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BACKGROUND: Fluid therapy during major hepatic resection aims at minimizing fluids during the dissection phase to reduce central venous pressure (CVP), retrograde liver blood flow, and venous bleeding. This strategy, however, may lead to hyperlactatemia. The Acumen™ Assisted Fluid Management system uses novel decision support software whose algorithm helps clinicians optimize fluid therapy. We tested the hypothesis that using this decision support system could decrease arterial lactate at the end of major hepatic resection when compared to a more restrictive fluid strategy. METHODS: This two-arm, prospective, randomized controlled, assessor-and patient-blinded superiority study included consecutive patients undergoing major liver surgery equipped with an arterial catheter linked to an uncalibrated stroke volume monitor. In the decision support group, fluid therapy was guided throughout the entire procedure using the assisted fluid management software. In the restrictive fluid group, clinicians were recommended to restrict fluid infusion to 1-2 ml.kg-1.h-1 until the completion of hepatectomy. They then administered fluids based on advanced hemodynamic variables. Noradrenaline was titrated in all patients to maintain a mean arterial pressure >65mmHg. The primary outcome was arterial lactate level upon completion of surgery (i.e., skin closure). RESULTS: Ninety patients were enrolled over a 7-month period. The primary outcome was lower in the decision support group than in the restrictive group (median[Q1-Q3] 2.5[1.9-3.7]mmol.L-1 vs 4.6[3.1-5.4]mmol.L-1, median difference -2.1, 95%CI(-2.7,-1.2), p<0.001). Among secondary exploratory outcomes, there was no difference in blood loss (median[Q1-Q3] 450[300-600]ml vs 500[300-800]ml, p=0.727) although CVP was higher in the decision support group (mean (SD) of 7.7(2.0)mmHg vs 6.6(1.1)mmHg, p<0.002). CONCLUSION: Patients managed using a clinical decision support system to guide fluid administration during major hepatic resection had a lower arterial lactate concentration at the end of surgery when compared to a more restrictive fluid strategy. Future trials are necessary to make conclusive recommendations that will change clinical practice.
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Intravenous (IV) fluids and vasopressor agents are key components of hemodynamic management. Since their introduction, their use in the perioperative setting has continued to evolve, and we are now on the brink of automated administration. IV fluid therapy was first described in Scotland during the 1832 cholera epidemic, when pioneers in medicine saved critically ill patients dying from hypovolemic shock. However, widespread use of IV fluids only began in the 20th century. Epinephrine was discovered and purified in the United States at the end of the 19th century, but its short half-life limited its implementation into patient care. Advances in venous access, including the introduction of the central venous catheter, and the ability to administer continuous infusions of fluids and vasopressors rather than just boluses, facilitated the use of fluids and adrenergic agents. With the advent of advanced hemodynamic monitoring, most notably the pulmonary artery catheter, the role of fluids and vasopressors in the maintenance of tissue oxygenation through adequate cardiac output and perfusion pressure became more clearly established, and hemodynamic goals could be established to better titrate fluid and vasopressor therapy. Less invasive hemodynamic monitoring techniques, using echography, pulse contour analysis, and heart-lung interactions, have facilitated hemodynamic monitoring at the bedside. Most recently, advances have been made in closed-loop fluid and vasopressor therapy, which apply computer assistance to interpret hemodynamic variables and therapy. Development and increased use of artificial intelligence will likely represent a major step toward fully automated hemodynamic management in the perioperative environment in the near future. In this narrative review, we discuss the key events in experimental medicine that have led to the current status of fluid and vasopressor therapies and describe the potential benefits that future automation has to offer.
