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1.
Br J Radiol ; 95(1139): 20211137, 2022 Oct 01.
Article in English | MEDLINE | ID: mdl-36165329

ABSTRACT

METHODS: Between December 2017 and December 2018, 153 HCC patients (134 males and 19 females; mean age, 56.0 ± 10.2 years; range, 28-78 years) treated with radical therapy were enrolled in our retrospective study and were divided into a training cohort (n = 107) and a validation cohort (n = 46). All patients underwent preoperative CTC tests and CEUS examinations before treatment. The ultrasomics signature was extracted and built from CEUS images. Univariate and multivariate logistic regression analyses were used to identify the significant variables related to ER, which were then combined to build a predictive nomogram. The performance of the nomogram was evaluated by its discrimination, calibration and clinical utility. The predictive model was further evaluated in the internal validation cohort. RESULTS: HBV DNA, serum AFP level, CTC status, tumour size and ultrasomics score were identified as independent predictors associated with ER (all p < 0.05). Multivariable logistic regression analysis showed that the CTC status (OR = 7.02 [95% CI, 2.07 to 28.38], p = 0.003) and ultrasomics score (OR = 148.65 [95% CI, 25.49 to 1741.72], p < 0.001) were independent risk factors for ER. The nomogram based on ultrasomics score, CTC status, serum AFP level and tumour size exhibited C-indexes of 0.933 (95% CI, 0.878 to 0.988) and 0.910 (95% CI, 0.765 to 1.055) in the training and validation cohorts, respectively, fitting well in calibration curves. Decision curve analysis further confirmed the clinical usefulness of the nomogram. CONCLUSION: The nomogram incorporating CTC, ultrasomics features and independent clinical risk factors achieved satisfactory preoperative prediction of ER in HCC patients after radical treatment. ADVANCES IN KNOWLEDGE: 1. CTC status and ultrasomics score were identified as independent predictors associated with ER of HCC after radical treatment. 2. The nomogram constructed by ultrasomics score generated by 17 ultrasomics features, combined with CTCs and independent clinical risk factors such as AFP and tumour size. 3. The nomogram exhibited satisfactory discriminative power, and could be clinically useful in the preoperative prediction of ER after radical treatment in HCC patients.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Neoplastic Cells, Circulating , Aged , Female , Humans , Male , Middle Aged , alpha-Fetoproteins/analysis , Carcinoma, Hepatocellular/diagnostic imaging , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/surgery , DNA, Viral , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/genetics , Liver Neoplasms/surgery , Nomograms , Retrospective Studies , Adult
2.
Int J Hyperthermia ; 39(1): 1143-1151, 2022.
Article in English | MEDLINE | ID: mdl-36039777

ABSTRACT

OBJECTIVES: To examine the prognostic value of preoperative alfa-fetoprotein (AFP) density and other clinical factors in patients undergoing percutaneous radiofrequency ablation (RFA) of hepatocellular carcinoma (HCC). METHODS: From January 2010 to December 2018, a total of 543 patients undergoing RFA for HCC meeting the Milan criteria were included at our institution. AFP density was calculated as absolute AFP pre-ablation divided by the total volume of all HCC lesions. The survival rates according to AFP density were estimated using the Kaplan-Meier method and compared using the log-rank test. Univariate and multivariate Cox proportional-hazards regression analyses were used to assess predictors of overall survival (OS) and progression-free survival (PFS). RESULTS: The Kaplan-Meier 1-, 3-, and 5-year OS rates were 98.8%, 88.5%, and 70.4%, respectively, for the low AFP density group, and 98.3%, 74.9%, and 49.4%, respectively, for the high AFP density group. The corresponding PFS rates were 78.9%, 56.7%, and 40.9% (low AFP density group), and 63.6%, 40.8%, and 27.5% (high AFP density group). High AFP density was associated with significantly reduced PFS and OS (both p < 0.001). Multivariate analysis suggested that AFP density was a predictor of OS and PFS. CONCLUSIONS: Serum AFP density may serve as a promising predictor of survival in patients with HCC undergoing RFA. High AFP density could identify patients who might be prone to recurrence or progression and need close surveillance.


