC data model for clinical studies; facilitates the harmonization of research data across consortia and programs; and supports the development of the ARDaC. ARDaC CDM is designed as a general and extensible CDM for addressing the needs of modern clinical studies. The ARDaC CDM is available at https://dev.ardac.org/DD.Item Characteristics, aetiologies and trends of hepatocellular carcinoma in patients without cirrhosis: A United States multicentre study(Wiley, 2019-10) Gawrieh, Samer; Dakhoul, Lara; Miller, Ethan; Scanga, Andrew; deLemos, Andrew; Kettler, Carla; Burney, Heather; Liu, Hao; Abu-Sbeih, Hamzah; Chalasani, Naga; Wattacheril, Julia; Medicine, School of MedicineBackground Limited data exist on the burden and features of non‐cirrhotic hepatocellular carcinoma (HCC) in the United States. Aim To evaluate characteristics, aetiologies, trends and outcomes of non‐cirrhotic HCC from 2000 to 2014 at five large US centres Methods Patient, tumour and liver disease aetiology data were collected. The presence of underlying cirrhosis was assessed based on published criteria. Results Of 5144 eligible patients with HCC, 11.7% had no underlying cirrhosis. Non‐cirrhotic patients were older (64.1 vs 61.2 years), more frequently females (33.9% vs 20.8%) and less frequently black (8.3% vs 12.4%) (P < .001 for all). Among non‐cirrhotic patients, non‐alcoholic fatty liver disease (NAFLD) was the most common liver disease (26.3%), followed by hepatitis C virus (HCV) (12.1%) and hepatitis B virus (HBV) (10%) infections. As of 2014, there was increased percentage of cirrhotic HCC and a decline in non‐cirrhotic HCC mainly due to significant annual increases in cirrhotic HCC due to HCV (0.96% [P < .0001]) and NAFLD (0.66% [P = .003]). Patients with non‐cirrhotic HCC had larger tumours (8.9 vs 5.3 cm), were less frequently within Milan criteria (15% vs 39%), more frequently underwent resection (43.6% vs 8%) (P < .001 for all) and had better overall survival than cirrhotic HCC patients (median 1.8 vs 1.3 years, P = .004). Conclusions Nearly 12% of HCCs occurred in patients without underlying cirrhosis. NAFLD was the most common liver disease in these patients. During the study, the frequency of non‐cirrhotic HCC decreased, whereas that of cirrhotic HCC increased. Although non‐cirrhotic patients presented with more advanced HCC, their survival was better.Item Distinctive Features and Outcomes of Hepatocellular Carcinoma in Patients With Alcohol-Related Liver Disease: A US Multicenter Study(Wolters Kluwer Health, 2020-03) deLemos, Andrew; Patel, Milin; Gawrieh, Samer; Burney, Heather; Dakhoul, Lara; Miller, Ethan; Scanga, Andrew; Kettler, Carla; Liu, Hao; Roche, Patrick; Wattacheril, Julia; Chalasani, Naga; Medicine, School of MedicineIntroduction: The burden of hepatocellular carcinoma (HCC) occurring in patients with alcoholic liver disease (ALD) is increasing at an alarming rate. The aims of this study were to compare the patient and tumor characteristics of HCC occurring in ALD-alone relative to and in addition to other chronic liver diseases. Methods: Patients diagnosed with HCC between 2000 and 2014 were identified at 5 US clinical centers. The patients were categorized as ALD-alone, ALD plus viral hepatitis, or a non-ALD etiology. Clinical and tumor characteristics among the 3 groups were compared, and survival probability was estimated by the Kaplan-Meier method. The frequency of noncirrhotic HCC was compared across the 3 groups. Results: A total of 5,327 patients with HCC were analyzed. Six hundred seventy (12.6%) developed HCC due to underlying ALD. Ninety-one percent of ALD-related HCC arose in men, in contrast to non-ALD etiologies where men accounted for 70% of HCCs cases (P < 0.001). Patients with ALD-alone-related HCC were older at diagnosis and had tumors less likely to be detected as part of routine surveillance. The ALD-alone cohort was least likely to be within the Milan criteria and to undergo liver transplantation. Overall survival