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1.
JAMA ; 2024 Jun 14.
Article En | MEDLINE | ID: mdl-38873723

Importance: Sodium-glucose cotransporter 2 (SGLT-2) inhibitors improve outcomes in patients with type 2 diabetes, heart failure, and chronic kidney disease, but their effect on outcomes of critically ill patients with organ failure is unknown. Objective: To determine whether the addition of dapagliflozin, an SGLT-2 inhibitor, to standard intensive care unit (ICU) care improves outcomes in a critically ill population with acute organ dysfunction. Design, Setting, and Participants: Multicenter, randomized, open-label, clinical trial conducted at 22 ICUs in Brazil. Participants with unplanned ICU admission and presenting with at least 1 organ dysfunction (respiratory, cardiovascular, or kidney) were enrolled between November 22, 2022, and August 30, 2023, with follow-up through September 27, 2023. Intervention: Participants were randomized to 10 mg of dapagliflozin (intervention, n = 248) plus standard care or to standard care alone (control, n = 259) for up to 14 days or until ICU discharge, whichever occurred first. Main Outcomes and Measures: The primary outcome was a hierarchical composite of hospital mortality, initiation of kidney replacement therapy, and ICU length of stay through 28 days, analyzed using the win ratio method. Secondary outcomes included the individual components of the hierarchical outcome, duration of organ support-free days, ICU, and hospital stay, assessed using bayesian regression models. Results: Among 507 randomized participants (mean age, 63.9 [SD, 15] years; 46.9%, women), 39.6% had an ICU admission due to suspected infection. The median time from ICU admission to randomization was 1 day (IQR, 0-1). The win ratio for dapagliflozin for the primary outcome was 1.01 (95% CI, 0.90 to 1.13; P = .89). Among all secondary outcomes, the highest probability of benefit found was 0.90 for dapagliflozin regarding use of kidney replacement therapy among 27 patients (10.9%) in the dapagliflozin group vs 39 (15.1%) in the control group. Conclusion and Relevance: The addition of dapagliflozin to standard care for critically ill patients and acute organ dysfunction did not improve clinical outcomes; however, confidence intervals were wide and could not exclude relevant benefits or harms for dapagliflozin. Trial Registration: ClinicalTrials.gov Identifier: NCT05558098.

2.
Transplantation ; 2024 May 21.
Article En | MEDLINE | ID: mdl-38780399

BACKGROUND: The agonal phase can vary following treatment withdrawal in donor after circulatory death (DCD). There is little evidence to support when procurement teams should stand down in relation to donor time to death (TTD). We assessed what impact TTD had on outcomes following DCD liver transplantation. METHODS: Data were extracted from the UK Transplant Registry on DCD liver transplant recipients from 2006 to 2021. TTD was the time from withdrawal of life-sustaining treatment to asystole, and functional warm ischemia time was the time from donor systolic blood pressure and/or oxygen saturation falling below 50 mm Hg and 70%, respectively, to aortic perfusion. The primary endpoint was 1-y graft survival. Potential predictors were fitted into Cox proportional hazards models. Adjusted restricted cubic spline models were generated to further delineate the relationship between TTD and outcome. RESULTS: One thousand five hundred fifty-eight recipients of a DCD liver graft were included. Median TTD in the entire cohort was 13 min (interquartile range, 9-17 min). Restricted cubic splines revealed that the risk of graft loss was significantly greater when TTD ≤14 min. After 14 min, there was no impact on graft loss. Prolonged hepatectomy time was significantly associated with graft loss (hazard ratio, 1.87; 95% confidence interval, 1.23-2.83; P = 0.003); however, functional warm ischemia time had no impact (hazard ratio, 1.00; 95% confidence interval, 0.44-2.27; P > 0.9). CONCLUSIONS: A very short TTD was associated with increased risk of graft loss, possibly because of such donors being more unstable and/or experiencing brain stem death as well as circulatory death. Expanding the stand down times may increase the utilization of donor livers without significantly impairing graft outcome.

3.
Crit Care Sci ; 36: e20240210en, 2024.
Article En, Pt | MEDLINE | ID: mdl-38775567

BACKGROUND: Driving pressure has been suggested to be the main driver of ventilator-induced lung injury and mortality in observational studies of acute respiratory distress syndrome. Whether a driving pressure-limiting strategy can improve clinical outcomes is unclear. OBJECTIVE: To describe the protocol and statistical analysis plan that will be used to test whether a driving pressure-limiting strategy including positive end-expiratory pressure titration according to the best respiratory compliance and reduction in tidal volume is superior to a standard strategy involving the use of the ARDSNet low-positive end-expiratory pressure table in terms of increasing the number of ventilator-free days in patients with acute respiratory distress syndrome due to community-acquired pneumonia. METHODS: The ventilator STrAtegy for coMmunIty acquired pNeumoniA (STAMINA) study is a randomized, multicenter, open-label trial that compares a driving pressure-limiting strategy to the ARDSnet low-positive end-expiratory pressure table in patients with moderate-to-severe acute respiratory distress syndrome due to community-acquired pneumonia admitted to intensive care units. We expect to recruit 500 patients from 20 Brazilian and 2 Colombian intensive care units. They will be randomized to a driving pressure-limiting strategy group or to a standard strategy using the ARDSNet low-positive end-expiratory pressure table. In the driving pressure-limiting strategy group, positive end-expiratory pressure will be titrated according to the best respiratory system compliance. OUTCOMES: The primary outcome is the number of ventilator-free days within 28 days. The secondary outcomes are in-hospital and intensive care unit mortality and the need for rescue therapies such as extracorporeal life support, recruitment maneuvers and inhaled nitric oxide. CONCLUSION: STAMINA is designed to provide evidence on whether a driving pressure-limiting strategy is superior to the ARDSNet low-positive end-expiratory pressure table strategy for increasing the number of ventilator-free days within 28 days in patients with moderate-to-severe acute respiratory distress syndrome. Here, we describe the rationale, design and status of the trial.


