Serum cytokines in astrocytic brain tumors: a prospective study.

BACKGROUND: Gliomas are the most aggressive form of brain tumors responsible for the majority of brain cancer related deaths. Interleukin (IL)-6, 10 and tumor necrosis factor (TNF)- α are tumor specific proteins that are expressed in gliomas. This study aims to estimate the pre- and postoperative levels of serum markers of these cytokines to evaluate any bearing with its grade and volume. METHODS: Prospective analysis of 80 patients of newly-diagnosed gliomas of any grade was carried out. Pre- and postoperative blood samples day one, one month and at 3rd month of surgery was taken and levels of IL-6, 10 and TNF- α measured and matched with 20 healthy controls. RESULTS: Of the 80 patients, 3 patients had pilocytic astrocytoma, 4 had ganglioglioma, 9 had oligodendroglioma, 17 had diffuse astrocytoma, 5 had anaplastic astrocytoma while 43 had glioblastoma. Preoperative levels of IL-6 and TNF- α was found to be markedly raised in high grade gliomas. Positive correlation was seen between IL-6 with the grade of tumor and high-grade tumors were seen to be more significantly correlated with IL-6. However, preoperative IL-10 in both low and high grade of gliomas did not show any correlation with the volume and grade of tumor. CONCLUSION: High level of IL-6 and TNF-α in peripheral blood in patients of high-grade gliomas provides clue to the invasiveness of the disease which can be useful for understanding the premorbid development of tumor and perhaps extrapolating to ongoing tumor response to treatment.

Prospective Observational Study of Early Tracheostomy Role in Operated Severe Head Injury Patients at A Level 1 Trauma Center.

OBJECTIVE: To evaluate the impact of the early tracheostomy on operated patients with severe head injury. METHODS: This prospective observational study was conducted at a level 1 trauma center and medical college over one-year period. The study included all surgically managed severe head injury patients without any other life-threatening major injuries. Patients who underwent tracheostomy within 7 days were classified as early tracheostomy. RESULTS: The patient's mean age of this cohort study was 43.4±14.5 years. Motor-vehicle accidents were being the most common cause of severe head injury. Operated patients were undergoing early tracheostomy on an average of 2.9 days. We were observed that the patients spent on a mechanical ventilation on an average 3.67±2.26 days. This was significantly lower than previous four published studies (p<0.05) which had a range of mean 9.8-15.7 days. CONCLUSION: We have shown that it is possible to decrease mechanical ventilation (MV) time, intensive care unit (ICU) stay and total hospital stay by doing early tracheostomy in operated severe head injury patients.

An analysis of neurocognitive dysfunction in brain tumors.

BACKGROUND: Neurocognitive dysfunction is an important issue in patients with frontal lobe lesions. These patients who may be in good neurological status may succumb to neurocognitive dysfunction, affecting their daily living and hampering the quality of life. This study aims to correlate pre- and post-operative neurocognitive dysfunction in patients with frontal lobe lesions. MATERIALS AND METHODS: A prospective analysis of 50 patients of newly-diagnosed frontal lobe tumors of any grade deemed suitable for surgical resection was carried out. All patients underwent neurocognitive testing using frontal assessment battery (FAB), mini mental state examination, and verbal learning and memory test pre- and post-operatively. RESULTS: In this study, 22 patients had right frontal lobe lesion, whereas in 24 patients, it was located in the left frontal lobe, and 4 patients had bilateral lesions. Only 12 patients were found to be in good FAB score preoperatively, and all of them had symptom duration of less than 3 months. 1-week postsurgery, 26 patients achieved a good score, which increased to 44 at 3rd month. Patients who had psychological dysfunction for more than 3 months had average-to-bad preoperative FAB scores, while at 3rd month postoperatively, only six patients were in average score and none in bad score. CONCLUSION: Frontal lobe lesion should be kept in mind in patients with neurocognitive dysfunction. FAB is a simple bedside test that should be included in routine neurological examination in daily neurosurgical practice to assess long-term functional outcome in patients with frontal lobe lesions.

Prediction of Heart Disease Using a Combination of Machine Learning and Deep Learning.

The correct prediction of heart disease can prevent life threats, and incorrect prediction can prove to be fatal at the same time. In this paper different machine learning algorithms and deep learning are applied to compare the results and analysis of the UCI Machine Learning Heart Disease dataset. The dataset consists of 14 main attributes used for performing the analysis. Various promising results are achieved and are validated using accuracy and confusion matrix. The dataset consists of some irrelevant features which are handled using Isolation Forest, and data are also normalized for getting better results. And how this study can be combined with some multimedia technology like mobile devices is also discussed. Using deep learning approach, 94.2% accuracy was obtained.