Subject(s)
Carcinoma, Hepatocellular , Catheter Ablation , Liver Neoplasms , Radiofrequency Ablation , Carcinoma, Hepatocellular/pathology , Humans , Liver Neoplasms/pathology , Neoplasm Recurrence, Local/surgery , Prognosis , Retrospective Studies , Treatment Outcome , alpha-Fetoproteins
3.
Front Oncol ; 11: 544979, 2021.
Article in English | MEDLINE | ID: mdl-33842303

ABSTRACT

BACKGROUND: The typical enhancement patterns of hepatocellular carcinoma (HCC) on contrast-enhanced ultrasound (CEUS) are hyper-enhanced in the arterial phase and washed out during the portal venous and late phases. However, atypical variations make a differential diagnosis both challenging and crucial. We aimed to investigate whether machine learning-based ultrasonic signatures derived from CEUS images could improve the diagnostic performance in differentiating focal nodular hyperplasia (FNH) and atypical hepatocellular carcinoma (aHCC). PATIENTS AND METHODS: A total of 226 focal liver lesions, including 107 aHCC and 119 FNH lesions, examined by CEUS were reviewed retrospectively. For machine learning-based ultrasomics, 3,132 features were extracted from the images of the baseline, arterial, and portal phases. An ultrasomics signature was generated by a machine learning model. The predictive model was constructed using the support vector machine method trained with the following groups: ultrasomics features, radiologist's score, and combination of ultrasomics features and radiologist's score. The diagnostic performance was explored using the area under the receiver operating characteristic curve (AUC). RESULTS: A total of 14 ultrasomics features were chosen to build an ultrasomics model, and they presented good performance in differentiating FNH and aHCC with an AUC of 0.86 (95% confidence interval [CI]: 0.80, 0.89), a sensitivity of 76.6% (95% CI: 67.5%, 84.3%), and a specificity of 80.5% (95% CI: 70.6%, 85.9%). The model trained with a combination of ultrasomics features and the radiologist's score achieved a significantly higher AUC (0.93, 95% CI: 0.89, 0.96) than that trained with the radiologist's score (AUC: 0.84, 95% CI: 0.79, 0.89, P < 0.001). For the sub-group of HCC with normal AFP value, the model trained with a combination of ultrasomics features, and the radiologist's score remain achieved the highest AUC of 0.92 (95% CI: 0.87, 0.96) compared to that with the ultrasomics features (AUC: 0.86, 95% CI: 0.74, 0.89, P < 0.001) and radiologist's score (AUC: 0.86, 95% CI: 0.79, 0.91, P < 0.001). CONCLUSIONS: Machine learning-based ultrasomics performs as well as the staff radiologist in predicting the differential diagnosis of FNH and aHCC. Incorporating an ultrasomics signature into the radiologist's score improves the diagnostic performance in differentiating FNH and aHCC.

4.
Int J Hyperthermia ; 38(1): 461-470, 2021.
Article in English | MEDLINE | ID: mdl-33752538

ABSTRACT

OBJECTIVE: To investigate the risk factors affecting the technical failure of artificial ascites (AA) formation and to evaluate the local control efficacy of percutaneous thermal ablation assisted by the AA for hepatic tumors. METHODS: A total of 341 patients with 362 hepatic tumors who underwent thermal ablation assisted by AA were reviewed retrospectively. The technical success of AA, the volume of liquid, and local efficacy after ablation were assessed. Predictive factors for the technical failure of AA formation and local tumor progression (LTP) were analyzed using univariate and multivariate analysis. RESULTS: The technical success rate of AA formation was 81.8% (296/362). The amount of fluid was higher when the tumor was located in the left lobe of the liver than when it was located in the right lobe (median 950 ml versus 700 ml, p < 0.001). Previous hepatic resection (OR: 12.63, 95% CI: 2.93-54.45, p < 0.001), ablation (OR: 6.48, 95% CI: 1.36-30.92, p = 0.019) and upper-abdomen surgery (OR: 11.34, 95% CI: 1.96-65.67, p = 0.007) were the independent risk factors of AA failure. In the AA success group, the complete ablation rate was higher and the LTP rate was lower than that in the AA failure group (98.7 versus 92.4%, p = 0.012; 8.8 versus 21.2%, p = 0.004). Multivariate analysis identified AA failure (p = 0.004), tumor size (>3.0 cm) (p = 0.002) and metastatic liver tumor (p = 0.008) as independent risk factors for LTP. CONCLUSION: History of hepatic resection, ablation and upper abdomen surgery were significant predictive factors affecting the technical failure of AA formation. Successful introduction of AA before thermal ablation can achieve better local tumor control efficacy.


