Medicine and Health Sciences Commons^™

Data Driven Classification Of Opioid Patients Using Machine Learning - An Investigation, Saddam Al Amin, Md Saddam Hossain Mukta, Md Sezan Mahmud Saikat, Md Ismail Hossain, Md Adnanul Islam, Mohiuddin Ahmed, Sami Azam

Research outputs 2022 to 2026

The opioid crisis has led to an increased number of drug overdoses in recent years. Several approaches have been established to predict opioid prescription by health practitioners. However, due to the complex nature of the problem, the accuracy of such methods is not yet satisfactory. Dependable and reliable classification of opioid dependent patients from well-grounded data sources is essential. Majority of the previous studies do not focus on the users’ mental health association for opioid intake classification. These studies do not also employ the latest deep learning based techniques such as attention and knowledge distillation mechanism to find better insights. …

State Trends Of Cannabis Liberalization As A Causal Driver Of Increasing Testicular Cancer Rates Across The Usa, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Background:

The cause of the worldwide doubling-tripling of testicular cancer rates (TCRs) in recent decades is unknown. Previous cohort studies associated cannabis use with TCR including dose–response relationships but the contribution of cannabis to TCRs at the population level is unknown. This relationship was tested by analyzing annual trends across US states and formally assessed causality. Four US datasets were linked at state level: age-adjusted TCRs from Centers for Disease Control Surveillance Epidemiology and End Results database; drug use data from annual National Survey of Drug Use and Health including 74.1 % response rate; ethnicity and median household income data …

Developing An Alcohol And Other Drug Serious Game For Adolescents: Considerations For Improving Student Engagement, Joanna Nicholas, Brennen Mills, Sara Hansen, Stephen J. Bright, Heather Boyd, Luke Brook, Jess Watson, Luke Hopper

Research outputs 2022 to 2026

Objectives: To explore perceptions of alcohol and other drug (AOD) education and digital game design preferences among Australian adolescents with the goal of identifying key factors to promote engagement in an AOD serious game for Australian secondary school students. Methods: Semi-structured focus groups were conducted with 36 adolescents aged between 13 and 18 years. Qualitative data was analysed using thematic analysis. Results: Participants described heightened engagement with AOD education that incorporated relatable and relevant real-life stories and interactive discussions. They also expressed a desire for learning to focus on practical strategies to reduce AOD harm and overcome social pressure to …

Hla Pharmacogenetic Markers Of Drug Hypersensitivity From The Perspective Of The Populations Of The Greater Middle East, Hend Chaker Masmoudi, Nariman Afify, Halima Alnaqbi, Zainab Alhalwachi, Guan Kwang Tay, Habiba Alsafar

Research outputs 2022 to 2026

Specific HLA associations with drug hypersensitivity may vary between geographic regions and ethnic groups. There are little to no data related to HLA-drug hypersensitivity on populations who reside in the Greater Middle East (GME), a vast region spanning from Morocco in the west to Pakistan in the east. In this review, the authors intended to summarize the significant HLA alleles associated with hypersensitive drug reactions induced by different drugs, as have been found in different populations, and to summarize the prevalence of these alleles in the specific and diverse populations of the GME. For example, HLA-B * 57:01 allele prevalence, …

Early Th2 Inflammation In The Upper Respiratory Mucosa As A Predictor Of Severe Covid-19 And Modulation By Early Treatment With Inhaled Corticosteroids: A Mechanistic Analysis, Jonathan R. Baker, Mahdi Mahdi, Dan V. Nicolau, Sanjay Ramakrishnan, Peter J. Barnes, Jodie L. Simpson, Steven P. Cass, Richard E. K. Russell, Louise E. Donnelly, Mona Bafadhel

Research outputs 2022 to 2026

Background: Community-based clinical trials of the inhaled corticosteroid budesonide in early COVID-19 have shown improved patient outcomes. We aimed to understand the inflammatory mechanism of budesonide in the treatment of early COVID-19. Methods: The STOIC trial was a randomised, open label, parallel group, phase 2 clinical intervention trial where patients were randomly assigned (1:1) to receive usual care (as needed antipyretics were only available treatment) or inhaled budesonide at a dose of 800 μg twice a day plus usual care. For this experimental analysis, we investigated the nasal mucosal inflammatory response in patients recruited to the STOIC trial and in …

