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1.
J Manag Care Spec Pharm ; 30(6): 572-580, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38824631

RESUMEN

BACKGROUND: New cancer diagnoses are associated with employment decrease, workplace absenteeism, and attributable costs to employers. OBJECTIVE: To estimate the workplace productivity loss in the year following a new diagnosis of early-, intermediate-, or advanced-stage hepatocellular carcinoma (HCC) in commercially insured US adults. METHODS: We conducted a retrospective cohort study using Merative MarketScan commercial claims to identify incident HCC diagnoses from 2010 to 2020. Patients were stratified into early-, intermediate-, or advanced-stage cohorts based on presence of secondary malignancy codes or first treatment received. Mean workdays lost and attributable cost in the year following a new diagnosis were calculated using the Kaplan-Meier sample averages to account for censoring. An exploratory analysis was conducted on subgroups in the early and advanced cohorts to assess productivity loss in patients with and without treatment. RESULTS: Mean workdays lost in the year following a new HCC diagnosis among the early, intermediate, and advanced cohorts was 22.6 days (95% CI = 16.0-29.8), 17.4 days (95% CI = 11.9-23.2), and 19.5 days (95% CI = 15.6-23.6), respectively. Corresponding indirect costs were $6,031(95% CI = $4,270-$7,953), $4,644 (95% CI = $3,176-$6,192), and $5,204 (95% CI = $4,163-$6,298). Early-stage patients without a liver transplant and advanced-stage patients who received systemic therapy had 19.7 (95% CI = 12.7-27.4) and 22.0 (95% CI = 16.6-27.7) mean workdays lost, respectively. CONCLUSIONS: Productivity loss varies by stage and appears to be higher in early-stage patients who receive more intensive treatments in the first year following a new HCC diagnosis.


Asunto(s)
Carcinoma Hepatocelular , Bases de Datos Factuales , Eficiencia , Neoplasias Hepáticas , Estadificación de Neoplasias , Humanos , Carcinoma Hepatocelular/economía , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/terapia , Neoplasias Hepáticas/economía , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/terapia , Masculino , Femenino , Estudios Retrospectivos , Persona de Mediana Edad , Adulto , Estados Unidos , Absentismo , Anciano , Estudios de Cohortes , Revisión de Utilización de Seguros , Adulto Joven , Costo de Enfermedad
2.
Front Endocrinol (Lausanne) ; 15: 1411706, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38846491

RESUMEN

Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD) constitutes the commonest cause of chronic liver disorder worldwide, whereby affecting around one third of the global population. This clinical condition may evolve into Metabolic Dysfunction-Associated Steatohepatitis (MASH), fibrosis, cirrhosis and hepatocellular carcinoma (HCC), in a predisposed subgroup of patients. The complex pathogenesis of MASLD is severely entangled with obesity, dyslipidemia and type 2 diabetes (T2D), so far so nutritional and lifestyle recommendations may be crucial in influencing the risk of HCC and modifying its prognosis. However, the causative association between HCC onset and the presence of metabolic comorbidities is not completely clarified. Therefore, the present review aimed to summarize the main literature findings that correlate the presence of inherited or acquired hyperlipidemia and metabolic risk factors with the increased predisposition towards liver cancer in MASLD patients. Here, we gathered the evidence underlining the relationship between circulating/hepatic lipids, cardiovascular events, metabolic comorbidities and hepatocarcinogenesis. In addition, we reported previous studies supporting the impact of triglyceride and/or cholesterol accumulation in generating aberrancies in the intracellular membranes of organelles, oxidative stress, ATP depletion and hepatocyte degeneration, influencing the risk of HCC and its response to therapeutic approaches. Finally, our pursuit was to emphasize the link between HCC and the presence of cardiometabolic abnormalities in our large cohort of histologically-characterized patients affected by MASLD (n=1538), of whom 86 had MASLD-HCC by including unpublished data.


Asunto(s)
Carcinoma Hepatocelular , Factores de Riesgo Cardiometabólico , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/metabolismo , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Carcinoma Hepatocelular/patología , Neoplasias Hepáticas/metabolismo , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Hígado Graso/complicaciones , Hígado Graso/metabolismo , Hígado Graso/patología , Hígado Graso/epidemiología , Diabetes Mellitus Tipo 2/complicaciones , Diabetes Mellitus Tipo 2/metabolismo , Factores de Riesgo
3.
BMC Cancer ; 24(1): 694, 2024 Jun 06.
Artículo en Inglés | MEDLINE | ID: mdl-38844890

RESUMEN

BACKGROUND: Hepatocellular Carcinoma (HCC) can be classified as one of the most common malignancies worldwide. There is scarcity of the published data on the risk factors for HCC in the Gulf Cooperation Council countries specifically Kuwait. Therefore, this case-control study sought to examine the risk factors associated with HCC in Kuwait. METHODS: Fifty-three histopathologically confirmed HCC cases were recruited from the Kuwait Cancer Control Center Registry. One hundred ninety-six controls (1:4 ratio) were selected from medical and/ or surgical outpatient's clinics at all six public hospitals of Kuwait. A structured questionnaire was used to collect the data both from cases and controls through face-to-face interviews. A multivariable logistic regression model was fitted to the case-control data. Adjusted odds ratios (ORadj) and their 95% confidence intervals (CI) were computed using the parameters' estimates of the final model and used for interpretation of the model. RESULTS: The HCC cases compared with the controls were 41.6 times more likely to have had the history of non-alcoholic fatty liver disease (NAFLD) (ORadj = 41.6; 95% CI: 8.9-193.5; p < 0.001). The cases compared with the controls were more likely to have reported the history of heavy alcohol drinking (ORadj = 14.2; 95% CI: 1.2-173.4; p = 0.038). Furthermore, compared with the controls, the HCC cases tended to frequently consume milk and/or milk substitutes (≥ 3 glass/ week) (ORadj = 7.2; 95% CI: 1.2-43.4). Conversely however, there was a significant protective effect if the participants reportedly have had regularly used olive oil in their routine diet as a source of fat (ORadj = 0.17; 95% CI: 0.04-0.80) or regularly used non-steroid anti-inflammatory drugs (NSAIDs) (ORadj = 0.20; 95% CI: 0.05-0.71). CONCLUSIONS: This study showed that heavy alcohol consumption, NAFLD history, and excessive consumption of milk/ milk substitutes were associated with a significantly increased HCC risk. Conversely however, regular use of olive oil in the diet as a source of fat or regular use of NSAIDs had a significantly protective effect against HCC risk. Adapting healthy dietary habits and preventing/ treating NAFLD may minimize the HCC risk. Future research with a larger sample size may contemplate validating the results of this study and unraveling additional risk factors contributing to HCC risk. The resultant data may help design and implement evidence-based educational programs for the prevention of HCC in this and other similar settings.