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Inteligência Artificial , Pesquisa Biomédica , Humanos , Hemodinâmica , Vasoconstritores/uso terapêutico , Vasoconstritores/farmacologia , Hidratação/métodos , AutomaçãoRESUMO
BACKGROUND: Childhood adversity is associated with chronic pain in adulthood. Additionally, individuals identifying as lesbian, gay, bisexual, transgender, or queer (LGBTQ+) report a greater prevalence of chronic pain and increased adverse childhood experiences (ACEs). While the LGTBQ+ community has a disproportionately high chronic disease burden, limited research has been conducted on the associations between chronic pain conditions or intensity and childhood adversity in this population. METHODS: In this cross-sectional study, participants were 18 years or older, LGBTQ+ identifying, and reported chronic pain. Surveys were electronically distributed from August to November 2022 via LGBTQ+ organization email listservs and social media platforms. The survey included demographics and validated questionnaires measuring chronic pain (The Chronic Pain Questionnaire) and childhood adversity (ACE score). In analysis, ACE scores of 4 or more were defined as high. RESULTS: Responses from 136 individuals (average age of 29 ± 7.4 years) were analyzed. The mean for participants' average pain rating in the last 6 months was 5.9 of 10. Participants' worst pain was rated at least a 7 of 10 for 80% of respondents. Half (47%) had high ACE scores, and high ACE scores were significantly associated with higher average pain scores (6.27 ± 1.79, mean difference = -2.22, P = .028, 95% confidence interval [CI], -1.2 to -0.0), and higher perceived current pain ratings (4.53 ± 2.16, mean difference = -2.78, P = .007, 95% CI, -1.9 to -0.3). Transgender and gender diverse (TGD) participants (n = 75) had higher ACE scores (3.91 ± 1.78) and current pain scores compared to cisgender individuals (3.9 ± 1.8 vs 3.0 ± 1.9, P = .009, 95% CI, 0.0-0.3). History of any sexual trauma was prevalent in 36.7% and was associated with chronic pain located in the pelvic region (P = .016, effect size estimate 0.21). Specific histories of forced sexual and touch encounters were associated with a specific diagnosis of fibromyalgia (P = .008, effect size estimate 0.31 and P = .037, effect size estimate 0.31, respectively). CONCLUSIONS: Childhood adversity and chronic pain's dose-dependent relationship among our LGBTQ+ sample indicates a need to explore trauma's role in perceived pain. Given sexual trauma's association with pain location and diagnosis, type of trauma may also be crucial in understanding chronic pain development. Research into the relationships between childhood adversity, sexuality, gender identity, and chronic pain could improve chronic pain prevention and management for the LGBTQ+ community.
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BACKGROUND: Over the past decade, artificial intelligence (AI) has expanded significantly with increased adoption across various industries, including medicine. Recently, AI-based large language models such as Generative Pretrained Transformer-3 (GPT-3), Bard, and Generative Pretrained Transformer-3 (GPT-4) have demonstrated remarkable language capabilities. While previous studies have explored their potential in general medical knowledge tasks, here we assess their clinical knowledge and reasoning abilities in a specialized medical context. METHODS: We studied and compared the performance of all 3 models on both the written and oral portions of the comprehensive and challenging American Board of Anesthesiology (ABA) examination, which evaluates candidates' knowledge and competence in anesthesia practice. RESULTS: Our results reveal that only GPT-4 successfully passed the written examination, achieving an accuracy of 78% on the basic section and 80% on the advanced section. In comparison, the less recent or smaller GPT-3 and Bard models scored 58% and 47% on the basic examination, and 50% and 46% on the advanced examination, respectively. Consequently, only GPT-4 was evaluated in the oral examination, with examiners concluding that it had a reasonable possibility of passing the structured oral examination. Additionally, we observe that these models exhibit varying degrees of proficiency across distinct topics, which could serve as an indicator of the relative quality of information contained in the corresponding training datasets. This may also act as a predictor for determining which anesthesiology subspecialty is most likely to witness the earliest integration with AI. CONCLUSIONS: GPT-4 outperformed GPT-3 and Bard on both basic and advanced sections of the written ABA examination, and actual board examiners considered GPT-4 to have a reasonable possibility of passing the real oral examination; these models also exhibit varying degrees of proficiency across distinct topics.
