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Tumor hypoxia has been associated with cancer progression, angiogenesis, and metastasis via modifications in the release and cargo composition of extracellular vesicles secreted by tumor cells. Indeed, hypoxic extracellular vesicles are known to trigger a variety of angiogenic responses via different mechanisms. We recently showed that hypoxia promotes endosomal signaling in tumor cells via HIF-1α-dependent induction of the guanine exchange factor ALS2, which activates Rab5, leading to downstream events involved in cell migration and invasion. Since Rab5-dependent signaling is required for endothelial cell migration and angiogenesis, we explored the possibility that hypoxia promotes the release of small extracellular vesicles containing ALS2, which in turn activate Rab5 in recipient endothelial cells leading to pro-angiogenic properties. In doing so, we found that hypoxia promoted ALS2 expression and incorporation as cargo within small extracellular vesicles, leading to subsequent transfer to recipient endothelial cells and promoting cell migration, tube formation, and downstream Rab5 activation. Consequently, ALS2-containing small extracellular vesicles increased early endosome size and number in recipient endothelial cells, which was followed by subsequent sequestration of components of the ß-catenin destruction complex within endosomal compartments, leading to stabilization and nuclear localization of ß-catenin. These events converged in the expression of ß-catenin target genes involved in angiogenesis. Knockdown of ALS2 in donor tumor cells precluded its incorporation into small extracellular vesicles, preventing Rab5-downstream events and endothelial cell responses, which depended on Rab5 activity and guanine exchange factor activity of ALS2. These findings indicate that vesicular ALS2, secreted in hypoxia, promotes endothelial cell events leading to angiogenesis. Finally, these events might explain how tumor angiogenesis proceeds in hypoxic conditions.
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Movimento Celular , Vesículas Extracelulares , Fatores de Troca do Nucleotídeo Guanina , Transdução de Sinais , beta Catenina , Proteínas rab5 de Ligação ao GTP , Humanos , Proteínas rab5 de Ligação ao GTP/metabolismo , Proteínas rab5 de Ligação ao GTP/genética , beta Catenina/metabolismo , Vesículas Extracelulares/metabolismo , Fatores de Troca do Nucleotídeo Guanina/metabolismo , Fatores de Troca do Nucleotídeo Guanina/genética , Neovascularização Patológica/metabolismo , Neovascularização Patológica/patologia , Células Endoteliais/metabolismo , Células Endoteliais/patologia , Células Endoteliais da Veia Umbilical Humana/metabolismo , Linhagem Celular TumoralRESUMO
PURPOSE OF REVIEW: The purpose of this review is to summarize the recent literature regarding regional anesthesia (RA) techniques and outcomes for total hip arthroplasty (THA) in the face of changing surgical techniques and perioperative considerations. RECENT FINDINGS: Based on large meta-analyses, peripheral nerve blocks are indicated for THA. Each block has its own risks and benefits and data for outcomes for particular techniques are limited. New surgical techniques, improved use of multimodal analgesia, and improved ultrasound guided regional anesthetics lead to better pain control for patients undergoing THA with less associated risks. Block selection continues to be influenced by provider comfort, surgical approach, patient anatomy, and postoperative goals. Head-to-head studies of particular nerve blocks are warranted.
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STUDY OBJECTIVE: To assess the effect of preoperative bilateral ultrasound-guided quadratus lumborum nerve block (QLB) on quality of recovery after minimally invasive hysterectomy, in an enhanced recovery after surgery setting. DESIGN: Randomized, controlled, double-blinded trial (Canadian Task Force level I). SETTING: University-affiliated tertiary medical center. PATIENTS: All women undergoing an elective robotic or laparoscopic hysterectomy. Women with chronic pain, chronic anticoagulation, and body mass index >50 kg/m2 were excluded. INTERVENTION: Patients were randomized with a 1:1 allocation, to one of the following 2 arms, and stratified based on robotic versus laparoscopic approach. 1. QLB: QLB (bupivacaine) + sham local trocar sites infiltration (normal saline) 2. Local infiltration: sham QLB (normal saline) + local infiltration (bupivacaine) MEASUREMENTS AND MAIN RESULTS: The primary outcome was defined as the quality of recovery score based on the validated questionnaire Quality of Recovery, completed 24 hours postoperatively. Secondary outcomes included dynamic pain scores, accumulated opioid consumption up to 24 hours, postoperative nausea and vomiting, surgical complications, length of hospital stay, time to first pain medication administration in the postanesthesia care unit, and adverse events. A total of 76 women were included in the study. Demographic characteristics were similar in both groups. Median age was 44 years (interquartile range 39-50), 47% of the participants were African American, and mean body mass index was 32.8 kg/m2 (standard deviation [SD] 8.1). The mean Quality of Recovery score was 179.1 (SD ± 10.3) in the QLB and 175.6 (SD ± 9.7) for the local anesthesia group (p = .072). All secondary outcomes were comparable between groups. CONCLUSIONS: QLBs do not significantly improve quality of recovery after elective robotic or laparoscopic hysterectomy compared with local anesthetic port site infiltration.
