Henry gas solubility optimization double machine learning classifier for neurosurgical patients.

This study aims to predict head trauma outcome for Neurosurgical patients in children, adults, and elderly people. As Machine Learning (ML) algorithms are helpful in healthcare field, a comparative study of various ML techniques is developed. Several algorithms are utilized such as k-nearest neighbor, Random Forest (RF), C4.5, Artificial Neural Network, and Support Vector Machine (SVM). Their performance is assessed using anonymous patients' data. Then, a proposed double classifier based on Henry Gas Solubility Optimization (HGSO) is developed with Aquila optimizer (AQO). It is implemented for feature selection to classify patients' outcome status into four states. Those are mortality, morbidity, improved, or the same. The double classifiers are evaluated via various performance metrics including recall, precision, F-measure, accuracy, and sensitivity. Another contribution of this research is the original use of hybrid technique based on RF-SVM and HGSO to predict patient outcome status with high accuracy. It determines outcome status relationship with age and mode of trauma. The algorithm is tested on more than 1000 anonymous patients' data taken from a Neurosurgical unit of Mansoura International Hospital, Egypt. Experimental results show that the proposed method has the highest accuracy of 99.2% (with population size = 30) compared with other classifiers.

Axillary Access TAVR: Entrapment of a Transcatheter Aortic Valve in the Innominate Artery With Aortic Dissection.

Non-femoral transcatheter aortic valve replacement (TAVR) is indicated when peripheral vascular disease is diagnosed. We describe the "double-stick" technique via the axillary artery. During the procedure, the pigtail coiled around the TAVR system. While retracting the TAVR sheath, the seam along system split dislodging the valve from the balloon. The valve was entrapped in the innominate artery, and an aortic dissection required surgery. With the double-stick technique, friction and resistance between the pigtail and delivery system must be avoided. Pre-procedural planning and early identification is paramount. Smaller and more seamless delivery systems may reduce risk for dissection and entrapment.

Assessment of a multimodal analgesia protocol to allow the implementation of enhanced recovery after cardiac surgery: Retrospective analysis of patient outcomes.

STUDY OBJECTIVE: To investigate the impact of utilizing a multimodal analgesia protocol to allow the implementation of Enhanced Recovery after Cardiac Surgery (ERACS) in patients requiring cardio-pulmonary bypass. DESIGN: Retrospective analysis of patients treated with the proposed ERACS bundle in comparison to matched controls. SETTING: Single-center study. PATIENTS: A total of 50 patients undergoing elective cardiac surgery limited to on pump coronary artery bypass graft. MEASUREMENTS: Perioperative outcomes of 25 patients that underwent ERACS protocol and 25 controls were measured. In-operating room (OR) extubation, total intubation time, total intra-OP fentanyl given, total post-OP morphine equivalent given, intensive care unit (ICU) length of stay (LOS), hospital LOS and post-OP complications were examined. MAIN RESULTS: The ERACS group and control group were equivalent with regards to age, gender, comorbidities, ASA classification and type of surgery. Mean cardiac bypass time and mean aortic clamp time were similar. Extubation in the OR was achieved for 12 patients in the ERACS group compared to 1 in the control group. Post-operative opioid consumption was lower in ERACS group (27.3 vs. 51.7 morphine equivalents, p = 0.006). Although ICU LOS and hospital LOS were shorter in the ERACS group, this did not reach significance. CONCLUSIONS: The ERACS group showed a significant decrease in opioid use and increased incidence of successful in OR extubation.

Intraoperative assessment of pulmonary artery pressure using transesophageal echocardiography in patients undergoing cardiac surgery.

We performed a retrospective chart review to investigate a potential relation between pulmonary artery (PA) diameter as measured by intraoperative transesophageal echocardiography and PA pressures measured by PA catheter with the aim of determining whether main PA diameter can aid clinicians in the diagnosis of PA hypertension. A total of 82 adult patients undergoing cardiac surgery were included in our study. Main PA diameter showed a moderate correlation with systolic and diastolic pressures, r = 0.576 (95% confidence interval [CI], 0.407-0.703), P < 0.001, and r = 0.504 (95% CI, 0.319-0.648), P < 0.001, respectively. The authors believe that although a moderate correlation exists between main PA diameter and PA pressure, confounding hemodynamic variables prevent main PA diameter from being an accurate and reliable means of diagnosing PA hypertension.

Incidence and Outcomes of Heparin-Induced Thrombocytopenia in Patients Undergoing Vascular Surgery.

