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1.
Anesth Analg ; 139(1): 186-194, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38885400

RESUMO

BACKGROUND: The majority of published research suggests that anesthesia handovers during major surgical procedures are associated with unintended harmful consequences. It is still unclear if the number or quality of the transition of care is the main driver of the adverse outcomes. There is even less data if the timing of the anesthesiologist handovers during the critical portion of the anesthetic continuum (induction or emergence versus surgical period) plays a role in patient outcomes. Therefore, we investigated if the anesthesiologist handovers during induction and emergence are associated with adverse patient outcomes. METHODS: This retrospective investigation included noncardiac surgical procedures occurring between January 1, 2012 and December 31, 2019 that had exactly 1 attending anesthesiologist handover. We categorized transitions of care between attending anesthesiologists as being before incision, between incision and closing, and after closing. Our primary outcome was a composite of 6 categories of surgical complications and in-hospital mortality. We created logistic generalized estimating equation models to estimate the average relative effect odds ratio between each pair of the 3 transition timing groups across the components of the composite outcome. Inverse probability of treatment weights were used to mitigate confounding on a host of baseline variables. We used Bonferroni correction to adjust for multiple comparisons between the transition groups. RESULTS: In total, we studied 36,937 procedures with exactly 1 attending anesthesiologist handover. Of these records, 4370 had the transition during induction, 24,999 between incision and closure, and 7568 during emergence. No differences were found between the transition periods and the composite outcome. The estimated average relative effect odds ratio (98.3% confidence interval [CI]) across the components of the composite outcome was as follows: (1.0002 [0.81-1.24], P = .99) between the induction and surgical period; (1.10 [0.87-1.40], P = .32) between the induction and emergence periods; and (0.91 [0.79-1.04], P = .08) between the emergence and surgical periods. CONCLUSIONS: Timing of intraoperative handover among attending anesthesiologists during noncardiac surgery is not associated with adverse patient outcomes.


Assuntos
Anestesiologistas , Mortalidade Hospitalar , Transferência da Responsabilidade pelo Paciente , Complicações Pós-Operatórias , Humanos , Estudos Retrospectivos , Feminino , Masculino , Pessoa de Meia-Idade , Idoso , Fatores de Tempo , Complicações Pós-Operatórias/etiologia , Complicações Pós-Operatórias/epidemiologia , Adulto , Resultado do Tratamento , Cuidados Intraoperatórios/métodos , Fatores de Risco , Procedimentos Cirúrgicos Operatórios/efeitos adversos
2.
Ann Surg ; 2023 Dec 05.
Artigo em Inglês | MEDLINE | ID: mdl-38050733

RESUMO

OBJECTIVE: We aim to report our institutional outcomes of single-staged combined liver transplantation (LT) and cardiac surgery (CS). SUMMARY BACKGROUND DATA: Concurrent LT and CS is a potential treatment for combined cardiac dysfunction and end-stage liver disease, yet only 54 cases have been previously reported in the literature. Thus, the outcomes of this approach are relatively unknown, and this approach has been previously regarded as extremely risky. METHODS: Thirty-one patients at our institution underwent combined cardiac surgery and liver transplant. Patients with at least one-year follow-up were included. The Leave-One-Out Cross-Validation (LOOCV) machine-learning approach was used to generate a model for mortality. RESULTS: Median follow-up was 8.2 years (IQR 4.6-13.6 y). One- and five-year survival was 74.2% (N=23) and 55% (N=17), respectively. Negative predictive factors of survival included recipient age>60 years (P=0.036), NASH-cirrhosis (P=0.031), Coronary Artery Bypass-Graft (CABG)-based CS (P=0.046) and pre-operative renal dysfunction (P=0.024). The final model demonstrated that renal dysfunction had a relative weighted impact of 3.2 versus CABG (1.7), age ≥60y (1.7) or NASH (1.3). Elevated LT+CS risk score was associated with an increased five-year mortality after surgery (AUC=0.731, P=<0.001). Conversely, the widely accepted STS-PROM calculator was unable to successfully stratify patients according to 1- (P>0.99) or 5-year (P=0.695) survival rates. CONCLUSIONS: This is the largest series describing combined LT+CS, with joint surgical management appearing feasible in highly selected patients. CABG and pre-operative renal dysfunction are important negative predictors of mortality. The four-variable LT+CS score may help predict patients at high risk for post-operative mortality.

3.
Anesth Analg ; 136(4): 637-645, 2023 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-35203086

RESUMO

The anesthesiologist's role has expanded beyond the operating room, and anesthesiologist-led care teams can deliver coordinated care that spans the entire surgical experience, from preoperative optimization to long-term recovery of surgical patients. This expanded role can help reduce postoperative morbidity and mortality, which are regrettably common, unlike rare intraoperative mortality. Postoperative mortality, if considered a disease category, will be the third leading cause of death just after heart disease and cancer. Rapid advances in technologies like artificial intelligence provide an opportunity to build safe perioperative practices. Artificial intelligence helps by analyzing complex data across disparate systems and producing actionable information. Using artificial intelligence technologies, we can critically examine every aspect of perioperative medicine and devise innovative value-based solutions that can potentially improve patient safety and care delivery, while optimizing cost of care. In this narrative review, we discuss specific applications of artificial intelligence that may help advance all aspects of perioperative medicine, including clinical care, education, quality improvement, and research. We also discuss potential limitations of technology and provide our recommendations for successful adoption.


