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1.
Liver Cancer ; 12(6): 550-564, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-38058418

RESUMEN

Introduction: Sarcopenia is an adverse prognostic factor in patients with liver cirrhosis and hepatocellular carcinoma (HCC). Image-based sarcopenia assessment allows a standardized method to assess abdominal skeletal muscle. However, which is an index muscle for sarcopenia remains unclear. Therefore, we investigated whether sarcopenia defined according to different muscle groups with computed tomography (CT) scans can predict the prognosis of HCC after radioembolization. Methods: In this retrospective study, we analyzed patients who underwent radioembolization for unresectable HCC between January 2010 and December 2019. Before treatment, the total abdominal muscle (TAM), psoas muscle (PM), and paraspinal muscle (PS) areas were evaluated using a single CT slice at the third lumbar vertebra. In previous studies, sarcopenia was determined using the TAM, PM, and PS after stratifying by sex. Finally, we investigated each muscle-defined sarcopenia to decide whether or not it can serve as a prognostic factor for overall survival (OS). Results: We included 92 patients (74 men and 18 women). TAM, PM, and PS areas were significantly higher in the men than in the women (all p < 0.05). The patients with sarcopenia defined using PM, but not TAM and PS, exhibited significantly poorer OS than those without sarcopenia (median 15.3 vs. 23.8 months, p = 0.034, 0.821, and 0.341, respectively). After adjustment for clinical variables, such as body mass index, liver function, alpha-fetoprotein level, clinical staging, treatment response, and posttreatment curative therapy, PM-defined sarcopenia (hazard ratio: 1.899, 95% confidence interval: 1.087-3.315) remained an independent predictor for the poor OS. Conclusion: CT-assessed sarcopenia defined using PM was an independent prognostic factor for the poorer prognosis of unresectable HCC after radioembolization.

2.
Mol Ther ; 31(7): 2077-2088, 2023 07 05.
Artículo en Inglés | MEDLINE | ID: mdl-37060176

RESUMEN

OBP-301 is an oncolytic adenovirus modified to replicate within cancer cells and lyse them. This open-label, non-comparative, phase I dose-escalation trial aimed to assess its safety and optimal dosage in 20 patients with advanced hepatocellular carcinoma. Good tolerance was shown with a maximum tolerated dose of 6 × 1012 viral particles. The most common treatment-emergent adverse events were influenza-like illness, pyrexia, fatigue, decreased platelet count, abdominal distension, and anemia. Cohorts 4 and 5 had approximately 50% higher levels of CD8+ T cells in the peripheral blood after injection. The best target response occurred in 14 patients, 4 of whom had progressive disease. Multiple intratumoral injections of OBP-301 were well tolerated in patients with advanced hepatocellular carcinoma. The stable disease rate for the injected tumors was greater than the overall response rate, even with no obvious tumor response. OBP-301 might have a greater impact on local response as histological examination revealed that the presence of OBP-301 was consistent with the necrotic area at the injection site. Increased infiltration of CD8+ T cells and <1% PD-L1 expression were observed in tumors after injection. Improved antitumor efficacy might be achieved in future studies via viral injection with volume adjustment and in combination with other immuno-therapeutics.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Viroterapia Oncolítica , Virus Oncolíticos , Telomerasa , Humanos , Adenoviridae/genética , Carcinoma Hepatocelular/etiología , Neoplasias Hepáticas/genética , Neoplasias Hepáticas/terapia , Línea Celular Tumoral , Viroterapia Oncolítica/efectos adversos , Virus Oncolíticos/genética
3.
Cancer Lett ; 563: 216192, 2023 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-37088327

RESUMEN

Immune checkpoint inhibitors are groundbreaking resources for cancer therapy. However, only a few patients with hepatocellular carcinoma (HCC) have shown positive responses to anti-PD-1 therapy. Neoantigens are sequence-altered proteins resulting from somatic mutations in cancer. This study identified the neoantigens of Hep-55.1C and Dt81 Hepa1-6 HCCs by comparing their whole exome sequences with those of a normal C57BL/6 mouse liver. Immunogenic long peptides were pooled as peptide vaccines. The vaccination elicited tumor-reactive immune responses in C57BL/6 mice, as demonstrated by IFN-γ ELISPOT and an in vitro killing assay of splenocytes. In the treatment of three mouse HCC models, combined neoantigen vaccination and anti-PD-1 resulted in more significant tumor regression than monotherapies. Flow cytometry of the tumor-infiltrating lymphocytes showed decreased Treg cells and monocytic myeloid-derived suppressor cells, increased CD8+ T cells, enhanced granzyme B expression, and reduced exhaustion-related markers PD-1 and Lag-3 on CD8+ T cells in the combination group. These findings provide a strong rationale for conducting clinical studies of using neoantigen vaccination in combination with anti-PD-1 to treat patients with HCC.