Community-Acquired Infections , Positive-Pressure Respiration , Respiratory Distress Syndrome , Humans , Respiratory Distress Syndrome/therapy , Respiratory Distress Syndrome/physiopathology , Community-Acquired Infections/therapy , Prospective Studies , Positive-Pressure Respiration/methods , Pneumonia/therapy , Brazil/epidemiology , Colombia/epidemiology , Intensive Care Units , Tidal Volume
4.
PLoS One ; 19(3): e0298658, 2024.
Article En | MEDLINE | ID: mdl-38478506

Cetotheriidae is a family of baleen whales that went nearly extinct during the Pleistocene (excluding Caperea marginata). For a long time, the Cetotheriidae family has been seen as a problematic clade, but in the past two decades there have been various studies trying to resolve the phylogeny of this group. In 1831, Alexandre Vandelli described three cetotheriid skulls, found during a gold exploration at Adiça beach (Portugal). These specimens constituted the first Portuguese vertebrate fossils ever published in the literature. Another skull was added to the "Vandelli skulls" by Jacinto Pedro Gomes, in 1914, during a survey of the Museu Nacional de História Natural collections without giving information on the origin of this skull. In 1941, Remington Kellogg states that one of the original "Vandelli skulls" is no longer present in the Museu Nacional de História Natural collections. Until today, there is no information on how, or exactly when, the fourth skull and one of the original three "Vandelli skulls" appeared and disappeared, respectively. Since their discovery, all the attempts to describe these specimens were not based on direct observations and no comprehensive phylogenetic analysis have included the three skulls. Here we provide a detailed anatomic description, a new phylogenetic analysis and a palaeoecological reconstruction of these specimens, clarifying their relationships within the Cetotheriidae family and fostering the importance of these historical specimens to the modern comprehension of fossil whale evolution. In addition, our results support that Cephalotropis nectus is a valid species with an emended diagnosis. We also concluded that two specimens belong to a new genus, forming two new fossil species (new combinations).


Balaenoptera , Fossils , Animals , Phylogeny , Portugal , Skull , Biological Evolution
7.
Article En | MEDLINE | ID: mdl-38161085

OBJECTIVE: This retrospective study analyzed the errors generated by a convolutional neural network (CNN) when performing automated classification of oral lesions according to their clinical characteristics, seeking to identify patterns in systemic errors in the intermediate layers of the CNN. STUDY DESIGN: A cross-sectional analysis nested in a previous trial in which automated classification by a CNN model of elementary lesions from clinical images of oral lesions was performed. The resulting CNN classification errors formed the dataset for this study. A total of 116 real outputs were identified that diverged from the estimated outputs, representing 7.6% of the total images analyzed by the CNN. RESULTS: The discrepancies between the real and estimated outputs were associated with problems relating to image sharpness, resolution, and focus; human errors; and the impact of data augmentation. CONCLUSIONS: From qualitative analysis of errors in the process of automated classification of clinical images, it was possible to confirm the impact of image quality, as well as identify the strong impact of the data augmentation process. Knowledge of the factors that models evaluate to make decisions can increase confidence in the high classification potential of CNNs.


Neural Networks, Computer , Humans , Cross-Sectional Studies , Retrospective Studies
8.
An Acad Bras Cienc ; 95(suppl 3): e20231268, 2023.
Article En | MEDLINE | ID: mdl-38088643

Despite the enormous paleobotanical record on different islands of the Antarctic Peninsula, the evidence of insect activity associated with fossilized plants is scarce. Here we report the first evidence of insect-plant interaction from Cretaceous deposits, more precisely from a new locality at the Rip Point area, Nelson Island (Antarctic Peninsula). The macrofossil assemblage includes isolated Nothofagus sp. leaf impressions, a common component of the Antarctic paleoflora. Two hundred leaves were examined, of which 15 showed evidence of insect activity, displaying variations in size, shape, and preservation. Two types of interaction damage, galls and mines, were identified. A single specimen retained a circular scar recognized as galling scar, while meandering tracks were considered mines. These traces of herbivore insect activity, correspond to the oldest known record of this type of interaction of West Antarctica and the oldest record of insect-plant interaction in Nothofagus sp. reported so far.


