A Deep Learning Algorithm to Identify Anatomical Landmarks on Computed Tomography of the Temporal Bone.

BACKGROUND: Petrous temporal bone cone-beam computed tomography scans help aid diagnosis and accurate identification of key operative landmarks in temporal bone and mastoid surgery. Our primary objective was to determine the accuracy of using a deep learning convolutional neural network algorithm to augment identification of structures on petrous temporal bone cone-beam computed tomography. Our secondary objective was to compare the accuracy of convolutional neural network structure identification when trained by a senior versus junior clinician. METHODS: A total of 129 petrous temporal bone cone-beam computed tomography scans were obtained from an Australian public tertiary hospital. Key intraoperative landmarks were labeled in 68 scans using bounding boxes on axial and coronal slices at the level of the malleoincudal joint by an otolaryngology registrar and board-certified otolaryngologist. Automated structure identification was performed on axial and coronal slices of the remaining 61 scans using a convolutional neural network (Microsoft Custom Vision) trained using the labeled dataset. Convolutional neural network structure identification accuracy was manually verified by an otolaryngologist, and accuracy when trained by the registrar and otolaryngologist labeled datasets respectively was compared. RESULTS: The convolutional neural network was able to perform automated structure identification in petrous temporal bone cone-beam computed tomography scans with a high degree of accuracy in both axial (0.958) and coronal (0.924) slices (P < .001). Convolutional neural network accuracy was proportionate to the seniority of the training clinician in structures with features more difficult to distinguish on single slices such as the cochlea, vestibule, and carotid canal. CONCLUSION: Convolutional neural networks can perform automated structure identification in petrous temporal bone cone-beam computed tomography scans with a high degree of accuracy, with the performance being proportionate to the seniority of the training clinician. Training of the convolutional neural network by the most senior clinician is desirable to maximize the accuracy of the results.

Benefits of dietary polyphenols in Alzheimer's disease.

Alzheimer's disease (AD) is an irreversible progressive neurodegenerative disease affecting approximately 50 million people worldwide. It is estimated to reach 152 million by the year 2050. AD is the fifth leading cause of death among Americans age 65 and older. In spite of the significant burden the disease imposes upon patients, their families, our society, and our healthcare system, there is currently no cure for AD. The existing approved therapies only temporarily alleviate some of the disease's symptoms, but are unable to modulate the onset and/or progression of the disease. Our failure in developing a cure for AD is attributable, in part, to the multifactorial complexity underlying AD pathophysiology. Nonetheless, the lack of successful pharmacological approaches has led to the consideration of alternative strategies that may help delay the onset and progression of AD. There is increasing recognition that certain dietary and nutrition factors may play important roles in protecting against select key AD pathologies. Consistent with this, select nutraceuticals and phytochemical compounds have demonstrated anti-amyloidogenic, antioxidative, anti-inflammatory, and neurotrophic properties and as such, could serve as lead candidates for further novel AD therapeutic developments. Here we summarize some of the more promising dietary phytochemicals, particularly polyphenols that have been shown to positively modulate some of the important AD pathogenesis aspects, such as reducing ß-amyloid plaques and neurofibrillary tangles formation, AD-induced oxidative stress, neuroinflammation, and synapse loss. We also discuss the recent development of potential contribution of gut microbiome in dietary polyphenol function.

Hypotension in Posterior Retroperitoneoscopic Versus Transperitoneal Laparoscopic Adrenalectomy.

INTRODUCTION: Despite preoperative optimization, hemodynamic instability can be a major challenge during adrenalectomy. Even brief episodes of intraoperative hypotension can be associated with ischemia-reperfusion injury. This study aimed to compare intraoperative hemodynamic parameters between posterior retroperitoneoscopic adrenalectomy (PRA) and transperitoneal laparoscopic adrenalectomy (TPA). METHODS: This is a retrospective study of patients undergoing PRA and TPA without conversion or concomitant intraabdominal pathology from 2008 to 2019. The primary outcome was intraoperative hypotension defined by mean arterial pressure <60 mm Hg or the need for ≥1 intravenous vasopressors at least 30 min after anesthetic induction. RESULTS: Overall, 108 patients met the inclusion criteria; 33 (30.6%) had pheochromocytoma, 26 (24.1%) had aldosterone excess, 8 (7.4%) had corticosteroid excess, and 41 (38.0%) had nonfunctioning adrenal tumors. Of these, 68 (63.0%) underwent PRA and 40 (37.0%) underwent TPA. Age, sex, body mass index, preinduction blood pressure, number of preoperative antihypertensives, and histopathological diagnosis were similar in the two groups. Tumor size was greater in the TPA group. The presence of pheochromocytoma was an independent risk factor for hypotension. Multivariate analysis revealed that PRA was associated with a higher risk of experiencing a mean arterial pressure <60 mm Hg (odds ratio 4.44, 95% confidence interval 1.27-15.54, P = 0.02) and the need for ≥1 intravenous vasopressors (odds ratio 9.97, 95% confidence interval 3.34-29.78, P < 0.001) compared with TPA. CONCLUSIONS: Although PRA offers several advantages over TPA, it carries a greater risk of intraoperative hypotension. A prospective trial is required to validate these findings. Nevertheless, institution of risk reduction strategies is encouraged to be considered for individuals undergoing PRA.