Asunto(s)
Carcinoma Hepatocelular , Dieta , Estilo de Vida , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Neoplasias Hepáticas/epidemiología , Femenino , Masculino , Estudios de Casos y Controles , Persona de Mediana Edad , Factores de Riesgo , Kuwait/epidemiología , Anciano , Comorbilidad , Adulto , Consumo de Bebidas Alcohólicas/efectos adversos , Consumo de Bebidas Alcohólicas/epidemiología , Enfermedad del Hígado Graso no Alcohólico/epidemiología
4.
Front Endocrinol (Lausanne) ; 15: 1400573, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38841303

RESUMEN

Background and aims: Liver hepatocellular carcinoma (LIHC) exhibits a multifactorial etiology, insidious onset, and a significantly low 5-year survival rate. We aimed to evaluate the causal impact of exposure factors (Alzheimer's disease, platelet count, ambidextrousness, cigarettes smoked per day, alcohol consumption, and endocarditis) on the risk of LIHC using a two-sample Mendelian randomization (MR) study. Methods: Independent single nucleotide polymorphisms (SNPs) strongly associated with Alzheimer's disease, platelet count, ambidextrousness, daily cigarette consumption, alcohol intake, and endocarditis were selected as instrumental variables (IVs) from the corresponding genome-wide association studies (GWAS). Genetic summary statistics for LIHC came from a GWAS that included 168 cases and 372,016 controls of European individuals. Multivariable MR analyses were performed to find the causal association between 6 exposure factors and LIHC risk. The inverse-variance weighted (IVW)-MR was employed as the primary analysis, and the MR-Egger regression, LASSO regression, and weighted Median approaches were performed as complementary analyses. Results: Multivariable MR analysis showed causal association between Alzheimer's disease [Odds ratio (OR) = 0.9999, 95% confidence intervals (CI) = 0.9998-0.9999, p = 0.0010], platelet count (OR = 0.9997, 95% CI = 0.9995-0.9999, p = 0.0066), alcohol consumption (OR = 0.9994, 95% CI = 0.9990-0.9999, p = 0.0098) and the LIHC outcome. After IVW-MR, MR-Egger and LASSO tests, the results are still significant. Next, we used different MR Methods to analyze platelet count, alcohol consumption, and Alzheimer's disease separately. Moreover, both funnel plots and MR-Egger intercepts provided compelling evidence to refute the presence of directional pleiotropy in the association between platelet count, alcohol consumption, Alzheimer's disease and the risk of LIHC. The IVW-MR analysis revealed a significant causal association between an elevated platelet count and a reduced risk of LIHC (OR = 0.9996, 95% CI= 0.9995-0.9998, p = 0.0005). Similarly, the analysis of weighted median revealed a negative correlation between platelet count and the risk of LIHC (OR = 0.9995, 95% CI = 0.9993-0.9999; p = 0.0160). Conversely, we observed a positive causal effect of alcohol consumption on the incidence of LIHC (OR = 1.0004, 95% CI = 0.9999-1.0009). However, no significant causal relationship was found between alcohol assumption, Alzheimer's disease, and LIHC susceptibility. Conclusions: A significant causal relationship exists between platelet count, alcohol consumption, Alzheimer's disease, and an increased risk of LIHC. The study presents compelling evidence for a genetically predicted decreased susceptibility to LIHC based on platelet count. The research implies that elevated platelet count may serve as a protective mechanism against LIHC. These findings may inform clinical strategies for LIHC prevention.


Asunto(s)
Consumo de Bebidas Alcohólicas , Carcinoma Hepatocelular , Estudio de Asociación del Genoma Completo , Neoplasias Hepáticas , Análisis de la Aleatorización Mendeliana , Polimorfismo de Nucleótido Simple , Humanos , Neoplasias Hepáticas/genética , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/sangre , Neoplasias Hepáticas/etiología , Carcinoma Hepatocelular/sangre , Carcinoma Hepatocelular/genética , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Consumo de Bebidas Alcohólicas/efectos adversos , Recuento de Plaquetas , Factores de Riesgo
5.
Cancer Med ; 13(9): e7230, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38698686

RESUMEN

AIMS: This study aimed to investigate environmental factors and genetic variant loci associated with hepatocellular carcinoma (HCC) in Chinese population and construct a weighted genetic risk score (wGRS) and polygenic risk score (PRS). METHODS: A case-control study was applied to confirm the single nucleotide polymorphisms (SNPs) and environmental variables linked to HCC in the Chinese population, which had been screened by meta-analyses. wGRS and PRS were built in training sets and validation sets. Area under the curve (AUC), net reclassification improvement (NRI), integrated discrimination improvement (IDI), Akaike information criterion (AIC), and Bayesian information criterion (BIC) were applied to evaluate the performance of the models. RESULTS: A total of 13 SNPs were included in both risk prediction models. Compared with wGRS, PRS had better accuracy and discrimination ability in predicting HCC risk. The AUC for PRS in combination with drinking history, cirrhosis, HBV infection, and family history of HCC in training sets and validation sets (AUC: 0.86, 95% CI: 0.84-0.89; AUC: 0.85, 95% CI: 0.81-0.89) increased at least 20% than the AUC for PRS alone (AUC: 0.63, 95% CI: 0.60-0.67; AUC: 0.65, 95% CI: 0.60-0.71). CONCLUSIONS: A novel model combining PRS with alcohol history, HBV infection, cirrhosis, and family history of HCC could be applied as an effective tool for risk prediction of HCC, which could discriminate at-risk individuals for precise prevention.


