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In this research, I surveyed existing methods of characterizing Epilepsy from Electroencephalogram (EEG) data, including the Random Forest algorithm, which was claimed by many researchers to be the most effective at detecting epileptic seizures [7]. I observed that although many papers claimed a detection of >99% using Random Forest, it was not specified “when” the detection was declared within the 23.6 second interval of the seizure event. In this research, I created a time-series procedure to detect the seizure as early as possible within the 23.6 second epileptic seizure window and found that the detection is effective (> 92%) as early as the first few seconds of the epileptic episode. I intend to use this research as a stepping stone towards my upcoming Masters thesis research where I plan to expand the time-series detection mechanism to the pre-ictal stage, which will require a different dataset.
ContributorsBou-Ghazale, Carine (Author) / Lai, Ying-Cheng (Thesis director) / Berisha, Visar (Committee member) / Barrett, The Honors College (Contributor) / Electrical Engineering Program (Contributor)
Created2022-05
Description
Attitudes and habits are extremely resistant to change, but a disruption of the magnitude of the COVID-19 pandemic has the potential to bring long-term, massive societal changes. During the pandemic, people are being compelled to experience new ways of interacting, working, learning, shopping, traveling, and eating meals. Going forward, a critical question is whether these experiences will result in changed behaviors and preferences in the long term. This paper presents initial findings on the likelihood of long-term changes in telework, daily travel, restaurant patronage, and air travel based on survey data collected from adults in the United States in Spring 2020. These data suggest that a sizable fraction of the increase in telework and decreases in both business air travel and restaurant patronage are likely here to stay. As for daily travel modes, public transit may not fully recover its pre-pandemic ridership levels, but many of our respondents are planning to bike and walk more than they used to. These data reflect the responses of a sample that is higher income and more highly educated than the US population. The response of these particular groups to the COVID-19 pandemic is perhaps especially important to understand, however, because their consumption patterns give them a large influence on many sectors of the economy.
ContributorsConway, Matthew Wigginton (Author) / Salon, Deborah (Author) / da Silva, Denise Capasso (Author) / Mirtich, Laura Christine (Author)
Created2020-09-03
Description
This work focuses on a novel approach to combine electrical current with cyanobacterial technology, called microbial electrophotosynthesis (MEPS). It involves using genetically modified PSII-less Synechocystis PCC 6803 cells to avoid photoinhibition, a problem that hinders green energy. In the work, a cathodic electron delivery system is employed for growth and synthesis. Photoinhibition leads to the dissipation energy and lower yield, and is a major obstacle to preventing green energy from competing with fossil fuels. However, the urgent need for alternative energy sources is driven by soaring energy consumption and rising atmospheric carbon dioxide levels. When developed, MEPS can contribute to a carbon capture technology while helping with energy demands. It is thought that if PSII electron flux can be replaced with an alternative source photosynthesis could be enhanced for more effective production. MEPS has the potential to address these challenges by serving as a carbon capture technology while meeting energy demands. The idea is to replace PSII electron flux with an alternative source, which can be enhanced for higher yields in light intensities not tolerated with PSII. This research specifically focuses on creating the initiation of electron flux between the cathode and the MEPS cells while controlling and measuring the system in real time.
The successful proof-of-concept work shows that MEPS can indeed generate high-light-dependent current at intensities up to 2050 µmol photons m^‒2 s^‒1, delivering 113 µmol electrons h^‒1 mg-chl^‒1. The results were further developed to characterize redox tuning for electron delivery of flux to the photosynthetic electron transport chain and redox-based kinetic analysis to model the limitations of the MEPS system.
ContributorsLewis, Christine Michelle (Author) / Torres, César I (Thesis advisor) / Fromme, Petra (Thesis advisor) / Woodbury, Neal (Committee member) / Hayes, Mark (Committee member) / Arizona State University (Publisher)
Created2023
Description
Wild horses have roamed the Salt River in Mesa, Arizona since the early 1800s and contribute to the great diversity of the region. Conservation of the herd has been a primary focus for many years and a current focus is population stabilization, but little is known about their virome. Circoviridae, Genomoviridae, and Smacoviridae are the three Cressdnaviricota viruses that have been identified in horses to date. Smacoviridae is classified by the rolling circle replication-associated proteins (Rep) and has a small (2.3-2.9kb), circular, single-stranded genome. The goal of this study was to identify DNA viruses within the fecal samples of the Salt River horses. Samples were collected along the lower Salt River and analyzed in the lab using a metagenomics approach. There were 422 full novel genomes of smacoviruses detected across all samples that were grouped into 144 species based on the similarity of the pairwise identity. Phylogenetic analysis shows the smacoviruses from this study fall into 3 classified genera and the rest cluster into 11 new clades. These results expand the viral diversity associated with wild horses and Smacoviridae, and further studies are needed to determine the host of these viruses.
