Whole-lesion assessment of volume and signal changes after sclerotherapy of extremity venous malformations.

PURPOSE: To investigate quantitative changes in MRI signal intensity (SI) and lesion volume that indicate treatment response and correlate these changes with clinical outcomes after percutaneous sclerotherapy (PS) of extremity venous malformations (VMs). METHODS: VMs were segmented manually on pre- and post-treatment T2-weighted MRI using 3D Slicer to assess changes in lesion volume and SI. Clinical outcomes were scored on a 7-point Likert scale according to patient perception of symptom improvement; treatment response (success or failure) was determined accordingly. RESULTS: Eighty-one patients with VMs underwent 125 PS sessions. Treatment success occurred in 77 patients (95 %). Mean (±SD) changes were -7.9 ± 24 cm3 in lesion volume and -123 ± 162 in SI (both, P <.001). Mean reduction in lesion volume was greater in the success group (-9.4 ± 24 cm3) than in the failure group (21 ± 20 cm3) (P =.006). Overall, lesion volume correlated with treatment response (ρ = -0.3, P =.004). On subgroup analysis, volume change correlated with clinical outcomes in children (ρ = -0.3, P =.03), in sodium tetradecyl sulfate-treated lesions (ρ = -0.5, P =.02), and in foot lesions (ρ = -0.6, P =.04). SI change correlated with clinical outcomes in VMs treated in 1 PS session (ρ = -0.3, P =.01) and in bleomycin-treated lesions (ρ = -0.4, P =.04). CONCLUSIONS: Change in lesion volume is a reliable indicator of treatment response. Lesion volume and SI correlate with clinical outcomes in specific subgroups.

Using Machine Learning to Predict Response to Image-guided Therapies for Hepatocellular Carcinoma.

Interventional oncology is a rapidly growing field with advances in minimally invasive image-guided local-regional treatments for hepatocellular carcinoma (HCC), including transarterial chemoembolization, transarterial radioembolization, and thermal ablation. However, current standardized clinical staging systems for HCC are limited in their ability to optimize patient selection for treatment as they rely primarily on serum markers and radiologist-defined imaging features. Given the variation in treatment responses, an updated scoring system that includes multidimensional aspects of the disease, including quantitative imaging features, serum markers, and functional biomarkers, is needed to optimally triage patients. With the vast amounts of numerical medical record data and imaging features, researchers have turned to image-based methods, such as radiomics and artificial intelligence (AI), to automatically extract and process multidimensional data from images. The synthesis of these data can provide clinically relevant results to guide personalized treatment plans and optimize resource utilization. Machine learning (ML) is a branch of AI in which a model learns from training data and makes effective predictions by teaching itself. This review article outlines the basics of ML and provides a comprehensive overview of its potential value in the prediction of treatment response in patients with HCC after minimally invasive image-guided therapy.

Multiplex serum immune profiling reveals circulating LAG-3 is associated with improved patient survival in high grade serous ovarian cancer.

OBJECTIVE: High grade serous ovarian cancer (HGSOC) exhibits low response rates to clinically available immunotherapies. Nevertheless, emerging research has demonstrated that certain immune factors are predictive for HGSOC patient clinical outcomes, with our own groups previous work demonstrating that intratumoral levels of the immune checkpoint receptor LAG-3 is associated with improved patient survival. In this current study we sought to uncover non-invasive circulating immune prognostic and predictive signatures in HGSOC. METHODS: A multiplex approach was employed that examined circulating levels of immune checkpoint receptors LAG-3 and PD-1 along with 48 common cytokine and chemokines in a cohort of 75 HGSOC treatment naïve patient serum samples. RESULTS: Elevated serum LAG-3 was significantly associated with improved progression-free survival (PFS) and overall survival (OS) in HGSOC, while circulating PD-1 levels were largely unrelated with patient clinical outcomes. Cytokine and chemokine analysis revealed lower IL-15 expression correlated with improved PFS and OS, while increased IL-1α, IL-1Ra, IL-6, IL8 and VEGF were significantly associated with preoperative CA-125 levels. ROC analysis demonstrated that serum LAG-3 levels exhibited consistent reasonable predictability as a single agent. CONCLUSIONS: Serum-derived LAG-3 was identified out of a diverse array of chemokine and cytokines as the immune-based factor most significantly associated with improved HGSOC survival. These findings suggest that LAG-3 could be implemented as a non-invasive patient predictive marker for improved HGSOC clinical outcomes.

Continued underrepresentation of historically excluded groups in the neurosurgery pipeline: an analysis of racial and ethnic trends across stages of medical training from 2012 to 2020.