Asunto(s)
Carcinoma Hepatocelular , Predisposición Genética a la Enfermedad , Neoplasias Hepáticas , Polimorfismo de Nucleótido Simple , Humanos , Carcinoma Hepatocelular/genética , Carcinoma Hepatocelular/epidemiología , Neoplasias Hepáticas/genética , Neoplasias Hepáticas/epidemiología , Estudios de Casos y Controles , Masculino , Femenino , Persona de Mediana Edad , China/epidemiología , Factores de Riesgo , Pueblo Asiatico/genética , Medición de Riesgo , Herencia Multifactorial , Anciano , Interacción Gen-Ambiente , Pueblos del Este de Asia
6.
JAMA Netw Open ; 7(5): e2411076, 2024 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-38743424

RESUMEN

Importance: Surveillance for hepatocellular carcinoma (HCC) in patients with cirrhosis is underused. Identifying potentially modifiable factors to address barriers in HCC surveillance is critical to improve patient outcomes. Objective: To evaluate clinician-level factors contributing to underuse of HCC surveillance in patients with cirrhosis. Design, Setting, and Participants: This survey study included primary care clinicians (PCCs) and gastroenterology and hepatology clinicians at 5 safety-net health systems in the US. Clinicians were surveyed from March 15 to September 15, 2023, to assess knowledge, attitudes, beliefs, perceived barriers, and COVID-19-related disruptions in HCC surveillance in patients with cirrhosis. Data were analyzed from October to November 2023. Main Outcome and Measures: HCC surveillance knowledge was assessed with 6 questions querying the respondent's ability to correctly identify appropriate use of HCC surveillance. Attitudes, perceived barriers, and beliefs regarding HCC surveillance and perceived impact of the COVID-19 pandemic-related disruptions with HCC surveillance were assessed with a series of statements using a 4-point Likert scale and compared PCCs and gastroenterology and hepatology clinicians. Results: Overall, 347 of 1362 clinicians responded to the survey (25.5% response rate), among whom 142 of 237 (59.9%) were PCCs, 48 of 237 (20.3%) gastroenterology and hepatology, 190 of 236 (80.5%) were doctors of medicine and doctors of osteopathic medicine, and 46 of 236 (19.5%) were advanced practice clinicians. On HCC knowledge assessment, 144 of 270 (53.3%) scored 5 or more of 6 questions correctly, 37 of 48 (77.1%) among gastroenterology and hepatology vs 65 of 142 (45.8%) among PCCs (P < .001). Those with higher HCC knowledge scores were less likely to report barriers to HCC surveillance. PCCs were more likely to report inadequate time to discuss HCC surveillance (37 of 139 [26.6%] vs 2 of 48 [4.2%]; P = .001), difficulty identifying patients with cirrhosis (82 of 141 [58.2%] vs 5 of 48 [10.4%]; P < .001), and were not up-to-date with HCC surveillance guidelines (87 of 139 [62.6%] vs 5 of 48 [10.4%]; P < .001) compared with gastroenterology and hepatology clinicians. While most acknowledged delays during the COVID-19 pandemic, 62 of 136 PCCs (45.6%) and 27 of 45 gastroenterology and hepatology clinicians (60.0%) reported that patients with cirrhosis could currently complete HCC surveillance without delays. Conclusions and Relevance: In this survey study, important gaps in knowledge and perceived barriers to HCC surveillance were identified. Effective delivery of HCC education to PCCs and health system-level interventions must be pursued in parallel to address the complex barriers affecting suboptimal HCC surveillance in patients with cirrhosis.


Asunto(s)
COVID-19 , Carcinoma Hepatocelular , Conocimientos, Actitudes y Práctica en Salud , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/epidemiología , Neoplasias Hepáticas/epidemiología , COVID-19/epidemiología , Masculino , Femenino , SARS-CoV-2 , Persona de Mediana Edad , Pautas de la Práctica en Medicina/estadística & datos numéricos , Encuestas y Cuestionarios , Estados Unidos/epidemiología , Adulto , Médicos de Atención Primaria/estadística & datos numéricos , Cirrosis Hepática/epidemiología , Actitud del Personal de Salud , Competencia Clínica/estadística & datos numéricos
7.
Gulf J Oncolog ; 1(45): 75-90, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38774936

RESUMEN

INTRODUCTION: Hepatocellular carcinoma (HCC) is the most common primary liver tumor. It is considered a global public health problem given its incidence and high mortality rate. Epidemiological studies on hepatocellular carcinoma in our Moroccan and North African contexts are rare. Hence, our study aims to determine the epidemiological, clinical, paraclinical, etiological and therapeutic aspects of this pathology in our context. MATERIALS AND METHODS: We conducted a descriptive retrospective study on patients with HCC treated by the Hepato-gastroenterology department of the university hospital of Mohammed VI in Marrakech over a period of 7 years spread between 01/01/2015 and 31/12/2021. The epidemiological characteristics, diagnostic methods and therapeutic management of HCC in these patients have been described and analyzed. RESULTS: 100 patients with HCC were identified and included in our study. The average age was 63.3 ± 12.63 years with a male predominance. The predominant etiology was cirrhosis (87% of cases) then viral hepatitis C (35%) and B (27%) and of unknown origin in 29% of cases. HCC revealed cirrhosis in 41% and was diagnosed during cirrhosis surveillance in 36% of cases. The functional signs were dominated by abdominal pain (68%), deterioration of general condition (58%) and abdominal distension (43%). Alfa-fetoprotein was elevated in 73% of cases and was above 400ng/ml in 41% of cases. The diagnosis was mainly radiological in 92% and histological in 8% of cases. The radiological aspects of HCC were dominated by mononodular form (58%), a right lobar location (80%), a diameter greater than 5 cm (58%), a typical vascular aspect (86%) with portal thrombosis in 24% and metastases in 36% of cases, especially in lymph nodes. The majority of cirrhosis in our series was classified as Child-Pugh stage B (46%) at the time of diagnosis and most patients had an advanced stage of HCC with 31% at BCLC C and 28% at BCLC D. 72% of patients received palliative treatment, and only 6% received curative treatment. At the end of the study, 48% of patients had died with an overall survival of 6.5 months. CONCLUSION: Our study achieved its main objective by providing a snapshot of HCC in our context and confirmed that HCC remains with poor prognosis since its diagnosis is often late, limiting the therapeutic choices with a very short median survival. It also noted that the viral etiology remains the main cause of HCC in our population. Therefore, prevention remains the best therapeutic approach against HCC and the need for a national or at least a regional HCC registry in our country is essential in order to develop targeted preventive measures adapted to our context and to improve the diagnostic and therapeutic approaches for our patients.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/terapia , Carcinoma Hepatocelular/patología , Carcinoma Hepatocelular/diagnóstico , Neoplasias Hepáticas/terapia , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/patología , Neoplasias Hepáticas/diagnóstico , Masculino , Marruecos/epidemiología , Femenino , Persona de Mediana Edad , Estudios Retrospectivos , Anciano
8.
World J Gastroenterol ; 30(19): 2488-2495, 2024 May 21.
Artículo en Inglés | MEDLINE | ID: mdl-38817660

