Integration of light scattering with machine learning for label free cell detection

Light scattering has been used for label-free cell detection. The angular light scattering patterns from the cells are unique to them based on the cell size, nucleus size, number of mitochondria, and cell surface roughness. The patterns collected from the cells can then be classified based on different image characteristics. We have also developed a machine learning (ML) method to classify these cell light scattering patterns. As a case study we have used this light scattering technique integrated with the machine learning to analyze staurosporine-treated SH-SY5Y neuroblastoma cells and compare them to non-treated control cells. Experimental results show that the ML technique can provide a classification accuracy (treated versus non-treated) of over 90%. The predicted percentage of the treated cells in a mixed solution is within 5% of the reference (ground-truth) value and the technique has the potential to be a viable method for real-time detection and diagnosis.     

Phantom vibration and phantom ringing among mobile phone users: A systematic review of literature

The last decade has witnessed considerable interest in pathological conditions stemming from misuse or overuse of technology, a condition commonly referred to as technopathology. Of the several complaints reported, phantom vibration or phantom ringing is one that has not yet been widely explored. The objective of conducting a systematic review is to provide an understanding of the phenomena and summarize the research conducted so far. Major databases were searched and articles that matched the inclusion criteria were selected for final analysis. According to findings obtained, phantom vibration or phantom ringing was commonly experienced by mobile phone users; however, few found it bothersome and hence took no steps to eliminate it. As of now, literature in the area is limited and many aspects of the phenomena such as its prevalence across populations, causal factors, consequences, and treatment plans are yet to be studied. Also, a clinical criterion for identification of the condition needs to be formulated. With increase in the number of individuals reporting mobile phone‐related problem behavior, phantom vibration, or phantom ringing may be expected to become a cause of concern for mental health professionals within some years. Finally, the need for further research is emphasized while presenting directions for future investigations.     

Influence of Zeolite Coating on the Corrosion Resistance of AZ91D Magnesium Alloy

The protective performance of zeolite coating on AZ91D magnesium alloy was evaluated using potentiodynamic polarisation and electrochemical impedance spectroscopy (EIS) in 0.1 M sodium chloride solution (NaCl). Electrical equivalent circuit (EEC) was developed based upon hypothetical corrosion mechanisms and simulated to correspond to the experimental data. The morphology and the chemical nature of the coating were characterized by scanning electron microscopy (SEM) and X-ray diffraction (XRD) analysis. Post corrosion morphologies of the zeolite coated and the uncoated AZ91D alloy were investigated using SEM. The corrosion resistance of the zeolite coated specimen was at least one order of magnitude higher than the uncoated specimen.     

A prospective study on survival in cancer patients with and without venous thromboembolism

Retrospective population-based studies showed that in cancer patients venous thromboembolism (VTE) is associated with reduced survival. Master Oncology is a multicenter study in patients with solid advanced cancer aimed at assessing (1) risk factors for VTE using a case–control design, and (2) survival in cases (patients with VTE) and controls (patients without VTE). Survival data were prospectively collected for at least 10 months. Overall, 237 cases and 339 controls were included in the analysis. The following factors were found to be associated with an increased risk of VTE: body mass index (BMI; OR 2.02; 95 % CI 1.31–3.12 for ≥26 vs. <23 kg/m²), ECOG score (OR 2.14; 95 % CI 1.47–3.11 for grade 1, and 3.32; 95 % CI 1.64–6.00 for grade 2–3, compared to grade 0) and recent diagnosis of cancer (OR 1.90; 95 % CI 1.33–2.71 for <12 vs. ≥12 months). After an average prospective observation of 8.3 months, 136 cases (57.4 %) and 127 controls (37.5 %) died with a median survival of 8.7 (95 % CI 7.5–10.9) and 14.3 months (95 % CI 12.2–18.7), respectively, (Wilcoxon = 27.72, p < 0.001; multivariate hazard ratio 1.55; 95 % CI 1.21–2.00). Median survival time was reduced for both patients with symptomatic (Wilcoxon = 35.22, p < 0.001) and asymptomatic VTE (Wilcoxon = 4.63, p = 0.031). Patients with advanced solid cancer, high BMI, high ECOG score, and recent diagnosis of cancer are associated with an increased risk for VTE. Patients with both symptomatic and asymptomatic VTE have a reduced survival compared to those without VTE.     

Glutathionyl hemoglobin is elevated in iron deficiency anemia

There are few good biomarkers of iron deficiency anemia (IDA). Since IDA patients have evidence for increased oxidative stress, we used mass spectrometry (MS) [i.e. matrix-assisted laser desorption/ionization (MALDI) and electrospray ionization] to identify novel biomarkers. Using MALDI-MS, the following oxidative modifications of hemoglobin with the following mass-to-charge ratios were identified: 1,087.5 (α32-40), 1,545.7 (α17-31), 1,290.0 (β31-40) and 2,076.1 (β41-59). On electrospray ionization MS, the IDA patients had significantly elevated glutathionyl hemoglobin (GSHb) compared with the controls (16.9 ± 9.6 vs. 7.7 ± 3.7%; p = 0.002). GSHb levels correlated inversely with serum ferritin (Spearman rho -0.485; p = 0.003) and positively with serum transferrin receptor (0.460; p = 0.002). GSHb also demonstrated inverse correlations with hemoglobin (-0.512; p = 0.001), mean cell volume (-0.419; p = 0.026), serum iron (-0.446; p = 0.008) and transferrin saturation (-0.460; p = 0.008). For the first time, we show that GSHb is elevated in patients with IDA and has potential as a biomarker of this form of anemia.     

<Emphasis Type="Italic">PTEN</Emphasis>-mediated AKT activation contributes to the reduced apoptosis among Indian oral squamous cell carcinoma patients

Purpose  

The tumor suppressor gene PTEN negatively regulates Akt, a downstream mediator phosphoinositol 3-kinase. Several studies have reported the role of PTEN gene in Akt downregulation and apoptosis induction in different cancers and cell lines. However, the role of loss of PTEN expression in Akt activation and spontaneous apoptosis in oral squamous cell carcinoma clinical specimens is not well established.