Assuntos
Neoplasias , Medicina Perioperatória , Humanos , Inteligência Artificial , Atenção à Saúde , Inteligência
4.
Anesthesiology ; 137(4): 434-445, 2022 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-35960872

RESUMO

BACKGROUND: The relationship between intraoperative physiology and postoperative stroke is incompletely understood. Preliminary data suggest that either hypo- or hypercapnia coupled with reduced cerebrovascular inflow (e.g., due to hypotension) can lead to ischemia. This study tested the hypothesis that the combination of intraoperative hypotension and either hypo- or hypercarbia is associated with postoperative ischemic stroke. METHODS: We conducted a retrospective, case-control study via the Multicenter Perioperative Outcomes Group. Noncardiac, nonintracranial, and nonmajor vascular surgical cases (18 yr or older) were extracted from five major academic centers between January 2004 and December 2015. Ischemic stroke cases were identified via manual chart review and matched to controls (1:4). Time and reduction below key mean arterial blood pressure thresholds (less than 55 mmHg, less than 60 mmHg, less than 65 mmHg) and outside of specific end-tidal carbon dioxide thresholds (30 mmHg or less, 35 mmHg or less, 45 mmHg or greater) were calculated based on total area under the curve. The association between stroke and total area under the curve values was then tested while adjusting for relevant confounders. RESULTS: In total, 1,244,881 cases were analyzed. Among the cases that screened positive for stroke (n = 1,702), 126 were confirmed and successfully matched with 500 corresponding controls. Total area under the curve was significantly associated with stroke for all thresholds tested, with the strongest combination observed with mean arterial pressure less than 55 mmHg (adjusted odds ratio per 10 mmHg-min, 1.17 [95% CI, 1.10 to 1.23], P < 0.0001) and end-tidal carbon dioxide 45 mmHg or greater (adjusted odds ratio per 10 mmHg-min, 1.11 [95% CI, 1.10 to 1.11], P < 0.0001). There was no interaction effect observed between blood pressure and carbon dioxide. CONCLUSIONS: Intraoperative hypotension and carbon dioxide dysregulation may each independently increase postoperative stroke risk.


Assuntos
Hipotensão , AVC Isquêmico , Acidente Vascular Cerebral , Pressão Sanguínea/fisiologia , Dióxido de Carbono , Estudos de Casos e Controles , Humanos , Hipercapnia , Estudos Retrospectivos , Acidente Vascular Cerebral/epidemiologia
5.
J Cardiothorac Vasc Anesth ; 36(11): 4100-4107, 2022 11.
Artigo em Inglês | MEDLINE | ID: mdl-35999113

RESUMO

OBJECTIVE: The authors aimed to identify predictors of new-onset postoperative atrial fibrillation (POAF) during the initial 90 days following liver transplantation, and to assess the association between POAF in-hospital and 1-year mortality. DESIGN: A retrospective cohort study. SETTING: At a university hospital between 2005 and 2017. PATIENTS: Adults without a history of preoperative atrial fibrillation who underwent orthotopicliver transplantation. MEASUREMENT AND MAIN RESULTS: The authors assessed the univariate association between new-onset of POAF in the postoperative period and each potential factor through a logistic regression model. Moreover, they explored predictors for POAF through stepwise selection. Finally, the authors assessed the relationship between POAF and in-hospital and 1-year mortality using logistic regression models, and whether the duration of atrial fibrillation was associated with in-hospital and 1-year mortality. Among 857 patients, 89 (10.4%) developed POAF. Using only preoperative variables, pulmonary hypertension, age, Model for End-Stage Liver Disease (MELD) score, and White race were identified as the most important predictors. Model discrimination was 0.75 (95% CI: 0.69-0.80), and incorporating intraoperative variables was 0.77 (95% CI: 0.72-0.82). In-hospital mortality was observed in 7.2% (6/83) of patients with new-onset of POAF, and in 2.8% (22/768) without, with confounder-adjusted odds ratio (OR) 1.00 (97.5% CI: 0.29,3.45; p = 0.996). One-year mortality was 22.4% (20/89) in patients who developed POAF and 8.3% (64/768) in patients who did not, confounder-adjusted OR 2.64 (97.5% CI: 1.35-5.16; p = 0.001). The duration of POAF did not affect long-term postoperative mortality. CONCLUSION: Preoperative, mostly unmodifiable comorbidities are important risk factors for new-onset POAF after liver transplantation. The POAF was not associated with in-hospital mortality, but with increased 1-year mortality. Once developed, the duration of POAF did not affect long-term mortality after a liver transplant.