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Anestesiologia , Inteligência Artificial , Competência Clínica , Conselhos de Especialidade Profissional , Anestesiologia/educação , Humanos , Estados Unidos , Avaliação Educacional/métodos , Raciocínio ClínicoRESUMO
BACKGROUND: Implementation of goal-directed fluid therapy (GDFT) protocols remains low. Protocol compliance among anesthesiologists tends to be suboptimal owing to the high workload and the attention required for implementation. The assisted fluid management (AFM) system is a novel decision support tool designed to help clinicians apply GDFT protocols. This system predicts fluid responsiveness better than anesthesia practitioners do and achieves higher stroke volume (SV) and cardiac index values during surgery. We tested the hypothesis that an AFM-guided GDFT strategy would also be associated with better sublingual microvascular flow compared to a standard GDFT strategy. METHODS: This bicenter, parallel, 2-arm, prospective, randomized controlled, patient and assessor-blinded, superiority study considered for inclusion all consecutive patients undergoing high-risk abdominal surgery who required an arterial catheter and uncalibrated SV monitoring. Patients having standard GDFT received manual titration of fluid challenges to optimize SV while patients having an AFM-guided GDFT strategy received fluid challenges based on recommendations from the AFM software. In all patients, fluid challenges were standardized and titrated per 250 mL and vasopressors were administered to maintain a mean arterial pressure >70 mm Hg. The primary outcome (average of each patient's intraoperative microvascular flow index (MFI) across 4 intraoperative time points) was analyzed using a Mann-Whitney U test and the treatment effect was estimated with a median difference between groups with a 95% confidence interval estimated using the bootstrap percentile method (with 1000 replications). Secondary outcomes included SV, cardiac index, total amount of fluid, other microcirculatory variables, and postoperative lactate. RESULTS: A total of 86 patients were enrolled over a 7-month period. The primary outcome was significantly higher in patients with AFM (median [Q1-Q3]: 2.89 [2.84-2.94]) versus those having standard GDFT (2.59 [2.38-2.78] points, median difference 0.30; 95% confidence interval [CI], 0.19-0.49; P < .001). Cardiac index and SVI were higher (3.2 ± 0.5 vs 2.7 ± 0.7 l.min-1.m-2; P = .001 and 42 [35-47] vs 36 [32-43] mL.m-2; P = .018) and arterial lactate concentration was lower at the end of the surgery in patients having AFM-guided GDFT (2.1 [1.5-3.1] vs 2.9 [2.1-3.9] mmol.L-1; P = .026) than patients having standard GDFT strategy. Patients having AFM received a higher fluid volume but 3 times less norepinephrine than those receiving standard GDFT (P < .001). CONCLUSIONS: Use of an AFM-guided GDFT strategy resulted in higher sublingual microvascular flow during surgery compared to use of a standard GDFT strategy. Future trials are necessary to make conclusive recommendations that will change clinical practice.
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Anesthesiology and intensive care medicine provide fertile ground for innovation in automation, but to date we have only achieved preliminary studies in closed-loop intravenous drug administration. Anesthesiologists have yet to implement these tools on a large scale despite clear evidence that they outperform manual titration. Closed-loops continuously assess a predefined variable as input into a controller and then attempt to establish equilibrium by administering a treatment as output. The aim is to decrease the error between the closed-loop controller's input and output. In this editorial we consider the available intravenous anesthesia closed-loop systems, try to clarify why they have not yet been implemented on a large scale, see what they offer, and propose the future steps towards automation in anesthesia.
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Anestesia , Anestesiologia , Humanos , Automação , Anestesia Intravenosa , Infusões IntravenosasRESUMO
A closed-loop automatically controls a variable using the principle of feedback. Automation within anesthesia typically aims to improve the stability of a controlled variable and reduce workload associated with simple repetitive tasks. This approach attempts to limit errors due to distractions or fatigue while simultaneously increasing compliance to evidence based perioperative protocols. The ultimate goal is to use these advantages over manual care to improve patient outcome. For more than twenty years, clinical studies in anesthesia have demonstrated the superiority of closed-loop systems compared to manual control for stabilizing a single variable, reducing practitioner workload, and safely administering therapies. This research has focused on various closed-loops that coupled inputs and outputs such as the processed electroencephalogram with propofol, blood pressure with vasopressors, and dynamic predictors of fluid responsiveness with fluid therapy. Recently, multiple simultaneous independent closed-loop systems have been tested in practice and one study has demonstrated a clinical benefit on postoperative cognitive dysfunction. Despite their advantages, these tools still require that a well-trained practitioner maintains situation awareness, understands how closed-loop systems react to each variable, and is ready to retake control if the closed-loop systems fail. In the future, multiple input multiple output closed-loop systems will control anesthetic, fluid and vasopressor titration and may perhaps integrate other key systems, such as the anesthesia machine. Human supervision will nonetheless always be indispensable as situation awareness, communication, and prediction of events remain irreplaceable human factors.