ContributorsMcGraw, Hannah (Author) / Varsani, Arvind (Thesis director) / Murphree, Julie (Committee member) / Kraberger, Simona (Committee member) / Barrett, The Honors College (Contributor) / School of Life Sciences (Contributor)
Created2024-05
Description
Scorpions are predatory arachnids that are among the most ancient terrestrial invertebrates. They are typically found residing in desert and riparian environments. Viruses associated with scorpions have been explored in the past, unveiling partial RNA virus sequences and polyomaviruses, but more research in this area is necessary. Cycloviruses are non-enveloped viruses with circular single-stranded DNA genomes (~1.7 to 1.9 kb). Cycloviruses were initially identified in mammals and have now been detected in samples from a wide range of mammalian and insect species. Polyomaviruses are double-stranded DNA viruses (~4 to 7 kb). They are known for causing tumors in the host it infects, and have previously been identified in a diverse array of organisms, including scorpions. The objective for this study was to identify known and novel viruses in scorpions. Using high-throughput sequencing and traditional molecular techniques we determine the genome sequences of cycloviruses and polyomaviruses. Sixteen of the forty-three scorpion samples were positive for eight different species of cycloviruses. According to ICTV guidelines, seven of the eight species were novel cycloviruses which were found in bark scorpions, stripe-tailed scorpions, yellow ground scorpions, and giant hairy scorpions (Centruroides sculpturatus, Paravaejovis spinigerus, Paravaejovis confusus & Hadrurus arizonensis) from Maricopa, Pinal, and Pima county in Arizona, USA. Additionally, one previously known cyclovirus species was recovered in bark scorpions (Centruroides sculpturatus) in Pima county which had previously been documented in guano from a Mexican free-tailed bat in Arizona. There were ten scorpions out of forty-three for which we recovered polyomavirus scorpion samples that grouped into four different polyomavirus species. Polyomaviruses were only identified in bark scorpions (Centruroides sculpturatus) from Maricopa, Pinal, and Pima county. Of the polyomavirus genomes recovered three belong to previously identified scorpion polyomavirus 1 and five to scorpion polyomavirus 3, and two represent two new species named scorpion polyomavirus 4 and scorpion polyomavirus 5. The implications of the discovery of cycloviruses and polyomaviruses from this study contributes to our understanding of viral diversity associated with Scorpions.
ContributorsGomez, Magali (Author) / Neil, Julia (Co-author) / Varsani, Arvind (Thesis director) / Kraberger, Simona (Committee member) / Barrett, The Honors College (Contributor) / School of International Letters and Cultures (Contributor) / School of Life Sciences (Contributor)
Created2024-05
Description
Scorpions are predatory arachnids that are among the most ancient terrestrial invertebrates. They are typically found residing in desert and riparian environments. Viruses associated with scorpions have been explored in the past, unveiling partial RNA virus sequences and polyomaviruses, but more research in this area is necessary. Cycloviruses are non-enveloped viruses with circular single-stranded DNA genomes (~1.7 to 1.9 kb). Cycloviruses were initially identified in mammals and have now been detected in samples from a wide range of mammalian and insect species. Polyomaviruses are double-stranded DNA viruses (~4 to 7 kb). They are known for causing tumors in the host it infects, and have previously been identified in a diverse array of organisms, including scorpions. The objective for this study was to identify known and novel viruses in scorpions. Using high-throughput sequencing and traditional molecular techniques we determine the genome sequences of cycloviruses and polyomaviruses. Sixteen of the forty-three scorpion samples were positive for eight different species of cycloviruses. According to ICTV guidelines, seven of the eight species were novel cycloviruses which were found in bark scorpions, stripe-tailed scorpions, yellow ground scorpions, and giant hairy scorpions (Centruroides sculpturatus, Paravaejovis spinigerus, Paravaejovis confusus & Hadrurus arizonensis) from Maricopa, Pinal, and Pima county in Arizona, USA. Additionally, one previously known cyclovirus species was recovered in bark scorpions (Centruroides sculpturatus) in Pima county which had previously been documented in guano from a Mexican free-tailed bat in Arizona. There were ten scorpions out of forty-three for which we recovered polyomavirus scorpion samples that grouped into four different polyomavirus species. Polyomaviruses were only identified in bark scorpions (Centruroides sculpturatus) from Maricopa, Pinal, and Pima county. Of the polyomavirus genomes recovered three belong to previously identified scorpion polyomavirus 1 and five to scorpion polyomavirus 3, and two represent two new species named scorpion polyomavirus 4 and scorpion polyomavirus 5. The implications of the discovery of cycloviruses and polyomaviruses from this study contributes to our understanding of viral diversity associated with Scorpions.