Cicatrix , Fossils , Animals , Antarctic Regions , Insecta , Plant Leaves
9.
Cochrane Database Syst Rev ; 9: CD014685, 2023 09 12.
Article En | MEDLINE | ID: mdl-37698189

BACKGROUND: Liver transplantation is the only chance of cure for people with end-stage liver disease and some people with advanced liver cancers or acute liver failure. The increasing prevalence of these conditions drives demand and necessitates the increasing use of donated livers which have traditionally been considered suboptimal. Several novel machine perfusion preservation technologies have been developed, which attempt to ameliorate some of the deleterious effects of ischaemia reperfusion injury. Machine perfusion technology aims to improve organ quality, thereby improving outcomes in recipients of suboptimal livers when compared to traditional static cold storage (SCS; ice box). OBJECTIVES: To evaluate the effects of different methods of machine perfusion (including hypothermic oxygenated machine perfusion (HOPE), normothermic machine perfusion (NMP), controlled oxygenated rewarming, and normothermic regional perfusion) versus each other or versus static cold storage (SCS) in people undergoing liver transplantation. SEARCH METHODS: We used standard, extensive Cochrane search methods. The latest search date was 10 January 2023. SELECTION CRITERIA: We included randomised clinical trials which compared different methods of machine perfusion, either with each other or with SCS. Studies comparing HOPE via both hepatic artery and portal vein, or via portal vein only, were grouped. The protocol detailed that we also planned to include quasi-randomised studies to assess treatment harms. DATA COLLECTION AND ANALYSIS: We used standard Cochrane methods. Our primary outcomes were 1. overall participant survival, 2. quality of life, and 3. serious adverse events. Secondary outcomes were 4. graft survival, 5. ischaemic biliary complications, 6. primary non-function of the graft, 7. early allograft function, 8. non-serious adverse events, 9. transplant utilisation, and 10. transaminase release during the first week post-transplant. We assessed bias using Cochrane's RoB 2 tool and used GRADE to assess certainty of evidence. MAIN RESULTS: We included seven randomised trials (1024 transplant recipients from 1301 randomised/included livers). All trials were parallel two-group trials; four compared HOPE versus SCS, and three compared NMP versus SCS. No trials used normothermic regional perfusion. When compared with SCS, it was uncertain whether overall participant survival was improved with either HOPE (hazard ratio (HR) 0.91, 95% confidence interval (CI) 0.42 to 1.98; P = 0.81, I2 = 0%; 4 trials, 482 recipients; low-certainty evidence due to imprecision because of low number of events) or NMP (HR 1.08, 95% CI 0.31 to 3.80; P = 0.90; 1 trial, 222 recipients; very low-certainty evidence due to imprecision and risk of bias). No trials reported quality of life. When compared with SCS alone, HOPE was associated with improvement in the following clinically relevant outcomes: graft survival (HR 0.45, 95% CI 0.23 to 0.87; P = 0.02, I2 = 0%; 4 trials, 482 recipients; high-certainty evidence), serious adverse events in extended criteria DBD liver transplants (OR 0.45, 95% CI 0.22 to 0.91; P = 0.03, I2 = 0%; 2 trials, 156 participants; moderate-certainty evidence) and clinically significant ischaemic cholangiopathy in recipients of DCD livers (OR 0.31, 95% CI 0.11 to 0.92; P = 0.03; 1 trial, 156 recipients; high-certainty evidence). In contrast, NMP was not associated with improvement in any of these clinically relevant outcomes. NMP was associated with improved utilisation compared with SCS (one trial found a 50% lower rate of organ discard; P = 0.008), but the reasons underlying this effect are unknown. We identified 11 ongoing studies investigating machine perfusion technologies. AUTHORS' CONCLUSIONS: In situations where the decision has been made to transplant a liver donated after circulatory death or donated following brain death, end-ischaemic HOPE will provide superior clinically relevant outcomes compared with SCS alone. Specifically, graft survival is improved (high-certainty evidence), serious adverse events are reduced (moderate-certainty evidence), and in donors after circulatory death, clinically relevant ischaemic biliary complications are reduced (high-certainty evidence). There is no good evidence that NMP has the same benefits over SCS in terms of these clinically relevant outcomes. NMP does appear to improve utilisation of grafts that would otherwise be discarded with SCS; however, the reasons for this, and whether this effect is specific to NMP, is not clear. Further studies into NMP viability criteria and utilisation, as well as head-to-head trials with other perfusion technologies are needed. In the setting of donation following circulatory death transplantation, further trials are needed to assess the effect of these ex situ machine perfusion methods against, or in combination with, normothermic regional perfusion.


End Stage Liver Disease , Liver Transplantation , Humans , Liver Transplantation/adverse effects , Quality of Life , Perfusion
10.
An Acad Bras Cienc ; 95(suppl 1): e20230179, 2023.
Article En | MEDLINE | ID: mdl-37585972

Notosuchian crocodyliforms were major components of the South American Cretaceous biota and, for over 125 years, paleontological fieldwork in this continent recovered several well-preserved fossils of these animals. They are largely recognized for terrestrial life and specialized feeding habits, frequently presenting bizarre taxa such as Comahuesuchus. A new species, Comahuesuchus bonapartei n. sp. (MUCPv 597; cast MN), is described from geological strata of Sierra Barrosa Formation (Upper Turonian) and Portezuelo Formation (Lower Coniacian) of Lake Barreales, Patagonia, Argentina. The new fossil comprises a right dentary bone that shares important and unique anatomical features with specimens of Comahuesuchus brachybuccalis, such as the presence of a well-marked shelf on the lateral surface of the bone; a flat, low, and wide mandibular symphysis; an enlarged, labiolingually compressed caniniform tooth at caudal position in the dentary; the presence of serrated mesial and distal carinae in the caniniform with a faceted labial surface, and the absence or extremely reduction in number of the postcaniniform dentition. C. bonapartei differs from C. brachybuccalis in having individual dentary alveoli, rather a dentition set in groove. Phylogenetic analyses support a sister-relationship between both species, which are well nested within notosuchians.