Assuntos
Fibrilação Atrial , Doença Hepática Terminal , Transplante de Fígado , Adulto , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/epidemiologia , Fibrilação Atrial/etiologia , Doença Hepática Terminal/complicações , Humanos , Transplante de Fígado/efeitos adversos , Complicações Pós-Operatórias/diagnóstico , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Estudos Retrospectivos , Fatores de Risco , Índice de Gravidade de Doença
6.
Am J Transplant ; 21(3): 1312-1316, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33017864

RESUMO

SARS-CoV2, first described in December 2019, was declared a pandemic by the World Health Organization in March 2020. Various surgical and medical societies promptly published guidelines, based on expert opinion, on managing patients with COVID-19, with a consensus to postpone elective surgeries and procedures. We describe the case of an orthotopic liver transplantation (OLT) in a young female who presented with acute liver failure secondary to acetaminophen toxicity to manage abdominal pain and in the setting of a positive SARS-CoV2 test. Despite a positive test, she had no respiratory symptoms at time of presentation. The positive test was thought to be residual viral load. The patient had a very favorable outcome, likely related to multiple factors including her young age, lack of respiratory COVID-19 manifestations and plasma exchange peri-operatively. We recommend a full work-up for OLT in COVID-19 patients with uncomplicated disease according to standard of care, with careful interpretation of COVID-19 testing in patients presenting with conditions requiring urgent or emergent surgery as well as repeat testing even a few days after initial testing, as this could alter management.


Assuntos
Acetaminofen/intoxicação , COVID-19/virologia , Overdose de Drogas/complicações , Falência Hepática Aguda/induzido quimicamente , Transplante de Fígado/métodos , Pandemias , SARS-CoV-2/genética , Adulto , Analgésicos não Narcóticos/intoxicação , COVID-19/epidemiologia , Feminino , Humanos , Falência Hepática Aguda/cirurgia , RNA Viral , Resultado do Tratamento , Tratamento Farmacológico da COVID-19
7.
J Cardiothorac Vasc Anesth ; 35(7): 2063-2069, 2021 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-33750661

RESUMO

OBJECTIVE: To develop machine learning models that can predict post-transplantation major adverse cardiovascular events (MACE), all-cause mortality, and cardiovascular mortality in patients undergoing liver transplantation (LT). DESIGN: Retrospective cohort study. SETTING: High-volume tertiary care center. PARTICIPANTS: The study comprised 1,459 consecutive patients undergoing LT between January 2008 and December 2019. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: MACE, all-cause mortality, and cardiovascular mortality were modeled using logistic regression, least absolute shrinkage and selection surgery regression, random forests, support vector machine, and gradient-boosted modeling (GBM). All models were built by splitting data into training and testing cohorts, and performance was assessed using five-fold cross-validation based on the area under the receiver operating characteristic curve and Harrell's C statistic. A total of 1,459 patients were included in the final cohort; 1,425 (97.7%) underwent index transplantation, 963 (66.0%) were female, the median age at transplantation was 57 (11-70) years, and the median Model for End-Stage Liver Disease score was 20 (6-40). Across all outcomes, the GBM model XGBoost achieved the highest performance, with an area under the receiver operating curve of 0.71 (95% confidence interval [CI] 0.63-0.79) for MACE, a Harrell's C statistic of 0.64 (95% CI 0.57-0.73) for overall survival, and 0.72 (95% CI 0.59-0.85) for cardiovascular mortality over a mean follow-up of 4.4 years. Examination of Shapley values for the GBM model revealed that on the cohort-wide level, the top influential factors for postoperative MACE were age at transplantation, diabetes, serum creatinine, cirrhosis caused by nonalcoholic steatohepatitis, right ventricular systolic pressure, and left ventricular ejection fraction. CONCLUSION: Machine learning models developed using data from a tertiary care transplantation center achieved good discriminant function in predicting post-LT MACE, all-cause mortality, and cardiovascular mortality. These models can support clinicians in recipient selection and help screen individuals who may be at elevated risk for post-transplantation MACE.


Assuntos
Doenças Cardiovasculares , Doença Hepática Terminal , Transplante de Fígado , Doenças Cardiovasculares/diagnóstico , Doenças Cardiovasculares/epidemiologia , Doenças Cardiovasculares/etiologia , Estudos de Coortes , Doença Hepática Terminal/diagnóstico , Doença Hepática Terminal/cirurgia , Feminino , Humanos , Transplante de Fígado/efeitos adversos , Aprendizado de Máquina , Estudos Retrospectivos , Medição de Risco , Índice de Gravidade de Doença , Volume Sistólico , Função Ventricular Esquerda
8.
Liver Transpl ; 26(2): 215-226, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31642164

RESUMO

The primary aim of this single-center, phase 1 exploratory study was to investigate the safety, feasibility, and impact on intrahepatic hemodynamics of a fresh frozen plasma (FFP)-based perfusate in ex situ liver normothermic machine perfusion (NMP) preservation. Using an institutionally developed perfusion device, 21 livers (13 donations after brain death and 8 donations after circulatory death) were perfused for 3 hours 21 minutes to 7 hours 52 minutes and successfully transplanted. Outcomes were compared in a 1:4 ratio to historical control patients matched according to donor and recipient characteristics and preservation time. Perfused livers presented a very low resistance state with high flow during ex situ perfusion (arterial and portal flows 340 ± 150 and 890 ± 70 mL/minute/kg liver, respectively). This hemodynamic state was maintained even after reperfusion as demonstrated by higher arterial flow observed in the NMP group compared with control patients (220 ± 120 versus 160 ± 80 mL/minute/kg liver, P = 0.03). The early allograft dysfunction (EAD) rate, peak alanine aminotransferase (ALT), and peak aspartate aminotransferase (AST) levels within 7 days after transplantation were lower in the NMP group compared with the control patients (EAD 19% versus 46%, P = 0.02; peak ALT 363 ± 318 versus 1021 ± 999 U/L, P = 0.001; peak AST 1357 ± 1492 versus 2615 ± 2541 U/L, P = 0.001 of the NMP and control groups, respectively). No patient developed ischemic type biliary stricture. One patient died, and all other patients are alive and well at a follow-up of 12-35 months. No device-related adverse events were recorded. In conclusion, with this study, we showed that ex situ NMP of human livers can be performed safely and effectively using a noncommercial device and an FFP-based preservation solution. Future studies should further investigate the impact of an FFP-based perfusion solution on liver hemodynamics during ex situ normothermic machine preservation.


