Human activity recognition based on smartphone sensors

Human Activity Recognition otherwise called as HAR is a challenging research field that promotes quality of life by means of ambient intelligence and assisted living. The fundamental step for the development of intelligent system is to understand and start learning the human activities in the real time environment. Numerous ways for recognizing the human activities are being proposed by the researchers over the last decade. Some of these methods are discussed in this dissertation work and an attempt has been made to utilize them to recognize the human activities. The main goal of the work is to utilize the smart phone as data collection module and classify the basic activities based on the collected information. An android application has been created for the data collection which is capable of running in majority of the smart phones in the market. The designed framework is used to take data from five subjects of similar age. The basic human activities like walking, sitting, walking upstairs, downstairs and running are classified using the combination of the sensor data collected from the Smart-phone.Master of Science (Computer Control and Automation

Cyclic nucleotide binding and structural changes in the isolated GAF domain of Anabaena adenylyl cyclase, CyaB2

GAF domains are a large family of regulatory domains, and a subset are found associated with enzymes involved in cyclic nucleotide (cNMP) metabolism such as adenylyl cyclases and phosphodiesterases. CyaB2, an adenylyl cyclase from Anabaena, contains two GAF domains in tandem at the N-terminus and an adenylyl cyclase domain at the C-terminus. Cyclic AMP, but not cGMP, binding to the GAF domains of CyaB2 increases the activity of the cyclase domain leading to enhanced synthesis of cAMP. Here we show that the isolated GAFb domain of CyaB2 can bind both cAMP and cGMP, and enhanced specificity for cAMP is observed only when both the GAFa and the GAFb domains are present in tandem(GAFab domain). In silico docking and mutational analysis identified distinct residues important for interaction with either cAMP or cGMP in the GAFb domain. Structural changes associated with ligand binding to the GAF domains could not be detected by bioluminescence resonance energy transfer (BRET) experiments. However, amide hydrogen-deuterium exchange mass spectrometry (HDXMS) experiments provided insights into the structural basis for cAMP-induced allosteric regulation of the GAF domains, and differences in the changes induced by cAMP and cGMP binding to the GAF domain. Thus, our findings could allow the development of molecules that modulate the allosteric regulation by GAF domains present in pharmacologically relevant proteins

Chemoproteomics of an Indole-Based Quinone Epoxide Identifies Druggable Vulnerabilities in Vancomycin-Resistant Staphylococcus aureus

Publisher's version (útgefin grein)The alarming global rise in fatalities from multidrug-resistant Staphylococcus aureus (S. aureus) infections has underscored a need to develop new therapies to address this epidemic. Chemoproteomics is valuable in identifying targets for new drugs in different human diseases including bacterial infections. Targeting functional cysteines is particularly attractive, as they serve critical catalytic functions that enable bacterial survival. Here, we report an indole-based quinone epoxide scaffold with a unique boat-like conformation that allows steric control in modulating thiol reactivity. We extensively characterize a lead compound (4a), which potently inhibits clinically derived vancomycin-resistant S. aureus. Leveraging diverse chemoproteomic platforms, we identify and biochemically validate important transcriptional factors as potent targets of 4a. Interestingly, each identified transcriptional factor has a conserved catalytic cysteine residue that confers antibiotic tolerance to these bacteria. Thus, the chemical tools and biological targets that we describe here prospect new therapeutic paradigms in combatting S. aureus infections.The authors thank the Department of Biotechnology (DBT), Government of India (BT/PR15848/MED/29/1025/2016 to H.C. and S.C.), a Wellcome Trust DBT India Alliance Intermediate Fellowship (IA/I/15/2/502058 to S.S.K.) and a DST-FIST Infrastructure Development Grant (to IISER Pune Biology) for the financial support for our research. The Council for Scientific and Industrial Research (CSIR) and the Department of Science and Technology—Innovation in Science Pursuit for Inspired Research (DST-INSPIRE) for graduate student fellowships.Peer Reviewe