RESUMEN

Hepatocellular carcinoma (HCC) is one of the most common causes of cancer-related mortality. This particular type of cancer has the distinctive characteristic of mostly happening in individuals with an underlying liver disease. This makes the management of patients more challenging, since physicians must take into consideration two different conditions, the chronic liver disease and the tumor. The underlying liver disease has several implications in clinical practice, because different kinds of chronic liver disease can lead to varying degrees of risk of developing HCC, obstacles in surveillance, and differences in the efficacy of the treatment against HCC. A shift in the prevalence of liver diseases has been evident over the last few years, with viral hepatitis gradually losing the leading position as cause of HCC and metabolic dysfunction-associated steatotic liver disease gaining importance. Therefore, in an era of personalized medicine, it is imperative that physicians are aware of the underlying liver disease of individuals with HCC and its impact in the management of their tumors.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Humanos , Neoplasias Hepáticas/patología , Neoplasias Hepáticas/terapia , Neoplasias Hepáticas/epidemiología , Carcinoma Hepatocelular/patología , Carcinoma Hepatocelular/terapia , Carcinoma Hepatocelular/epidemiología , Factores de Riesgo , Prevalencia , Medicina de Precisión/métodos , Hepatopatías/epidemiología , Hepatopatías/terapia , Hepatopatías/diagnóstico , Hígado/patología
9.
Viruses ; 16(5)2024 04 26.
Artículo en Inglés | MEDLINE | ID: mdl-38793565

RESUMEN

The treatment of hepatitis C virus (HCV) with direct-acting antivirals (DAA) leads to high sustained virological response (SVR) rates, but hepatocellular carcinoma (HCC) risk persists in people with advanced liver disease even after SVR. We weighted the HCC risk in people with cirrhosis achieving HCV eradication through DAA treatment and compared it with untreated participants in the multicenter prospective Italian Platform for the Study of Viral Hepatitis Therapies (PITER) cohort. Propensity matching with inverse probability weighting was used to compare DAA-treated and untreated HCV-infected participants with liver cirrhosis. Kaplan-Meier analysis and competing risk regression analysis were performed. Within the first 36 months, 30 de novo HCC cases occurred in the untreated group (n = 307), with a weighted incidence rate of 0.34% (95%CI: 0.23-0.52%), compared to 63 cases among SVR patients (n = 1111), with an incidence rate of 0.20% (95%CI: 0.16-0.26%). The 12-, 24-, and 36-month HCC weighted cumulative incidence rates were 6.7%, 8.4%, and 10.0% in untreated cases and 2.3%, 4.5%, and 7.0% in the SVR group. Considering death or liver transplantation as competing events, the untreated group showed a 64% higher risk of HCC incidence compared to SVR patients (SubHR 1.64, 95%CI: 1.02-2.62). Other variables independently associated with the HCC occurrence were male sex, increasing age, current alcohol use, HCV genotype 3, platelet count ≤ 120,000/µL, and albumin ≤ 3.5 g/dL. In real-life practice, the high efficacy of DAA in achieving SVR is translated into high effectiveness in reducing the HCC incidence risk.


Asunto(s)
Antivirales , Carcinoma Hepatocelular , Hepacivirus , Hepatitis C Crónica , Neoplasias Hepáticas , Puntaje de Propensión , Respuesta Virológica Sostenida , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/virología , Masculino , Antivirales/uso terapéutico , Femenino , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Neoplasias Hepáticas/prevención & control , Neoplasias Hepáticas/virología , Persona de Mediana Edad , Anciano , Incidencia , Hepacivirus/efectos de los fármacos , Hepacivirus/genética , Hepatitis C Crónica/tratamiento farmacológico , Hepatitis C Crónica/complicaciones , Cirrosis Hepática/virología , Cirrosis Hepática/epidemiología , Estudios Prospectivos , Italia/epidemiología , Factores de Riesgo , Estudios de Cohortes , Adulto
10.
Viruses ; 16(5)2024 04 28.
Artículo en Inglés | MEDLINE | ID: mdl-38793576