Assuntos
Transplante de Fígado , Preservação de Órgãos , Humanos , Fígado , Transplante de Fígado/efeitos adversos , Perfusão , Plasma
9.
Anesthesiology ; 133(6): 1214-1222, 2020 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-32960954

RESUMO

BACKGROUND: The Hypotension Prediction Index is a commercially available algorithm, based on arterial waveform features, that predicts hypotension defined as mean arterial pressure less than 65 mmHg for at least 1 min. We therefore tested the primary hypothesis that index guidance reduces the duration and severity of hypotension during noncardiac surgery. METHODS: We enrolled adults having moderate- or high-risk noncardiac surgery with invasive arterial pressure monitoring. Participating patients were randomized to hemodynamic management with or without index guidance. Clinicians caring for patients assigned to guidance were alerted when the index exceeded 85 (range, 0 to 100) and a treatment algorithm based on advanced hemodynamic parameters suggested vasopressor administration, fluid administration, inotrope administration, or observation. Primary outcome was the amount of hypotension, defined as time-weighted average mean arterial pressure less than 65 mmHg. Secondary outcomes were time-weighted mean pressures less than 60 and 55 mmHg. RESULTS: Among 214 enrolled patients, guidance was provided for 105 (49%) patients randomly assigned to the index guidance group. The median (first quartile, third quartile) time-weighted average mean arterial pressure less than 65 mmHg was 0.14 (0.03, 0.37) in guided patients versus 0.14 (0.03, 0.39) mmHg in unguided patients: median difference (95% CI) of 0 (-0.03 to 0.04), P = 0.757. Index guidance therefore did not reduce amount of hypotension less than 65 mmHg, nor did it reduce hypotension less than 60 or 55 mmHg. Post hoc, guidance was associated with less hypotension when analysis was restricted to episodes during which clinicians intervened. CONCLUSIONS: In this pilot trial, index guidance did not reduce the amount of intraoperative hypotension. Half of the alerts were not followed by treatment, presumably due to short warning time, complex treatment algorithm, or clinicians ignoring the alert. In the future we plan to use a lower index alert threshold and a simpler treatment algorithm that emphasizes prompt treatment.


Assuntos
Determinação da Pressão Arterial/métodos , Hipotensão/prevenção & controle , Monitorização Intraoperatória/métodos , Procedimentos Cirúrgicos Operatórios , Idoso , Algoritmos , Pressão Arterial/fisiologia , Feminino , Hemodinâmica , Humanos , Hipotensão/diagnóstico , Hipotensão/fisiopatologia , Masculino , Projetos Piloto , Valor Preditivo dos Testes , Risco , Índice de Gravidade de Doença , Tempo
10.
Anesthesiology ; 130(1): 72-82, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30312182

RESUMO

BACKGROUND: Triple-low events (mean arterial pressure less than 75 mmHg, Bispectral Index less than 45, and minimum alveolar fraction less than 0.8) are associated with mortality but may not be causal. This study tested the hypothesis that providing triple-low alerts to clinicians reduces 90-day mortality. METHODS: Adults having noncardiac surgery with volatile anesthesia and Bispectral Index monitoring were electronically screened for triple-low events. Patients having triple-low events were randomized in real time, with clinicians either receiving an alert, "consider hemodynamic support," or not. Patients were blinded to treatment. Helpful responses to triple-low events were defined by administration of a vasopressor within 5 min or a 20% reduction in end-tidal volatile anesthetic concentration within 15 min. RESULTS: Of the qualifying patients, 7,569 of 36,670 (20%) had triple-low events and were randomized. All 7,569 were included in the primary analysis. Ninety-day mortality was 8.3% in the alert group and 7.3% in the nonalert group. The hazard ratio (95% CI) for alert versus nonalert was 1.14 (0.96, 1.35); P = 0.12, crossing a prespecified futility boundary. Clinical responses were helpful in about half the patients in each group, with 51% of alert patients and 47% of nonalert patients receiving vasopressors or having anesthetics lowered after start of triple low (P < 0.001). There was no relationship between the response to triple-low events and adjusted 90-day mortality. CONCLUSIONS: Real-time alerts to triple-low events did not lead to a reduction in 90-day mortality, and there were fewer responses to alerts than expected. However, similar mortality with and without responses suggests that there is no strong relationship between responses to triple-low events and mortality.