ContributorsNeil, Julia (Author) / Gomez, Magali (Co-author) / Varsani, Arvind (Thesis director) / Kraberger, Simona (Committee member) / Barrett, The Honors College (Contributor) / School of Life Sciences (Contributor) / School of Politics and Global Studies (Contributor)
Created2024-05
Description
Predicting nonlinear dynamical systems has been a long-standing challenge in science. This field is currently witnessing a revolution with the advent of machine learning methods. Concurrently, the analysis of dynamics in various nonlinear complex systems continues to be crucial. Guided by these directions, I conduct the following studies. Predicting critical transitions and transient states in nonlinear dynamics is a complex problem. I developed a solution called parameter-aware reservoir computing, which uses machine learning to track how system dynamics change with a driving parameter. I show that the transition point can be accurately predicted while trained in a sustained functioning regime before the transition. Notably, it can also predict if the system will enter a transient state, the distribution of transient lifetimes, and their average before a final collapse, which are crucial for management. I introduce a machine-learning-based digital twin for monitoring and predicting the evolution of externally driven nonlinear dynamical systems, where reservoir computing is exploited. Extensive tests on various models, encompassing optics, ecology, and climate, verify the approach’s effectiveness. The digital twins can extrapolate unknown system dynamics, continually forecast and monitor under non-stationary external driving, infer hidden variables, adapt to different driving waveforms, and extrapolate bifurcation behaviors across varying system sizes. Integrating engineered gene circuits into host cells poses a significant challenge in synthetic biology due to circuit-host interactions, such as growth feedback. I conducted systematic studies on hundreds of circuit structures exhibiting various functionalities, and identified a comprehensive categorization of growth-induced failures. I discerned three dynamical mechanisms behind these circuit failures. Moreover, my comprehensive computations reveal a scaling law between the circuit robustness and the intensity of growth feedback. A class of circuits with optimal robustness is also identified. Chimera states, a phenomenon of symmetry-breaking in oscillator networks, traditionally have transient lifetimes that grow exponentially with system size. However, my research on high-dimensional oscillators leads to the discovery of ’short-lived’ chimera states. Their lifetime increases logarithmically with system size and decreases logarithmically with random perturbations, indicating a unique fragility. To understand these states, I use a transverse stability analysis supported by simulations.
ContributorsKong, Lingwei (Author) / Lai, Ying-Cheng (Thesis advisor) / Tian, Xiaojun (Committee member) / Papandreou-Suppappola, Antonia (Committee member) / Alkhateeb, Ahmed (Committee member) / Arizona State University (Publisher)
Created2023
Description
Precise modulation of gene expression is essential for proper tissue and cell-specific differentiation and function. Multiple distinct post-transcriptional regulatory mechanisms, such as miRNA (microRNA)-based regulation and alternative polyadenylation (APA), are an intrinsic part of this modulation and orchestrate intricate pathways to achieve and maintain balanced gene expression.MiRNA-based regulation and APA function through sequence motifs located in the 3’ Untranslated Region (3’UTR) of mRNA transcripts. MiRNAs are short (~22 nt) non-coding RNA molecules that bind target sequences within the 3’UTR of an mRNA transcript, inhibiting its translation or promoting its degradation. APA occurs during RNA transcription termination and leads to the preparation of mature mRNAs with different 3’UTR lengths, allowing shorter 3’UTRs to bypass miRNA regulation.
In addition to these two post-transcriptional forms of regulation, co-transcriptional mechanisms such as alternative RNA splicing, which produces distinct gene products from a precursor mRNA, are also important in controlling gene expression.
While miRNA-based regulation, APA, and alternative RNA splicing are important regulatory mechanisms, there is a lack of comprehensive understanding of how they interact and communicate with each other. This thesis studies these three forms of gene regulation in the nematode C. elegans, with the goal of extracting rules and mechanisms used by each of them in development to establish and maintain somatic tissue identity.
After isolating miRNA targets in multiple C. elegans somatic tissues, it was found that miRNAs can modulate the abundance of hnRNPs and SR proteins, which are known to control alternative RNA splicing in a dosage-dependent manner.To identify tissue-specific miRNAs, a nuclear fluorescent cell sorting (FACS)-based methodology named Nuc-Seq, was developed to isolate and sequence tissue-specific miRNAs from body muscle tissue. Nuc-Seq identified 2,848 muscle-specific protein-coding genes and 16 body muscle-specific miRNAs. This data was used to develop a high-quality body muscle-specific miRNA-APA Interactome which allows studies in regulatory processes in detail.