RESUMEN

(1) Background: Hepatocellular carcinoma (HCC) contributes to the significant burden of cancer mortality in the United States (US). Despite highly efficacious antivirals, chronic viral hepatitis (CVH) remains an important cause of HCC. With advancements in therapeutic modalities, along with the aging of the population, we aimed to assess the contribution of CVH in HCC-related mortality in the US between 1999-2020. (2) Methods: We queried all deaths related to CVH and HCC in the multiple-causes-of-death files from the CDC Wide-ranging Online Data for Epidemiologic Research (WONDER) database between 1999-2020. Using the direct method of standardization, we adjusted all mortality information for age and compared the age-adjusted mortality rates (AAMRs) across demographic populations and by percentile rankings of social vulnerability. Temporal shifts in mortality were quantified using log-linear regression models. (3) Results: A total of 35,030 deaths were identified between 1999-2020. The overall crude mortality increased from 0.27 in 1999 to 8.32 in 2016, followed by a slight reduction to 7.04 in 2020. The cumulative AAMR during the study period was 4.43 (95% CI, 4.39-4.48). Males (AAMR 7.70) had higher mortality rates compared to females (AAMR 1.44). Mortality was higher among Hispanic populations (AAMR 6.72) compared to non-Hispanic populations (AAMR 4.18). Higher mortality was observed in US counties categorized as the most socially vulnerable (AAMR 5.20) compared to counties that are the least socially vulnerable (AAMR 2.53), with social vulnerability accounting for 2.67 excess deaths per 1,000,000 person-years. (4) Conclusions: Our epidemiological analysis revealed an overall increase in CVH-related HCC mortality between 1999-2008, followed by a stagnation period until 2020. CVH-related HCC mortality disproportionately affected males, Hispanic populations, and Black/African American populations, Western US regions, and socially vulnerable counties. These insights can help aid in the development of strategies to target vulnerable patients, focus on preventive efforts, and allocate resources to decrease HCC-related mortality.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/mortalidad , Carcinoma Hepatocelular/epidemiología , Neoplasias Hepáticas/mortalidad , Neoplasias Hepáticas/epidemiología , Masculino , Estados Unidos/epidemiología , Femenino , Persona de Mediana Edad , Anciano , Adulto , Estudios Longitudinales , Adulto Joven , Adolescente , Anciano de 80 o más Años , Hepatitis Viral Humana/mortalidad , Hepatitis Viral Humana/epidemiología , Niño , Hepatitis Crónica/mortalidad , Hepatitis Crónica/epidemiología
11.
Acta Med Indones ; 56(1): 107-113, 2024 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-38561879

RESUMEN

In recent years, the incidence of diabetes mellitus and hepatocellular carcinoma (HCC) has been increasing worldwide, in the context of an increasing prevalence of non-alcoholic fatty liver disease (NAFLD). In patients with diabetes mellitus, exogenous insulin is commonly prescribed and used in long-term settings. Recent studies suggest that insulin use may elevate the risk of HCC. A substantial body of work seeks to unpack the association between insulin use and the risk of developing HCC, although there may be conflicting evidence. Further validation is necessary to clarify the true relationship between insulin mechanisms and its hepatocarcinogenic effect. Given the burden of diabetic patients developing HCC, diabetologists and hepatologists must collaborate, particularly regarding the prevention and surveillance of HCC in diabetic patients.


Asunto(s)
Carcinoma Hepatocelular , Diabetes Mellitus , Neoplasias Hepáticas , Enfermedad del Hígado Graso no Alcohólico , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Neoplasias Hepáticas/patología , Factores de Riesgo , Enfermedad del Hígado Graso no Alcohólico/complicaciones , Enfermedad del Hígado Graso no Alcohólico/epidemiología , Insulina/efectos adversos
12.
Med Lav ; 115(2): e2024016, 2024 Apr 24.
Artículo en Inglés | MEDLINE | ID: mdl-38686579

RESUMEN

BACKGROUND: Recent studies supported the association between occupational exposure to asbestos and risk of cholangiocarcinoma (CC). Aim of the present study is to investigate this association using an update of mortality data from the Italian pooled asbestos cohort study and to test record linkage to Cancer Registries to distinguish between hepatocellular carcinoma (HCC) and intrahepatic/extrahepatic forms of CC. METHODS: The update of a large cohort study pooling 52 Italian industrial cohorts of workers formerly exposed to asbestos was carried out. Causes of death were coded according to ICD. Linkage was carried out for those subjects who died for liver or bile duct cancer with data on histological subtype provided by Cancer Registries. RESULTS: 47 cohorts took part in the study (57,227 subjects). We identified 639 causes of death for liver and bile duct cancer in the 44 cohorts covered by Cancer Registry. Of these 639, 240 cases were linked to Cancer Registry, namely 14 CC, 83 HCC, 117 cases with unspecified histology, 25 other carcinomas, and one case of cirrhosis (likely precancerous condition). Of the 14 CC, 12 occurred in 2010-2019, two in 2000-2009, and none before 2000. CONCLUSION: Further studies are needed to explore the association between occupational exposure to asbestos and CC. Record linkage was hampered due to incomplete coverage of the study areas and periods by Cancer Registries. The identification of CC among unspecific histology cases is fundamental to establish more effective and targeted liver cancer screening strategies.


Asunto(s)
Amianto , Neoplasias de los Conductos Biliares , Colangiocarcinoma , Enfermedades Profesionales , Exposición Profesional , Humanos , Colangiocarcinoma/epidemiología , Colangiocarcinoma/etiología , Exposición Profesional/efectos adversos , Italia/epidemiología , Neoplasias de los Conductos Biliares/epidemiología , Neoplasias de los Conductos Biliares/etiología , Masculino , Amianto/efectos adversos , Estudios de Cohortes , Femenino , Persona de Mediana Edad , Anciano , Enfermedades Profesionales/epidemiología , Enfermedades Profesionales/etiología , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Sistema de Registros
13.
Medicina (Kaunas) ; 60(4)2024 Mar 28.
Artículo en Inglés | MEDLINE | ID: mdl-38674198