Assuntos
Pressão Arterial/fisiologia , Monitores de Consciência/estatística & dados numéricos , Hipotensão/diagnóstico , Hipotensão/mortalidade , Complicações Intraoperatórias/diagnóstico , Complicações Intraoperatórias/mortalidade , Monitorização Intraoperatória/métodos , Feminino , Humanos , Hipotensão/fisiopatologia , Complicações Intraoperatórias/fisiopatologia , Masculino , Pessoa de Meia-Idade
11.
Anesth Analg ; 129(3): 896-904, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-31425235

RESUMO

BACKGROUND: Hypotension is associated with acute kidney injury, but vasopressors used to treat hypotension may also compromise renal function. We therefore tested the hypothesis that vasopressor infusion during complex spine surgery is not associated with impaired renal function. METHODS: In this retrospective cohort analysis, we considered adults who had complex spine surgery between January 2005 and September 2014 at the Cleveland Clinic Main Campus. Our primary outcome was postoperative estimated glomerular filtration rate. Secondarily, we evaluated renal function using Acute Kidney Injury Network criteria. We obtained data for 1814 surgeries, including 689 patients (38%) who were given intraoperative vasopressors infusion for ≥30 minutes and 1125 patients (62%) who were not. Five hundred forty patients with and 540 patients without vasopressor infusions were well matched across 32 potential confounding variables. RESULTS: In matched patients, vasopressor infusions lasted an average of 173 ± 100 minutes (SD) and were given a median dose (1st quintile, 3rd quintile) of 3.4-mg (1.5, 6.7 mg) phenylephrine equivalents. Mean arterial pressure and the amounts of hypotension were similar in each matched group. The postoperative difference in mean estimated glomerular filtration rate in patients with and without vasopressor infusions was only 0.8 mL/min/1.73 m (95% CI, -0.6 to 2.2 mL/min/1.73 m) (P = .28). Intraoperative vasopressor infusion was also not associated with increased odds of augmented acute kidney injury stage. CONCLUSIONS: Clinicians should not avoid typical perioperative doses of vasopressors for fear of promoting kidney injury. Tolerating hypotension to avoid vasopressor use would probably be a poor strategy.


Assuntos
Injúria Renal Aguda/diagnóstico , Pressão Sanguínea/efeitos dos fármacos , Posicionamento do Paciente/métodos , Decúbito Ventral , Vasoconstritores/administração & dosagem , Injúria Renal Aguda/induzido quimicamente , Injúria Renal Aguda/fisiopatologia , Adulto , Idoso , Pressão Sanguínea/fisiologia , Estudos de Coortes , Feminino , Humanos , Infusões Intravenosas , Masculino , Pessoa de Meia-Idade , Decúbito Ventral/fisiologia , Estudos Retrospectivos , Vasoconstritores/efeitos adversos
12.
J Clin Monit Comput ; 33(4): 725-731, 2019 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-30251058

RESUMO

Standardized clinical pathways are useful tool to reduce variation in clinical management and may improve quality of care. However the evidence supporting a specific clinical pathway for a patient or patient population is often imperfect limiting adoption and efficacy of clinical pathway. Machine intelligence can potentially identify clinical variation and may provide useful insights to create and optimize clinical pathways. In this quality improvement project we analyzed the inpatient care of 1786 patients undergoing colorectal surgery from 2015 to 2016 across multiple Ohio hospitals in the Cleveland Clinic System. Data from four information subsystems was loaded in the Clinical Variation Management (CVM) application (Ayasdi, Inc., Menlo Park, CA). The CVM application uses machine intelligence and topological data analysis methods to identify groups of similar patients based on the treatment received. We defined "favorable performance" as groups with lower direct variable cost, lower length of stay, and lower 30-day readmissions. The software auto-generated 9 distinct groups of patients based on similarity analysis. Overall, favorable performance was seen with ketorolac use, lower intra-operative fluid use (< 2000 cc) and surgery for cancer. Multiple sub-groups were easily created and analyzed. Adherence reporting tools were easy to use enabling almost real time monitoring. Machine intelligence provided useful insights to create and monitor care pathways with several advantages over traditional analytic approaches including: (1) analysis across disparate data sets, (2) unsupervised discovery, (3) speed and auto-generation of clinical pathways, (4) ease of use by team members, and (5) adherence reporting.


Assuntos
Inteligência Artificial , Neoplasias do Colo/cirurgia , Cirurgia Colorretal/métodos , Informática Médica/instrumentação , Monitorização Intraoperatória/instrumentação , Monitorização Intraoperatória/métodos , Processamento de Sinais Assistido por Computador , Algoritmos , Neoplasias do Colo/diagnóstico , Interpretação Estatística de Dados , Humanos , Doenças Inflamatórias Intestinais/metabolismo , Infusões Intravenosas , Cetorolaco/uso terapêutico , Aprendizado de Máquina , Informática Médica/métodos , Cooperação do Paciente , Readmissão do Paciente , Projetos Piloto , Reprodutibilidade dos Testes , Software , Resultado do Tratamento
13.
Clin Transplant ; 32(3): e13199, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29323769

RESUMO

Although most patients presenting for liver transplantation have normal left ventricular function, some develop left ventricular failure after transplantation. The primary objective of our study was to determine the predictors of systolic heart failure (HF) occurring immediately after liver transplantation. Its etiology, prospects of recovery, and factors associated with nonrecovery were also studied. Liver transplantations performed at our institution from January 2006 to February 2015 were evaluated using prospectively collected institutional registries. Patients with echocardiographically documented decline in ejection fraction to <45% within 6 months after liver transplantation were identified. Four controls were chosen per case: matched for age, gender, transplant year, and model for end-stage liver disease score. Conditional multivariable logistic regression was used for primary analysis and nonparametric tests for comparison between groups. In a cohort of 1284 adult patients, 45 cases and 180 controls were identified. Diastolic dysfunction (DD) was an independent predictor (OR 5.26, 95% CI 1.03-28.57, P = .04) of systolic HF in multivariable analysis. Stress-induced cardiomyopathy was the most common etiology. Left ventricular function recovered in 21 patients. Pretransplant DD decreased the chances of recovery (P = .05). In conclusion, patients with pretransplant DD need close post-transplant follow-up for timely identification of HF.