Dinosaurs , Lakes , Animals , Phylogeny , Argentina , Mandible/anatomy & histology , Paleontology , Fossils , Dinosaurs/anatomy & histology
11.
Br J Surg ; 110(9): 1189-1196, 2023 08 11.
Article En | MEDLINE | ID: mdl-37317571

BACKGROUND: Decision-making in the management of patients with retroperitoneal sarcoma is complex and requires input from a number of different specialists. The aim of this study was to evaluate the levels of agreement in terms of resectability, treatment allocation, and organs proposed to be resected across different retroperitoneal sarcoma multidisciplinary team meetings. METHODS: The CT scans and clinical information of 21 anonymized retroperitoneal sarcoma patients were sent to all of the retroperitoneal sarcoma multidisciplinary team meetings in Great Britain, which were asked to give an opinion about resectability, treatment allocation, and organs proposed to be resected. The main outcome was inter-centre reliability, which was quantified using overall agreement, as well as the chance-corrected Krippendorff's alpha statistic. Based on the latter, the level of agreement was classified as: 'slight' (0.00-0.20), 'fair' (0.21-0.40), 'moderate' (0.41-0.60), 'substantial' (0.61-0.80), or 'near-perfect' (>0.80). RESULTS: Twenty-one patients were reviewed at 12 retroperitoneal sarcoma multidisciplinary team meetings, giving a total of 252 assessments for analysis. Consistency between centres was only 'slight' to 'fair', with rates of overall agreement and Krippendorff's alpha statistics of 85.4 per cent (211 of 247) and 0.37 (95 per cent c.i. 0.11 to 0.57) for resectability; 80.4 per cent (201 of 250) and 0.39 (95 per cent c.i. 0.33 to 0.45) for treatment allocation; and 53.0 per cent (131 of 247) and 0.20 (95 per cent c.i. 0.17 to 0.23) for the organs proposed to be resected. Depending on the centre that they had attended, 12 of 21 patients could either have been deemed resectable or unresectable, and 10 of 21 could have received either potentially curative or palliative treatment. CONCLUSIONS: Inter-centre agreement between retroperitoneal sarcoma multidisciplinary team meetings was low. Multidisciplinary team meetings may not provide the same standard of care for patients with retroperitoneal sarcoma across Great Britain.


Retroperitoneal Neoplasms , Sarcoma , Humans , Reproducibility of Results , Retroperitoneal Neoplasms/diagnostic imaging , Retroperitoneal Neoplasms/surgery , Sarcoma/diagnostic imaging , Sarcoma/surgery , Patient Care Team , United Kingdom
12.
Ann Intensive Care ; 13(1): 32, 2023 Apr 26.
Article En | MEDLINE | ID: mdl-37099045

BACKGROUND: Nosocomial sepsis is a major healthcare issue, but there are few data on estimates of its attributable mortality. We aimed to estimate attributable mortality fraction (AF) due to nosocomial sepsis. METHODS: Matched 1:1 case-control study in 37 hospitals in Brazil. Hospitalized patients in participating hospitals were included. Cases were hospital non-survivors and controls were hospital survivors, which were matched by admission type and date of discharge. Exposure was defined as occurrence of nosocomial sepsis, defined as antibiotic prescription plus presence of organ dysfunction attributed to sepsis without an alternative reason for organ failure; alternative definitions were explored. Main outcome measurement was nosocomial sepsis-attributable fractions, estimated using inversed-weight probabilities methods using generalized mixed model considering time-dependency of sepsis occurrence. RESULTS: 3588 patients from 37 hospitals were included. Mean age was 63 years and 48.8% were female at birth. 470 sepsis episodes occurred in 388 patients (311 in cases and 77 in control group), with pneumonia being the most common source of infection (44.3%). Average AF for sepsis mortality was 0.076 (95% CI 0.068-0.084) for medical admissions; 0.043 (95% CI 0.032-0.055) for elective surgical admissions; and 0.036 (95% CI 0.017-0.055) for emergency surgeries. In a time-dependent analysis, AF for sepsis rose linearly for medical admissions, reaching close to 0.12 on day 28; AF plateaued earlier for other admission types (0.04 for elective surgery and 0.07 for urgent surgery). Alternative sepsis definitions yield different estimates. CONCLUSION: The impact of nosocomial sepsis on outcome is more pronounced in medical admissions and tends to increase over time. The results, however, are sensitive to sepsis definitions.

13.
Article En | MEDLINE | ID: mdl-36900902

OBJECTIVES: Artificial intelligence has generated a significant impact in the health field. The aim of this study was to perform the training and validation of a convolutional neural network (CNN)-based model to automatically classify six clinical representation categories of oral lesion images. METHOD: The CNN model was developed with the objective of automatically classifying the images into six categories of elementary lesions: (1) papule/nodule; (2) macule/spot; (3) vesicle/bullous; (4) erosion; (5) ulcer and (6) plaque. We selected four architectures and using our dataset we decided to test the following architectures: ResNet-50, VGG16, InceptionV3 and Xception. We used the confusion matrix as the main metric for the CNN evaluation and discussion. RESULTS: A total of 5069 images of oral mucosa lesions were used. The oral elementary lesions classification reached the best result using an architecture based on InceptionV3. After hyperparameter optimization, we reached more than 71% correct predictions in all six lesion classes. The classification achieved an average accuracy of 95.09% in our dataset. CONCLUSIONS: We reported the development of an artificial intelligence model for the automated classification of elementary lesions from oral clinical images, achieving satisfactory performance. Future directions include the study of including trained layers to establish patterns of characteristics that determine benign, potentially malignant and malignant lesions.