Non-diagnostic sonography may reduce negative appendicectomy rate in women when combined with abbreviated Alvarado score.

BACKGROUND: The diagnosis of acute appendicitis (AA) remains a clinical one, with selective use of adjunct imaging. Patients with equivocal clinical presentation often undergo a diagnostic laparoscopy. To help reduce negative appendicectomy rates in women, we aimed to develop a simple scoring system based on the Alvarado score (AS) and ultrasound scan (US), as a diagnostic aid for AA in females. METHODS: All patients who underwent appendicectomy for AA at The Alfred Hospital Melbourne between 1 July 2012 and 30 June 2017 were included for this case-control study. Logistic regression was used to identify pre-operative parameters predictive of AA. Histopathological identification of AA was interpreted as the gold standard. Statistical analysis was performed using IBM SPSS Statistics V26. RESULTS: A total of 1194 patients were included, with 26% negative appendicectomy rate in women. Of the 8 parameters in the AS, logistic regression identified migratory pain, leukocytosis and leukocyte left shift as most significant predictors for AA. These three parameters were used in a 3-point test which carried a sensitivity of 92.1% and specificity of 28.7%. In women, a negative or non-diagnostic US improved the negative predictive value of the 3-point test from 57% to 82%. CONCLUSION: The 3-point abbreviated AS in combination with US may be clinically useful in women to exclude appendicitis without diagnostic laparoscopy. Further large-scale prospective studies are required to validate the utility across different subgroups.

Caseload distribution of general surgeons in regional Australia: is there a role for a rural surgery sub-specialization?

BACKGROUND: Rural and regional Australia presents a unique challenge in the delivery of surgical services by virtue of its geographical vastness and low population density. While up to 33% of Australians live in rural or regional areas, only 14.8% of surgeons work in a rural or regional area. Data regarding the caseload distribution of general surgeons working in a regional setting in Australia remain scarce. In order to better examine the training needs of rural general surgeons, this study aims to examine the caseload distribution of general surgeons working in regional Australia. METHODS: A retrospective review of surgical procedures carried out by general surgeons at Albury Base Hospital between September 2006 and December 2014 was carried out. Surgical procedures were grouped according to the classifications of the Royal Australasian College of Surgeons Morbidity and Audit Logbook Tool. RESULTS: During the study period, 21 652 procedures were carried out by general surgeons. A total of 58.7% (12711) of these procedures consisted of general surgical procedures and 35.9% (7763) were endoscopic procedures. A total of 5.4% of procedures carried out by general surgeons fell outside the scope of traditional general surgery, including cardiothoracic, orthopaedic, ear, nose and throat, neurosurgical, vascular and urological procedures. All general surgeons performed operations in surgical specialities outside of general surgery. CONCLUSION: This study adds weight to the value of a broad skill set in provision of surgical services in a rural setting.

Tuning microtubule dynamics to enhance cancer therapy by modulating FER-mediated CRMP2 phosphorylation.

Though used widely in cancer therapy, paclitaxel only elicits a response in a fraction of patients. A strong determinant of paclitaxel tumor response is the state of microtubule dynamic instability. However, whether the manipulation of this physiological process can be controlled to enhance paclitaxel response has not been tested. Here, we show a previously unrecognized role of the microtubule-associated protein CRMP2 in inducing microtubule bundling through its carboxy terminus. This activity is significantly decreased when the FER tyrosine kinase phosphorylates CRMP2 at Y479 and Y499. The crystal structures of wild-type CRMP2 and CRMP2-Y479E reveal how mimicking phosphorylation prevents tetramerization of CRMP2. Depletion of FER or reducing its catalytic activity using sub-therapeutic doses of inhibitors increases paclitaxel-induced microtubule stability and cytotoxicity in ovarian cancer cells and in vivo. This work provides a rationale for inhibiting FER-mediated CRMP2 phosphorylation to enhance paclitaxel on-target activity for cancer therapy.

Advanced arterial blood gas analysis in septic shock: a Singaporean nursing case review.

INTRODUCTION: The admission to the intensive care unit with a diagnosis of sepsis and/or septic shock is not uncommon. The aim of this article is to present a nursing case review of a patient admitted to the intensive care unit with a diagnosis of septic shock and the use of bedside acid-base formulae to inform clinical decision making. METHOD: We chose to use a case review. This method is useful in reporting unusual or rare cases and is typically seen more in medicine than in nursing. DISCUSSION: The gentleman in question was a self-presentation with a short history of fever and worsening shortness of breath. His condition worsened where he required admission to the intensive care unit. The use of 'advanced' acid-base interpretation to guide his nursing care provided a platform from which to advance a deeper understanding of the intricacies the critically ill patient often presents. CONCLUSION: The use of case review is enlightening in understanding the disease process and the decision-making that accompanies this. The lessons learnt are applicable to a wider nursing audience because understanding acid-base physiology is beneficial in supporting and advancing critical care nursing practice.