Asunto(s)
Vacunas contra el Cáncer , Carcinoma Hepatocelular , Neoplasias Hepáticas , Animales , Ratones , Carcinoma Hepatocelular/tratamiento farmacológico , Carcinoma Hepatocelular/genética , Neoplasias Hepáticas/genética , Linfocitos T CD8-positivos , Ratones Endogámicos C57BL , Vacunas contra el Cáncer/farmacología
4.
Pharmacol Res ; 188: 106646, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36621619

RESUMEN

The efficacy of treatment for advanced hepatocellular carcinoma (HCC) has remained limited. Polyinosinic-polycytidylic acid-poly-L-lysine carboxymethylcellulose (poly-ICLC) is a synthetic double-stranded RNA that serves as a viral mimic and induces an immune response. Intratumoral (IT) poly-ICLC injections can induce an autovaccination effect and prime the immune system, whereas intramuscular (IM) injection of poly-ICLC can attract and maintain tumor-specific cytotoxic T lymphocytes in tumors. We found that IT injection of poly-ICLC upregulated the expression of CD83 and CD86 on conventional type 1 dendritic cells in tumors. Combination therapy with IT followed by IM injections of poly-ICLC significantly inhibited tumor growth and increased the tumor-infiltrating CD8+ T cells in two syngeneic mouse models of HCC. Depletion of CD8+ T cells attenuated the antitumor effect. An IFN-γ enzyme-linked immunospot of purified tumoral CD8+ T cells revealed a significant proportion of tumor-specific T cells. Finally, the sequential poly-ICLC therapy induced abscopal effects in two dual-tumor models. This study provides evidence that the sequential poly-ICLC therapy significantly increased infiltration of tumor-specific CD8+ T cells in the tumors and induced CD8+ T cell-dependent inhibition of tumor growth, as well as abscopal effects.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Animales , Ratones , Carcinoma Hepatocelular/terapia , Carcinoma Hepatocelular/patología , Carboximetilcelulosa de Sodio , Linfocitos T CD8-positivos , Neoplasias Hepáticas/terapia , Poli I-C , Polilisina , Vacunación
5.
Abdom Radiol (NY) ; 46(10): 4647-4659, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34136936

RESUMEN

OBJECTIVES: To assess the respective diagnostic value of Sonazoid™ and SonoVue® for characterizing FLLs as benign or malignant and the corresponding safety. METHODS: This prospective Phase 3 study was conducted at 17 centres in China and Korea (May 2014 to April 2015); 424 patients (20 to 80 years) with at least 1 untreated focal liver lesion (FLL) (< 10 cm in diameter) underwent a contrast-enhanced ultrasound (CEUS) examination (218 received Sonazoid of 0.12 µL microbubbles/kg; 206 received SonoVue of 2.4 mL). Three independent blinded readers evaluated pre- and post-contrast images characterising the FLLs as benign or malignant. RESULTS: Sonazoid-enhanced and SonoVue-enhanced ultrasound provided a statistically significant improvement in specificity for all 3 readers comparing to unenhanced ultrasound (for Sonazoid: p = 0.0093, < 0.0001, 0.0011; for SonoVue: p = 0.002, 0.03, 0.12, respectively). Difference in accuracy improvement between the 2 groups was within the pre-specified non-inferiority margin of 20% for all 3 readers (6.1%, 95% CI: - 5.0 to 17.2; - 7.5%, 95% CI: - 18.4 to 3.5; - 0.3%, 95% CI: - 11.3 to 10.7). The diagnostic confidence level for all 3 readers increased with post-contrast images relative to pre-contrast images. Both contrast agents were well tolerated. CONCLUSION: Results showed a similar efficacy for Sonazoid™ and SonoVue® in diagnosing FLLs as benign or malignant, and underlined the benefit of CEUS imaging over unenhanced ultrasound imaging in reaching a confident diagnosis without having to refer patients for additional imaging exams.