Subject(s)
Carcinoma, Hepatocellular , Catheter Ablation , Liver Neoplasms , Ascites/surgery , Carcinoma, Hepatocellular/surgery , Humans , Liver Neoplasms/surgery , Retrospective Studies , Risk Factors , Treatment Outcome
5.
Eur Radiol ; 31(9): 6758-6767, 2021 Sep.
Article in English | MEDLINE | ID: mdl-33675388

ABSTRACT

OBJECTIVES: To investigate the inter-reader agreement of contrast-enhanced ultrasound (CEUS) of Liver Imaging Reporting and Data System version 2017 (LI-RADS v2017) categories among radiologists with different levels of experience. MATERIALS AND METHODS: From January 2014 to December 2014, a total of 326 patients at high risk of hepatocellular carcinoma (HCC) who underwent CEUS were included in this retrospective study. All lesions were classified according to LI-RADS v2017 by six radiologists with different levels of experiences: two residents, two fellows, and two specialists. Kappa coefficient was used to assess consistency of LI-RADS categories and major features among radiologists with different levels of experience. The diagnostic performance of HCC was described by accuracy, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and area under the curve (AUC). RESULTS: Inter-reader agreement among radiologists of different experience levels was substantial agreement for arterial phase hyperenhancement, washout appearance, and early or late washout. Inter-reader agreement for LI-RADS categories was moderate to substantial. When LR-5 was used as criteria to determinate HCC, the AUC of LI-RADS for HCC was 0.67 for residents, 0.72 for fellows, and 0.78 for specialist radiologists. When compared between residents and specialists, accuracy, sensitivity, and AUC were significantly different (all p < 0.05). However, there were no significant differences in specificity, PPV, and NPV between the two groups. CONCLUSION: CEUS LI-RADS showed good diagnostic consistency among radiologists with different levels of experience, and consistency increased with experience levels. KEY POINTS: • The inter-reader agreement for LI-RADS categories was moderate to substantial agreement (κ, 0.60-0.80). • When compared between residents and specialists, accuracy, sensitivity, and AUC showed significantly different (all p < 0.05). However, there were no significant differences for specificity, PPV, and NPV between these two groups. • Among the radiologists with more than 1 year of experience, there was no significant difference in the diagnostic performance of HCC, suggesting that CEUS LI-RADS is a good standardized categorization system for high-risk patients.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Carcinoma, Hepatocellular/diagnostic imaging , Contrast Media , Humans , Liver Neoplasms/diagnostic imaging , Magnetic Resonance Imaging , Radiologists , Retrospective Studies , Sensitivity and Specificity
6.
Eur Radiol ; 31(7): 5379-5389, 2021 Jul.
Article in English | MEDLINE | ID: mdl-33404697

ABSTRACT

OBJECTIVES: Restricted mean survival time (RMST) has been increasingly used to assess the treatment effect. We aimed to evaluate a treatment effect of radiofrequency ablation (RFA) versus liver transplantation (LT) and surgical resection (SR) for hepatocellular carcinoma (HCC) within Milan criteria by using an adjusted RMST. METHODS: A total of 7,218 HCC patients (RFA, 3,327; LT, 2,332; SR 1,523) within Milan criteria were eligible for this retrospectively study. The RMST using inverse probability of treatment weighting (IPTW) adjustment were applied to estimate the treatment effect between RFA and LT, RFA, and SR groups. RESULTS: The 3-, 5-, and 10-year IPTW-adjusted difference in RMST of OS for LT over RFA were + 4.5, + 12.4, and + 36.3 months, respectively. For SR versus RFA group, the survival benefit was + 2.3, + 6.1, and + 15.8 months at 3, 5, and 10 years, respectively. But the incremental survival benefit of SR over RFA was only half than that of LT over RFA. In the subgroup of solitary tumor ≤ 2 cm, the adjusted RMST of RFA versus SR was comparable with no statistical differences. Beyond that, in comparison with RFA, a notably greater efficacy of LT and SR was consistently across all subgroups with solitary HCC > 2.0 cm, AFP positive or negative, and fibrosis score 0-4 or 5-6. CONCLUSIONS: RMST provides a measure of absolute survival benefit at a specific time point. Using IPTW-adjusted RMST, we showed that the incremental survival benefit of SR over RFA was about half than that of LT over RFA. KEY POINTS: • The restricted mean survival time offers an intuitive, clinically meaningful interpretation to quantify the treatment effect than the hazard ratio. • Liver transplantation and surgical resection provided better overall survival compared to radiofrequency ablation for HCC patients within Milan criteria, but RFA and SR provide equivalent long-term overall survival for solitary HCC ≤ 2 cm. • The incremental survival benefit of surgical resection over radiofrequency ablation was only half than that of liver transplantation over radiofrequency ablation.