OBJECTIVE: The National Inpatient Sample (NIS) from years 2010 through 2012 was utilized to determine the incidence, predictive risk factors, and outcomes of heparin-induced thrombocytopenia (HIT) in patients undergoing vascular surgery. DESIGN: Retrospective population-based study. SETTING: Data from the National Inpatient Sample (NIS) (2011 through 2013) using specific International Classification of Diseases, 9th Revision, Clinical Modification (ICD-9-CM) procedure codes corresponding with vascular surgery. PARTICIPANTS: 425,379 hospital admissions in patients which underwent vascular surgery. Among these, 1,290 (0.31%) were diagnosed with HIT, and 17,765 (4.18%) were diagnosed with secondary thrombocytopenia. MEASUREMENTS AND RESULTS: The incidence of HIT is 0.3% in the vascular surgery population. The highest incidence is observed in thoraco-subclavian and vein reconstruction procedures. This study indicated that liver disease, endocarditis, chronic renal failure, congestive heart failure, atrial fibrillation, obesity, and female sex are associated with a higher incidence of HIT in this population. In vascular surgery patients, HIT can increase mortality by 3-fold and lead to severe complications such as acute renal failure, venous embolism, pulmonary embolism, and respiratory failure. CONCLUSION: The incidence of HIT in the vascular surgery population is similar to previously reported incidence in cardiac surgery patients. In the vascular surgery population, mortality increases 3-fold in patients with HIT versus those without any thrombocytopenia. Understanding the associated risk factors and complications will allow clinicians to make informed decisions and anticipate HIT and associated complications in certain high-risk populations.

Gastrointestinal Complications After Cardiac Surgery: A Nationwide Population-Based Analysis of Morbidity and Mortality Predictors.

OBJECTIVE: The authors aimed to evaluate the incidence, risk factors, and outcomes of gastrointestinal (GI) complications in cardiac and aortic surgery using recent versions of the National (Nationwide) Inpatient Sample (NIS) to provide clinicians with a better understanding of these uncommon but potentially serious complications. DESIGN: Population-based study. SETTING: NIS database 2010-2012. PARTICIPANTS: Patients undergoing cardiac and aortic aneurysm repair surgeries. INTERVENTIONS: Not applicable. MEASUREMENTS AND MAIN RESULTS: The most common GI complication was postoperative ileus, which also had the lowest mortality, followed by GI hemorrhage. Mesenteric ischemia demonstrated the highest mortality, followed by intestinal perforation. Mortality was highest in those with infective endocarditis (16.02%), followed by myocardial infarction (12.48%). GI complications were highest in patients undergoing repair of abdominal aortic aneurysm, followed by off-pump coronary artery bypass grafting. CONCLUSION: In conclusion, this study demonstrated that GI complications after cardiac surgery occurred at a rate of 4.17%, which is similar to that reported in the NIS database from 1998 to 2002 in coronary artery bypass grafting patients, but higher than that previously described in single-center studies. GI complications after cardiac surgery increased inpatient mortality 3-fold and more than doubled length of stay. Improved recognition and understanding of the predisposing risk factors and complications elucidated in this study could serve to increase the necessity for timely diagnosis and treatment of patients at high risk for GI complications after cardiac surgery.

Impact of dexmedetomidine on early extubation in pediatric cardiac surgical patients.

PURPOSE: To evaluate the impact of dexmedetomidine on early extubation in post-operative pediatric cardiac patients compared to patients on standard sedation regimens without dexmedetomidine. METHODS: Retrospective study comparing dexmedetomidine infusion (DEX) to our standard sedation regimens (control). RESULTS: A total of 269 patients were included (control: n = 180; DEX: n = 89). The mean duration of DEX was 34 ± 2 h. Extubation was achieved in the operating room in 42% of the control group and 42% of the DEX group. Extubation within 24 h of surgery was achieved in 75% of the control group and 76% of the DEX group. Ventilator time in the DEX group was 35 ± 29 h compared to 29 ± 35 h in the control group. The mean cardiovascular intensive care unit (CV ICU) and hospital length of stays were 3 ± 2 and 8 ± 4 days in the DEX group and 3 ± 3 and 8 ± 5 days in the control group. Reintubation rates in the CV ICU were not significantly different. DEX patients received significantly less total intraoperative fentanyl and midazolam but significantly more midazolam rescue doses than the control group in the postoperative period. Post-extubation ventilation was clinically similar in the DEX group as measured by 1 h post-extubation PaCO2 levels. CONCLUSIONS: Dexmedetomidine did not significantly impact the postoperative course of children compared to standard practice as measured by success of early extubation, ventilator time, and length of stay.