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BACKGROUND: Ultrasonound is used to identify anatomical structures during regional anaesthesia and to guide needle insertion and injection of local anaesthetic. ScanNav Anatomy Peripheral Nerve Block (Intelligent Ultrasound, Cardiff, UK) is an artificial intelligence-based device that produces a colour overlay on real-time B-mode ultrasound to highlight anatomical structures of interest. We evaluated the accuracy of the artificial-intelligence colour overlay and its perceived influence on risk of adverse events or block failure. METHODS: Ultrasound-guided regional anaesthesia experts acquired 720 videos from 40 volunteers (across nine anatomical regions) without using the device. The artificial-intelligence colour overlay was subsequently applied. Three more experts independently reviewed each video (with the original unmodified video) to assess accuracy of the colour overlay in relation to key anatomical structures (true positive/negative and false positive/negative) and the potential for highlighting to modify perceived risk of adverse events (needle trauma to nerves, arteries, pleura, and peritoneum) or block failure. RESULTS: The artificial-intelligence models identified the structure of interest in 93.5% of cases (1519/1624), with a false-negative rate of 3.0% (48/1624) and a false-positive rate of 3.5% (57/1624). Highlighting was judged to reduce the risk of unwanted needle trauma to nerves, arteries, pleura, and peritoneum in 62.9-86.4% of cases (302/480 to 345/400), and to increase the risk in 0.0-1.7% (0/160 to 8/480). Risk of block failure was reported to be reduced in 81.3% of scans (585/720) and to be increased in 1.8% (13/720). CONCLUSIONS: Artificial intelligence-based devices can potentially aid image acquisition and interpretation in ultrasound-guided regional anaesthesia. Further studies are necessary to demonstrate their effectiveness in supporting training and clinical practice. CLINICAL TRIAL REGISTRATION: NCT04906018.
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Anestesia por Condução , Bloqueio Nervoso , Humanos , Bloqueio Nervoso/métodos , Inteligência Artificial , Ultrassonografia de Intervenção/métodos , Anestesia por Condução/métodos , UltrassonografiaRESUMO
PURPOSE OF REVIEW: The purpose of this review is to synthesize recent literature investigating the use of regional anesthesia for minimally invasive surgery. RECENT FINDINGS: Recent studies investigating the use of newer peripheral nerve blocks such as erector spinae plane (ESP) and quadratus lumborum (QL) block are very limited. Evidence supporting the use of peripheral nerve blockade in laparoscopic or robotic surgery is very limited and of low-moderate quality. While transverse abdominal plane (TAP) block may decrease opioid and pain scores after laparoscopic cholecystectomy, bariatric surgery, and colorectal surgery, the benefit of the block in the presence of multimodal analgesia remains to be clarified. Unilateral paravertebral block may be beneficial for percutaneous nephrolithotomy. ESP and rectus sheath blockade may enhance analgesia in laparoscopic surgery, but the magnitude of this benefit may not be clinically relevant. Limited evidence supports the use of QL block in laparoscopic urologic surgery. There is insufficient recent evidence to support the use of TAP or QL block for laparoscopic gynecologic surgery.