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Anestesia , Anestesiologia , Medicina Perioperatória , Propofol , Humanos , Anestesia/métodos , Pressão SanguíneaRESUMO
Brain injury patients require precise blood pressure (BP) management to maintain cerebral perfusion pressure (CPP) and avoid intracranial hypertension. Nurses have many tasks and norepinephrine titration has been shown to be suboptimal. This can lead to limited BP control in patients that are in critical need of cerebral perfusion optimization. We have designed a closed-loop vasopressor (CLV) system capable of maintaining mean arterial pressure (MAP) in a narrow range and we aimed to assess its performance when treating severe brain injury patients. Within the first 48 h of intensive care unit (ICU) admission, 18 patients with a severe brain injury underwent either CLV or manual norepinephrine titration. In both groups, the objective was to maintain MAP in target (within ± 5 mmHg of a predefined target MAP) to achieve optimal CPP. Fluid administration was standardized in the two groups. The primary objective was the percentage of time patients were in target. Secondary outcomes included time spent over and under target. Over the four-hour study period, the mean percentage of time with MAP in target was greater in the CLV group than in the control group (95.8 ± 2.2% vs. 42.5 ± 27.0%, p < 0.001). Severe undershooting, defined as MAP < 10 mmHg of target value was lower in the CLV group (0.2 ± 0.3% vs. 7.4 ± 14.2%, p < 0.001) as was severe overshooting defined as MAP > 10 mmHg of target (0.0 ± 0.0% vs. 22.0 ± 29.0%, p < 0.001). The CLV system can maintain MAP in target better than nurses caring for severe brain injury patients.
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Lesões Encefálicas , Norepinefrina , Humanos , Pressão Arterial , Vasoconstritores/uso terapêutico , Lesões Encefálicas/tratamento farmacológico , Unidades de Terapia Intensiva , Pressão IntracranianaRESUMO
Intensive care unit (ICU) nurses frequently manually titrate norepinephrine to maintain a predefined mean arterial pressure (MAP) target after high-risk surgery. However, achieving this task is often suboptimal. We have developed a closed-loop vasopressor (CLV) controller to better maintain MAP within a narrow range. After ethical committee approval, fifty-three patients admitted to the ICU following high-risk abdominal surgery were randomized to CLV or manual norepinephrine titration. In both groups, the aim was to maintain MAP in the predefined target of 80-90 mmHg. Fluid administration was standardized in the two groups using an advanced hemodynamic monitoring device. The primary outcome of our study was the percentage of time patients were in the MAP target. Over the 2-hour study period, the percentage of time with MAP in target was greater in the CLV group than in the control group (median: IQR25-75: 80 [68-88]% vs. 42 [22-65]%), difference 37.2, 95% CI (23.0-49.2); p < 0.001). Percentage time with MAP under 80 mmHg (1 [0-5]% vs. 26 [16-75]%, p < 0.001) and MAP under 65 mmHg (0 [0-0]% vs. 0 [0-4]%, p = 0.017) were both lower in the CLV group than in the control group. The percentage of time with a MAP > 90 mmHg was not statistically different between groups. In patients admitted to the ICU after high-risk abdominal surgery, closed-loop control of norepinephrine infusion better maintained a MAP target of 80 to 90 mmHg and significantly decreased postoperative hypotensive when compared to manual norepinephrine titration.
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Hipotensão , Norepinefrina , Humanos , Pressão Arterial , Vasoconstritores/uso terapêutico , Hipotensão/tratamento farmacológico , Unidades de Terapia IntensivaRESUMO
OBJECTIVE: To determine whether the wire-guided scalpel (GuideBlade) improves incision precision, reduces the need to revise dermatotomy incision, improves the first-time success rate of a central venous catheter (CVC) placement, and decreases CVC-related complications. DESIGN: A randomized 2-arm observational trial. SETTING: At University of California Irvine Medical Center. PARTICIPANTS: Patients (n = 63) undergoing surgery requiring placement of a CVC as part of the standard of care recruited from August 1, 2021, to December 31, 2021. INTERVENTIONS: After randomization, either the GuideBlade (intervention) or the standard #11 scalpel (control) was used during CVC placement before surgery. MEASUREMENTS AND MAIN RESULTS: The number of dermatotomy attempts was higher using the GuideBlade (1.6 ± 1.0) compared to the standard #11 scalpel (1.4 ± 0.6); however, the difference did not reach statistical significance (p = 0.19). Similarly, the number of dilation attempts demonstrated no significant difference between the GuideBlade (1.2 ± 0.4) and the standard scalpel (1.1 ± 0.4; p = 0.65). No CVC-related infections or complications were documented. CONCLUSIONS: No superiority was observed with using the GuideBlade compared to the standard scalpel during central line insertion by novice users. User unfamiliarity and inadequate training may have contributed to this finding, highlighting the importance of proper technique and user experience.