OBJECTIVE: US allopathic medical schools have experienced improvements in racial and ethnic diversity among matriculants in the past decade. It is not clear, however, whether better representation of historically excluded racial and ethnic groups at medical school entry impacts subsequent stages of the medical training pipeline leading into a specific field. The aim of this study was to examine these trends as they relate to the neurosurgical medical education pipeline and consider the drivers that sustain barriers for underrepresented groups. METHODS: Race and ethnicity reports from the American Association of Medical Colleges were obtained on allopathic medical school applicants, acceptees, and graduates and applicants to US neurosurgical residency programs from 2012 to 2020. The representation of groups categorized by self-reported race and ethnicity was compared with their US population counterparts to determine the representation quotient (RQ) for each group. Annual racial composition differences and changes in representation over time at each stage of medical training were evaluated by estimating incidence rate ratios (IRRs) and 95% confidence intervals (CIs) using non-Hispanic Whites as the reference group. RESULTS: On average, Asian and White individuals most frequently applied and were accepted to medical school, had the highest graduation rates, and applied to neurosurgery residency programs more often than other racial groups. The medical school application and acceptance rates for Black individuals increased from 2012 to 2020 relative to Whites by 30% (95% CI 1.23-1.36) and 42% (95% CI 1.31-1.53), respectively. During this same period, however, inequities in neurosurgical residency applications grew across all non-Asian racialized groups relative to Whites. While the incidence of active Black neurosurgery residents increased from 2012 to 2020 (0.6 to 0.7/100,000 Black US inhabitants), the prevalence of White neurosurgery residents grew in the active neurosurgery resident population by 16% more. CONCLUSIONS: The increased racial diversity of medical school students in recent years is not yet reflected in racial representation among neurosurgery applicants. Disproportionately fewer Black relative to White US medical students apply to neurosurgery residency, which contributes to declining racial representation among all active neurosurgery resident physicians. Hispanic individuals are becoming increasingly represented in neurosurgery residency but continue to remain underrepresented relative to the US population. Ongoing efforts to recruit medical students into neurosurgery who more accurately reflect the diversity of the general US population are necessary to ensure equitable patient care.

Analysis of neurodevelopmental delay in children exposed in utero to hyperemesis gravidarum reveals increased reporting of autism spectrum disorder.

The purpose of this study was to follow up on the reporting of neurodevelopmental disorders in children exposed in utero to Hyperemesis Gravidarum (HG). This was an exploratory descriptive study whereby neurodevelopmental outcomes of 267 children delivered by 177 mothers with HG were compared to neurodevelopmental outcomes from 93 children delivered by 60 unaffected mothers. Similar to at age 8, the children (now 12) exposed in utero to HG had over 3-fold increase in odds of neurodevelopmental disorders including attention, anxiety, sensory, sleep difficulty, and social development delay/social anxiety. However, with the longer follow-up, there was also a significant increase in Autism Spectrum Disorder (ASD), reported in 22/267 (8%) of children exposed to HG in utero and no unexposed children. As early intervention for ASD can be critical to prognosis, larger studies are urgently needed to determine whether ASD is associated with exposure to HG.

Impacto das lesões complexas na exposição radiológica durante intervenção coronária percutânea / Impact of complex lesions on radiological exposure during percutaneous coronary intervention

INTRODUÇÃO: Intervenções coronárias percutâneas (ICPs) em lesões complexas são cada vez mais comuns na prática diária. O objetivo deste estudo foi determinar o impacto das lesões complexas na exposição radiológica durante ICP. MÉTODOS: Estudo de coorte prospectiva incluindo pacientes submetidos a ICP entre agosto de 2010 e dezembro de 2011. Características clínicas, angiográficas e de exposição à radiação foram registradas em banco de dados específico. Os padrões de exposição à radiação (dose total recebida, tempo de fluoroscopia e produto dose-área) foram determinados em pacientes submetidos a ICP de lesões não-complexas (A/B1) e complexas (B2/C). Os dados foram analisados em programa SPSS 18.0. Preditores independentes de exposição à radiação foram determinados por regressão logística múltipla. RESULTADOS: Foram analisadas 413 ICPs, sendo 83 lesões no grupo A/B1 e 330 no grupo B2/C. Não ocorreram diferenças clínicas significativas entre os grupos. A mediana de radiação recebida pelos pacientes foi significativamente maior no grupo B2/C (1.103,9 mGy vs. 866,6 mGy; P < 0,01). O produto dose-área (43.484 mGy.cm² vs. 58.327 mGy.cm²; P < 0,001) e o tempo de fluoroscopia (9 ± 6 minutos vs. 12,1 ± 9,5 minutos; P = 0,001) também foram significativamente maiores no grupo B2/C. Os preditores de exposição radiológica aumentada foram peso [razão de chance (RC) 1,02 para cada aumento de 1 kg, intervalo de confiança (IC) 1,01-1,036; P = 0,004] e lesão tipo B2/C (RC 1,9, IC 1,002-4,96; P = 0,002). CONCLUSÕES: Pacientes submetidos a ICP em lesões complexas são significativamente mais expostos à radiação. Peso e tipo de lesão (B2/C) são preditores de exposição radiológica aumentada.