in the ALD-alone HCC cohort was lower than the other 2 groups (1.07 vs 1.31 vs 1.41 years, P < 0.001). HCC in the noncirrhotic ALD cohorts occurred in only 3.5% of the patients compared with 15.7% in patients with non-ALD etiologies (P < 0.001). Discussion: HCC occurring in patients with ALD occurred mostly in older men and almost exclusively in a cirrhotic background. They present with advanced tumors, and their survival is lower than HCCs occurring in non-ALD.Item Increasing breast, cervical, and colorectal cancer screening among rural women: Baseline characteristics of a randomized control trial(Elsevier, 2022-12) Biederman, Erika; Baltic, Ryan; Katz, Mira L.; Rawl, Susan; Vachon, Eric; Monahan, Patrick O.; Stump, Timothy E.; Kettler, Carla; Carter, Lisa; Young, Gregory; Xu, Wendy; Paskett, Electra D.; Champion, Victoria; Biostatistics, School of Public HealthBackground Rural women suffer disproportionately from breast, cervical, and colorectal cancer mortality compared to those in urban areas. Screening behaviors for these three cancers share many similar beliefs and barriers. Unfortunately, published interventions have not attempted to simultaneously bring women up to date with screening for three cancers (breast, cervical, and colorectal) even though multiple behavior change interventions are effective. The aim of this randomized controlled study was to compare the effectiveness of a mailed interactive and tailored DVD vs. DVD plus telephonic patient navigation (DVD + PN) vs. Usual Care (UC) to increase the percentage of rural women (aged 50–74) up to date for breast, cervical, and colorectal cancer screening. Methods Nine hundred eighty-three participants needing one, two, or three cancer screening tests were consented and randomized to one of three groups. Prior to randomization, women were assessed for baseline characteristics including sociodemographics, health status, and cancer screening test beliefs. Screening status was assessed by medical record review. Results At baseline, the average age of participants was 58.6 years. Nineteen percent of the sample was not up to date with screenings for all three cancers. Colorectal cancer had the highest percentage of women (69%) who were not up to date with screening followed by cervical (57%) and then breast cancer (41%). Sixty percent of women reported receiving a reminder for mammography; 30%, for cervical cancer screening; 15% for colonoscopy; and 6% for FOBT/FIT. Discussion Increasing adherence to colorectal cancer screening may be the most urgent need among all screening tests.Item Lean body mass index is a marker of advanced tumor features in patients with hepatocellular carcinoma(Baishideng, 2024) deLemos, Andrew Scott; Zhao, Jing; Patel, Milin; Kooken, Banks; Mathur, Karan; Nguyen, Hieu Minh; Mazhar, Areej; McCarter, Maggie; Burney, Heather; Kettler, Carla; Chalasani, Naga; Gawrieh, Samer; Biostatistics and Health Data Science, Richard M. Fairbanks School of Public HealthBackground: Obesity is an independent risk factor for the development of hepatocellular carcinoma (HCC) and may influence its outcomes. However, after diagnosis of HCC, like other malignancies, the obesity paradox may exist where higher body mass index (BMI) may in fact confer a survival benefit. This is frequently observed in patients with advanced HCC and cirrhosis, who often present late with advanced tumor features and cancer related weight loss. Aim: To explore the relationship between BMI and survival in patients with cirrhosis and HCC. Methods: This is a retrospective cohort study of over 2500 patients diagnosed with HCC between 2009-2019 at two United States academic medical centers. Patient and tumor characteristics were extracted manually from medical records of each institutions' cancer registries. Patients were stratified according to BMI classes: < 25 kg/m2 (lean), 25-29.9 kg/m2 (overweight), and > 30 kg/m2 (obese). Patient and tumor characteristics were compared according to BMI classification. We