Asunto(s)
Medios de Contraste , Neoplasias Hepáticas , Compuestos Férricos , Humanos , Hierro , Hígado/diagnóstico por imagen , Neoplasias Hepáticas/diagnóstico por imagen , Óxidos , Fosfolípidos , Estudios Prospectivos , Sensibilidad y Especificidad , Hexafluoruro de Azufre , Ultrasonografía
6.
Clin Mol Hepatol ; 27(2): 305-312, 2021 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-33317239

RESUMEN

BACKGROUND/AIMS: The core needle biopsy (CNB), fine needle aspiration cytology (FNAC) and touch imprint cytology (TIC) are commonly used tools for the diagnosis of hepatic malignancies. However, little is known about the benefits and criteria for selecting appropriate technique among them in clinical practice. We aimed to compare the sensitivity of ultrasound-guided CNB, FNAC, TIC as well as combinations for the diagnosis of hepatic malignancies, and to determine the factors associated with better sensitivity in each technique. METHODS: From January 2018 to December 2019, a total of 634 consecutive patients who received ultrasound-guided liver biopsies at the National Taiwan University Hospital was collected, of whom 235 with confirmed malignant hepatic lesions receiving CNB, FNAC and TIC simultaneously were enrolled for analysis. The clinical and procedural data were compared. RESULTS: The sensitivity of CNB, FNAC and TIC for the diagnosis of malignant hepatic lesions were 93.6%, 71.9%, and 85.1%, respectively. Add-on use of FNAC or TIC to CNB provided additional sensitivity of 2.1% and 0.4%, respectively. FNAC exhibited a significantly higher diagnostic rate in the metastatic cancers (P=0.011), hyperechoic lesions on ultrasound (P=0.028), and those with depth less than 4.5 cm from the site of needle insertion (P=0.036). CONCLUSION: The sensitivity of CNB is superior to that of FNAC and TIC for the diagnosis of hepatic malignancies. Nevertheless, for shallow (depth <4.5 cm) and hyperechoic lesions not typical for primary liver cancers, FNAC alone provides excellent sensitivity.


Asunto(s)
Neoplasias Hepáticas , Biopsia con Aguja Fina , Biopsia con Aguja Gruesa , Humanos , Sensibilidad y Especificidad , Ultrasonografía
8.
J Med Ultrasound ; 28(2): 59-82, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32874864

RESUMEN

The first edition of the guidelines for the use of ultrasound contrast agents was published in 2004, dealing with liver applications. The second edition of the guidelines in 2008 reflected changes in the available contrast agents and updated the guidelines for the liver, as well as implementing some nonliver applications. The third edition of the contrast-enhanced ultrasound (CEUS) guidelines was the joint World Federation for Ultrasound in Medicine and Biology-European Federation of Societies for Ultrasound in Medicine and Biology (WFUMB-EFSUMB) venture in conjunction with other regional US societies such as Asian Federation of Societies for Ultrasound in Medicine and Biology, resulting in a simultaneous duplicate on liver CEUS in the official journals of both WFUMB and EFSUMB in 2013. However, no guidelines were described mainly for Sonazoid due to limited clinical experience only in Japan and Korea. The new proposed consensus statements and recommendations provide general advice on the use of Sonazoid and are intended to create standard protocols for the use and administration of Sonazoid in hepatic and pancreatobiliary applications in Asian patients and to improve patient management.

9.
Ultrasonography ; 39(3): 191-220, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32447876

RESUMEN

The first edition of the guidelines for the use of ultrasound contrast agents was published in 2004, dealing with liver applications. The second edition of the guidelines in 2008 reflected changes in the available contrast agents and updated the guidelines for the liver, as well as implementing some nonliver applications. The third edition of the contrast-enhanced ultrasound (CEUS) guidelines was the joint World Federation for Ultrasound in Medicine and Biology-European Federation of Societies for Ultrasound in Medicine and Biology (WFUMB-EFSUMB) venture in conjunction with other regional US societies such as Asian Federation of Societies for Ultrasound in Medicine and Biology, resulting in a simultaneous duplicate on liver CEUS in the official journals of both WFUMB and EFSUMB in 2013. However, no guidelines were described mainly for Sonazoid due to limited clinical experience only in Japan and Korea. The new proposed consensus statements and recommendations provide general advice on the use of Sonazoid and are intended to create standard protocols for the use and administration of Sonazoid in hepatic and pancreatobiliary applications in Asian patients and to improve patient management.