Assuntos
Insuficiência Cardíaca Sistólica/epidemiologia , Insuficiência Cardíaca Sistólica/mortalidade , Transplante de Fígado/efeitos adversos , Complicações Pós-Operatórias , Adulto , Estudos de Casos e Controles , Ecocardiografia , Feminino , Seguimentos , Insuficiência Cardíaca Sistólica/induzido quimicamente , Humanos , Incidência , Masculino , Ohio/epidemiologia , Prognóstico , Estudos Prospectivos , Volume Sistólico , Taxa de Sobrevida
14.
Anesth Analg ; 127(2): 424-431, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29916861

RESUMO

BACKGROUND: Intraoperative hypotension is associated with postoperative mortality. Early detection of hypotension by continuous hemodynamic monitoring might prompt timely therapy, thereby reducing intraoperative hypotension. We tested the hypothesis that continuous noninvasive blood pressure monitoring reduces intraoperative hypotension. METHODS: Patients ≥45 years old with American Society of Anesthesiologists physical status III or IV having moderate-to-high-risk noncardiac surgery with general anesthesia were included. All participating patients had continuous noninvasive hemodynamic monitoring using a finger cuff (ClearSight, Edwards Lifesciences, Irvine, CA) and a standard oscillometric cuff. In half the patients, randomly assigned, clinicians were blinded to the continuous values, whereas the others (unblinded) had access to continuous blood pressure readings. Continuous pressures in both groups were used for analysis. Time-weighted average for mean arterial pressure <65 mm Hg was compared using 2-sample Wilcoxon rank-sum tests and Hodges Lehmann estimation of location shift with corresponding asymptotic 95% CI. RESULTS: Among 320 randomized patients, 316 were included in the intention-to-treat analysis. With 158 patients in each group, those assigned to continuous blood pressure monitoring had significantly lower time-weighted average mean arterial pressure <65 mm Hg, 0.05 [0.00, 0.22] mm Hg, versus intermittent blood pressure monitoring, 0.11 [0.00, 0.54] mm Hg (P = .039, significance criteria P < .048). CONCLUSIONS: Continuous noninvasive hemodynamic monitoring nearly halved the amount of intraoperative hypotension. Hypotension reduction with continuous monitoring, while statistically significant, is currently of uncertain clinical importance.


Assuntos
Determinação da Pressão Arterial/métodos , Pressão Sanguínea , Monitorização Intraoperatória/métodos , Procedimentos Cirúrgicos Operatórios , Idoso , Anestesia Geral , Anestesiologia/métodos , Pressão Arterial , Feminino , Hemodinâmica , Humanos , Hipotensão/diagnóstico , Masculino , Pessoa de Meia-Idade , Monitorização Fisiológica , Oscilometria , Reprodutibilidade dos Testes , Resultado do Tratamento
15.
Eur J Anaesthesiol ; 35(4): 256-265, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-29023246

RESUMO

BACKGROUND: Preoperative smoking cessation is commonly advised in an effort to improve postoperative outcomes. However, it remains unclear for how long smoking cessation is necessary, and even whether a brief preoperative period of abstinence is helpful and well tolerated. OBJECTIVE: We evaluated associations between various periods of preoperative smoking cessation and major morbidity and death. DESIGN: Retrospective cohort analysis. SETTING: Adults who had noncardiac surgery at the Cleveland Clinic Main Campus between May 2007 and December 2013. PATIENTS: A total of 37 511 patients whose smoking history was identified from a preoperative Health Quest questionnaire. Of these patients, 26 269 (70%) were former smokers and 11 242 (30%) were current smokers. Of the current smokers, 9482 (84%) were propensity matched with 9482 former smokers (36%). We excluded patients with American Society of Anesthesiologists' physical status exceeding four, patients who did not have general anaesthesia, and patients with missing outcomes and/or covariables. When multiple procedures were performed within the study period, only the first operation for each patient was included in the analysis. MAIN OUTCOME MEASURES: The relationship between smoking cessation and in-hospital morbidity/mortality. RESULTS: The incidence of the primary composite of in-hospital morbidity/mortality was 6.9% (656/9482) for all former smokers; the incidence was 7.8% (152/1951) for patients who stopped smoking less than 1 year before surgery, 6.3% (118/1977) for 1 to 5 years, 7.2% (115/1596) for 5 to 10 years and 6.9% (271/3457) for more than 10 years. CONCLUSION: Smoking cessation was associated with reduced in-hospital morbidity and mortality which was independent of cessation interval.