Subject(s)
Carcinoma, Hepatocellular , Catheter Ablation , Liver Neoplasms , Liver Transplantation , Radiofrequency Ablation , Carcinoma, Hepatocellular/surgery , Hepatectomy , Humans , Liver Neoplasms/surgery , Retrospective Studies , Treatment Outcome
7.
BMC Cardiovasc Disord ; 20(1): 454, 2020 10 20.
Article in English | MEDLINE | ID: mdl-33081697

ABSTRACT

OBJECTIVES: To explore the lesion outline and thermal field distribution of radiofrequency ablation (RFA) and laser ablation (LA) in myocardial ablation in vitro. MATERIALS AND METHODS: Twenty-four fresh porcine hearts were ablated with RFA or LA in vitro. The radiofrequency electrode or laser fiber and two parallel thermocouple probes were inserted into the myocardium under ultrasound guidance. The output power for RFA was 20 W/s and for LA was 5 W/s, and the total thermal energies were 1200 J, 2400 J, 3600 J, and 4800 J. The range of ablation lesions was measured, and temperature data were recorded simultaneously. RESULTS: All coagulation zones were ellipsoidal with clear boundaries. The center of LA was carbonized more obviously than that of RFA. With the accumulation of thermal energy and the extended time, all the ablation lesions induced by both RFA and LA were enlarged. By comparing the increase in thermal energy between the two groups, both the short-axis diameter and the volume change showed significant differences between the 1200 J and 3600 J groups and between the 2400 J and 4800 J groups (all P < 0.05). Both the short-axis diameter and the volume of the coagulation necrosis zone formed by LA were always larger than those of RFA at the same accumulated thermal energy. The temperatures of the two thermocouple probes increased with each energy increment. At the same accumulated energy, the temperature of LA was much higher than that of RFA at the same point. The initial temperature increase at 0.5 cm of LA was rapid. The temperature reached 43 °C and the accumulated energy reached 1200 J after approximately 4 min. After that the temperature increased at a slower rate to 70  C. For the RFA at the point of 0.5 cm, the initial temperature increased rapidly to 30 °C with the same accumulated energy of 1200 J after only 1 min. In the range of 4800 J of accumulated thermal energy, only the temperature of LA at the point of 0.5 cm exceeded 60 °C when the energy reached approximately 3000 J. CONCLUSIONS: Both RFA and LA were shown to be reliable methods for myocardial ablation. The lesion outline and thermal field distribution of RFA and LA should be considered when performing thermal ablation in the intramyocardial septum during hypertrophic obstructive cardiomyopathy.


Subject(s)
Catheter Ablation , Laser Therapy , Myocardium/pathology , Animals , Catheter Ablation/adverse effects , In Vitro Techniques , Laser Therapy/adverse effects , Sus scrofa , Temperature , Time Factors
8.
Int J Hyperthermia ; 37(1): 592-599, 2020.
Article in English | MEDLINE | ID: mdl-32484012

