Identification of Grand-design and Flocculent Spirals from SDSS using Convolutional Neural network

Spiral galaxies can be classified into the {\it Grand-designs} and {\it Flocculents} based on the nature of their spiral arms. The {\it Grand-designs} exhibit almost continuous and high contrast spiral arms and are believed to be driven by density waves, while the {\it Flocculents} have patchy and low-contrast spiral features and are primarily stochastic in origin. We train a convolutional neural network (CNN) model to classify spirals into {\it Grand-designs} and {\it Flocculents}, with a testing accuracy of $\mathrm{97.2\%}$. We then use the above model for classifying $\mathrm{1,354}$ new spirals from the SDSS. Out of these, $\mathrm{721}$ were identified as {\it Flocculents}, and the rest as {\it Grand-designs}. We find the median asymptotic rotational velocities of our newly classified {\it Grand-designs} and {\it Flocculents} are $218 \pm 86$ and $145 \pm 67$ respectively, indicating that the {\it Grand-designs} are mostly the high-mass and the {\it Flocculents} the intermediate-mass spirals. This is further corroborated by the observation that the median morphological indices of the {\it Grand-designs} and {\it Flocculents} are $2.6 \pm 1.8$ and $4.7 \pm 1.9$ respectively, implying that the {\it Flocculents} primarily consist of a late-type galaxy population in contrast to the {\it Grand-designs}. Finally, an almost equal fraction of of bars $\sim$ 0.3 in both the classes of spiral galaxies reveals that the presence of a bar component does not regulate the type of spiral arm hosted by a galaxy. Our results may have important implications for formation and evolution of spiral arms in galaxies.Comment: 19 pages, 8 figures (Accepted for publication in the MNRAS

Muscle cell membrane damage by very low serum sodium

A 63-year-old male was admitted with complaints of upper gastrointestinal symptoms with fatigue and myalgia. Investigations revealed severe hyponatremia with elevated creatine phosphokinase levels. Following further workup, it was diagnosed as a case of hyponatremia induced rhabdomyolysis. Because of prompt correction of hyponatremia, his renal function was preserved and myoglobinuria induced renal failure was avoided. The importance of early recognition of this potentially dangerous condition is emphasized

Synthesis and characterization of naringin functionalized nano-hydroxyapatite for bone tissue engineering

Bone is a unique nanocomposite tissue composed of organic and inorganic materials. Bone grafting is a common surgical method used to improve bone regeneration in dentistry and orthopedic surgery. Because standard therapies have substantial drawbacks, nanomaterials provide alternative options for bone repair. Owing to its high bioactivity, osteoconductivity, biocompatibility, and topography that matches the architecture of real bone, hydroxyapatite nanoparticles (n-HA) are commonly used in bone treatment. We report here the synthesis and characterization of Naringin (NA) functionalized n-HA using HRTEM, FTIR, XRD, and UV-visible spectroscopy. The obtained results indicated that the n-HA can be functionalized with Naringin and they might be used as a bone regenerative material in medical and dental fields

Laboratory and Imaging Profile of Primary Hyperparathyroidism: A Record Based Retrospective Study

Introduction: Primary Hyperparathyroidism (PHPT) is an uncommonly diagnosed symptomatic disease that occurs in India. Unlike the Western countries where the disease is asymptomatic, the various manifestations that occur are skeletal, muscular, and renal. Studies on PHPT from developing countries like India, have shown that symptomatic PHPT is still common as compared to developed countries. Data on PHPT from Kerala (a state with health indices comparable to the Western world) are lacking. Aim: To compare the preoperative and postoperative calcium and Parathyroid Hormone (PTH) levels among the participants. Materials and Methods: A record-based retrospective study was conducted at Amrita Institute of Medical Sciences, Cochin, in the Department of Endocrinology. All 116 patients who had PHPT from January 2013 to December 2019 were included in the study. The data available in the hospital records were analysed for various laboratory values and imaging diagnoses. The preoperative and postoperative calcium and PTH levels were compared. Data were analysed by paired sample t-test. (Wilcoxon sign-rank test). The data analysis was done using coGuide. Results: The mean age was 53.42±14.89 years in the study population. Among 116 subjects, (46 (39.66%) were males and 70 (60.34%) were females) eighty-three (71.55%) had the symptomatic disease. The majority, 80 (68.97%) participants underwent single parathyroidectomy. The difference between pre-operative and post-operative calcium and PTH was statistically significant (p-value <0.001). Conclusion: PHPT largely occurs in the fifth decade of life, and the majority were symptomatic. Females were more affected compared to males in the present study. Preoperative imaging is recommended in routine practice