Assuntos
Complicações Pós-Operatórias/mortalidade , Complicações Pós-Operatórias/prevenção & controle , Abandono do Hábito de Fumar , Fumar/mortalidade , Fumar/terapia , Adulto , Idoso , Estudos de Coortes , Feminino , Mortalidade Hospitalar/tendências , Humanos , Masculino , Pessoa de Meia-Idade , Complicações Pós-Operatórias/diagnóstico , Estudos Retrospectivos , Fatores de Risco , Abandono do Hábito de Fumar/métodos , Fatores de Tempo , Resultado do Tratamento
16.
Anesth Analg ; 125(2): 580-592, 2017 08.
Artigo em Inglês | MEDLINE | ID: mdl-28430682

RESUMO

BACKGROUND: Operating room (OR) utilization generally ranges from 50% to 75%. Inefficiencies can arise from various factors, including prolonged anesthesia preparation time, defined as the period from induction of anesthesia until patients are considered ready for surgery. Our goal was to use patient-related and procedure-related factors to develop a model predicting anesthesia preparation time. METHODS: From the electronic medical records of adults who had noncardiac surgery at the Cleveland Clinic Main Campus, we developed a model that used a dozen preoperative factors to predict anesthesia preparation time. The model was based on multivariable regression with "Least Absolute Shrinkage and Selection Operator" and 10-fold cross-validation. The overall performance of the final model was measured by R, which describes the proportion of the variance in anesthesia preparation time that is explained by the model. RESULTS: A total of 43,941 cases met inclusion and exclusion criteria. Our final model had only moderate discriminative ability. The estimated adjusted R for prediction model was 0.34 for the training data set and 0.27 for the testing data set. CONCLUSIONS: Using preoperative factors, we could explain only about a quarter of the variance in anesthesia preparation time-an amount that is probably of limited clinical value.


Assuntos
Anestesia , Anestesiologia , Período Pré-Operatório , Adulto , Idoso , Algoritmos , Registros Eletrônicos de Saúde , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Ohio , Salas Cirúrgicas , Valor Preditivo dos Testes , Sistema de Registros , Análise de Regressão , Procedimentos Cirúrgicos Operatórios , Fatores de Tempo
17.
Anesth Analg ; 124(4): 1135-1152, 2017 04.
Artigo em Inglês | MEDLINE | ID: mdl-28107274

RESUMO

BACKGROUND: It has been suggested that longer-term postsurgical outcome may be adversely affected by less than severe hypotension under anesthesia. However, evidence-based guidelines are unavailable. The present study was designed to develop a method for identifying patients at increased risk of death within 30 days in association with the severity and duration of intraoperative hypotension. METHODS: Intraoperative mean arterial blood pressure recordings of 152,445 adult patients undergoing noncardiac surgery were analyzed for periods of time accumulated below each one of the 31 thresholds between 75 and 45 mm Hg (hypotensive exposure times). In a development cohort of 35,904 patients, the associations were sought between each of these 31 cumulative hypotensive exposure times and 30-day postsurgical mortality. On the basis of covariable-adjusted percentage increases in the odds of mortality per minute elapsed of hypotensive exposure time, certain sets of exposure time limits were calculated that portended certain percentage increases in the odds of mortality. A novel risk-scoring method was conceived by counting the number of exposure time limits that had been exceeded within each respective set, one of them being called the SLUScore. The validity of this new method in identifying patients at increased risk was tested in a multicenter validation cohort consisting of 116,541 patients from Cleveland Clinic, Vanderbilt and Saint Louis Universities. Data were expressed as 95% confidence interval, P < .05 considered significant. RESULTS: Progressively greater hypotensive exposures were associated with greater 30-day mortality. In the development cohort, covariable-adjusted (age, Charlson score, case duration, history of hypertension) exposure limits were identified for time accumulated below each of the thresholds that portended certain identical (5%-50%) percentage expected increases in the odds of mortality. These exposure time limit sets were shorter in patients with a history of hypertension. A novel risk score, the SLUScore (range 0-31), was conceived as the number of exposure limits exceeded for one of these sets (20% set). A SLUScore > 0 (average 13.8) was found in 40% of patients who had twice the mortality, adjusted odds increasing by 5% per limit exceeded. When tested in the validation cohort, a SLUScore > 0 (average 14.1) identified 35% of patients who had twice the mortality, each incremental limit exceeded portending a 5% compounding increase in adjusted odds of mortality, independent of age and Charlson score (C = 0.73, 0.72-0.74, P < .05). CONCLUSIONS: The SLUScore represents a novel method for identifying nearly 1 in every 3 patients experiencing greater 30-day mortality portended by more severe intraoperative hypotensive exposures.


Assuntos
Hipotensão/diagnóstico , Hipotensão/mortalidade , Complicações Intraoperatórias/diagnóstico , Complicações Intraoperatórias/mortalidade , Monitorização Intraoperatória/métodos , Índice de Gravidade de Doença , Adulto , Estudos de Coortes , Registros Eletrônicos de Saúde/tendências , Feminino , Humanos , Hipotensão/fisiopatologia , Complicações Intraoperatórias/fisiopatologia , Masculino , Monitorização Intraoperatória/tendências , Mortalidade/tendências
18.
Clin Transplant ; 30(9): 986-93, 2016 09.
Artigo em Inglês | MEDLINE | ID: mdl-27292629