ABSTRACT

Objective: The study aimed to compare effectiveness and safety of thermal ablation and hepatic resection in patients with liver metastases of gastrointestinal stromal tumors (GISTs).Method: A total of 55 patients (27 in the ablation group and 28 in the surgery group) with liver metastases were included. Overall survival (OS) and progression-free survival (PFS) were assessed with Kaplan-Meier's survival estimate curves. Univariate and multivariate regression analyses were carried out to identify potential prognostic factors.Results: The median OS was 102.0 months in the ablation group and 117.0 months in the surgery group (p = .875). The 1-, 3- and 5-year OS rates were 100%, 88.9% and 74.1% in the ablation group and 92.8%, 82.1% and 78.6% in the surgery group, respectively. The 1-, 3- and 5-year PFS rates were 48.1%, 25.9% and 18.5% in the ablation group and 67.8%, 64.3% and 64.3% in the surgery group, respectively. Multivariate analysis showed that preoperative tyrosine kinase inhibitor (TKI) treatment (progressive disease, PD) (HR, 13.985; 95% CI, 1.791-109.187; p = .012) was the only significant independent prognostic factor for OS. Tumor number (HR, 1.318; 95% CI, 1.021-1.702; p = .034) was identified as an independent predictor for PFS in multivariate analysis. There were fewer postoperative complications (18.5% vs. 78.6%, p = .001) and shorter lengths of hospital stay (8.0 vs. 16.5 days, p = .001) in the ablation group.Conclusion: Compared with resection, thermal ablation offered comparable OS for liver metastases of GISTs. Furthermore, thermal ablation had the advantages of fewer complications and shorter lengths of hospital stay.


Subject(s)
Gastrointestinal Stromal Tumors , Hyperthermia, Induced , Liver Neoplasms , Gastrointestinal Stromal Tumors/surgery , Hepatectomy , Humans , Liver Neoplasms/surgery , Retrospective Studies , Treatment Outcome
9.
BMC Med Imaging ; 20(1): 46, 2020 05 03.
Article in English | MEDLINE | ID: mdl-32362278

ABSTRACT

BACKGROUND: Large cell neuroendocrine carcinoma (LCNEC) of the urinary bladder is an uncommon malignant bladder tumor, and the overall prognosis is poor. Contrast-enhanced ultrasound (CEUS) provides a new effective modality for tumor detection and diagnosis. CASE PRESENTATION: A 30-year-old man complained of repeated painless gross haematuria for half a month. Conventional ultrasound demonstrated a hypoechoic solitary lesion with hyperechoic margins measuring 3.4 × 3.1 cm in the anterior wall of the bladder. Superb microvascular imaging (SMI) showed a strong flow signal in the mass. CEUS revealed that the lesion was characterized by hyper-enhancement in the early phase and hypo-enhancement in the late phase. The entire bladder wall was disrupted by homogeneous hyper-enhanced tumor tissue on CEUS. Time-intensity curves (TICs) showed a rapid wash-in with a high maximum signal intensity (SI) and quick wash-out. Finally, partial cystectomy was performed and the pathological examination confirmed the diagnosis of LCNEC with invasion into the whole layer of the bladder wall. CONCLUSION: This case suggested that CEUS was a valuable imaging method to detect and diagnose LCNEC in the bladder, and that CEUS can provide information related to the depth of wall invasion and the microvasculature.


Subject(s)
Carcinoma, Large Cell/diagnostic imaging , Carcinoma, Neuroendocrine/diagnostic imaging , Urinary Bladder Neoplasms/diagnostic imaging , Adult , Carcinoma, Large Cell/blood supply , Carcinoma, Large Cell/complications , Carcinoma, Large Cell/surgery , Carcinoma, Neuroendocrine/blood supply , Carcinoma, Neuroendocrine/complications , Carcinoma, Neuroendocrine/surgery , Contrast Media/administration & dosage , Cystectomy , Hematuria/etiology , Humans , Male , Microvessels/diagnostic imaging , Microvessels/pathology , Ultrasonography , Urinary Bladder Neoplasms/blood supply , Urinary Bladder Neoplasms/complications , Urinary Bladder Neoplasms/surgery
10.
Front Chem ; 8: 1, 2020.
Article in English | MEDLINE | ID: mdl-32117862

