E2SVM: Electricity-Efficient SLA-aware Virtual Machine Consolidation approach in cloud data centers.

Cloud data centers present a challenge to environmental sustainability because of their significant energy consumption. Additionally, performance degradation resulting from energy management solutions, such as virtual machine (VM) consolidation, impacts service level agreements (SLAs) between cloud service providers and users. Thus, to achieve a balance between efficient energy consumption and avoiding SLA violations, we propose a novel VM consolidation algorithm. Conventional algorithms result in unnecessary migrations when improperly selecting VMs. Therefore, our proposed E2SVM algorithm addresses this issue by selecting VMs with high load fluctuations and minimal resource usage from overloaded servers. These selected VMs are then placed on normally loaded servers, considering their stability index. Moreover, our approach prevents server underutilization by either applying all or no VM migrations. Simulation results demonstrate a 12.9% decrease in maximum energy consumption compared with the minimum migration time VM selection policy. In addition, a 47% reduction in SLA violations was observed when using the medium absolute deviation as the overload detection policy. Therefore, this approach holds promise for real-world data centers because it minimizes energy waste and maintains low SLA violations.

Severe Hypomagnesemia Caused by Proton-Pump Inhibitors in a Patient With an Ostomy.

Proton pump inhibitors (PPIs) are commonly used for many gastrointestinal issues, such as gastroesophageal reflux disease (GERD), peptic ulcer disease, and Zollinger-Ellison syndrome. Many patients are on life-long daily therapy with this class of medications. The adverse effects of long-term use of PPI have been studied, and over the last two decades, a link between hypomagnesemia and PPI has been established. In addition, other electrolyte derangements can also ensue, such as hypokalemia and hypocalcemia. Losses through the gastrointestinal or renal systems may also be responsible for this electrolyte disturbance. In this case, we present a "perfect storm" of a patient who, in addition to having ongoing gastrointestinal losses through an ostomy, had severe hypomagnesemia to less than 1 mg/dL compounded by PPI use. Through its unique mechanism of action on intestinal epithelial cells, PPI use in certain settings can potentially be catastrophic. Severe hypomagnesemia may manifest as tetany, convulsions, tremors, arrhythmias, or torsades de pointes.

Acute HIV presenting as rhabdomyolysis.

A man, in his early 30s, with no significant medical history presented with a 2-week history of fatigue, chest and abdominal pain, associated with anorexia and vomiting. Initial laboratory testing was suggestive of rhabdomyolysis with acute renal failure and transaminitis. The aetiology of his rhabdomyolysis initially remained unexplained as there were no clear risk factors or inciting events. An extensive workup revealed acute HIV as the precipitant of rhabdomyolysis.

Bridged-U-Net-ASPP-EVO and Deep Learning Optimization for Brain Tumor Segmentation.

Brain tumor segmentation from Magnetic Resonance Images (MRI) is considered a big challenge due to the complexity of brain tumor tissues, and segmenting these tissues from the healthy tissues is an even more tedious challenge when manual segmentation is undertaken by radiologists. In this paper, we have presented an experimental approach to emphasize the impact and effectiveness of deep learning elements like optimizers and loss functions towards a deep learning optimal solution for brain tumor segmentation. We evaluated our performance results on the most popular brain tumor datasets (MICCAI BraTS 2020 and RSNA-ASNR-MICCAI BraTS 2021). Furthermore, a new Bridged U-Net-ASPP-EVO was introduced that exploits Atrous Spatial Pyramid Pooling to enhance capturing multi-scale information to help in segmenting different tumor sizes, Evolving Normalization layers, squeeze and excitation residual blocks, and the max-average pooling for down sampling. Two variants of this architecture were constructed (Bridged U-Net_ASPP_EVO v1 and Bridged U-Net_ASPP_EVO v2). The best results were achieved using these two models when compared with other state-of-the-art models; we have achieved average segmentation dice scores of 0.84, 0.85, and 0.91 from variant1, and 0.83, 0.86, and 0.92 from v2 for the Enhanced Tumor (ET), Tumor Core (TC), and Whole Tumor (WT) tumor sub-regions, respectively, in the BraTS 2021validation dataset.

Accelerated right heart failure due to lung resection in the setting of chronic respiratory failure.

A 68-year-old woman with a past medical history of chronic obstructive pulmonary disease and squamous cell carcinoma of the lung with recent right upper and middle lobectomy was admitted for dyspnea and volume overload. She was diagnosed with right-sided heart failure (RHF) through clinical, laboratory, and echocardiographic means. In the setting of chronic respiratory failure, the recent right lung lobectomy was deemed to be the inciting factor of the RHF. The mechanism by which RHF occurs in this situation is multifactorial, and it is essential to undergo pre-operative risk stratification and post-operative monitoring to avoid emergent events. .

Adrenal Infarction in Pregnancy Secondary to Elevated Plasma Factor VIII Activity.