Artificial Intelligence , Neural Networks, Computer
14.
Ann Am Thorac Soc ; 20(6): 872-879, 2023 06.
Article En | MEDLINE | ID: mdl-36735931

Rationale: Optimal infusion rate for fluid challenges in critically ill patients is unknown. A large clinical trial comparing two different infusion rates yielded neutral results. Conditional average treatment effect (CATE) assessment may aid in tailoring therapy. Objectives: To estimate CATE in patients enrolled in the BaSICS trial and to assess the effects of receiving CATE model-recommended treatment in terms of hospital mortality. Methods: Post hoc analysis of the BaSICS trial assessing the effect of two infusion rates for the fluid challenge (fast, 999 ml/h, control group; vs. slow, 333 ml/h, intervention group) on hospital mortality. CATE was estimated as the difference in outcome for treatment arms in counterfactuals obtained from a Bayesian model trained in the first half of the trial adjusted for predictors hypothesized to interact with the intervention. The model recommended slow or fast infusion or made no recommendation in the second half. A threshold greater than 0.90 probability of benefit was considered. Results: A total of 10,465 patients were analyzed. The model was trained in 5,230 patients and tested in 5,235 patients. A recommendation could be made in the test set in 19% of patients (14% were recommended the control group and 5% the treatment group); for 81% of patients, no recommendation could be made. Slow infusion was more frequently recommended in cases of planned admissions in younger patients; fast infusion was recommended for older patients with sepsis. Slow infusion rate in the subgroup of patients in the test set in which slow infusion was recommended by the model was associated with an odds ratio of 0.58 (95% credible interval of 0.32-0.90; 0.99 posterior probability of benefit) for hospital mortality. Fast infusion in the subgroup in which the model recommended fast infusion was associated with an odds ratio of 0.72 (credible intervals from 0.54 to 0.91; probability of benefit >0.99). Conclusions: Estimation of CATEs from counterfactual probabilities in data from BaSICS provided additional information on trial data. Agreement between treatment recommendation and actual treatment was associated with lower hospital mortality. Clinical trial registered with clinicaltrials.gov (NCT02875873).


Critical Care , Critical Illness , Humans , Bayes Theorem , Critical Illness/therapy , Fluid Therapy/adverse effects , Fluid Therapy/methods , Research Design
15.
Int J Phytoremediation ; 25(11): 1524-1541, 2023.
Article En | MEDLINE | ID: mdl-36708140

Phytoremediation is a process that uses plants in situ to promote remediation of environments contaminated by organic or inorganic compounds. Phytoremediating species develop methods such as phytoextraction, rhizofiltration, phytodegradation, and phytovolatilization, which can manifest themselves individually or together in a single plant. This study aims to evaluate, through a systematic review, the potential phytoremediation techniques of the genera Syagrus (Mart.), Nephrolepis, Cyperus (L.), Mimosa (L.), Schinus (L.), Brachiaria, and Eryngium (L.) found in a humid area of Rio Grande do Sul, Brazil. The genera that presented significant numbers in the databases consulted were Cyperus and Brachiaria, followed by Nephrolepis. The first two are considered the most promising for phytoremediation processes. The other genera mentioned obtained favorable results for organic contaminants. The studies around these genera are still recent. It is necessary, in research, to highlight which phytoremediation processes the plants exert in relation to the contaminant of the place. In addition, priority should be given to native species that can establish themselves in the environment and that would not unbalance and harm the surrounding biota and ecosystem.


The research presents a survey of two decades in four multidisciplinary and international databases, identifying the limitation of research related to volatile and semi-volatile organic compounds, as well as contributing to the identification of native plant species that perform phytoremediation mechanisms.


Soil Pollutants , Volatile Organic Compounds , Biodegradation, Environmental , Ecosystem , Volatile Organic Compounds/metabolism , Soil Pollutants/metabolism , Plants/metabolism
16.
J Digit Imaging ; 36(3): 1060-1070, 2023 06.
Article En | MEDLINE | ID: mdl-36650299

Artificial neural networks (ANN) are artificial intelligence (AI) techniques used in the automated recognition and classification of pathological changes from clinical images in areas such as ophthalmology, dermatology, and oral medicine. The combination of enterprise imaging and AI is gaining notoriety for its potential benefits in healthcare areas such as cardiology, dermatology, ophthalmology, pathology, physiatry, radiation oncology, radiology, and endoscopic. The present study aimed to analyze, through a systematic literature review, the application of performance of ANN and deep learning in the recognition and automated classification of lesions from clinical images, when comparing to the human performance. The PRISMA 2020 approach (Preferred Reporting Items for Systematic Reviews and Meta-analyses) was used by searching four databases of studies that reference the use of IA to define the diagnosis of lesions in ophthalmology, dermatology, and oral medicine areas. A quantitative and qualitative analyses of the articles that met the inclusion criteria were performed. The search yielded the inclusion of 60 studies. It was found that the interest in the topic has increased, especially in the last 3 years. We observed that the performance of IA models is promising, with high accuracy, sensitivity, and specificity, most of them had outcomes equivalent to human comparators. The reproducibility of the performance of models in real-life practice has been reported as a critical point. Study designs and results have been progressively improved. IA resources have the potential to contribute to several areas of health. In the coming years, it is likely to be incorporated into everyday life, contributing to the precision and reducing the time required by the diagnostic process.