ABSTRACT

Supramolecular nanoparticles for photothermal therapy (PTT) have shown promising therapeutic efficacy in the primary tumor and great potential for turning the whole-body immune microenvironment from "cold" to "hot," which allows for the simultaneous treatment of the primary tumor and the metastatic site. In this work, we develop a liposome-based PTT nanoparticle through the self-assembly of FDA-approved intravenous injectable lipids and a photothermal agent, indocyanine green (ICG). The obtained ICG-liposome shows long-term storage stability, high ICG encapsulation efficiency (>95%), and enhanced near-infrared (NIR) light-triggered photothermal reaction both in vitro and in vivo. The ICG-liposome efficiently eradicated the primary tumor upon laser irradiation in two colon cancer animal models (CT26 and MC38) and promoted the infiltration of CD8 T cells to distant tumors. However, PTT from ICG-liposome shows only a minimal effect on the inhibition of distant tumor growth in long-term monitoring, predicting other immunosuppressive mechanisms that exist in the distant tumor. By immune-profiling of the tumor microenvironment, we find that the distant tumor growth after PTT highly correlates to compensatory upregulation of immune checkpoint biomarkers, including program death-1 (PD-1), T-cell immunoglobulin, and mucin domain-containing protein 3 (TIM-3), in tumor-infiltrating CD8 T cells. Based on this mechanism, we combine dual PD-1 and TIM-3 blockade with PTT in an MC38 tumor model. This combo successfully clears the primary tumor, generates a systemic immune response, and inhibits the growth of the distant tumor. The ICG-liposome-combined PD-1/TIM-3 blockade strategy sheds light on the future clinical use of supramolecular PTT for cancer immunotherapy.

11.
Jpn J Clin Oncol ; 49(9): 845-855, 2019 Sep 01.
Article in English | MEDLINE | ID: mdl-31063184

ABSTRACT

BACKGROUND: The clinical benefits and safety of Sorafenib versus hepatic arterial infusion chemotherapy (HAIC) for advanced hepatocellular carcinoma (HCC) are inconsistent in some studies. This meta-analysis aims to evaluate the effectiveness and safety of Sorafenib versus HAIC for patients with advanced HCC. METHODS: An electronic search was performed from PubMed, Embase, the Cochrane Library and Web of Science to identify comparative studies evaluating Sorafenib versus HAIC for HCC. Objective response rate, disease control rate, overall survival, progression-free survival and adverse events were evaluated using meta-analytical techniques. RESULTS: Fourteen retrospective studies with 1779 patients (Sorafenib = 773, HAIC = 1006) were included in the meta-analysis. HAIC delivered favorable outcomes in objective response rate (odds ratio 0.13; 95%CI, 0.07-0.24) and disease control rate (odds ratio 0.48; 95%CI 0.26-0.87) assessed by the Response Evaluation Criteria in Solid Tumors. The pooled hazard ratio for overall survival at 0.60 (95% CI 0.39-0.91) and the pooled hazard ratio for progression-free survival at 0.69(95% CI 0.51-0.95), further indicates that HAIC was superior to Sorafenib. There was a higher incidence of adverse events, including hypertension (odds ratio 13.07; 95% CI 2.37-71.67), fatigue (odds ratio 6.72; 95% CI 2.14-21.13), dermatological disorders (odds ratio 15.87; 95% CI 5.58-45.16) and gastrointestinal disorders (odds ratio 3.20; 95% CI 2.02-5.07) in patients receiving Sorafenib than in those receiving HAIC. CONCLUSION: HAIC offers a safe and effective alternative to Sorafenib with better tumor response and longer overall survival and progression-free survival, hence HAIC should be recommended for the patients with advanced HCC.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Hepatocellular/drug therapy , Infusions, Intra-Arterial , Liver Neoplasms/drug therapy , Sorafenib/therapeutic use , Aged , Aged, 80 and over , Antineoplastic Agents/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/administration & dosage , Female , Humans , Male , Middle Aged , Retrospective Studies , Treatment Outcome
13.
Eur Radiol ; 29(3): 1496-1506, 2019 Mar.
Article in English | MEDLINE | ID: mdl-30178143