10.
J Hepatol ; 73(1): 121-129, 2020 07.
Artículo en Inglés | MEDLINE | ID: mdl-32165253

RESUMEN

BACKGROUND & AIMS: Few studies have been conducted to compare the efficacies of stereotactic body radiation therapy (SBRT) and radiofrequency ablation (RFA). Thus, in this multinational study, we compared the effectiveness of SBRT and RFA in patients with unresectable HCC. METHODS: The retrospective study cohort included 2,064 patients treated in 7 hospitals: 1,568 and 496 in the RFA and SBRT groups, respectively. More than half of the patients (56.5%) developed recurrent tumors, mainly after transarterial chemoembolization (44.8%). Propensity score matching was performed to adjust for clinical factors (n = 313 in each group). RESULTS: At baseline, the SBRT group had unfavorable clinical features compared to the RFA group, including BCLC stage (B-C 65% vs. 16%), tumor size (median 3.0 cm vs. 1.9 cm), and frequent history of liver-directed treatment (81% vs. 49%, all p <0.001). With a median follow-up of 27.7 months, the 3-year cumulative local recurrence rates in the SBRT and RFA groups were 21.2% and 27.9%, respectively (p <0.001). After adjusting for clinical factors, SBRT was related to a significantly lower risk of local recurrence than RFA in both the entire (hazard ratio [HR] 0.45, p <0.001) and matched (HR 0.36, p <0.001) cohorts. In subgroup analysis, SBRT was associated with superior local control in small tumors (≤3 cm) irrespective of location, large tumors located in the subphrenic region, and those that progressed after transarterial chemoembolization. Acute grade ≥3 toxicities occurred in 1.6% and 2.6% of the SBRT and RFA patients, respectively (p = 0.268). CONCLUSIONS: SBRT could be an effective alternative to RFA for unresectable HCC, particularly for larger tumors (>3 cm) in a subphrenic location and tumors that have progressed after transarterial chemoembolization. LAY SUMMARY: It is currently not known what the best treatment option is for patients with unresectable hepatocellular carcinoma. Here, we show that stereotactic body radiation therapy provides better local control than radiofrequency ablation, with comparable toxicities. Stereotactic body radiation therapy appears to be an effective alternative to radiofrequency ablation that should be considered when there is a higher risk of local recurrence or toxicity after radiofrequency ablation.


Asunto(s)
Carcinoma Hepatocelular , Neoplasias Hepáticas , Recurrencia Local de Neoplasia , Ablación por Radiofrecuencia , Radiocirugia , Asia/epidemiología , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/patología , Carcinoma Hepatocelular/terapia , Quimioembolización Terapéutica/efectos adversos , Quimioembolización Terapéutica/estadística & datos numéricos , Femenino , Humanos , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/patología , Neoplasias Hepáticas/terapia , Masculino , Persona de Mediana Edad , Clasificación del Tumor , Recurrencia Local de Neoplasia/diagnóstico , Recurrencia Local de Neoplasia/epidemiología , Estadificación de Neoplasias , Pronóstico , Ablación por Radiofrecuencia/efectos adversos , Ablación por Radiofrecuencia/métodos , Ablación por Radiofrecuencia/estadística & datos numéricos , Radiocirugia/efectos adversos , Radiocirugia/métodos , Radiocirugia/estadística & datos numéricos , Estudios Retrospectivos , Medición de Riesgo/métodos , Factores de Riesgo , Resultado del Tratamiento , Carga Tumoral
11.
J Med Ultrasound ; 27(2): 81-85, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31316217

RESUMEN

BACKGROUND: The purpose of this study was to report the safety of perfluorobutane (Sonazoid) as a vascular-phase imaging agent in characterizing focal liver lesions (FLLs). MATERIALS AND METHODS: From May 2014 to April 2015, a total of 54 individuals who received Sonazoid contrast-enhanced ultrasound (CEUS) were enrolled at 5 hospitals of 4 medical centers. All individuals were included in safety evaluation. A prospective study to evaluate the adverse effect (AE) incidences after intravenous administration of Sonazoid. RESULTS: Sonazoid was well tolerated. Treatment-emergent adverse events (TEAEs) representing AE were recorded for 13 (24.1%) patients. The most common AE was abdominal pain (9.3%), followed by heart rate irregularity (5.6%). The majority of these patients (69.2%) experienced TEAEs that were mild in intensity. Sonazoid causes no significant AEs after intravenous injection. The only noteworthy AEs are related to tolerable myalgia (3.7%), abdominal pain (1.9%), and headache (1.9%). None of the 54 patients showed serious adverse effects. CONCLUSION: Sonazoid shows good safety and tolerance of intravenous use during CEUS of the liver for evaluation of FLLs.