Dermatology , Ophthalmology , Humans , Artificial Intelligence , Reproducibility of Results , Neural Networks, Computer
17.
Tomazini, Bruno M; Nassar Jr, Antonio Paulo; Lisboa, Thiago Costa; Azevedo, Luciano César Pontes de; Veiga, Viviane Cordeiro; Catarino, Daniela Ghidetti Mangas; Fogazzi, Debora Vacaro; Arns, Beatriz; Piastrelli, Filipe Teixeira; Dietrich, Camila; Negrelli, Karina Leal; Jesuíno, Isabella de Andrade; Reis, Luiz Fernando Lima; Mattos, Renata Rodrigues de; Pinheiro, Carla Cristina Gomes; Luz, Mariane Nascimento; Spadoni, Clayse Carla da Silva; Moro, Elisângela Emilene; Bueno, Flávia Regina; Sampaio, Camila Santana Justo Cintra; Silva, Débora Patrício; Baldassare, Franca Pellison; Silva, Ana Cecilia Alcantara; Veiga, Thabata; Barbante, Leticia; Lambauer, Marianne; Campos, Viviane Bezerra; Santos, Elton; Santos, Renato Hideo Nakawaga; Laranjeiras, Ligia Nasi; Valeis, Nanci; Santucci, Eliana; Miranda, Tamiris Abait; Patrocínio, Ana Cristina Lagoeiro do; Carvalho, Andréa de; Sousa, Eduvirgens Maria Couto de; Sousa, Ancelmo Honorato Ferraz de; Malheiro, Daniel Tavares; Bezerra, Isabella Lott; Rodrigues, Mirian Batista; Malicia, Julliana Chicuta; Silva, Sabrina Souza da; Gimenes, Bruna dos Passos; Sesin, Guilhermo Prates; Zavascki, Alexandre Prehn; Sganzerla, Daniel; Medeiros, Gregory Saraiva; Santos, Rosa da Rosa Minho dos; Silva, Fernanda Kelly Romeiro; Cheno, Maysa Yukari; Abrahão, Carolinne Ferreira; Oliveira Junior, Haliton Alves de; Rocha, Leonardo Lima; Nunes Neto, Pedro Aniceto; Pereira, Valéria Chagas; Paciência, Luis Eduardo Miranda; Bueno, Elaine Silva; Caser, Eliana Bernadete; Ribeiro, Larissa Zuqui; Fernandes, Caio Cesar Ferreira; Garcia, Juliana Mazzei; Silva, Vanildes de Fátima Fernandes; Santos, Alisson Junior dos; Machado, Flávia Ribeiro; Souza, Maria Aparecida de; Ferronato, Bianca Ramos; Urbano, Hugo Corrêa de Andrade; Moreira, Danielle Conceição Aparecida; Souza-Dantas, Vicente Cés de; Duarte, Diego Meireles; Coelho, Juliana; Figueiredo, Rodrigo Cruvinel; Foreque, Fernanda; Romano, Thiago Gomes; Cubos, Daniel; Spirale, Vladimir Miguel; Nogueira, Roberta Schiavon; Maia, Israel Silva; Zandonai, Cassio Luis; Lovato, Wilson José; Cerantola, Rodrigo Barbosa; Toledo, Tatiana Gozzi Pancev; Tomba, Pablo Oscar; Almeida, Joyce Ramos de; Sanches, Luciana Coelho; Pierini, Leticia; Cunha, Mariana; Sousa, Michelle Tereza; Azevedo, Bruna; Dal-Pizzol, Felipe; Damasio, Danusa de Castro; Bainy, Marina Peres; Beduhn, Dagoberta Alves Vieira; Jatobá, Joana DArc Vila Nova; Moura, Maria Tereza Farias de; Rego, Leila Rezegue de Moraes; Silva, Adria Vanessa da; Oliveira, Luana Pontes; Sodré Filho, Eliene Sá; Santos, Silvana Soares dos; Neves, Itallo de Lima; Leão, Vanessa Cristina de Aquino; Paes, João Lucidio Lobato; Silva, Marielle Cristina Mendes; Oliveira, Cláudio Dornas de; Santiago, Raquel Caldeira Brant; Paranhos, Jorge Luiz da Rocha; Wiermann, Iany Grinezia da Silva; Pedroso, Durval Ferreira Fonseca; Sawada, Priscilla Yoshiko; Prestes, Rejane Martins; Nascimento, Glícia Cardoso; Grion, Cintia Magalhães Carvalho; Carrilho, Claudia Maria Dantas de Maio; Dantas, Roberta Lacerda Almeida de Miranda; Silva, Eliane Pereira; Silva, Antônio Carlos da; Oliveira, Sheila Mara Bezerra de; Golin, Nicole Alberti; Tregnago, Rogerio; Lima, Valéria Paes; Silva, Kamilla Grasielle Nunes da; Boschi, Emerson; Buffon, Viviane; Machado, André SantAna; Capeletti, Leticia; Foernges, Rafael Botelho; Carvalho, Andréia Schubert de; Oliveira Junior, Lúcio Couto de; Oliveira, Daniela Cunha de; Silva, Everton Macêdo; Ribeiro, Julival; Pereira, Francielle Constantino; Salgado, Fernanda Borges; Deutschendorf, Caroline; Silva, Cristofer Farias da; Gobatto, Andre Luiz Nunes; Oliveira, Carolaine Bomfim de; Dracoulakis, Marianna Deway Andrade; Alvaia, Natália Oliveira Santos; Souza, Roberta Machado de; Araújo, Larissa Liz Cardoso de; Melo, Rodrigo Morel Vieira de; Passos, Luiz Carlos Santana; Vidal, Claudia Fernanda de Lacerda; Rodrigues, Fernanda Lopes de Albuquerque; Kurtz, Pedro; Shinotsuka, Cássia Righy; Tavares, Maria Brandão; Santana, Igor das Virgens; Gavinho, Luciana Macedo da Silva; Nascimento, Alaís Brito; Pereira, Adriano J; Cavalcanti, Alexandre Biasi.
Rev. bras. ter. intensiva ; 34(4): 418-425, out.-dez. 2022. tab, graf
Article Pt | LILACS-Express | LILACS | ID: biblio-1423667