Taken together, this work highlights some of the complexity of pre- and post-transcriptional gene regulation and sheds light on how miRNA-based regulation, APA, and alternative RNA splicing are interconnected and are responsible for the establishment and maintenance of tissue identity.
ContributorsSchorr, Anna L (Author) / Mangone, Marco (Thesis advisor) / Harris, Robin (Committee member) / Sharma, Shalini (Committee member) / Varsani, Arvind (Committee member) / Arizona State University (Publisher)
Created2023
Description
Despite the prevalence of coyotes (Canis latrans) little is known about the viruses associated with this species. To assess the extent of viral research that has been conducted on coyotes, a literature review was performed. Over the last six decades, there have been many viruses that have been identified infecting coyotes. The pathology of some cases implies that infection is rare and lethal while others have been demonstrated to be endemic to coyotes. In addition, the majority of the prior analyses were done through serological assays that were limited to investigating target viruses. To help expand what is known about coyote-virus dynamics, viral assays were conducted on coyote scat. The samples were collected as part of transects established along the Salt River near Phoenix, Arizona, United States (USA). The recovered viral genomes were clustered with other deoxynucleic acid (DNA) viruses and analyzed to determine phylogeny and genetic identity. From the recovered viral genomes, there are two novel circoviruses, one novel naryavirus, five unclassified cressdnaviruses, and two previously identified species of anelloviruses from the Wawtorquevirus genus. For these viruses, new phylogenies for their groups and pairwise identity plots have been generated. These figures give insight into the potential hosts and the evolutionary history. In the case of the anelloviruses, they likely derived from a wood rat (Neotoma) host, given the anellovirus family’s host specificity and its similarity to another viral genome derived from a wood rat in Arizona, USA. Of the recovered circovirus genomes, one is associated with a viral isolate collected from a dust sample in Arizona, USA. The second circovirus species identified is within a clade that consists of rodent associated circoviruses and canine circovirus. Other recovered genomes expand clusters of unclassified cressdnaviruses. The recovered genomes support further genomic analysis. These findings help support the notion that there is a wealth of viral information to be identified from animals like coyotes. By understanding the viruses that coyotes are associated with, it is possible to better understand the viral impact on the urban environment, domesticated animals, and wildlife in general.
ContributorsHess, Savage Cree (Author) / Varsani, Arvind (Thesis advisor) / Kraberger, Simona (Committee member) / Upham, Nathan S (Committee member) / Arizona State University (Publisher)
Created2023
Description
Alpha herpesviruses are a family of neuroinvasive viruses that infect multiplevertebrate species. Alpha herpesviruses are responsible for human and livestock infections, most notably Herpes Simplex Virus (HSV), Varicella Zoster virus (VZV), and Pseudorabies Virus (PRV). PRV is a potent swine virus that can infect other mammals, and results in lethal encephalitis that can be devastating to livestock and of great financial expense to farmers. HSV, types 1 and 2, and VZV are widespread throughout the global human population, with estimates of the HSV-1 burden at about 60% of people worldwide. The hallmark of alpha herpesvirus infection is a persistent, lifelong infection that can reactivate throughout the lifespan of the host. Currently, the precise mechanisms of how these viruses undergo intracellular trafficking to emerge from the infected cell in epithelial tissues is not well understood. Many insights have been made with PRV in animal neurons, both in culture systems and animal models, about the viral genes and host factors involved in these processes. However, understanding of these mechanisms, and the interplay between viral and host proteins, in the human pathogen HSV-1 is even more lacking. Using recombinant fluorescent virus strains of HSV-1 and Total Internal Reflection Microscopy to image the transport of mature viral progeny in epithelial cells, it was determined that the egress of HSV-1 uses constitutive cellular secretory pathways. Specifically, the viral progeny traffic from the trans-Golgi network to the site of exocytosis at the plasma membrane via Rab6a secretory vesicles. This work will contribute to the understanding of how alpha herpesviruses complete their lifecycles in host cells, particularly at the sites where infection initially occurs and can spread to a new organism. Knowledge of these processes may lead to the development of therapeutics or prophylactics to reduce the burden of these viruses.
ContributorsBergeman, Melissa Hope (Author) / Hogue, Ian B (Thesis advisor) / Hogue, Brenda (Committee member) / Roberson, Robert (Committee member) / Varsani, Arvind (Committee member) / Arizona State University (Publisher)
Created2023