Unilateral adrenal infarction is a rare cause of acute abdomen in pregnancy (AAP). Its presentation is non-specific and requires a high index of suspicion with a low threshold to obtain radiographic imaging for diagnosis. Evaluating AAP is challenging as diagnostic radiographic imaging is often limited in relation to radiation exposure to the developing fetus. We describe a case of a 24-year-old pregnant female who presented with severe acute abdominal pain. The patient's pain was refractory to intravenous analgesics and ultrasonography was inconclusive. Computed tomography (CT) scan was not obtained due to the risk of radiation exposure to the developing fetus. Due to the persistence of pain and suspicions for other serious etiologies, magnetic resonance imaging (MRI) was completed and the patient was diagnosed with acute unilateral adrenal infarction. In this case report, unilateral adrenal infarction was likely secondary to elevated plasma factor VIII levels. Even with the physiological elevation of factor VIII levels during pregnancy, levels greater than 150 IU/dL confer greater than five-fold increased risk of venous thrombosis. Once hemorrhage is excluded, patients should be started on therapeutic anticoagulation to prevent progression of adrenal infarct or infarction of the contralateral adrenal gland. Prompt recognition and treatment of acute adrenal infarction during pregnancy are of paramount importance to prevent adverse outcomes for both the mother and fetus.

Myocardial Bridging Unmasks as an Acute Coronary Syndrome from Dehydration.

A 50-year-old male presented for loss of consciousness. He was initially treated with intravenous epinephrine and fluids, and an electrocardiogram (ECG) displayed an ST-segment elevation in lead aVR with global ST-segment depressions. A subsequent left heart catheterization revealed that the middle segment of the left anterior descending artery (LAD) demonstrated severe stenosis during systole but would become patent during diastole, which was suggestive of myocardial bridging. After stopping the epinephrine and increasing the fluid infusion, the ECG changes rapidly resolved. The patient had later admitted to significant dehydration all day. Myocardial bridging is a congenital anomaly in which a coronary artery segment courses through the myocardium instead of the usual epicardial surface. Occasionally, myocardial bridging may present similarly to acute coronary syndrome in severe dehydration or hyperadrenergic states. The diagnosis can be made through coronary angiography, which reveals a dynamic vessel obstruction pattern corresponding with the cardiac cycle. Long-term effects may also include accelerated atherosclerosis. Treatment consists of reversing precipitating causes during acute presentations and decreasing the risk of coronary artery disease on a chronic basis.

Active bleeding from downhill varices: case report and management.

Video 1EGD revealing 1 column of nonbleeding grade 2 varices in the middle third of the esophagus at the anterior wall; absent red wale sign and 3 columns of nonbleeding grade 3 varices in the upper third of the esophagus in the anterior and posterior wall. Stigmata of recent bleeding evident, red wale signs present, and 1 white nipple sign identified in the anterior wall, in the same column coming from the middle esophagus. Successful variceal banding ligation was performed, and there was no recurrence of bleeding.

Cardiac papillary fibroelastoma.

Papillary fibroelastoma (PFE) is a primary, histologically benign endocardial neoplasm. Though PFE has long been reported as the second most common primary cardiac neoplasm, it has since pulled ahead of cardiac myxomas, largely due to evolving cardiac imaging modalities. While PFEs are benign histologically, they have the potential for devastating clinical consequences, transient ischemic attack, stroke, myocardial infarction, syncope, pulmonary, and peripheral embolism. Despite increased detection rate, there remains uncertainty regarding etiology, exact prevalence, and clinical management of PFEs. This paucity of information is reflected by the lack of official guidelines on this matter. In this article, we aim to summarize the current state of understanding regarding PFE and discuss areas of ongoing controversy.

Cryptococcal meningitis presenting with acute hearing loss.

Reversible sensorineural hearing loss is a recognised complication of cryptococcal meningitis. Cryptococcal meningitis typically presents with usual symptoms of fever, headache and neck stiffness. This case highlights acute, profound, bilateral hearing loss as the initial symptom and presentation of cryptococcal meningitis in a young woman, who was later diagnosed with AIDS.

Unusual aetiology of respiratory compromise in a patient with AIDS.

A 36-year-old African American man with no medical history presented with a recent history of cough and dyspnoea. Initial chest imaging revealed diffuse bilateral lung infiltrates. A subsequent HIV test resulted positive, and he was presumptively diagnosed with AIDS, later confirmed by a CD4 of 88 cells/mm3 Empiric therapy with trimethoprim-sulfamethoxazole was initiated for presumed Pneumocystis jirovecii pneumonia. The patient's clinical status deteriorated despite treatment. Further workup with chest CT, bronchoscopy and skin biopsy led to a diagnosis of Kaposi sarcoma with pulmonary involvement. Highly active antiretroviral therapy therapy was initiated, along with plans to start chemotherapy. However, the patient's clinical status rapidly declined, leading to respiratory failure and eventual death. This case underlines the importance of maintaining a broad differential in immunocompromised patients presenting with respiratory symptoms.