ABSTRACT

OBJECTIVE: To assess significant liver fibrosis by multiparametric ultrasomics data using machine learning. MATERIALS AND METHODS: This prospective study consisted of 144 patients with chronic hepatitis B. Ultrasomics-high-throughput quantitative data from ultrasound imaging of liver fibrosis-were generated using conventional radiomics, original radiofrequency (ORF) and contrast-enhanced micro-flow (CEMF) features. Three categories of features were explored using pairwise correlation and hierarchical clustering. Features were selected using diagnostic tests for fibrosis, activity and steatosis stage, with the histopathological results as the reference. The fibrosis staging performance of ultrasomics models with combinations of the selected features was evaluated with machine-learning algorithms by calculating the area under the receiver-operator characteristic curve (AUC). RESULTS: ORF and CEMF features had better predictive power than conventional radiomics for liver fibrosis stage (both p < 0.01). CEMF features exhibited the highest diagnostic value for activity stage (both p < 0.05), and ORF had the best diagnostic value for steatosis stage (both p < 0.01). The machine-learning classifiers of adaptive boosting, random forest and support vector machine were found to be optimal algorithms with better (all mean AUCs = 0.85) and more stable performance (coefficient of variation = 0.01-0.02) for fibrosis staging than decision tree, logistic regression and neural network (mean AUC = 0.61-0.72, CV = 0.07-0.08). The multiparametric ultrasomics model achieved much better performance (mean AUC values of 0.78-0.85) than the features from a single modality in discriminating significant fibrosis (≥ F2). CONCLUSION: Machine-learning-based analysis of multiparametric ultrasomics can help improve the discrimination of significant fibrosis compared with mono or dual modalities. KEY POINTS: • Multiparametric ultrasomics has achieved much better performance in the discrimination of significant fibrosis (≥ F2) than the single modality of conventional radiomics, original radiofrequency and contrast-enhanced micro-flow. • Adaptive boosting, random forest and support vector machine are the optimal algorithms for machine learning.


Subject(s)
Decision Support Techniques , Hepatitis B, Chronic/diagnostic imaging , Hepatitis B, Chronic/pathology , Liver Cirrhosis/diagnostic imaging , Machine Learning , Adult , Algorithms , Area Under Curve , Decision Trees , Female , Humans , Logistic Models , Male , Middle Aged , Neural Networks, Computer , Prospective Studies , ROC Curve , Support Vector Machine , Ultrasonography
14.
Medicine (Baltimore) ; 97(51): e13509, 2018 Dec.
Article in English | MEDLINE | ID: mdl-30572451

ABSTRACT

RATIONALE: Cavernous hemangiomas are benign vascular malformations that usually involve the skin, subcutaneous tissue, and liver. Described herein was multiple masses in the lung and liver mimicking metastasis, which was proved to be cavernous hemangiomas histologically. PATIENT CONCERNS: A 78-year-old man with complaint of dizziness for 3 days was referred to the local hospital for medical attention. DIAGNOSES: Multiple masses in the lung and liver was diagnosed pathologically as cavernous hemangioma. INTERVENTIONS: Because of the benign pathological characteristic and multiple distribution, no treatment except some symptomatic treatment for dizziness was administered. OUTCOME: After more than 2 years of follow-up visits, the patient had no apparent symptoms and was healthy. LESSONS: Proper diagnosis of multiple cavernous hemangiomas is essential. The final diagnosis depends on the pathology results. The most appropriate management is follow-up. Surgical treatment is suitable for large or symptomatic lesions which can result in satisfactory prognoses.


Subject(s)
Hemangioma, Cavernous/diagnosis , Liver Neoplasms/diagnosis , Lung Neoplasms/diagnosis , Aged , Diagnosis, Differential , Dizziness/diagnosis , Dizziness/etiology , Dizziness/therapy , Hemangioma, Cavernous/complications , Hemangioma, Cavernous/pathology , Humans , Liver Neoplasms/complications , Liver Neoplasms/pathology , Lung Neoplasms/complications , Lung Neoplasms/pathology , Male
15.
Dig Dis Sci ; 62(4): 1086-1094, 2017 04.
Article in English | MEDLINE | ID: mdl-28205111