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Cateterismo Venoso Central , Cateteres Venosos Centrais , Humanos , Cateterismo Venoso Central/métodosRESUMO
The success of agriculture relies on healthy bees to pollinate crops. Commercially managed pollinators are often kept under temperature-controlled conditions to better control development and optimize field performance. One such pollinator, the alfalfa leafcutting bee, Megachile rotundata, is the most widely used solitary bee in agriculture. Problematically, very little is known about the thermal physiology of M. rotundata or the consequences of artificial thermal regimes used in commercial management practices. Therefore, we took a broad look at the thermal performance of M. rotundata across development and the effects of commonly used commercial thermal regimes on adult bee physiology. After the termination of diapause, we hypothesized thermal sensitivity would vary across pupal metamorphosis. Our data show that bees in the post-diapause quiescent stage were more tolerant of low temperatures compared to bees in active development. We found that commercial practices applied during development decrease the likelihood of a bee recovering from another bout of thermal stress in adulthood, thereby decreasing their resilience. Lastly, commercial regimes applied during development affected the number of days to adult emergence, but the time of day that adults emerged was unaffected. Our data demonstrate the complex interactions between bee development and thermal regimes used in management. This knowledge can help improve the commercial management of these bees by optimizing the thermal regimes used and the timing of their application to alleviate negative downstream effects on adult performance.
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Temperatura Baixa , Medicago sativa , Abelhas , Animais , Temperatura , Pupa , Metamorfose BiológicaRESUMO
BACKGROUND: Vasopressors are a cornerstone for the management of vasodilatory hypotension. Vasopressor infusions are currently adjusted manually to achieve a predefined arterial pressure target. We have developed a closed-loop vasopressor (CLV) controller to help correct hypotension more efficiently during the perioperative period. We tested the hypothesis that patients managed using such a system postcardiac surgery would present less hypotension compared to patients receiving standard management. METHODS: A total of 40 patients admitted to the intensive care unit (ICU) after cardiac surgery were randomized into 2 groups for a 2-hour study period. In all patients, the objective was to maintain mean arterial pressure (MAP) between 65 and 75 mm Hg using norepinephrine. In the CLV group, the norepinephrine infusion was controlled via the CLV system; in the control group, it was adjusted manually by the ICU nurse. Fluid administration was standardized in both groups using an assisted fluid management system linked to an advanced hemodynamic monitoring system. The primary outcome was the percentage of time patients were hypotensive, defined as MAP <65 mm Hg, during the study period. RESULTS: Over the 2-hour study period, the percentage of time with hypotension was significantly lower in the CLV group than that in the control group (1.4% [0.9-2.3] vs 12.5% [9.9-24.3]; location difference, -9.8% [95% CI, -5.4 to -15.9]; P < .001). The percentage of time with MAP between 65 and 75 mm Hg was also greater in the CLV group (95% [89-96] vs 66% [59-77]; location difference, 27.6% [95% CI, 34.3-19.0]; P < .001). The percentage of time with an MAP >75 mm Hg (and norepinephrine still being infused) was also significantly lower in patients in the CLV group than that in the control group (3.2% [1.9-5.4] vs 20.6% [8.9-32.5]; location difference, -17% [95% CI, -10 to -24]; P < .001).The number of norepinephrine infusion rate modifications over the study period was greater in the CLV group than that in the control group (581 [548-597] vs 13 [11-14]; location difference, 568 [578-538]; P < .001). No adverse event occurred during the study period in both groups. CONCLUSIONS: Closed-loop control of norepinephrine infusion significantly decreases postoperative hypotension compared to manual control in patients admitted to the ICU after cardiac surgery.