RESUMO

Cirrhotic cardiomyopathy causes variable degree of systolic and diastolic dysfunction (DD) and conduction abnormalities. The primary aim of our study was to determine whether pre-transplant DD and prolonged corrected QT (QTc) predict a composite of mortality, graft failure, and major cardiovascular events after liver transplantation. We also evaluated the reversibility of cirrhotic cardiomyopathy after transplantation. Adult patients who underwent liver transplantation at our institution from January 2007 to March 2009 were included. Data were obtained from institutional registry, medical record review, and evaluation of echocardiographic images. Among 243 patients, 113 (46.5%) had grade 1 DD, 16 (6.6%) had grade 2 DD, and none had grade 3 DD. The mean pre-transplant QTc was 453 milliseconds. After a mean post-transplant follow-up of 5.2 years, 75 (31%) patients satisfied the primary composite outcome. Cox regression analysis did not show any significant association between DD and the composite outcome (P=.17). However, longer QTc was independently associated with the composite outcome (HR: 1.01, 95% confidence interval: 1.00-1.02, P=.05). DD (P<.001) and left ventricular mass index (P=.001) worsened after transplantation. In conclusion, QTc prolongation appears to be associated with worse outcomes. Although DD did not impact outcomes, it significantly worsened after transplantation.


Assuntos
Cardiomiopatias/etiologia , Doença Hepática Terminal/cirurgia , Ventrículos do Coração/fisiopatologia , Cirrose Hepática/complicações , Transplante de Fígado/efeitos adversos , Complicações Pós-Operatórias , Função Ventricular Esquerda/fisiologia , Cardiomiopatias/diagnóstico , Cardiomiopatias/epidemiologia , Causas de Morte/tendências , Diástole , Ecocardiografia Doppler , Eletrocardiografia , Feminino , Seguimentos , Ventrículos do Coração/diagnóstico por imagem , Humanos , Incidência , Cirrose Hepática/diagnóstico , Cirrose Hepática/epidemiologia , Masculino , Pessoa de Meia-Idade , Ohio/epidemiologia , Estudos Retrospectivos , Taxa de Sobrevida/tendências , Fatores de Tempo
19.
Artif Organs ; 40(10): 999-1008, 2016 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-27086771

RESUMO

Normothermic machine perfusion (NMP) has been introduced as a promising technology to preserve and possibly repair marginal liver grafts. The aim of this study was to compare the effect of temperature on the preservation of donation after cardiac death (DCD) liver grafts in an ex vivo perfusion model after NMP (38.5°C) and subnormothermic machine perfusion (SNMP, 21°C) with a control group preserved by cold storage (CS, 4°C). Fifteen porcine livers with 60 min of warm ischemia were preserved for 10 h by NMP, SNMP or CS (n = 5/group). After the preservation phase all livers were reperfused for 24 h in an isolated perfusion system with whole blood at 38.5°C to simulate transplantation. At the end of transplant simulation, the NMP group showed significantly lower hepatocellular enzyme level (AST: 277 ± 69 U/L; ALT: 22 ± 2 U/L; P < 0.03) compared to both SNMP (AST: 3243 ± 1048 U/L; ALT: 127 ± 70 U/L) and CS (AST: 3150 ± 1546 U/L; ALT: 185 ± 97 U/L). There was no significant difference between SNMP and CS. Bile production was significantly higher in the NMP group (219 ± 43 mL; P < 0.01) compared to both SNMP (49 ± 84 mL) and CS (12 ± 16 mL) with no significant difference between the latter two groups. Histologically, the NMP livers showed preserved cellular architecture compared to the SNMP and CS groups. NMP was able to recover DCD livers showing superior hepatocellular integrity, biliary function, and microcirculation compared to SNMP and CS. SNMP showed some significant benefit over CS, yet has not shown any advantage over NMP.


Assuntos
Fígado/fisiologia , Fígado/ultraestrutura , Preservação de Órgãos/métodos , Perfusão/métodos , Animais , Feminino , Fígado/enzimologia , Transplante de Fígado , Suínos , Temperatura , Coleta de Tecidos e Órgãos/métodos , Isquemia Quente/métodos
20.
Clin Transplant ; 29(3): 197-203, 2015 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-25528882

RESUMO

With the increasing age of recipients undergoing orthotopic liver transplant (OLT), there is need for better risk stratification among them. Our study aims to identify predictors of poor outcome among OLT recipients ≥ 60 yr of age. All patients who underwent OLT at Cleveland Clinic from January 2004 to April 2010 were included. Baseline patient characteristics and post-OLT outcomes (mortality, graft failure, length of stay, and major post-OLT cardiovascular events) were obtained from prospectively collected institutional registry. Among patients ≥ 60 yr of age, multivariate regression modeling was performed to identify independent predictors of poor outcome. Of the 738 patients included, 223 (30.2%) were ≥ 60 yr. Hepatic encephalopathy, platelet counts < 45,000/µL, total serum bilirubin > 3.5 mg/dL, and serum albumin < 2.65 mg/dL independently predicted poor short-term outcomes. The presence of pre-OLT coronary artery disease and arrhythmia were independent predictors of poor long-term outcomes. Cardiac causes represented the second most common cause of mortality among the elderly cohort. Despite that, this carefully selected cohort of older OLT recipients had outcomes that were comparable with the younger recipients. Thus, our results show the need for better pre-OLT evaluation and optimization, and for closer post-OLT surveillance, of cardiovascular disease among the elderly.


Assuntos
Transplante de Fígado , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Feminino , Sobrevivência de Enxerto , Humanos , Tempo de Internação , Transplante de Fígado/mortalidade , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Avaliação de Resultados em Cuidados de Saúde , Sistema de Registros , Estudos Retrospectivos , Medição de Risco , Fatores de Risco
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