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1.
Sci Rep ; 14(1): 14779, 2024 06 26.
Article in English | MEDLINE | ID: mdl-38926517

ABSTRACT

Transarterial chemoembolization (TACE) represent the standard of therapy for non-operative hepatocellular carcinoma (HCC), while prediction of long term treatment outcomes is a complex and multifactorial task. In this study, we present a novel machine learning approach utilizing radiomics features from multiple organ volumes of interest (VOIs) to predict TACE outcomes for 252 HCC patients. Unlike conventional radiomics models requiring laborious manual segmentation limited to tumoral regions, our approach captures information comprehensively across various VOIs using a fully automated, pretrained deep learning model applied to pre-TACE CT images. Evaluation of radiomics random survival forest models against clinical ones using Cox proportional hazard demonstrated comparable performance in predicting overall survival. However, radiomics outperformed clinical models in predicting progression-free survival. Explainable analysis highlighted the significance of non-tumoral VOI features, with their cumulative importance superior to features from the largest liver tumor. The proposed approach overcomes the limitations of manual VOI segmentation, requires no radiologist input and highlight the clinical relevance of features beyond tumor regions. Our findings suggest the potential of this radiomics models in predicting TACE outcomes, with possible implications for other clinical scenarios.


Subject(s)
Carcinoma, Hepatocellular , Chemoembolization, Therapeutic , Deep Learning , Liver Neoplasms , Tomography, X-Ray Computed , Humans , Carcinoma, Hepatocellular/therapy , Carcinoma, Hepatocellular/diagnostic imaging , Carcinoma, Hepatocellular/pathology , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/therapy , Liver Neoplasms/pathology , Chemoembolization, Therapeutic/methods , Male , Female , Middle Aged , Aged , Tomography, X-Ray Computed/methods , Treatment Outcome , Radiomics
2.
Cancers (Basel) ; 15(15)2023 Aug 04.
Article in English | MEDLINE | ID: mdl-37568778

ABSTRACT

Transarterial chemoembolization (TACE) is used as a bridging treatment in liver transplant candidates with hepatocellular carcinoma (HCC). Alpha-fetoprotein (AFP) is the main tumor marker used for HCC surveillance. The aim of this study was to assess the potential of using the AFP change after the first TACE in the prediction of complete tumor necrosis. The study comprised 101 patients with HCC who underwent liver transplantation (LT) after TACE in the period between January 2011 and December 2020. The ΔAFP was defined as the difference between the AFP value before the first TACE and AFP either before the second TACE or the LT. The receiver operator characteristics (ROC) curves were used to identify an optimal cut-off value. Complete tumor necrosis was found in 26.1% (18 of 69) and 6.3% (2 of 32) of patients with an initial AFP level under and over 100 ng/mL, respectively (p = 0.020). The optimal cut-off value of ΔAFP for the prediction of complete necrosis was a decline of ≥10.2 ng/mL and ≥340.5 ng/mL in the corresponding subgroups. Complete tumor necrosis rates were: 62.5% (5 of 8) in patients with an initial AFP < 100 ng/mL and decline of ≥10.2 ng/mL; 21.3% (13 of 61) in patients with an initial AFP < 100 ng/mL and decline of <10.2 ng/mL; 16.7% (2 of 12) in patients with an initial AFP > 100 ng/mL and decline of ≥340.5 ng/mL; and null in 20 patients with an initial AFP > 100 ng/mL and decline of <340.5 ng/mL, respectively (p = 0.003). The simple scoring system, based on the initial AFP and AFP decline after the first treatment, distinguished between a high, intermediate and low probability of complete necrosis, with an area under the ROC curve of 0.699 (95% confidence intervals 0.577 to 0.821, p = 0.001). Combining the initial AFP with its change after the first treatment enables early identification of the efficacy of TACE.

4.
J Clin Med ; 12(3)2023 Jan 19.
Article in English | MEDLINE | ID: mdl-36769441

ABSTRACT

Splenic artery aneurysm (SAAs) rupture is associated with a high mortality rate. Regular surveillance with imaging before and after intervention is crucial to guide best evidence treatment. The following study aimed to determine the efficacy of color Doppler ultrasound imaging (DUS) compared to digital subtraction angiography (DSA) and magnetic resonance angiography (MRA) as a follow-up modality after selective coil embolization of true SAAs. We analyzed data from 20 patients, 15 females (48.1 ± 16.1 years) undergoing selective SAA coil embolization using detachable fibered embolization coils. Imaging using DUS, MRA, and DSA was performed 3 months after the initial embolization or the consequent re-embolization procedure. Primary clinical success, defined as Class I aneurysm occlusion, on 3-month follow-up was seen in 16 (80.0%) patients. DUS had a sensitivity of 94.4% and a specificity of 42.9% when compared to DSA and 92.3% and 30%, respectively, when compared to MRA in identifying Class I aneurysm occlusion. The positive predictive value (PPV) of DUS in identifying the need for re-embolization was 75.0%, while the NPV of DUS in these terms was 90.5%. DUS showed a high sensitivity in detecting aneurysm occlusion and clinical success, simultaneously exhibiting poor specificity. Still, with caution, this follow-up modality could be used for monitoring select low-risk patients after selective embolization of SAAs. DUS could provide a higher cost-to-benefit ratio, enabling more systematic post-procedural follow-up, as it is far more commonly used compared to MRA and non-invasive compared to DSA.