RESUMEN

Background and Objectives: Liver cancer poses a significant global health threat, ranking among the top three causes of cancer-related deaths. Patients with hepatocellular carcinoma (HCC) often present with symptoms associated with neoplasms or unusual clinical features such as paraneoplastic syndromes (PNS), including hypoglycemia, hypercholesterolemia, thrombocytosis, and erythrocytosis. Our study aimed to investigate the prevalence, clinical characteristics, and survival outcomes associated with PNS in HCC patients and assess each PNS's impact on patient survival. Materials and Methods: We conducted a retrospective analysis of PNS clinical features and survival among consecutive HCC patients diagnosed at our department over seven years, comparing them with HCC patients without PNS. The study involved a retrospective data evaluation from 378 patients diagnosed with HCC between January 2016 and October 2023. Results: We obtained a PNS prevalence of 25.7%, with paraneoplastic hypercholesterolemia at 10.9%, hypoglycemia at 6.9%, erythrocytosis at 4.5%, and thrombocytosis at 3.4%. Patients with PNS tended to be younger and predominantly male. Multivariate analysis revealed a strong correlation between PNS and levels of alpha-fetoprotein and tumor size, with diabetes also showing a significant statistical association (p < 0.05). Subgroup analysis based on specific paraneoplastic syndromes demonstrated shorter survival in patients with PNS, albeit without significant statistical differences, except for hypoglycemia (p < 0.0001). Matched analysis indicated a shorter survival rate for patients with PNS, although no significant statistical differences were observed. Conclusions: PNS are frequently observed in HCC cases and are associated with unfavorable prognoses and decreased survival rates due to their correlation with increased tumor burdens. However, they do not independently predict poor survival. The impact of individual PNS on HCC prognosis varies.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Síndromes Paraneoplásicos , Humanos , Masculino , Estudios Retrospectivos , Carcinoma Hepatocelular/mortalidad , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/complicaciones , Femenino , Síndromes Paraneoplásicos/epidemiología , Síndromes Paraneoplásicos/mortalidad , Persona de Mediana Edad , Neoplasias Hepáticas/mortalidad , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/complicaciones , Anciano , Prevalencia , Adulto , Análisis de Supervivencia , Hipercolesterolemia/epidemiología , Hipercolesterolemia/complicaciones , Hipoglucemia/epidemiología , Hipoglucemia/complicaciones , Policitemia/epidemiología , Policitemia/complicaciones , Anciano de 80 o más Años , Trombocitosis/epidemiología , Trombocitosis/complicaciones
14.
Lancet Gastroenterol Hepatol ; 9(6): 539-549, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38588691

RESUMEN

BACKGROUND: Chronic hepatitis B virus (HBV) infection is the predominant cause of hepatocellular carcinoma in west Africa, yet data on the incidence of HBV-related hepatocellular carcinoma remain scarce. We aimed to describe the uptake and early outcomes of systematic ultrasound-based hepatocellular carcinoma screening in SEN-B, which is a prospective HBV cohort in Senegal. METHODS: In this prospective cohort study, we included treatment-naive, HBsAg-positive individuals who were referred to the two infectious diseases clinics (the Department of Tropical and Infectious Diseases and Ambulatory Treatment Center) at Fann University Hospital of Dakar, Senegal, between Oct 1, 2019, and Oct 31, 2022. All participants resided within the Dakar region. Participants underwent abdominal ultrasound, transient elastography, and clinical and virological assessments at inclusion and every 6 months. Liver lesions at least 1 cm in diameter on ultrasound were assessed using four-phase CT, MRI, or liver biopsy. Adherence to hepatocellular carcinoma surveillance was measured using the proportion of time covered, calculated by dividing the cumulative months covered by abdominal ultrasound examinations by the overall follow-up time, defined as the number of months from the date of cohort entry until the last recorded visit, hepatocellular carcinoma diagnosis, or death. Optimal adherence was defined as a proportion of time covered of 100%. FINDINGS: Overall, 755 (99·6%) of 758 participants had at least one abdominal ultrasound performed. The median age of the enrolled participants was 31 years (IQR 25-39), 355 (47·0%) of 755 participants were women, and 82 (10·9%) had a family history of hepatocellular carcinoma. 15 (2·0%) of 755 individuals were HBeAg positive, 206 (27·3%) of 755 individuals had HBV DNA of more than 2000 IU/mL, and 27 (3·6%) of 755 had elastography-defined liver cirrhosis. Of ten (1·3%) participants with a focal lesion at least 1 cm at initial assessment, CT or MRI ruled out hepatocellular carcinoma in nine, whereas imaging and subsequent liver biopsy confirmed one patient with hepatocellular carcinoma. Two further patients with hepatocellular carcinoma were diagnosed at study presentation due to the presence of portal thrombosis on ultrasound. Excluding the three participants with hepatocellular carcinoma identified at baseline, 752 participants were eligible for screening every 6 months. Median follow-up time was 12 months (IQR 6-18) and the median number of ultrasounds per patient was 3 (2-4). During 809·5 person-years of follow-up, one incident hepatocellular carcinoma was reported, resulting in an incidence rate of 1·24 cases per 1000 person-years (95% CI 0·18-8·80). Overall, 702 (93·0%) of 755 participants showed optimal hepatocellular carcinoma surveillance, but this proportion decreased to 77·8% (42 of 54 participants) after 24 months. INTERPRETATION: Hepatocellular carcinoma screening is feasible in HBV research cohorts in west Africa, but its longer-term acceptability needs to be evaluated. Long-term hepatocellular carcinoma incidence data are crucial for shaping tailored screening recommendations. FUNDING: Swiss National Science Foundation, the Swiss Cancer Research Foundation, the National Cancer Institute, and Roche Diagnostics. TRANSLATION: For the French translation of the abstract see Supplementary Materials section.


Asunto(s)
Carcinoma Hepatocelular , Detección Precoz del Cáncer , Hepatitis B Crónica , Neoplasias Hepáticas , Ultrasonografía , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/diagnóstico por imagen , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/virología , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/diagnóstico por imagen , Neoplasias Hepáticas/diagnóstico , Neoplasias Hepáticas/virología , Senegal/epidemiología , Femenino , Masculino , Estudios Prospectivos , Adulto , Persona de Mediana Edad , Detección Precoz del Cáncer/métodos , Hepatitis B Crónica/complicaciones , Hepatitis B Crónica/epidemiología , Diagnóstico por Imagen de Elasticidad , Imagen por Resonancia Magnética , Tomografía Computarizada por Rayos X
16.
JAMA Netw Open ; 7(4): e248755, 2024 Apr 01.
Artículo en Inglés | MEDLINE | ID: mdl-38683607