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Procedimentos Cirúrgicos Cardíacos , Hipotensão , Hemodinâmica , Humanos , Hipotensão/etiologia , Norepinefrina/efeitos adversos , Vasoconstritores/efeitos adversosRESUMO
Embryonic selection for vitrification and cryostorage in Drosophila and other dipterans is generally carried out by gross observation of the embryonic development at a constant temperature. In this study, the effect of embryo developmental temperature (19, 20 and 21 °C) on the stage specific convergence of the embryonic development to the developmental stages 15-17, which are relevant for cryopreservation, was studied in a flightless mutant strain of Drosophila melanogaster and compared with the Ore-R strain. The temperature that allowed for the best convergence to stage 16 was chosen for further selection and treatment of the embryos. The converged embryos (SS) were directly treated or further manually sorted (MS) for the requisite developmental stage to reduce the number of non-converged embryos. These selected embryos were then permeabilized and cryopreserved. While at all the three incubation temperatures the embryos exhibited convergence peaks, it was only at 20 °C and at hour 22 that a maximum number of stage 16 embryos converged and remained at a much higher proportion than the other developmental stages in both the strains. When permeabilized, MS embryos showed higher mean viability and hatching proportion compared to SS embryos (wingless: â¼0.70 vs. â¼0.58; Ore-R: â¼0.77 versus 0.54). Upon vitrification, the manually selected embryos hatched and survived at significantly higher mean rates than the converged embryos at stage 16 (wingless: 0.32 vs. â¼0.08; Ore-R: 0.47 vs. 0.15) after adjusting for permeabilization mortality. The maximum proportion hatch after vitrified storage that could be obtained by this method was 0.74 for both the wingless and Ore-R strains. More than 55% of the larvae pupated and >72% of the pupae eclosed in MS and vitrified wingless stage 16. In Ore-R, well over 85% of the larvae pupariated and eclosed as flight capable flies.
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Criopreservação , Vitrificação , Animais , Criopreservação/métodos , Drosophila , Drosophila melanogaster/genética , Desenvolvimento Embrionário/genética , LarvaRESUMO
We have previously demonstrated in in-silico, pre-clinical animal models, and finally human clinical studies the ability of a novel closed-loop vasopressor titration system to manage norepinephrine infusion rates to keep mean arterial blood pressure in a very tight range, reduce hypotension time and severity, and reduce overtreatment. We hypothesized that the same controller could, with modification for pharmacologic differences, suitably titrate a lower-potency longer duration of action agent like phenylephrine. Using the same physiologic simulation model as was used previously for in-silico testing of our controller for norepinephrine, we first updated the model to include a new vasopressor agent modeled after phenylephrine. A series of simulation tests patterned after our previous norepinephrine study was then conducted, this time using phenylephrine for management, in order to both test the system with the new agent and allow for comparisons between the two. Hundreds of simulation trials were conducted across a range of patient and environmental variances. The controller performance was characterized based on time in target, time above and below target, coefficient of variation, and using Varvel's criteria. The controller kept the simulated patients' MAP in target for 94% of management time in the simple scenarios and more than 85% of time in the most challenging scenarios. Varvel criteria were all under 1% error for expected pharmacologic responses and were consistent with those established for norepinephrine in our previous studies. The controller was able to acceptably titrate phenylephrine in this simulated patient model consistent with performance previously seen for norepinephrine after adjusting for the anticipated differences between the two agents.
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Hipotensão , Norepinefrina , Animais , Pressão Sanguínea , Humanos , Hipotensão/tratamento farmacológico , Fenilefrina , Vasoconstritores/uso terapêuticoRESUMO
In critically ill and high-risk surgical room patients, an invasive arterial catheter is often inserted to continuously measure arterial pressure (AP). The arterial waveform pressure measurement, however, may be compromised by damping or inappropriate reference placement of the pressure transducer. Clinicians, decision support systems, or closed-loop applications that rely on such information would benefit from the ability to detect error from the waveform alone. In the present study we hypothesized that machine-learning trained algorithms could discriminate three types of transducer error from accurate monitoring with receiver operator characteristic (ROC) curve areas greater than 0.9. After obtaining written consent, patient arterial line waveform data was collected in the operating room in real-time during routine surgery requiring arterial pressure monitoring. Three deliberate error conditions were introduced during monitoring: Damping, Transducer High, and Transducer Low. The waveforms were split up into 10 s clips that were featurized. The data was also either calibrated against the patient's own baseline or left uncalibrated. The data was then split into training and validation sets, and machine-learning algorithms were run in a Monte-Carlo fashion on the training data with variable sized training sets and hyperparameters. The algorithms with the highest balanced accuracy were pruned, then the highest performing algorithm in the training set for each error state (High, Low, Damped) for both calibrated and uncalibrated data was finally tested against the validation set and the ROC and precision-recall curve area-under the curve (AUC) calculated. 38 patients were enrolled in the study with a mean age of 52 ± 15 years. A total of 40 h of monitoring time was recorded with approximately 120,000 heart beats featurized. For all error states, ROC AUCs for algorithm performance on classification of the state were greater than 0.9; when using patient-specific calibrated data AUCs were 0.94, 0.95, and 0.99 for the transducer low, transducer high, and damped conditions respectively. Machine-learning trained algorithms were able to discriminate arterial line transducer error states from the waveform alone with a high degree of accuracy.