14.
Cancer Nurs ; 40(3): 245-254, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-27281033

RESUMEN

BACKGROUND: Age might affect the change in care needs in patients with hepatocellular carcinoma after treatment during their transition process from hospital to home. However, there have been no studies that focus on this. OBJECTIVE: The aim of this study is to examine changes in unmet supportive care needs in young (<65 years old) and elderly (≥65 years old) groups of patients with hepatocellular carcinoma from before discharge to 2 months after discharge. METHODS: A longitudinal prospective study design was used with recruited participants at a teaching hospital in Taiwan. Data were collected 3 times: within 3 days before discharge and at 1 and 2 months after discharge. A set of questionnaires was used to assess participants' levels of supportive care needs, symptom distress, anxiety, and depression. RESULTS: A total of 104 patients completed the data collection process. Supportive care needs decreased monthly after discharge, with health system and information being the domain with the highest level of unmet needs in the 2 groups. The young group had a higher level of overall unmet needs before discharge, but they had a lower level of overall needs compared with the elderly group after 2 months of discharge. CONCLUSIONS: Age could be a significant potential factor to affect change in unmet needs during transition. IMPLICATIONS FOR PRACTICE: Comprehensive assessment in care needs especially in the health system and information and physical and daily living domains before discharge is recommended to design personalized education programs before discharge.


Asunto(s)
Carcinoma Hepatocelular/terapia , Necesidades y Demandas de Servicios de Salud , Servicios de Atención de Salud a Domicilio , Neoplasias Hepáticas/terapia , Alta del Paciente , Apoyo Social , Cuidado de Transición , Factores de Edad , Anciano , Femenino , Hospitales de Enseñanza , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Encuestas y Cuestionarios , Taiwán
15.
PLoS One ; 10(3): e0122528, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-25826279

RESUMEN

An appropriate liver-specific progenitor cell marker is a stepping stone in liver regenerative medicine. Here, we report brain isoform glycogen phosphorylase (GPBB) as a novel liver progenitor cell marker. GPBB was identified in a protein complex precipitated by a monoclonal antibody Ligab generated from a rat liver progenitor cell line Lig-8. Immunoblotting results show that GPBB was expressed in two liver progenitor cell lines Lig-8 and WB-F344. The levels of GPBB expression decreased in the WB-F344 cells under sodium butyrate (SB)-induced cell differentiation, consistent with roles of GPBB as a liver progenitor cell marker. Short hairpin RNA (shRNA)-mediated GPBB knockdown followed by glucose deprivation test shows that GPBB aids in liver progenitor cell survival under low glucose conditions. Furthermore, shRNA-mediated GPBB knockdown followed by SB-induced cell differentiation shows that reducing GPBB expression delayed liver progenitor cell differentiation. We conclude that GPBB is a novel liver progenitor cell marker, which facilitates liver progenitor cell survival under low glucose conditions and cell differentiation.


Asunto(s)
Glucógeno Fosforilasa de Forma Encefálica/metabolismo , Glucógeno Fosforilasa/metabolismo , Hígado/citología , Células Madre/enzimología , Animales , Ácido Butírico/farmacología , Diferenciación Celular/efectos de los fármacos , Línea Celular , Células Cultivadas , Técnicas de Silenciamiento del Gen , Glucógeno Fosforilasa de Forma Encefálica/genética , Inmunoprecipitación , Ratas , Ratas Endogámicas F344
16.
Liver Cancer ; 4(4): 215-27, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26734577

RESUMEN

Current novel imaging techniques in the diagnosis of hepatocellular carcinoma (HCC), with the latest evidence in this field, was discussed at the Asia-Pacific Primary Liver Cancer Expert (APPLE) meeting held in Taipei, Taiwan, in July 2014. Based on their expertise in a specific area of research, the novel imaging group comprised 12 participants from Japan, South Korea, Taiwan, and China and it included 10 abdominal radiologists, one hepatologist, and one pathologist. The expert participants discussed topics related to HCC imaging that were divided into four categories: (i) detection method, (ii) diagnostic method, (iii) evaluation method, and (iv) functional method. Consensus was reached on 10 statements; specific comments on each statement were provided to explain the rationale for the voting results and to suggest future research directions.

