A Design of Experiment Analysis of Log-Normal Microsphere Distributions Modeling Drug Delivery

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Description
Technology transfer hurdles constantly keep effective medical treatment from healthcare. One prevalent hurdle is that of cost. Regulation from any organization or entity can drive up cost and requires thorough review before implementation. For microspheres specifically, extensive research has been

Technology transfer hurdles constantly keep effective medical treatment from healthcare. One prevalent hurdle is that of cost. Regulation from any organization or entity can drive up cost and requires thorough review before implementation. For microspheres specifically, extensive research has been conducted to minimize variation in size. How variation effects drug delivery of microspheres, however, has not been studied in depth. In this study, a preliminary approach to modeling drug delivery in microspheres with a given log-normal distribution is reported. A design of experiment statistical analysis was performed using incremental values of mean and standard deviation. To estimate the rate of drug diffusing from the microspheres, a simplified Fick's second law was used. Various data types were considered and it was found that the shape factors which are related to mean and standard deviation fit the statistical analysis best. Using the shape factor data type, equation characteristics were identified and reported. It was seen that standard deviation has a greater influence on drug delivery than mean. A prediction expression is presented that can be used to identify the time it takes to get to 60% drug delivery and can be used in a scaled manner.
Date Created
2021
Agent

Deep Learning Application to Improve Quality of Life in Diabetes

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Description

Carbohydrate counting has been shown to improve HbA1c levels for people with diabetes. However, the learning curve and inconvenience of carbohydrate counting make it difficult for patients to adhere to it. A deep learning model is proposed to identify food

Carbohydrate counting has been shown to improve HbA1c levels for people with diabetes. However, the learning curve and inconvenience of carbohydrate counting make it difficult for patients to adhere to it. A deep learning model is proposed to identify food from an image, where it can help the user manage their carbohydrate counting. This early model has a 68.3% accuracy of identifying 101 different food classes. A more refined model in future work could be deployed into a mobile application to identify food the user is about to consume and log it for easier carbohydrate counting.

Date Created
2021-05
Agent

Developing a Polymer for Treatment of Basal Cell Carcinoma

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Description

This analysis explores what the time needed to harden, and time needed to degrade is of a PLGA bead, as well as whether the size of the needle injecting the bead and the addition of a drug (Vismodegib) may affect

This analysis explores what the time needed to harden, and time needed to degrade is of a PLGA bead, as well as whether the size of the needle injecting the bead and the addition of a drug (Vismodegib) may affect these variables. Polymer degradation and hardening are critical to understand for the polymer’s use in clinical settings, as these factors help determine the patients’ and healthcare providers’ use of the drug and estimated treatment time. Based on the literature, it is expected that the natural logarithmic polymer mass degradation forms a linear relationship to time. Polymer hardening was tested by taking video recordings of gelatin plates as they are injected with microneedles and performing RGB analysis on the polymer “beads” created. Our results for the polymer degradation experiments showed that the polymer hardened for all solutions and trials within approximately 1 minute, presenting a small amount of time in which the patient would have to remain motionless in the affected area. Both polymer bead size and drug concentration may have had a modest impact on the hardening time experiments, while bead size may affect the time required for the polymer to degrade. Based on the results, the polymer degradation is expected to last multiple weeks, which may allow for the polymer to be used as a long-term drug delivery system in treatment of basal cell carcinoma.

Date Created
2021-05
Agent

Statistical Modeling of Drug Release from Spherical Surface-Degrading Particle Batch

Description

The goal of this research project is to create a Mathcad template file capable of statistically modelling the effects of mean and standard deviation on a microparticle batch characterized by the log normal distribution model. Such a file can be

The goal of this research project is to create a Mathcad template file capable of statistically modelling the effects of mean and standard deviation on a microparticle batch characterized by the log normal distribution model. Such a file can be applied during manufacturing to explore tolerances and increase cost and time effectiveness. Theoretical data for the time to 60% drug release and the slope and intercept of the log-log plot were collected and subjected to statistical analysis in JMP. Since the scope of this project focuses on microparticle surface degradation drug release with no drug diffusion, the characteristic variables relating to the slope (n = diffusional release exponent) and the intercept (k = kinetic constant) do not directly apply to the distribution model within the scope of the research. However, these variables are useful for analysis when the Mathcad template is applied to other types of drug release models.