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Pressão Arterial , Aprendizado de Máquina , Adulto , Idoso , Algoritmos , Artérias , Frequência Cardíaca , Humanos , Pessoa de Meia-IdadeRESUMO
BACKGROUND: Individualized hemodynamic management during surgery relies on accurate titration of vasopressors and fluids. In this context, computer systems have been developed to assist anesthesia providers in delivering these interventions. This study tested the hypothesis that computer-assisted individualized hemodynamic management could reduce intraoperative hypotension in patients undergoing intermediate- to high-risk surgery. METHODS: This single-center, parallel, two-arm, prospective randomized controlled single blinded superiority study included 38 patients undergoing abdominal or orthopedic surgery. All included patients had a radial arterial catheter inserted after anesthesia induction and connected to an uncalibrated pulse contour monitoring device. In the manually adjusted goal-directed therapy group (N = 19), the individualized hemodynamic management consisted of manual titration of norepinephrine infusion to maintain mean arterial pressure within 10% of the patient's baseline value, and mini-fluid challenges to maximize the stroke volume index. In the computer-assisted group (N = 19), the same approach was applied using a closed-loop system for norepinephrine adjustments and a decision-support system for the infusion of mini-fluid challenges (100 ml). The primary outcome was intraoperative hypotension defined as the percentage of intraoperative case time patients spent with a mean arterial pressure of less than 90% of the patient's baseline value, measured during the preoperative screening. Secondary outcome was the incidence of minor postoperative complications. RESULTS: All patients were included in the analysis. Intraoperative hypotension was 1.2% [0.4 to 2.0%] (median [25th to 75th] percentiles) in the computer-assisted group compared to 21.5% [14.5 to 31.8%] in the manually adjusted goal-directed therapy group (difference, -21.1 [95% CI, -15.9 to -27.6%]; P < 0.001). The incidence of minor postoperative complications was not different between groups (42 vs. 58%; P = 0.330). Mean stroke volume index and cardiac index were both significantly higher in the computer-assisted group than in the manually adjusted goal-directed therapy group (P < 0.001). CONCLUSIONS: In patients having intermediate- to high-risk surgery, computer-assisted individualized hemodynamic management significantly reduces intraoperative hypotension compared to a manually controlled goal-directed approach.
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Hemodinâmica , Hipotensão/prevenção & controle , Complicações Intraoperatórias/prevenção & controle , Procedimentos Cirúrgicos Operatórios , Terapia Assistida por Computador/métodos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Monitorização Intraoperatória , Estudos Prospectivos , Método Simples-CegoRESUMO
Variable spring temperatures may expose developing insects to sublethal conditions, resulting in long-term consequences. The alfalfa leafcutting bee, Megachile rotundata, overwinters as a prepupa inside a brood cell, resuming development in spring. During these immobile stages of development, bees must tolerate unfavorable temperatures. In this study, we tested how exposure to low temperature stress during development affects subsequent reproduction and characteristics of the F1 generation. Developing male and female M. rotundata were exposed to either constant (6°C) or fluctuating (1â h day-1 at 20°C) low temperature stress for 1 week, during the pupal stage, to mimic a spring cold snap. Treated adults were marked and released into field cages, and reproductive output was compared with that of untreated control bees. Exposure to low temperatures during the pupal stage had mixed effects on reproduction and offspring characteristics. Females treated with fluctuating low temperatures were more likely to nest compared with control bees or those exposed to constant low temperature stress. Sublethal effects may have contributed to low nesting rates of bees exposed to constant low temperatures. Females from that group that were able to nest had fewer, larger offspring with high viability, suggesting a trade-off. Interestingly, offspring of bees exposed to fluctuating low temperatures were more likely to enter diapause, indicating that thermal history of parents, even during development, is an important factor in diapause determination.