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Laparoscopia , Bloqueio Nervoso , Procedimentos Cirúrgicos Robóticos , Analgésicos Opioides , Feminino , Humanos , Dor Pós-Operatória/tratamento farmacológico , Nervos PeriféricosRESUMO
Muscle and bone are tightly integrated through mechanical and biochemical signals. Osteoclasts are cells mostly related to pathological bone loss; however, they also start physiological bone remodeling. Therefore, osteoclast signals released during bone remodeling could improve both bone and skeletal muscle mass. Extracellular ATP is an autocrine/paracrine signaling molecule released by bone and muscle cells. Then, in the present work, it was hypothesized that ATP is a paracrine mediator released by osteoclasts and leads to skeletal muscle protein synthesis. RAW264.7-derived osteoclasts were co-cultured in Transwell® chambers with flexor digitorum brevis (FDB) muscle isolated from adult BalbC mice. The osteoclasts at the upper chamber were mechanically stimulated by controlled culture medium perturbation, resulting in a two-fold increase in protein synthesis in FDB muscle at the lower chamber. Osteoclasts released ATP to the extracellular medium in response to mechanical stimulation, proportional to the magnitude of the stimulus and partly dependent on the P2X7 receptor. On the other hand, exogenous ATP promoted Akt phosphorylation (S473) in isolated FDB muscle in a time- and concentration-dependent manner. ATP also induced phosphorylation of proteins downstream Akt: mTOR (S2448), p70S6K (T389) and 4E-BP1 (T37/46). Exogenous ATP increased the protein synthesis rate in FDB muscle 2.2-fold; this effect was blocked by Suramin (general P2X/P2Y antagonist), LY294002 (phosphatidylinositol 3 kinase inhibitor) and Rapamycin (mTOR inhibitor). These blockers, as well as apyrase (ATP metabolizing enzyme), also abolished the induction of FDB protein synthesis evoked by mechanical stimulation of osteoclasts in the co-culture model. Therefore, the present findings suggest that mechanically stimulated osteoclasts release ATP, leading to protein synthesis in isolated FDB muscle, by activating the P2-PI3K-Akt-mTOR pathway. These results open a new area for research and clinical interest in bone-to-muscle crosstalk in adaptive processes related to muscle use/disuse or in musculoskeletal pathologies.
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Osteoclastos , Fosfatidilinositol 3-Quinases , Trifosfato de Adenosina/metabolismo , Animais , Camundongos , Músculo Esquelético/metabolismo , Osteoclastos/metabolismo , Fosfatidilinositol 3-Quinases/metabolismo , Proteínas Proto-Oncogênicas c-akt/metabolismo , Transdução de Sinais , Serina-Treonina Quinases TOR/metabolismoRESUMO
Percutaneous coronary interventions with the Impella (Abiomed, MA) catheter-based, micro-axial mechanical left ventricular assist device is a safe option for patients undergoing higher risk interventions. However, severe peripheral arterial disease limits vascular access for Impella insertion. Upper extremity arterial access has been traditionally obtained under general anesthesia. We present the first case, to our knowledge, of using peripheral nerve blocks for Impella 3.5 CP insertion into the axillary artery.
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Angioplastia Coronária com Balão , Artéria Axilar , Cateterismo Periférico , Estenose Coronária/terapia , Coração Auxiliar , Bloqueio Nervoso , Implantação de Prótese/instrumentação , Função Ventricular Esquerda , Idoso de 80 Anos ou mais , Angioplastia Coronária com Balão/instrumentação , Artéria Axilar/diagnóstico por imagem , Comorbidade , Estenose Coronária/diagnóstico por imagem , Estenose Coronária/fisiopatologia , Stents Farmacológicos , Humanos , Masculino , Desenho de Prótese , Punções , Fatores de Risco , Resultado do TratamentoRESUMO
BACKGROUND: Faces are crucial social stimuli, eliciting automatic processing associated with increased physiological arousal in observers. The level of arousal can be indexed by pupil diameter (the 'Event-Related Pupil Dilation', ERPD). However, many parameters could influence the arousal evoked by a face and its social saliency (e.g. virtual vs. real, neutral vs. emotional, static vs. dynamic). A few studies have shown an atypical ERPD in autism spectrum disorder (ASD) patients using several kinds of faces but no study has focused on identifying which parameter of the stimulus is the most interfering with face processing in ASD. METHODS: In order to disentangle the influence of these parameters, we propose an original paradigm including stimuli along an ecological social saliency gradient: from static objects to virtual faces to dynamic emotional faces. This strategy was applied to 186 children (78 ASD and 108 typically developing (TD) children) in two pupillometric studies (22 ASD and 47 TD children in the study 1 and 56 ASD and 61 TD children in the study 2). RESULTS: Strikingly, the ERPD in ASD children is insensitive to any of the parameters tested: the ERPD was similar for objects, static faces or dynamic faces. On the opposite, the ERPD in TD children is sensitive to all the parameters tested: the humanoid, biological, dynamic and emotional quality of the stimuli. Moreover, ERPD had a good discriminative power between ASD and TD children: ASD had a larger ERPD than TD in response to virtual faces, while TD had a larger ERPD than ASD for dynamic faces. CONCLUSIONS: This novel approach evidences an abnormal physiological adjustment to socially relevant stimuli in ASD.