RESUMO Objetivo: Descrever o IMPACTO-MR, um estudo brasileiro de plataforma nacional em unidades de terapia intensiva focado no impacto das infecções por bactérias multirresistentes relacionadas à assistência à saúde. Métodos: Descrevemos a plataforma IMPACTO-MR, seu desenvolvimento, critérios para seleção das unidades de terapia intensiva, caracterização da coleta de dados, objetivos e projetos de pesquisa futuros a serem realizados na plataforma. Resultados: Os dados principais foram coletados por meio do Epimed Monitor System® e consistiram em dados demográficos, dados de comorbidades, estado funcional, escores clínicos, diagnóstico de internação e diagnósticos secundários, dados laboratoriais, clínicos e microbiológicos e suporte de órgãos durante a internação na unidade de terapia intensiva, entre outros. De outubro de 2019 a dezembro de 2020, 33.983 pacientes de 51 unidades de terapia intensiva foram incluídos no banco de dados principal. Conclusão: A plataforma IMPACTO-MR é um banco de dados clínico brasileiro de unidades de terapia intensiva focado na pesquisa do impacto das infecções por bactérias multirresistentes relacionadas à assistência à saúde. Essa plataforma fornece dados para o desenvolvimento e pesquisa de unidades de terapia intensiva individuais e ensaios clínicos observacionais e prospectivos multicêntricos.


ABSTRACT Objective: To describe the IMPACTO-MR, a Brazilian nationwide intensive care unit platform study focused on the impact of health care-associated infections due to multidrug-resistant bacteria. Methods: We described the IMPACTO-MR platform, its development, criteria for intensive care unit selection, characterization of core data collection, objectives, and future research projects to be held within the platform. Results: The core data were collected using the Epimed Monitor System® and consisted of demographic data, comorbidity data, functional status, clinical scores, admission diagnosis and secondary diagnoses, laboratory, clinical, and microbiological data, and organ support during intensive care unit stay, among others. From October 2019 to December 2020, 33,983 patients from 51 intensive care units were included in the core database. Conclusion: The IMPACTO-MR platform is a nationwide Brazilian intensive care unit clinical database focused on researching the impact of health care-associated infections due to multidrug-resistant bacteria. This platform provides data for individual intensive care unit development and research and multicenter observational and prospective trials.

18.
Rev. bras. ter. intensiva ; 34(4): 410-417, out.-dez. 2022. tab, graf
Article Pt | LILACS-Express | LILACS | ID: biblio-1423681

RESUMO Objetivo: Descrever os efeitos do uso de soluções balanceadas nos desfechos de curto prazo de pacientes com traumatismo craniencefálico incluídos no estudo BaSICS. Métodos: Os pacientes foram randomizados para receber solução salina 0,9% ou solução balanceada durante a internação em unidade de terapia intensiva. O desfecho primário foi mortalidade em 90 dias, já os desfechos secundários foram dias de vida e sem internação em unidade de terapia intensiva aos 28 dias. O desfecho primário foi avaliado por regressão logística bayesiana. O desfecho secundário foi avaliado usando regressão beta-binomial inflada de zeros bayesiana. Resultados: Incluímos 483 pacientes (236 no braço de solução salina 0,9% e 247 no braço de solução balanceada). Foram incluídos 338 pacientes (70%) com pontuação na escala de coma de Glasgow ≤ 12. A probabilidade geral de que soluções balanceadas estivessem associadas a maior mortalidade em 90 dias foi de 0,98 (RC de 1,48; ICr95% 1,04 - 2,09). Esse aumento de mortalidade foi particularmente perceptível em pacientes com pontuação na escala de coma de Glasgow abaixo de 6 no momento da inclusão (probabilidade de dano de 0,99). Soluções balanceadas foram associadas a -1,64 dia de vida e sem internação em unidade de terapia intensiva aos 28 dias (ICr95% -3,32 - 0,00) com probabilidade de dano de 0,97. Conclusão: Houve alta probabilidade de que soluções balanceadas estivessem associadas a alta mortalidade em 90 dias, menos dias de vida e sem internação em unidade de terapia intensiva aos 28 dias. ClinicalTrials.gov:NCT02875873