performed an overall survival analysis using Kaplan Meier by the three BMI classes and after adjusting for Milan criteria. A multivariable Cox regression model was then used to assess known risk factors for survival in patients with cirrhosis and HCC. Results: A total of 2548 patients with HCC were included in the analysis of which 11.2% (n = 286) were classified as non-cirrhotic. The three main BMI categories: Lean (n = 754), overweight (n = 861), and obese (n = 933) represented 29.6%, 33.8%, and 36.6% of the total population overall. Within each BMI class, the non-cirrhotic patients accounted for 15% (n = 100), 12% (n = 94), and 11% (n = 92), respectively. Underweight patients with a BMI < 18.5 kg/m2 (n = 52) were included in the lean cohort. Of the obese cohort, 42% (n = 396) had a BMI ≥ 35 kg/m2. Out of 2262 patients with cirrhosis and HCC, 654 (29%) were lean, 767 (34%) were overweight, and 841 (37%) were obese. The three BMI classes did not differ by age, MELD, or Child-Pugh class. Chronic hepatitis C was the dominant etiology in lean compared to the overweight and obese patients (71%, 62%, 49%, P < 0.001). Lean patients had significantly larger tumors compared to the other two BMI classes (5.1 vs 4.2 vs 4.2 cm, P < 0.001), were more likely outside Milan (56% vs 48% vs 47%, P < 0.001), and less likely to undergo transplantation (9% vs 18% vs 18%, P < 0.001). While both tumor size (P < 0.0001) and elevated alpha fetoprotein (P < 0.0001) were associated with worse survival by regression analysis, lean BMI was not (P = 0.36). Conclusion: Lean patients with cirrhosis and HCC present with larger tumors and are more often outside Milan criteria, reflecting cancer related cachexia from delayed diagnosis. Access to care for hepatitis C virus therapy and liver transplantation confer a survival benefit, but not overweight or obese BMI classifications.Item The relationship between cholesterol and cognitive function is homocysteine-dependent(Dove Press Ltd, 2014-10-23) Cheng, Yibin; Jin, Yinlong; Unverzagt, Frederick W.; Su, Liqin; Yang, Lili; Ma, Feng; Hake, Ann M.; Kettler, Carla; Chen, Chen; Liu, Jingyi; Bian, Jianchao; Li, Ping; Murrell, Jill R.; Hendrie, Hugh C.; Gao, Sujuan; Department of Biostatistics, School of MedicineIntroduction Previous studies have identified hyperlipidemia as a potential risk factor for dementia and Alzheimer’s disease. However, studies on cholesterol measured in late-life and cognitive function have been inconsistent. Few studies have explored nonlinear relationships or considered interactions with other biomarker measures. Methods A cross-sectional sample of 1,889 participants from four rural counties in the People’s Republic of China was included in this analysis. Serum total cholesterol, high-density lipoprotein, triglycerides, and homocysteine levels were measured in fasting blood samples. A composite cognitive score was derived based on nine standardized cognitive test scores. Analysis of covariance models were used to investigate the association between biomarker measures and the composite cognitive scores. Results There was a significant interaction between the homocysteine quartile group and the cholesterol quartile group on cognitive scores (P=0.0478). In participants with normal homocysteine levels, an inverse U-shaped relationship between total cholesterol level and cognitive score was found, indicating that both low and high cholesterol levels were associated with lower cognitive scores. In participants with high homocysteine levels, no significant association between cholesterol and cognition was found. Conclusion The relationship between cholesterol levels and cognitive function depends upon homocysteine levels, suggesting an interactive role between cholesterol and homocysteine on cognitive function in the elderly population. Additional research is required to confirm our findings in other populations, and to explore potential mechanisms underlying the lipid–homocysteine interaction.