RESUMEN

Importance: Cohort studies demonstrating an association of hepatocellular carcinoma (HCC) screening with reduced mortality are prone to lead-time and length-time biases. Objective: To characterize the clinical benefits of HCC screening, adjusting for lead-time and length-time biases, in a diverse, contemporary cohort of at-risk patients. Design, Setting, and Participants: This retrospective cohort study of patients with HCC was conducted between January 2008 and December 2022 at 2 large US health systems. Data analysis was performed from September to November 2023. Main Outcomes and Measures: The primary outcome was screen-detected HCC, defined by abnormal screening-intent abdominal imaging or α-fetoprotein level within 6 months before diagnosis. Cox regression analysis was used to characterize differences in overall survival between patients with screen-detected and non-screen-detected HCC; lead-time and length-time adjustments were calculated using the Duffy parametric formula. Results: Among 1313 patients with HCC (mean [SD] age, 61.7 [9.6] years; 993 male [75.6%]; 739 [56.3%] with Barcelona Clinic Liver Cancer stage 0/A disease), HCC was screen-detected in 556 (42.3%) and non-screen detected in 757 (57.7%). Patients with screen-detected HCC had higher proportions of early-stage HCC (393 patients [70.7%] vs 346 patients [45.7%]; risk ratio [RR], 1.54; 95% CI, 1.41-1.70) and curative treatment receipt (283 patients [51.1%] vs 252 patients [33.5%]; RR, 1.52; 95% CI, 1.34-1.74) compared with patients with non-screen-detected HCC. The screen-detected group had significantly lower mortality, which persisted after correcting for lead-time bias (hazard ratio, 0.75; 95% CI, 0.65-0.87) in fully adjusted models. Both groups had similar tumor doubling times (median [IQR], 3.8 [2.2-10.7] vs 5.6 [1.7-11.4] months) and proportions of indolent tumors (28 patients [35.4%] vs 24 patients [38.1%]; RR, 0.93; 95% CI, 0.60-1.43). Adjustment for length-time bias decreased survival estimates, although 3-year and 5-year survival for patients with screen-detected HCC remained longer than that for patients with non-screen-detected HCC. Conclusions and Relevance: The findings of this cohort study suggest that HCC screening is associated with reduced mortality even after accounting for lead-time and length-time biases. However, these biases should be considered in future studies.


Asunto(s)
Carcinoma Hepatocelular , Detección Precoz del Cáncer , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/mortalidad , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/epidemiología , Neoplasias Hepáticas/mortalidad , Neoplasias Hepáticas/diagnóstico , Masculino , Femenino , Persona de Mediana Edad , Detección Precoz del Cáncer/métodos , Detección Precoz del Cáncer/estadística & datos numéricos , Estudios Retrospectivos , Anciano , Estudios de Cohortes , Tamizaje Masivo/métodos , Tamizaje Masivo/estadística & datos numéricos , alfa-Fetoproteínas/análisis , Estados Unidos/epidemiología
17.
Sci Rep ; 14(1): 9761, 2024 04 29.
Artículo en Inglés | MEDLINE | ID: mdl-38684838

RESUMEN

This study evaluated the effect of sodium-glucose cotransporter-2 inhibitors (SGLT2i) on cancer development, particularly in hepatocellular carcinoma (HCC), in individuals with concomitant fatty liver disease (FLD) and type 2 diabetes mellitus (T2DM). Using data from Korea's Health Insurance Review and Assessment Service, we performed Kaplan-Meier and Cox regression analyses in patients with non-alcoholic fatty liver disease (NAFLD) and T2DM (NAFLD-T2DM cohort) and those with chronic viral hepatitis (CVH) alongside FLD and T2DM (FLD-T2DM-CVH cohort). In the propensity score (PS) matched NAFLD-T2DM cohort (N = 107,972), SGLT2i use was not associated with the occurrence of overall cancer, including HCC. However, old age, male sex, liver cirrhosis, and hypothyroidism were identified as independent risk factors for HCC occurrence, whereas statin and fibrate usage were associated with reduced HCC risk in this cohort in multivariate Cox analysis. In the PS-matched FLD-T2DM-CVH cohort (N = 2798), a significant decrease in HCC occurrence was observed among SGLT2i users (P = 0.03). This finding remained consistent in the multivariate Cox regression analysis (Hazard ratio = 2.21, 95% confidence interval = 1.01-4.85, P = 0.048). In conclusion, SGLT2i may be a beneficial option for diabetes management in patients with concomitant T2DM, FLD, and CVH while affirming the overall safety of SGLT2i in other types of cancer.


Asunto(s)
Carcinoma Hepatocelular , Diabetes Mellitus Tipo 2 , Neoplasias Hepáticas , Enfermedad del Hígado Graso no Alcohólico , Inhibidores del Cotransportador de Sodio-Glucosa 2 , Humanos , Masculino , Femenino , República de Corea/epidemiología , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Persona de Mediana Edad , Diabetes Mellitus Tipo 2/complicaciones , Diabetes Mellitus Tipo 2/epidemiología , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Inhibidores del Cotransportador de Sodio-Glucosa 2/uso terapéutico , Incidencia , Enfermedad del Hígado Graso no Alcohólico/complicaciones , Enfermedad del Hígado Graso no Alcohólico/epidemiología , Anciano , Factores de Riesgo , Estudios de Cohortes , Adulto , Modelos de Riesgos Proporcionales , Puntaje de Propensión
18.
Viruses ; 16(4)2024 04 16.
Artículo en Inglés | MEDLINE | ID: mdl-38675959