6.
Abdom Radiol (NY) ; 47(1): 115-122, 2022 01.
Article in English | MEDLINE | ID: mdl-34581927

ABSTRACT

AIM: To determine inter-reader agreement in categorization of imaging features using the Liver Imaging Reporting and Data System (LI-RADS) treatment response (LR-TR) algorithm in patients with hepatocellular carcinoma (HCC) treated with conventional transarterial chemoembolization (cTACE). METHODS: Two radiologists used the LR-TR algorithm to assess 112 computed tomography (CT) examinations of 102 patients treated with cTACE. The inter-observer agreement in categorization of LR-TR features was assessed using kappa (κ) statistics. RESULTS: There was substantial inter-observer agreement between the two reviewers using the LR-TR algorithm (κ = 0.70; 95% CI 0.58-0.81). The two reviewers categorized tumors as non-viable in 37 (33.0%) and 39 (34.8%) of 112 examinations, viable in 58 (51.8%) and 62 (55.4%) examinations, and equivocal in 18 (16.1%) and 11 (9.8%) examinations, respectively. There was almost perfect inter-observer agreement for the LR-TR non-viable category (κ = 0.80; 95% CI 0.68-0.92), substantial agreement for the viable category (κ = 0.78 95% CI 0.67-0.90), and fair agreement for the equivocal category (κ = 0.25; 95% CI 0.02-0.49). CONCLUSION: The LR-TR algorithm conveys high degrees of inter-observer agreement for the assessment of CT imaging features in the viable and non-viable categories. Further refinement of indeterminate features may be necessary to improve the correct categorization of equivocal lesions.


Subject(s)
Carcinoma, Hepatocellular , Chemoembolization, Therapeutic , Liver Neoplasms , Algorithms , Carcinoma, Hepatocellular/diagnostic imaging , Carcinoma, Hepatocellular/therapy , Contrast Media , Humans , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/therapy , Magnetic Resonance Imaging/methods , Observer Variation , Retrospective Studies , Tomography, X-Ray Computed
7.
J Cancer Res Clin Oncol ; 147(12): 3673-3683, 2021 Dec.
Article in English | MEDLINE | ID: mdl-33778924

ABSTRACT

PURPOSE: Treatment response following transarterial chemoembolization (TACE) is frequently evaluated with Liver Imaging Reporting and Data System Treatment Response (LR-TR) algorithm, but its association with patients' outcomes is not supported in the literature. The purpose of this study was to provide such data. METHODS: A retrospective analysis of 99 TACE patients with stage A/B hepatocellular carcinoma according to Barcelona-Clinic Liver Cancer staging system was performed. Two radiologists assessed LR-TR, while a third radiologist re-assessed divergent results. Overall survival (OS) and time to disease progression (TTP) were the primary endpoints of the study, while the Cox proportional hazard model was used for outcome analyses. RESULTS: Interobserver agreement was substantial between the two readers with κ = 0.69 (95% CI 0.58-0.81). The median OS in viable, equivocal, and non-viable groups were 27, 27, and 73 months, respectively (p < 0.001). However, after adjustment for confounding factors, there was no significant association between initial viable response and OS (HR 0.98 [95% CI 0.37-2.63], p = 0.97), while equivocal response remained statistically significant (HR 3.52. [95% CI 1.27-9.71], p = 0.015). No significant association was noted when viable and equivocal groups were analyzed in aggregate (HR 1.03 [95% CI 0.4-2.4], p = 0.96). The median TTP did not differ between non-viable and viable groups (23 vs 18 months, respectively; p = 0.98). None of the analyzed predictors was associated with TTP. CONCLUSION: Initial LR-TR response was not an independent predictor for OS nor TTP. The preliminary results suggest the necessity for more aggressive management of equivocal patients.