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Diapausa , Medicago sativa , Animais , Abelhas , Feminino , Incidência , Masculino , Pupa , TemperaturaRESUMO
BACKGROUND: Hypotension occurs frequently during surgery and may be associated with adverse complications. Vasopressor titration is frequently used to correct hypotension, but requires considerable time and attention, potentially reducing the time available for other clinical duties. To overcome this issue, we have developed a closed-loop vasopressor (CLV) controller to help correct hypotension more efficiently. The aim of this randomised controlled study was to evaluate whether the CLV controller was superior to traditional vasopressor management at minimising hypotension in patients undergoing abdominal surgery. METHODS: Thirty patients scheduled for elective intermediate-to high-risk abdominal surgery were randomised into two groups. In the CLV group, hypotension was corrected automatically via the CLV controller system, which adjusted the rate of a norepinephrine infusion according to MAP values recorded using an advanced haemodynamic device. In the control group, management of hypotension consisted of standard, manual adjustment of the norepinephrine infusion. The primary outcome was the percentage of time that a patient was hypotensive, defined as MAP <90% of their baseline value, during surgery. RESULTS: The percentage of time patients were hypotensive during surgery was 10 times less in the CVL group than in the control group (1.6 [0.9-2.3]% vs 15.4 [9.9-24.3]%; difference: 13 [95% confidence interval: 9-19]; P<0.0001). The CVL group also spent much less time with MAP <65 mm Hg (0.2 [0.0-0.4]% vs 4.5 [1.1-7.9]%; P<0.0001). CONCLUSIONS: In patients undergoing intermediate- to high-risk surgery under general anaesthesia, computer-assisted adjustment of norepinephrine infusion significantly decreases the incidence of hypotension compared with manual control. CLINICAL TRIAL REGISTRATION: NCT04089644.
Assuntos
Abdome/cirurgia , Hipotensão/tratamento farmacológico , Complicações Intraoperatórias/tratamento farmacológico , Norepinefrina/administração & dosagem , Vasoconstritores/administração & dosagem , Procedimentos Cirúrgicos Eletivos , Feminino , Humanos , Infusões Intravenosas , Masculino , Pessoa de Meia-Idade , Norepinefrina/uso terapêutico , Risco , Resultado do Tratamento , Vasoconstritores/uso terapêuticoRESUMO
Arterial pressure management is a crucial task in the operating room and intensive care unit. In high-risk surgical and in critically ill patients, sustained hypotension is managed with continuous infusion of vasopressor agents, which most commonly have direct α agonist activity like phenylephrine or norepinephrine. The current standard of care to guide vasopressor infusion is manual titration to an arterial pressure target range. This approach may be improved by using automated systems that titrate vasopressor infusions to maintain a target pressure. In this article, we review the evidence behind blood pressure management in the operating room and intensive care unit and discuss current and potential future applications of automated blood pressure control.
Assuntos
Hipotensão , Vasoconstritores , Pressão Sanguínea/efeitos dos fármacos , Estado Terminal , Humanos , Hipotensão/tratamento farmacológico , Unidades de Terapia Intensiva , Vasoconstritores/farmacologia , Vasoconstritores/uso terapêuticoRESUMO
This study evaluates the efficacy of a cryopreservation protocol for spermatozoa derived from the accessory testis of male Bombus impatiens. It is also the first report of successful cryopreservation of bumble bee spermatozoa. The spermatozoa viability was compared with the similarly treated honey bee spermatozoa derived from its accessory testis. The semen was frozen using a yolk-free non-activating buffer containing dimethyl sulphoxide and stored in liquid nitrogen for 24 h to ~14 days. Thereafter, the frozen samples were thawed rapidly and assessed by staining with live/dead differentiating fluorescent dyes. Semen viability in cryopreserved samples (55.8 ± 14.0%) was significantly different than controls (96.2 ± 10.5%). Similar assessment with A. mellifera resulted in 82.2 ± 7.0% viable cryopreserved spermatozoa versus 99.4 ± 0.1% in controls. A similar proportion of the sperm cells were also capable of motility upon dilution of the extender medium with phosphate buffered saline. The proportion of viable accessory testis derived sperm cells obtained post-cryopreservation was estimated to be sufficient to initiate long term storage and artificial insemination programs.