ABSTRACT

BACKGROUND: Bile duct injury after ablation of malignant liver tumors (MLTs) was not unusual and should be avoided. However, few studies have focused on evaluating the risk factors for intrahepatic bile duct injury. AIM: To evaluate the risk factors for intrahepatic bile duct injury after ablation of MLTs and to evaluate the minimum safe distance for ablating tumors abutting bile ducts. METHODS: Sixty-five patients with intrahepatic bile duct injury after ablation of MLTs, and 65 controls were recruited. Risk factors for intrahepatic bile duct injury were analyzed. Tumor location was recorded as ≤5 mm (group A), 5-10 mm (group B), and >10 mm (group C) from the right/left main duct or segmental bile duct. RESULTS: Ascites history (P < 0.001), TACE treatment history (P = 0.025), intrahepatic bile duct dilatation before ablation (P < 0.001), and tumor location (P = 0.000) were identified as significant risk factors for intrahepatic bile duct injury. Significant differences in the risk of intrahepatic bile duct injury were found between groups B and C (P = 0.000), but not between groups A and B (P = 0.751). Ascites history (P = 0.002) and tumor location (P < 0.001) were independent predictors with the OR (95 % confidence interval) of 39.31(3.95-391.69) and 16.56 (5.87-46.71), respectively. CONCLUSIONS: Bile duct injury after ablation of MLTs was the result of local treatment-related factors combined with the patients' general condition. The minimum safe distance for ablation of tumor abutting a bile duct was 10 mm.


Subject(s)
Bile Ducts/diagnostic imaging , Bile Ducts/injuries , Catheter Ablation/adverse effects , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/surgery , Adult , Aged , Case-Control Studies , Catheter Ablation/trends , Female , Follow-Up Studies , Humans , Male , Middle Aged , Retrospective Studies , Risk Factors
16.
Ultrasound Med Biol ; 42(11): 2639-2649, 2016 11.
Article in English | MEDLINE | ID: mdl-27546157

ABSTRACT

The objective of this study was to describe the performance of ultrasound (US) and contrast-enhanced ultrasound (CEUS) within 2 h after irreversible electroporation (IRE) ablation of porcine liver. Six IRE ablations were performed on porcine liver in vivo; ultrasound assessments were performed within 2 h after IRE ablation. On US images, the ablation zone appeared as a hypo-echoic area within 10 min after the ablation, and then the echo of the ablation zone gradually increased. On CEUS images, the ablation zone appeared as a non-enhanced area within 10 min after ablation and then was gradually centripetally filled by microbubbles. A hyper-echoic rim on US images and a hyper-enhanced rim on CEUS images appeared in the periphery of the ablation zone 60 min after the ablation. Characteristic and dynamic ultrasound images of the IRE ablation zone were obtained within 2 h after IRE ablation of in vivo porcine liver.


Subject(s)
Contrast Media , Electroporation/methods , Image Enhancement/methods , Liver/diagnostic imaging , Ultrasonography/methods , Animals , Models, Animal , Reproducibility of Results , Swine
17.
Medicine (Baltimore) ; 95(21): e3450, 2016 May.
Article in English | MEDLINE | ID: mdl-27227910

ABSTRACT

Primary hepatic neuroendocrine tumors (PHNETs) are very rare and their clinical features and treatment outcomes are not well understood. It is difficult to reach a proper diagnosis before biopsy or resection. The aim of this study was to analyze the imaging features of PHNETs on contrast-enhanced ultrasound (CEUS). The clinical characteristics, CEUS findings, pathological features, treatment and prognosis of 6 patients with PHNET treated in our hospital were retrospectively analyzed.Most PHNETs occurred in middle-aged patients, and the most common clinical manifestation was right upper quadrant palpable mass and abdominal pain. Multiple small anechoic intralesional cavities occurred frequently in PHNET. Multilocular cystic with internal septation or monolocular with wall nodule could also be detected. On contrast-enhanced ultrasonography (CEUS), heterogeneous hyperenhancement in the arterial phase and wash-out hypoenhancement were observed in most patients, while computed tomography scanning yielded similar results. Diagnosis of PHNET was confirmed by immunohistochemical result and follow-up with the absence of extrahepatic primary sites. Five patients received surgical resection and 2 cases exhibited recurrence. Transcatheter arterial chemoembolization was performed in 1 patient with recurrence. Only 1 patient received conservative care. The median overall survival in 5 patients who underwent surgical treatment was 27 months (18-36 months). PHNET is a rare tumor, and its diagnosis is difficult. The CEUS features reported in this series may enrich the knowledge base for characterization of PHNET.


Subject(s)
Liver Neoplasms/diagnostic imaging , Neuroendocrine Tumors/diagnostic imaging , Aged , Female , Humans , Liver Neoplasms/therapy , Male , Middle Aged , Neuroendocrine Tumors/therapy , Prognosis , Retrospective Studies , Tomography, X-Ray Computed , Ultrasonography/methods
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