ABSTRACT Objective: To describe the effects of balanced solution use on the short-term outcomes of patients with traumatic brain injury enrolled in BaSICS trial. Methods: Patients were randomized to receive either 0.9% saline or balanced solution during their intensive care unit stay. The primary endpoint was 90-day mortality, and the secondary outcomes were days alive and free of intensive care unit stay at 28 days. The primary endpoint was assessed using Bayesian logistic regression. The secondary endpoint was assessed using a Bayesian zero-inflated beta binomial regression. Results: We included 483 patients (236 in the 0.9% saline arm and 247 in the balanced solution arm). A total of 338 patients (70%) with a Glasgow coma scale score ≤ 12 were enrolled. The overall probability that balanced solutions were associated with higher 90-day mortality was 0.98 (OR 1.48; 95%CrI 1.04 - 2.09); this mortality increment was particularly noticeable in patients with a Glasgow coma scale score below 6 at enrollment (probability of harm of 0.99). Balanced solutions were associated with -1.64 days alive and free of intensive care unit at 28 days (95%CrI -3.32 - 0.00) with a probability of harm of 0.97. Conclusion: There was a high probability that balanced solutions were associated with high 90-day mortality and fewer days alive and free of intensive care units at 28 days. ClinicalTrials.gov:NCT02875873

19.
J Crit Care ; 71: 154113, 2022 10.
Article En | MEDLINE | ID: mdl-35843046

PURPOSE: To reanalyze the results of the Balanced Solutions in Intensive Care Study (BaSICS) through hierarchical endpoint analysis with win ratio. METHODS: All patients with full data in BaSICS trial were elected for the analysis. BaSICS compared balanced solutions (Plasma Lye 148) versus 0.9% saline in critically ill patients requiring fluid challenge. The win ratio was defined as a hierarchical endpoint of 90-day mortality, recepit of kidney replacement therapy, hospital length-of-stay (LOS), and intensive care unit (ICU) LOS. Both unstratified and stratified (by admission type: planned admission, unplanned admission with sepsis, and unplanned admission without sepsis) approaches were used. A subgroup analysis was performed in patients with traumatic brain injury. RESULTS: A total of 10,490 patients were included in the analysis, resulting in 27,587,566 unique combinations for unstratified WR. Unstratified Win ratio was 1.02 (95% confidence interval 0.97; 1.07), which was similar to stratified WR. No stratum in the stratified analysis resulted in significant results. Subgroup analysis confirmed the possible harm of balanced solutions in traumatic brain injury patients (WR 0.80; 95% confidence interval 0.64; 0.99). CONCLUSION: In this reanalysis of BaSICS, a win ratio analysis largely replicated the results of the main trial, yielding neutral results except for the subgroup of patients with traumatic brain injury where a signal of harm was found.


Brain Injuries, Traumatic , Sepsis , Brain Injuries, Traumatic/therapy , Critical Care , Critical Illness/therapy , Hospital Mortality , Humans , Intensive Care Units
20.
Artif Organs ; 46(11): 2201-2214, 2022 Nov.
Article En | MEDLINE | ID: mdl-35546070

INTRODUCTION: Normothermic machine perfusion (NMP) provides a platform for drug-delivery. However, pharmacological considerations for therapeutics delivered during NMP are scarcely reported. We aimed to demonstrate the ability of NMP as a platform for pharmacological testing, using a drug which increases metabolism (2,4-dinitrophenol; DNP) as an example therapeutic. METHODS: We performed 25 h of NMP on human livers which had been declined for transplant due to steatosis (n = 7). Three livers received a DNP bolus, three were controls, and one received a DNP infusion. RESULTS: Toxicity studies revealed DNP delivery was safe, without hepatotoxic effects. The liver surface temperature was increased in the DNP group (p = 0.046), but no livers suffered hyperthermia-the mechanism of DNP toxicity in vivo. Pharmacokinetic studies revealed DNP elimination with first-order kinetics and 7.7 h half-life (95% CI = 5.1-15.9 hrs). The clearance of DNP in bile was negligible. As expected, DNP significantly increased oxygen consumption (p = 0.023); this increase was closely correlated with perfusate DNP concentration (r2  = 0.975; p = 0.002) and the effect was lost as DNP was eliminated by the liver. A DNP infusion rate, calculated using our pharmacokinetic data, successfully maintained perfusate DNP concentration. DISCUSSION: Detailed pharmacological testing can be performed during NMP. Our therapeutic (DNP) is rapidly eliminated by the ex vivo liver, meaning the drug effect of increased metabolism is only transient. This demonstrates the importance of assessing pharmacokinetics when delivering therapeutics during NMP, especially for prolonged perfusion of organs with established roles in drug elimination. Rigorous pharmacological testing is needed to unlock the potential of NMP as a clinical drug-delivery platform.


Fatty Liver , Liver Transplantation , Humans , Organ Preservation , Pilot Projects , 2,4-Dinitrophenol , Perfusion
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