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Nível de Alerta , Transtorno do Espectro Autista/psicologia , Emoções , Expressão Facial , Reconhecimento Facial , Pupila , Criança , Pré-Escolar , Feminino , Humanos , MasculinoRESUMO
BACKGROUND: Peripheral nerve blocks (PNBs) are used for a wide spectrum of headache and facial pain disorders. The objective of this case report is to highlight the erector spinae plane (ESP) block, which has recently been reported to successfully treat headache. CASE PRESENTATION: A 70-year-old man with a history of mild to moderate headaches, previously ruptured aneurysm, and right pterional craniotomy and clipping of an anterior communicating artery aneurysm presented with exacerbation of chronic post-surgical scalp pain and severe headache with nausea. Results of the physical examination were not consistent with cellulitis of the scalp, complete blood count and chemistry panel results were unremarkable, and imaging revealed an intact aneurysm clip. Given the severe unilateral throbbing pain with associated nausea, he was treated with a variety of migraine abortives and other pain medications without significant relief. ESP block was performed. He tolerated the procedure well without complications. His pain decreased to 2/10 from a baseline of 9 to 10/10 30 minutes after the procedure, and he was pain free the next day. Follow-up revealed a return of his pain 1 to 2 weeks after the procedure, which prompted follow-up with an outpatient pain management specialist. CONCLUSION: PNBs, ESP block in our case, can be a useful modality in managing chronic neuralgiform pain for treatment-refractory patients. It can provide improvement in quality of life and spare the patient from medication side effects. In an inpatient setting, it can decrease length of stay that would otherwise be extended due to a trial of multiple medications until the pain was controlled. PNBs are used for a wide spectrum of headache and facial pain disorders. This case report highlights successful management of chronic neuralgiform pain with the ESP block, which has recently been reported to successfully treat headache. ESP block provided relief to the patient's neuralgiform pain that was refractory to multiple medications, resulting in decreased length of stay, fewer medication side effects, and improved quality of life. It also provided a window for initiation of long-term pain medications.
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Bloqueio Nervoso/métodos , Neuralgia/cirurgia , Manejo da Dor/métodos , Dor Pós-Operatória/cirurgia , Idoso , Anestésicos Locais/uso terapêutico , Anti-Inflamatórios/uso terapêutico , Bupivacaína/uso terapêutico , Dor Crônica/etiologia , Dor Crônica/cirurgia , Dexametasona/uso terapêutico , Humanos , Masculino , Neuralgia/etiologia , Músculos Paraespinais/inervação , Radiografia Intervencionista/métodosRESUMO
OBJECTIVE: The aim of this study was to characterize ocular exploration of neutral and emotional faces in the typical development of a child. SUBJECTS AND METHOD: In this eye-tracking study, visual exploration of faces (with neutral or emotional expressions: happiness or sadness) was characterized in a population of 52 children (24 girls and 28 boys from 4 to 15 years of age) and 44 adults (22 women and 22 men from 18 to 35 years of age). The time spent on the eyes, nose and mouth of the faces was measured. RESULTS: All participants spent more time on the eyes (13%) rather than the nose and mouth (6%). The youngest participants spent less time exploring the eyes than the older participants, suggesting the progressive establishment of interest in these informative regions of the face during maturation. This process seemed to occur later in females (7-9 years) than males (4-6 years). CONCLUSION: These results confirm the importance of the eye area and the capacity of this region to capture attention. In addition, this study shows that the exploration of this region increases with age and is lower among girls aged 4-6 years compared with boys of the same age.