Subject(s)
Algorithms , Carcinoma, Hepatocellular/therapy , Chemoembolization, Therapeutic/methods , Liver Neoplasms/therapy , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Humans , Male , Middle Aged , Retrospective Studies , Treatment Outcome
8.
Radiol Med ; 124(6): 450-459, 2019 Jun.
Article in English | MEDLINE | ID: mdl-30712163

ABSTRACT

PURPOSE: The aim was to evaluate the relationship between coil packing densities after splenic artery aneurysm (SAA) treatment using detachable microcoils and rates of SAA reperfusion and to suggest a post-treatment surveillance protocol using contrast-enhanced MRA. MATERIALS AND METHODS: Evaluated were 16 patients (4 men; mean age 46.7), who underwent true SAA embolization using detachable microcoils (Concerto, Medtronic). SAAs were treated by selective coil packing (CP) or stent-assisted coil exclusion (SAC). Contrast-enhanced magnetic resonance angiography (CE-MRA) and digital subtraction angiography (DSA) were performed at 3 months post-procedure and correlated. RESULTS: Primary CP was used in 13 patients, while SAC was used in three patients. On follow-up, complete aneurysm occlusion was seen in seven patients (43.8%). Sac reperfusion occurred in nine patients (56.2%) and was demonstrated in all CE-MRA and six DSA studies. Mean aneurysm packing density was 20.10 ± 8.05% for the CP group and 32.90 ± 11.95% for the SAC group (p = 0.038). There was a significant difference in the incidence of aneurysm sac reperfusion on CE-MRA study between CP and SAC (9 vs. 0). No sac reperfusion was seen in aneurysms with packing densities ≥ 29%, irrespective of either embolization method. CONCLUSION: Favorable midterm results for coil packing of SAAs seem to depend on the coil packing density with a coil volume approximately a quarter of the aneurysm volume being most effective. Follow-up should involve the use of CE-MRA as this modality has been shown to be superior over DSA in detecting aneurysm reperfusion and coil compaction. LEVEL OF EVIDENCE: Level IV, therapeutic study.


Subject(s)
Aneurysm/diagnostic imaging , Aneurysm/therapy , Angiography, Digital Subtraction , Embolization, Therapeutic/instrumentation , Magnetic Resonance Angiography/methods , Splenic Artery , Adult , Aged , Contrast Media , Female , Humans , Male , Middle Aged , Retrospective Studies , Stents , Treatment Outcome
9.
J Vasc Interv Radiol ; 28(2): 168-175, 2017 Feb.
Article in English | MEDLINE | ID: mdl-27645464

ABSTRACT

PURPOSE: To evaluate the efficacy and clinical outcomes of ancillary endovascular procedures in promoting false-lumen (FL) thrombosis (FLT) and preventing aortic expansion in patients after thoracic endografting for type B dissections. MATERIALS AND METHODS: This retrospective review included 15 patients (12 men and 3 women; mean age, 59.6 y). Mean aortic diameter at the time of ancillary treatment was 47.4 mm. Different techniques were used as single procedures or sequentially: covered stent occlusion of detached visceral artery entry tears, occlusion of single entry tears with vascular plugs, or aortic endograft occlusion of multiple FL entry tears. FL embolization with ethylene vinyl alcohol copolymer was performed when selective occlusion was considered insufficient to close distal entry tears. Apart from endovascular aneurysm repair, all procedures were performed percutaneously under local anesthesia. If FL diameter increase persisted after 6-month follow-up computed tomographic (CT) angiography, another intervention was planned; otherwise, yearly follow-up was performed. RESULTS: Mean clinical follow-up duration was 43.8 months (range, 8 d to 86.8 mo), with no in-hospital mortality. Estimated overall survival rates were 93.3%, 86.6%, and 77% at 12, 24, and 48 months, respectively. Three late deaths occurred, one of which was dissection-related at 40 months. Eight surviving patients (53%) had total FLT and 3 had partial FLT with stable aortic diameter on follow-up CT angiography. FL diameter increased in one patient, requiring further intervention. CONCLUSIONS: Selective exclusion of new distal entry tears remaining after thoracic endovascular aneurysm repair can stabilize abdominal aortic expansion and promote FLT.


Subject(s)
Aortic Aneurysm, Thoracic/surgery , Aortic Dissection/surgery , Blood Vessel Prosthesis Implantation , Embolization, Therapeutic/methods , Endovascular Procedures , Polyvinyls/administration & dosage , Thrombosis , Aortic Dissection/diagnostic imaging , Aortic Aneurysm, Thoracic/diagnostic imaging , Aortography/methods , Blood Vessel Prosthesis , Blood Vessel Prosthesis Implantation/adverse effects , Blood Vessel Prosthesis Implantation/instrumentation , Computed Tomography Angiography , Embolization, Therapeutic/adverse effects , Endovascular Procedures/adverse effects , Endovascular Procedures/instrumentation , Female , Humans , Male , Middle Aged , Polyvinyls/adverse effects , Retrospective Studies , Stents , Time Factors , Treatment Outcome
10.
J Interpers Violence ; 32(24): 3797-3821, 2017 12.
Article in English | MEDLINE | ID: mdl-26354499