Date Created
2021-05
Agent

In Vitro Release Study of L-Tyrosine-Loaded PLGA Microparticles

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Description

Polymer drug delivery system offers a key to a glaring issue in modern administration routes of drugs and biologics. Poly(lactic-co-glycolic acid) (PLGA) can be used to encapsulate drugs and biologics and deliver them into the patient, which allows high local

Polymer drug delivery system offers a key to a glaring issue in modern administration routes of drugs and biologics. Poly(lactic-co-glycolic acid) (PLGA) can be used to encapsulate drugs and biologics and deliver them into the patient, which allows high local concentration (compared to current treatment methods), protection of the cargo from the bodily environment, and reduction in systemic side effects. This experiment used a single emulsion technique to encapsulate L-tyrosine in PLGA microparticles and UV spectrophotometry to analyze the drug release over a period of one week. The release assay found that for the tested samples, the released amount is distinct initially, but is about the same after 4 days, and they generally follow the same normalized percent released pattern. The experiment could continue with testing more samples, test the same samples for a longer duration, and look into higher w/w concentrations such as 20% or 50%.

Date Created
2021-05
Agent

The Detrimental Effects of Improvised Pelvic Circumferential Compression Device Modifications for Femoral Artery Access

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Description

Pelvic Circumferential Compression Devices (PCCDs), an important medical device when caring for patients with pelvic fractures, play a crucial role in the stabilization and reduction of the fracture. During pelvic fracture cases, control of internal bleeding through access to the

Pelvic Circumferential Compression Devices (PCCDs), an important medical device when caring for patients with pelvic fractures, play a crucial role in the stabilization and reduction of the fracture. During pelvic fracture cases, control of internal bleeding through access to the femoral artery is of utmost importance. Current designs of PCCDs do not allow vital access to this artery and in attempts to gain access, medical professionals and emergency care providers choose to cut into the PCCDs or place them in suboptimal positions with unknown downstream effects. We researched the effects on surface pressure and the overall pressure distribution created by the PCCDs when they are modified or placed incorrectly on the patient. In addition, we investigated the effects of those misuses on pelvic fracture reduction, a key parameter in stabilizing the patient during critical care. We hypothesized that incorrectly placing or modifying the PCCD will result in increased surface pressure and decreased fracture reduction. Our mannequin studies show that for SAM Sling and T-POD, surface pressure increases if a PCCD is incorrectly placed or modified, in support of our hypothesis. However, opposite results occurred for the Pelvic Binder, where the correctly placed PCCD had higher surface pressure when compared to the incorrectly placed or modified PCCD. Additionally, pressure distribution was significantly affected by the modification of the PCCDs. The cadaver lab measurements show that modifying or incorrectly placing the PCCDs significantly limits their ability to reduce the pelvic fracture. These results suggest that while modifying or incorrectly placing PCCDs allows access to the femoral artery, there are potentially dangerous effects to the patient including increased surface pressures and limited fracture reduction.

Date Created
2021-05
Agent

The Detrimental Effects of Improvised Pelvic Circumferential Compression Device Modifications for Femoral Artery Access

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Description

Pelvic Circumferential Compression Devices (PCCDs), an important medical device when caring for patients with pelvic fractures, play a crucial role in the stabilization and reduction of the fracture. During pelvic fracture cases, control of internal bleeding through access to the

Pelvic Circumferential Compression Devices (PCCDs), an important medical device when caring for patients with pelvic fractures, play a crucial role in the stabilization and reduction of the fracture. During pelvic fracture cases, control of internal bleeding through access to the femoral artery is of utmost importance. Current designs of PCCDs do not allow vital access to this artery and in attempts to gain access, medical professionals and emergency care providers choose to cut into the PCCDs or place them in suboptimal positions with unknown downstream effects. We researched the effects on surface pressure and the overall pressure distribution created by the PCCDs when they are modified or placed incorrectly on the patient. In addition, we investigated the effects of those misuses on pelvic fracture reduction, a key parameter in stabilizing the patient during critical care. We hypothesized that incorrectly placing or modifying the PCCD will result in increased surface pressure and decreased fracture reduction. Our mannequin studies show that for SAM Sling and T-POD, surface pressure increases if a PCCD is incorrectly placed or modified, in support of our hypothesis. However, opposite results occurred for the Pelvic Binder, where the correctly placed PCCD had higher surface pressure when compared to the incorrectly placed or modified PCCD. Additionally, pressure distribution was significantly affected by the modification of the PCCDs. The cadaver lab measurements show that modifying or incorrectly placing the PCCDs significantly limits their ability to reduce the pelvic fracture. These results suggest that while modifying or incorrectly placing PCCDs allows access to the femoral artery, there are potentially dangerous effects to the patient including increased surface pressures and limited fracture reduction.