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Comportamento Infantil/psicologia , Emoções , Movimentos Oculares , Face , Adolescente , Adulto , Distribuição por Idade , Análise de Variância , Atenção , Criança , Desenvolvimento Infantil/fisiologia , Pré-Escolar , Face/fisiologia , Feminino , Humanos , Masculino , Fotografação , Distribuição por Sexo , Adulto JovemRESUMO
Although the wide neural network and specific processes related to faces have been revealed, the process by which face-processing ability develops remains unclear. An interest in faces appears early in infancy, and developmental findings to date have suggested a long maturation process of the mechanisms involved in face processing. These developmental changes may be supported by the acquisition of more efficient strategies to process faces (theory of expertise) and by the maturation of the face neural network identified in adults. This study aimed to clarify the link between event-related potential (ERP) development in response to faces and the behavioral changes in the way faces are scanned throughout childhood. Twenty-six young children (4-10 years of age) were included in two experimental paradigms, the first exploring ERPs during face processing, the second investigating the visual exploration of faces using an eye-tracking system. The results confirmed significant age-related changes in visual ERPs (P1, N170 and P2). Moreover, an increased interest in the eye region and an attentional shift from the mouth to the eyes were also revealed. The proportion of early fixations on the eye region was correlated with N170 and P2 characteristics, highlighting a link between the development of ERPs and gaze behavior. We suggest that these overall developmental dynamics may be sustained by a gradual, experience-dependent specialization in face processing (i.e. acquisition of face expertise), which produces a more automatic and efficient network associated with effortless identification of faces, and allows the emergence of human-specific social and communication skills.
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Desenvolvimento Infantil , Potenciais Evocados Visuais , Movimentos Oculares , Face/anatomia & histologia , Reconhecimento Visual de Modelos/fisiologia , Encéfalo/crescimento & desenvolvimento , Encéfalo/fisiologia , Criança , Pré-Escolar , Feminino , Humanos , MasculinoRESUMO
Cervical auscultation is a noninvasive technique for the exploration of swallowing and has been used since the 1960s. The aim of our study was to describe how the volume and consistency of the bolus affect swallowing acoustic sound characteristics in healthy subjects. Twenty-three subjects aged from 20 to 59 years were included (13 women and 10 men). A microphone mounted on a stethoscope chest piece, positioned on the skin on the right side in front of the posteroinferior border of the cricoid cartilage, was used; it was connected to a computer for acoustic recordings. Each subject swallowed 2-, 5-, and 10-ml aliquots of water, yogurt, and mashed potato. Each bolus was administered once, with a period of at least 30 s between each swallow. For each recorded sound, the total duration of the sound and the duration of each sound component (SC) (SC1, SC2, and SC3) and interval (IT1 and IT2) between the SCs were measured. For all records, the average duration of acoustic measures was calculated. Differences according to the volume and the consistency of the swallowed bolus were assessed using Student's t test for paired data. We calculated the percentage of recordings that included each SC. We also compared results between men and women using Student's t test. We successfully interpreted 540 of the 621 (87 %) records. The results indicated that the average total duration of the sound, and especially the average duration of SC2, increased with increasing volume and was greater for mashed potato than for the boluses of other consistencies. SC2 was present in all of the records.
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Acústica/instrumentação , Cartilagem Cricoide/fisiopatologia , Transtornos de Deglutição/fisiopatologia , Deglutição/fisiologia , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Espectrografia do Som , Fatores de Tempo , Adulto JovemRESUMO
Prolonged acute postsurgical pain (PAPSP) contributes to the development of chronic postsurgical pain, impaired rehabilitation, longer hospital stays, and decreased quality of life. For upper extremity analgesia, the duration of postoperative pain management with continuous brachial plexus peripheral nerve blocks is limited due to the risk of infection. Ultrasound-guided percutaneous cryoneurolysis provides extended analgesia and avoids the risks and inconveniences of indwelling catheters. We present 2 cases of PAPSP of the forearm effectively managed by the use of ultrasound-guided percutaneous cryoneurolysis to treat the medial, lateral, and posterior antebrachial cutaneous nerves.