ABSTRACT

The violence against the elderly and disabled is widespread. This means that many people who witness acts of violence against elders and the disabled do not react. Instead, they are rather inclined to develop permissive attitudes. The presented article distinguishes two permissive attitudes toward witnessed violence against the elderly and disabled: justification and indifference. The rationale for such differentiation is justified with reference to differences concerning (a) the strength of their relationship, (b) their frequency distribution in the population, and (c) the disparate influence of the underlying predictors. A survey study carried out on a nationwide representative sample of 1,000 adult Poles was the empirical basis for answering research questions. The study showed that domestic violence against elders and the disabled is a noticeable phenomenon in the population of Poland. Around 50% of respondents claimed that they came in touch with physical, economic, or psychological violence against the elderly. More than 30% reported the same in the case of disabled persons. Based on this study, it was found that justification of and indifference to violence were actually unrelated phenomena. Moreover, justification was much less widespread in the population than indifference. It seems easier to accept excuses for passivity in the face of violence than to find justifications for violence. Both permissive attitudes turned out to have a disparate pattern of predictors: Justification turned out to be mainly a function of environmental exposure to violence, whereas indifference was mainly a matter of worldview based on materialism and the imperative of self-interest.


Subject(s)
Adaptation, Psychological , Cognitive Dissonance , Disabled Persons/psychology , Health Knowledge, Attitudes, Practice , Violence/psychology , Adolescent , Adult , Aged , Disabled Persons/statistics & numerical data , Elder Abuse/psychology , Elder Abuse/statistics & numerical data , Female , Humans , Male , Middle Aged , Poland , Surveys and Questionnaires , Violence/statistics & numerical data , Young Adult
11.
Wideochir Inne Tech Maloinwazyjne ; 11(4): 259-267, 2016.
Article in English | MEDLINE | ID: mdl-28194246

ABSTRACT

INTRODUCTION: Type 2 endoleaks (T2E) occur in 10 to 20% of patients after endovascular abdominal aortic aneurysm repair (EVAR) and remain a significant clinical issue. AIM: To evaluate the efficacy and clinical outcomes of transarterial treatment of persistent type II endoleaks after EVAR using the liquid embolic Onyx. MATERIAL AND METHODS: From February 2012 to August 2015 transarterial T2E embolization was attempted in 22 patients (21 men, median age: 73, range: 62-88 years). Indications for treatment included an increase in the diameter of the aneurysm sac above 5 mm and a persistent endoleak observed for more than 6 months. Mean time from EVAR to endoleak treatment was 43 months (range: 2-125 months). RESULTS: Primary technical success was achieved in 17 (77.3%) patients and secondary technical success in 81.8%, with 0% in-hospital mortality. The mean procedure time was 95 ±48 min, with an average fluoroscopy time of 54 ±25 min. The mean amount of Onyx used was 7.5 ±6.6 ml. Clinical success was seen in 17/21 patients with follow-up imaging (80.9%). Mean follow-up time was 17 months (range: 3-38 months). CONCLUSIONS: Onyx has been shown to effectively stabilize previous aneurysm growth as a result of the T2E in the majority of our patients. Transarterial embolization of T2E can be significantly improved as compared to previously reported results by using liquid embolic polymers such as Onyx.

15.
Int Marit Health ; 54(1-4): 101-7, 2003.
Article in English | MEDLINE | ID: mdl-14974783

ABSTRACT

The results are presented of a survey conducted on the incidence of sexually transmitted diseases (STD) among Polish military personnel of the United Nations Forces in Lebanon (UNIFIL) in 1993-2000, and Cambodia (UNTAC) in 1992-1993. The analysis was based on the medical documentation of the patients treated in the UNIFIL Hospital in years 1993-2000. The most frequently recorded cases of sexually transmitted diseases in Cambodia were those of gonorrhoea. The results showed that sexually transmitted diseases did not present a serious health problem among soldiers in Lebanon, but were a problem in Cambodia. Specific living conditions and social norms characteristic for these countries were taken into consideration in presenting the results of the survey.


Subject(s)
Occupational Diseases/epidemiology , Sexually Transmitted Diseases/epidemiology , Cambodia , Humans , Incidence , Lebanon , Military Personnel/statistics & numerical data , Occupational Diseases/etiology , Occupational Diseases/prevention & control , Poland/epidemiology , Sexually Transmitted Diseases/etiology , Sexually Transmitted Diseases/prevention & control , United Nations , Warfare
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