BACKGROUND: Percutaneous coronary interventions (PCIs) in complex lesions are increasingly common in daily practice. The objective of this study was to determine the impact of complex lesions on radiological exposure during PCI. METHODS: Prospective cohort study including patients undergoing PCI between August 2010 and December 2011. Clinical, angiographic and radiation exposure characteristics were recorded in a dedicated database. Patterns of radiation exposure (total dose received, fluoroscopy time and dose-area product) were determined in patients undergoing PCI for non-complex (A/B1) and complex (B2/C) lesions. Data were analyzed by the SPSS 18.0 program. Independent radiation exposure predictors were determined by multiple logistic regression. RESULTS: We analyzed 413 PCIs, 83 lesions in group A/B1 and 330 in group B2/C. There were no clinically significant differences between groups. The median radiation dose received by patients was significantly higher in group B2/C (1,103.9 mGy vs 866.6 mGy; P < 0.01). The dose-area product (43,484 mGy.cm² vs 58,327 mGy.cm²; P < 0.001) and fluoroscopy time (9 ± 6 minutes vs 12.1 ± 9.5 minutes; P = 0.001) were also significantly higher in group B2/C. Predictors of increased radiation exposure were weight [odds ratio (OR) 1.02 for each increase of 1 kg, confidence interval (CI) 1.01-1.036; P = 0.004], type B2/C lesion (OR 1.9, CI 1.002-4.96; P = 0.002). CONCLUSIONS: Patients undergoing PCI in complex lesions are significantly more exposed to radiation. Weight and lesion type (B2/C) are predictors of increased radiation exposure.

Exposição radiológica em procedimentos coronários realizados pelas vias radial e femoral / Radiation exposure in coronary procedures using the radial and femoral approaches

INTRODUÇÃO: Embora a abordagem transradial tenha reduzido as complicações vasculares, estudos demonstram que pode estar relacionada a maior exposição radiológica. É objetivo deste estudo comparar os parâmetros de exposição radiológica em procedimentos cardiológicos invasivos pelos acessos radial e femoral. MÉTODOS: Estudo de coorte prospectiva incluindo pacientes submetidos a cateterismo cardíaco diagnóstico ou intervenção coronária percutânea (ICP) entre agosto de 2010 e dezembro de 2011. Características clínicas, angiográficas e de exposição à radiação foram registradas em banco de dados específico. Os pacientes foram analisados de acordo com a via de acesso: femoral ou radial. RESULTADOS: Foram incluídos 1.197 pacientes, 782 submetidos a procedimentos por via femoral e 415, a procedimentos por via radial. Observou-se menor prevalência de pacientes do sexo feminino (36,2% vs. 45,6%; P < 0,01), cirurgia de revascularização miocárdica prévia (4% vs. 12,7%; P < 0,01) e valvulopatia grave (0,3% vs. 1,4%; P = 0,07) no grupo radial. A mediana da dose de radiação recebida pelos pacientes foi maior com a utilização da via radial, tanto para procedimentos diagnósticos (621,6 mGy vs. 445,7 mGy; P < 0,01) como terapêuticos (1.241,6 mGy vs. 990,9 mGy; P < 0,01). Operadores menos experientes no acesso radial expuseram pacientes a maior dose de radiação nas ICPs (1.463 mGy vs. 1.196 mGy; P = 0,02), o que não ocorreu com os mais experientes (1.311 mGy vs. 1.449 mGy; P = 0,84). CONCLUSÕES: Pacientes submetidos a procedimentos cardiológicos invasivos são expostos a níveis maiores de radiação pela via de acesso radial. No entanto, operadores experientes podem neutralizar essa desvantagem em relação à via femoral.

BACKGROUND: Although the transradial approach had significantly reduced vascular complications, studies have demonstrated that it may be related to higher radiation exposure. The objective of this study is to compare radiation exposure in invasive cardiologic procedures using the transradial and transfemoral approaches. METHODS: Prospective cohort study including patients undergoing diagnostic cardiac catheterization or percutaneous coronary intervention (PCI) between August 2010 and December 2011. Clinical, angiographic and radiation exposure characteristics were recorded in a dedicated database. Patients were analyzed according to the access route: femoral or radial. RESULTS: Of the 1,197 patients included in the study, 782 were submitted to procedures using the femoral access and 415 using the radial access. There was a lower prevalence of females (36.2% vs. 45.6%; P < 0.01), previous coronary artery bypass graft surgery (4% vs. 12.7%; P < 0.01) and severe valvular heart disease (0.3% vs. 1.4%; P = 0.07) in the radial group. The median radiation dose received by the patients was higher with the radial approach, both for diagnostic (621.6 mGy vs 445.7 mGy; P < 0.01) and therapeutic procedures (1,241.6 mGy vs 990.9 mGy; P < 0.01). Less experienced operators in the radial approach exposed patients to higher radiation doses (1,463 mGy vs 1,196 mGy; P = 0.02), which did not occur with the more experienced operators (1,311 mGy vs 1,449 mGy; P = 0.84). CONCLUSIONS: Patients undergoing invasive cardiologic procedures are exposed to higher radiation levels when the radial access is used. However, experienced operators may neutralize this disadvantage.