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Antebraço , Dor Pós-Operatória , Ultrassonografia de Intervenção , Humanos , Antebraço/cirurgia , Antebraço/inervação , Dor Pós-Operatória/terapia , Pessoa de Meia-Idade , Feminino , Masculino , Manejo da Dor/métodos , Criocirurgia/métodos , Adulto , IdosoRESUMO
Importance: Glucagon-like peptide-1 receptor agonist (GLP-1 RA) use is rapidly increasing in the US, driven by its expanded approval for weight management in addition to hyperglycemia management in patients with type 2 diabetes. The perioperative safety of these medications, particularly with aspiration risk under anesthesia, is uncertain. Objective: To assess the association between GLP-1 RA use and prevalence of increased residual gastric content (RGC), a major risk factor for aspiration under anesthesia, using gastric ultrasonography. Design, Setting, and Participants: This cross-sectional study prospectively enrolled patients from a large, tertiary, university-affiliated hospital from June 6 through July 12, 2023. Participants followed preprocedural fasting guidelines before an elective procedure under anesthesia. Patients with altered gastric anatomy (eg, from previous gastric surgery), pregnancy, recent trauma (<1 month), or an inability to lie in the right lateral decubitus position for gastric ultrasonography were excluded. Exposure: Use of a once-weekly GLP-1 RA. Main Outcomes and Measures: The primary outcome was the presence of increased RGC, defined by the presence of solids, thick liquids, or more than 1.5 mL/kg of clear liquids on gastric ultrasonography. Analysis was adjusted for confounders using augmented inverse probability of treatment weighting, a propensity score-based technique. Secondarily, the association between the duration of drug interruption and the prevalence of increased RGC was explored. Results: Among the 124 participants (median age, 56 years [IQR, 46-65 years]; 75 [60%] female), the prevalence of increased RGC was 56% (35 of 62) in patients with GLP-1 RA use (exposure group) compared with 19% (12 of 62) in patients who were not taking a GLP-1 RA drug (control group). After adjustment for confounding, GLP-1 RA use was associated with a 30.5% (95% CI, 9.9%-51.2%) higher prevalence of increased RGC (adjusted prevalence ratio, 2.48; 95% CI, 1.23-4.97). There was no association between the duration of GLP-1 RA interruption and the prevalence of increased RGC (adjusted odds ratio, 0.86; 95% CI, 0.65-1.14). Conclusions and Relevance: Use of a GLP-1 RA was independently associated with increased RGC on preprocedural gastric ultrasonography. The findings suggest that the preprocedural fasting duration suggested by current guidelines may be inadequate in this group of patients at increased risk of aspiration under anesthesia.
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Receptor do Peptídeo Semelhante ao Glucagon 1 , Humanos , Feminino , Masculino , Pessoa de Meia-Idade , Estudos Transversais , Receptor do Peptídeo Semelhante ao Glucagon 1/agonistas , Estudos Prospectivos , Ultrassonografia , Idoso , Conteúdo Gastrointestinal/diagnóstico por imagem , Hipoglicemiantes/uso terapêutico , Diabetes Mellitus Tipo 2 , Fatores de Risco , AnestesiaRESUMO
Cryoneurolysis is an analgesic method that has been shown to provide extended pain relief in postoperative patients. However, to date, this method has not been described in nonsurgical inpatients with chronic pain experiencing an acute exacerbation. This analgesic modality has the potential to provide pain relief for patients whose expected duration of severe acute pain would outlast that of other regional anesthetic techniques while avoiding opioid escalation and facilitating discharge. We present a patient with acute exacerbation of chronic pain from breast ulcerations caused by congenital lipomatous overgrowth, vascular malformations, epidermal nevis, spinal/skeletal anomalies/scoliosis (CLOVES) syndrome that was successfully treated as an inpatient with a portable cryoneurolysis device. This is the first reported use of cryoneurolysis in an inpatient setting to treat acute-on-chronic pain in a nonsurgical patient. The authors recommend regional anesthesiologists and acute pain specialists to utilize this technique to provide analgesia in patients with complex pain to facilitate hospital throughput.
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AIM OF THE STUDY: To elucidate the important factors and their interplay that drive performance on IMRT phantoms from the Imaging and Radiation Oncology Core (IROC). METHODS: IROC's IMRT head and neck phantom contains two targets and an organ at risk. Point and 2D dose are measured by TLDs and film, respectively. 1,542 irradiations between 2012-2020 were retrospectively analyzed based on output parameters, complexity metrics, and treatment parameters. Univariate analysis compared parameters based on pass/fail, and random forest modeling was used to predict output parameters and determine the underlying importance of the variables. RESULTS: The average phantom pass rate was 92% and has not significantly improved over time. The step-and-shoot irradiation technique had significantly lower pass rates that significantly affected other treatment parameters' pass rates. The complexity of plans has significantly increased with time, and all aperture-based complexity metrics (except MCS) were associated with the probability of failure. Random forest-based prediction of failure had an accuracy of 98% on held-out test data not used in model training. While complexity metrics were the most important contributors, the specific metric depended on the set of treatment parameters used during the irradiation. CONCLUSION: With the prevalence of errors in radiotherapy, understanding which parameters affect treatment delivery is vital to improve patient treatment. Complexity metrics were strongly predictive of irradiation failure; however, they are dependent on the specific treatment parameters. In addition, the use of one complexity metric is insufficient to monitor all aspects of the treatment plan.