17.
IEEE J Biomed Health Inform ; 19(3): 1036-43, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-25222960

RESUMEN

A description of patient conditions should consist of the changes in and combination of clinical measures. Traditional data-processing method and classification algorithms might cause clinical information to disappear and reduce prediction performance. To improve the accuracy of clinical-outcome prediction by using multiple measurements, a new multiple-time-series data-processing algorithm with period merging is proposed. Clinical data from 83 hepatocellular carcinoma (HCC) patients were used in this research. Their clinical reports from a defined period were merged using the proposed merging algorithm, and statistical measures were also calculated. After data processing, multiple measurements support vector machine (MMSVM) with radial basis function (RBF) kernels was used as a classification method to predict HCC recurrence. A multiple measurements random forest regression (MMRF) was also used as an additional evaluation/classification method. To evaluate the data-merging algorithm, the performance of prediction using processed multiple measurements was compared to prediction using single measurements. The results of recurrence prediction by MMSVM with RBF using multiple measurements and a period of 120 days (accuracy 0.771, balanced accuracy 0.603) were optimal, and their superiority to the results obtained using single measurements was statistically significant (accuracy 0.626, balanced accuracy 0.459, P < 0.01). In the cases of MMRF, the prediction results obtained after applying the proposed merging algorithm were also better than single-measurement results (P < 0.05). The results show that the performance of HCC-recurrence prediction was significantly improved when the proposed data-processing algorithm was used, and that multiple measurements could be of greater value than single.


Asunto(s)
Algoritmos , Minería de Datos/métodos , Modelos Estadísticos , Estudios de Tiempo y Movimiento , Bases de Datos Factuales , Humanos , Informática Médica , Reproducibilidad de los Resultados , Máquina de Vectores de Soporte
18.
Comput Methods Programs Biomed ; 117(3): 425-34, 2014 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-25278224

RESUMEN

BACKGROUND AND OBJECTIVE: Recurrence of hepatocellular carcinoma (HCC) is an important issue despite effective treatments with tumor eradication. Identification of patients who are at high risk for recurrence may provide more efficacious screening and detection of tumor recurrence. The aim of this study was to develop recurrence predictive models for HCC patients who received radiofrequency ablation (RFA) treatment. METHODS: From January 2007 to December 2009, 83 newly diagnosed HCC patients receiving RFA as their first treatment were enrolled. Five feature selection methods including genetic algorithm (GA), simulated annealing (SA) algorithm, random forests (RF) and hybrid methods (GA+RF and SA+RF) were utilized for selecting an important subset of features from a total of 16 clinical features. These feature selection methods were combined with support vector machine (SVM) for developing predictive models with better performance. Five-fold cross-validation was used to train and test SVM models. RESULTS: The developed SVM-based predictive models with hybrid feature selection methods and 5-fold cross-validation had averages of the sensitivity, specificity, accuracy, positive predictive value, negative predictive value, and area under the ROC curve as 67%, 86%, 82%, 69%, 90%, and 0.69, respectively. CONCLUSIONS: The SVM derived predictive model can provide suggestive high-risk recurrent patients, who should be closely followed up after complete RFA treatment.


Asunto(s)
Carcinoma Hepatocelular/diagnóstico , Carcinoma Hepatocelular/radioterapia , Ablación por Catéter/métodos , Neoplasias Hepáticas/diagnóstico , Neoplasias Hepáticas/radioterapia , Máquina de Vectores de Soporte , Anciano , Femenino , Humanos , Masculino , Informática Médica/métodos , Persona de Mediana Edad , Modelos Teóricos , Valor Predictivo de las Pruebas , Curva ROC , Ondas de Radio , Recurrencia , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
19.
World J Gastroenterol ; 20(17): 5060-5, 2014 May 07.
Artículo en Inglés | MEDLINE | ID: mdl-24803819