RESUMEN

Hepatitis B virus (HBV) infections affect approximately 296 million people around the world, and the prevalence of any past or present HBV infection during the years 2015-2018 was as high as 4.3%. Acute HBV infection often presents with nonspecific symptoms and is usually self-limited, but 5% of patients can have persistent infections leading to chronic HBV infection and the risk of turning into chronic HBV infection is significantly higher in babies with vertical transmission (95%). Patients with chronic HBV infection are usually asymptomatic, but 15 to 40% of chronic HBV carriers develop cirrhosis and/or hepatocellular carcinoma. In addition to liver-related disorders, HBV is also associated with several extrahepatic complications, including glomerulonephritis, cryoglobulinemia, neurologic disorders, psychological manifestations, polyarthritis, and dermatologic disorders. Making the diagnosis of HBV can be challenging since patients with chronic infections can remain symptom-free for decades before developing cirrhosis or hepatocellular carcinoma, and patients with acute HBV infection may have only mild, nonspecific symptoms. Therefore, understanding how this virus causes extrahepatic complications can help clinicians consider this possibility in patients with diverse symptom presentations. The pathophysiology of these extrahepatic disorders likely involves immune-related tissue injury following immune complex formation and inflammatory cascades. In some cases, direct viral infection of extrahepatic tissue may cause a clinical syndrome. Currently, the American Association for the Study of Liver Diseases recommends treatment of chronic HBV infections with interferon therapy and/or nucleos(t)ide analogs, and this treatment has been reported to improve some extrahepatic disorders in some patients with chronic HBV infection. These extrahepatic complications have a significant role in disease outcomes and increase medical costs, morbidity, and mortality. Therefore, understanding the frequency and pathogenesis of these extrahepatic complications provides important information for both specialists and nonspecialists and may help clinicians identify patients at an earlier stage of their infection.


Asunto(s)
Comorbilidad , Virus de la Hepatitis B , Humanos , Virus de la Hepatitis B/fisiología , Hepatitis B/epidemiología , Hepatitis B/complicaciones , Hepatitis B Crónica/complicaciones , Hepatitis B Crónica/epidemiología , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/virología , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/virología , Cirrosis Hepática/epidemiología , Cirrosis Hepática/virología , Costo de Enfermedad , Antivirales/uso terapéutico , Prevalencia
19.
Aliment Pharmacol Ther ; 59(9): 1020-1032, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38497159

RESUMEN

BACKGROUND AND AIMS: The Fontan palliation is the final stage of surgery for many children born with univentricular physiology. Almost all Fontan patients develop liver fibrosis which may eventually lead to cirrhosis and hepatocellular carcinoma (HCC). These are important causes of morbidity and mortality in these patients. We performed a systematic review and meta-analysis to assess the incidence of cirrhosis and HCC in Fontan patients and stratify it based on time since surgery. METHODS: A literature search of seven databases identified 1158 records. Studies reporting the number of cirrhosis and HCC cases in Fontan patients and time since Fontan surgery were included. In the cirrhosis cohort, we included only those studies where all patients underwent liver biopsy. RESULTS: A total of 23 studies were included: 12 and 13 studies in the cirrhosis and HCC cohorts, respectively, with two studies included in both cohorts. The incidence of cirrhosis was 0.97 per 100 patient-years (95% CI 0.57-1.63), with the incidence and cumulative incidence ≥20 years post Fontan surgery being 1.61 per 100 patient-years (95% CI 1.24-2.08) and 32.2% (95% CI 25.8%-39.4%), respectively. The incidence of HCC was 0.12 per 100 patient-years (95% CI 0.07-0.21), with the incidence and cumulative incidence ≥20 years post Fontan surgery being 0.20 per 100 patient-years (95% CI 0.12-0.35) and 3.9% (95% CI 2.2%-6.8%), respectively. Only about 70% of patients with HCC (20/28) had underlying cirrhosis. CONCLUSION: The incidence of cirrhosis and HCC increases over time, especially at ≥20 years post Fontan surgery. Studies are needed to further identify at-risk patients in order to streamline surveillance for these highly morbid conditions.


Asunto(s)
Carcinoma Hepatocelular , Procedimiento de Fontan , Neoplasias Hepáticas , Niño , Humanos , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/etiología , Carcinoma Hepatocelular/cirugía , Incidencia , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/etiología , Neoplasias Hepáticas/cirugía , Procedimiento de Fontan/efectos adversos , Cirrosis Hepática/etiología , Cirrosis Hepática/complicaciones , Factores de Riesgo
20.
J Biomed Inform ; 152: 104626, 2024 04.
Artículo en Inglés | MEDLINE | ID: mdl-38521180

RESUMEN

OBJECTIVE: The accuracy of deep learning models for many disease prediction problems is affected by time-varying covariates, rare incidence, covariate imbalance and delayed diagnosis when using structured electronic health records data. The situation is further exasperated when predicting the risk of one disease on condition of another disease, such as the hepatocellular carcinoma risk among patients with nonalcoholic fatty liver disease due to slow, chronic progression, the scarce of data with both disease conditions and the sex bias of the diseases. The goal of this study is to investigate the extent to which the aforementioned issues influence deep learning performance, and then devised strategies to tackle these challenges. These strategies were applied to improve hepatocellular carcinoma risk prediction among patients with nonalcoholic fatty liver disease. METHODS: We evaluated two representative deep learning models in the task of predicting the occurrence of hepatocellular carcinoma in a cohort of patients with nonalcoholic fatty liver disease (n = 220,838) from a national EHR database. The disease prediction task was carefully formulated as a classification problem while taking censorship and the length of follow-up into consideration. RESULTS: We developed a novel backward masking scheme to deal with the issue of delayed diagnosis which is very common in EHR data analysis and evaluate how the length of longitudinal information after the index date affects disease prediction. We observed that modeling time-varying covariates improved the performance of the algorithms and transfer learning mitigated reduced performance caused by the lack of data. In addition, covariate imbalance, such as sex bias in data impaired performance. Deep learning models trained on one sex and evaluated in the other sex showed reduced performance, indicating the importance of assessing covariate imbalance while preparing data for model training. CONCLUSIONS: The strategies developed in this work can significantly improve the performance of hepatocellular carcinoma risk prediction among patients with nonalcoholic fatty liver disease. Furthermore, our novel strategies can be generalized to apply to other disease risk predictions using structured electronic health records, especially for disease risks on condition of another disease.


Asunto(s)
Carcinoma Hepatocelular , Aprendizaje Profundo , Neoplasias Hepáticas , Enfermedad del Hígado Graso no Alcohólico , Humanos , Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/epidemiología , Enfermedad del Hígado Graso no Alcohólico/complicaciones , Enfermedad del Hígado Graso no Alcohólico/diagnóstico , Enfermedad del Hígado Graso no Alcohólico/epidemiología , Neoplasias Hepáticas/diagnóstico , Neoplasias Hepáticas/epidemiología , Registros Electrónicos de Salud
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