Date Created
2021-05
Agent

Visualization of Brain Tumors with Intraoperative Confocal Laser Endomicroscopy

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Description
Intraoperative diagnosis in neurosurgery has traditionally relied on frozen and formalin-fixed, paraffin-embedded section analysis of biopsied tissue samples. Although this technique is considered to be the “gold standard” for establishing a histopathologic diagnosis, it entails a number of significant limitations

Intraoperative diagnosis in neurosurgery has traditionally relied on frozen and formalin-fixed, paraffin-embedded section analysis of biopsied tissue samples. Although this technique is considered to be the “gold standard” for establishing a histopathologic diagnosis, it entails a number of significant limitations such as invasiveness and the time required for processing and interpreting the tissue. Rapid intraoperative diagnosis has become possible with a handheld confocal laser endomicroscopy (CLE) system. Combined with appropriate fluorescent stains or labels, CLE provides an imaging technique for real-time intraoperative visualization of histopathologic features of the suspected tumor and healthy tissues.

This thesis scrutinizes CLE technology for its ability to provide real-time intraoperative in vivo and ex vivo visualization of histopathological features of the normal and tumor brain tissues. First, the optimal settings for CLE imaging are studied in an animal model along with a generational comparison of CLE performance. Second, the ability of CLE to discriminate uninjured normal brain, injured normal brain and tumor tissues is demonstrated. Third, CLE was used to investigate cerebral microvasculature and blood flow in normal and pathological conditions. Fourth, the feasibility of CLE for providing optical biopsies of brain tumors was established during the fluorescence-guided neurosurgical procedures. This study established the optimal workflow and confirmed the high specificity of the CLE optical biopsies. Fifth, the feasibility of CLE was established for endoscopic endonasal approaches and interrogation of pituitary tumor tissue. Finally, improved and prolonged near wide-field fluorescent visualization of brain tumor margins was demonstrated with a scanning fiber endoscopy and 5-aminolevulinic acid.

These studies suggested a novel paradigm for neurosurgery-pathology workflow when the noninvasive intraoperative optical biopsies are used to interrogate the tissue and augment intraoperative decision making. Such optical biopsies could shorten the time for obtaining preliminary information on the histological composition of the tissue of interest and may lead to improved diagnostics and tumor resection. This work establishes a basis for future in vivo optical biopsy use in neurosurgery and planning of patient-related outcome studies. Future studies would lead to refinement and development of new confocal scanning technologies making noninvasive optical biopsy faster, convenient and more accurate.
Date Created
2020
Agent

Investigating the Role Of VEGF in Preeclampsia

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Description
Preeclampsia is a condition which arises during pregnancy and can lead to serious, even fatal, complications for the mother and baby. Annually, preeclampsia is responsible for about 50,000 total deaths worldwide, and countless other complications for both the mother and

Preeclampsia is a condition which arises during pregnancy and can lead to serious, even fatal, complications for the mother and baby. Annually, preeclampsia is responsible for about 50,000 total deaths worldwide, and countless other complications for both the mother and fetus. While high blood pressure and protein in the urine are key features, symptoms vary widely, and thus understanding, diagnosing, and treating the condition is of paramount importance. Due to the correlation between preeclampsia and high blood pressure, multiple groups have studied the role of angiogenic growth factors and preeclampsia. We performed an advanced PubMed search to select studies with both preeclampsia and VEGF, a key growth factor for angiogenesis, in the title. The results of examining a total of 65 articles led to the formation of this review article to articulate the studies as a whole and state of the research on VEGF and preeclampsia to date.
Date Created
2020-05
Agent

Explaining the Prevalence of Lumbar Spine Injuries in Collegiate Football Players

Description
In terms of overall athleticism, other than the obvious extremities that take on more skillful duties in performance (arms, legs, fingers ie.), the back, specifically lower, is pivotal in athletic movement. The main bolstering force in the lower back is

In terms of overall athleticism, other than the obvious extremities that take on more skillful duties in performance (arms, legs, fingers ie.), the back, specifically lower, is pivotal in athletic movement. The main bolstering force in the lower back is the lumbar vertebrae, which on the upper end are connected to the thoracic portion of the spine, and on the lower end transform into the various processes of the sacrum. The lower back is highly involved in bending and stabilizing during athletic movement, while also being favorably responsible for not only producing but absorbing force as well. Men’s Football has the highest rate of occurrence in injuries compared to all other collegiate sports (Hassebrock 2019). This is a product of the various specificities of the game of football such as groundbreaking speed and strength, along with some psychological group-centered constructs. In survey findings, 83% healthcare professionals say that the best active treatment plan is strengthening the core muscles. While in terms of natural and technological treatments like acupuncture, contrast immersion, and electrical stimulation, there wasn’t a definitive methodology proven to be superior to the others. Allowing for the healthcare professional to be creative in their combination of treatments, as long as core strengthening is primarily targeted.
Date Created
2020-05
Agent