RESUMEN

AIM: To investigate whether hepatitis B virus (HBV) and hepatitis C virus (HCV) increase risk of pancreatic ductal adenocarcinoma (PDAC). METHODS: We recruited 585 patients with cytological and/or pathologically confirmed PDAC in National Taiwan University Hospital from September 2000 to September 2013, and 1716 age-, sex-, and race-matched controls who received a screening program in a community located in Northern Taiwan. Blood samples were tested for the presence of HCV antibodies (anti-HCV), HBV surface antigen (HBsAg), antibodies against HBsAg (anti-HBs), and hepatitis B core antigen (anti-HBc) in all cases and controls. The odds ratio (OR) of PDAC was estimated by logistic regression analysis with adjustment diabetes mellitus (DM) and smoking. RESULTS: HBsAg was positive in 73 cases (12.5%) and 213 controls (12.4%). Anti-HCV was positive in 22 cases (3.8%) and 45 controls (2.6%). Anti-HBs was positive in 338 cases (57.8%) and 1047 controls (61.0%). The estimated ORs of PDAC in multivariate analysis were as follows: DM, 2.08 (95%CI: 1.56-2.76, P < 0.001), smoking, 1.36 (95%CI: 1.02-1.80, P = 0.035), HBsAg(+)/anti-HBc(+)/anti-HBs(-), 0.89 (95%CI: 0.89-1.68, P = 0.219), HBsAg(-)/anti-HBc(+)/anti-HBs(+), 1.03 (95%CI: 0.84-1.25, P = 0.802). CONCLUSION: HBV and HCV infection are not associated with risk of PDCA after adjustment for age, sex, DM and smoking, which were independent risk factors of PDAC.


Asunto(s)
Carcinoma Ductal Pancreático/epidemiología , Hepacivirus/patogenicidad , Virus de la Hepatitis B/patogenicidad , Hepatitis B/epidemiología , Hepatitis C/epidemiología , Neoplasias Pancreáticas/epidemiología , Factores de Edad , Anciano , Biomarcadores/sangre , Carcinoma Ductal Pancreático/diagnóstico , Carcinoma Ductal Pancreático/virología , Distribución de Chi-Cuadrado , Diabetes Mellitus/epidemiología , Femenino , Hepacivirus/inmunología , Hepatitis B/diagnóstico , Anticuerpos contra la Hepatitis B/sangre , Antígenos del Núcleo de la Hepatitis B/inmunología , Antígenos de Superficie de la Hepatitis B/sangre , Virus de la Hepatitis B/inmunología , Hepatitis C/diagnóstico , Anticuerpos contra la Hepatitis C/sangre , Humanos , Modelos Logísticos , Masculino , Persona de Mediana Edad , Análisis Multivariante , Oportunidad Relativa , Neoplasias Pancreáticas/diagnóstico , Neoplasias Pancreáticas/virología , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Factores Sexuales , Fumar/efectos adversos , Fumar/epidemiología , Taiwán/epidemiología
20.
Telemed J E Health ; 19(9): 704-10, 2013 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-23869395

RESUMEN

OBJECTIVE: To provide an efficient way for tracking patients' condition over long periods of time and to facilitate the collection of clinical data from different types of narrative reports, it is critical to develop an efficient method for smoothly analyzing the clinical data accumulated in narrative reports. MATERIALS AND METHODS: To facilitate liver cancer clinical research, a method was developed for extracting clinical factors from various types of narrative clinical reports, including ultrasound reports, radiology reports, pathology reports, operation notes, admission notes, and discharge summaries. An information extraction (IE) module was developed for tracking disease progression in liver cancer patients over time, and a rule-based classifier was developed for answering whether patients met the clinical research eligibility criteria. The classifier provided the answers and direct/indirect evidence (evidence sentences) for the clinical questions. To evaluate the implemented IE module and the classifier, the gold-standard annotations and answers were developed manually, and the results of the implemented system were compared with the gold standard. RESULTS: The IE model achieved an F-score from 92.40% to 99.59%, and the classifier achieved accuracy from 96.15% to 100%. CONCLUSIONS: The application was successfully applied to the various types of narrative clinical reports. It might be applied to the key extraction for other types of cancer patients.


Asunto(s)
Minería de Datos/métodos , Registros Electrónicos de Salud , Estado de Salud , Neoplasias Hepáticas , Progresión de la Enfermedad , Femenino , Humanos , Masculino , Modelos Teóricos , Procesamiento de Lenguaje Natural , Taiwán
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