Geotemporospatial And Causal Inferential Epidemiological Overview And Survey Of Usa Cannabis, Cannabidiol And Cannabinoid Genotoxicity Expressed In Cancer Incidence 2003–2017: Part 2 – Categorical Bivariate Analysis And Attributable Fractions, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Background: As the cannabis-cancer relationship remains an important open question epidemiological investigation is warranted to calculate key metrics including Rate Ratios (RR), Attributable Fractions in the Exposed (AFE) and Population Attributable Risks (PAR) to directly compare the implicated case burden between emerging cannabinoids and the established carcinogen tobacco. Methods: SEER*Stat software from Centres for Disease Control was used to access age-standardized state census incidence of 28 cancer types (including “All (non-skin) Cancer”) from National Cancer Institute in US states 2001–2017. Drug exposures taken from the National Survey of Drug Use and Health 2003–2017, response rate 74.1%. Federal seizure data provided …

Geotemporospatial And Causal Inferential Epidemiological Overview And Survey Of Usa Cannabis, Cannabidiol And Cannabinoid Genotoxicity Expressed In Cancer Incidence 2003–2017: Part 3 – Spatiotemporal, Multivariable And Causal Inferential Pathfinding And Exploratory Analyses Of Prostate And Ovarian Cancers, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Background: The epidemiology of cannabinoid-related cancerogenesis has not been studied with cutting edge epidemiological techniques. Building on earlier bivariate papers in this series we aimed to conduct pathfinding studies to address this gap in two tumours of the reproductive tract, prostate and ovarian cancer. Methods: Age-standardized cancer incidence data for 28 tumour types (including “All (non-skin) Cancer”) was sourced from Centres for Disease Control and National Cancer Institute using SEER*Stat software across US states 2001–2017. Drug exposure was sourced from the nationally representative household survey National Survey of Drug Use and Health conducted annually by the Substance Abuse and Mental …

Geotemporospatial And Causal Inferential Epidemiological Overview And Survey Of Usa Cannabis, Cannabidiol And Cannabinoid Genotoxicity Expressed In Cancer Incidence 2003–2017: Part 1 - Continuous Bivariate Analysis, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Background

The genotoxic and cancerogenic impacts of population-wide cannabinoid exposure remains an open but highly salient question. The present report examines these issues from a continuous bivariate perspective with subsequent reports continuing categorical and detailed analyses.

Methods

Age-standardized state census incidence of 28 cancer types (including “All (non-skin) Cancer”) was sourced using SEER*Stat software from Centres for Disease Control and National Cancer Institute across US states 2001–2017. It was joined with drug exposure data from the nationally representative National Survey of Drug Use and Health conducted annually by the Substance Abuse and Mental Health Services Administration 2003–2017, response rate 74.1%. …

Is The Precipitation Of Anxiety Symptoms Associated With Bolus Doses Of Flumazenil A Barrier To Its Use At Low Continuous Doses In Benzodiazepine Withdrawal?, Alexander Gallo, Tim Macdonald, Kellie Bennett, Gioiamia Basso-Hulse, Gary Hulse

Research outputs 2022 to 2026

Introduction:

Benzodiazepines (BZDs) are used in the management of anxiety and sleep disorders; however, chronic use is associated with tolerance and dependence. During withdrawal, symptoms of anxiety are often severe and problematic for patients and may lead to relapse or maintenance on low doses of BZDs. Low, continuous doses of flumazenil reduce BZD withdrawal symptoms in several studies; however, bolus doses are known to induce anxiety and precipitate panic. Accordingly, this study aimed to determine whether continuous low-dose flumazenil is anxiogenic like bolus doses.

Method:

In a randomised control cross over design, participants received a continuous low-dose flumazenil infusion for …

Effects Of Cannabis On Congenital Limb Anomalies In 14 European Nations: A Geospatiotemporal And Causal Inferential Study, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

Cannabinoid exposure is increasing in some European nations. Europe therefore provides an interesting test environment for the recently reported link between cannabis exposure and congenital limb anomaly (CLA) rates (CLARs). Exponential genotoxic dose–response relationships make this investigation both intriguing and imperative. Annual CLAR in 14 nations were from Epidemiological Surveillance of Congenital Anomalies. Drug use rates were from European Monitoring Centre for Drugs and Drug Dependency. Median household income was from the World Bank. E-values provide a quantitative measure of robustness of results to confounding by extraneous covariates. Inverse probability weighting is an important technique for equalizing exposures across countries …

European Epidemiological Patterns Of Cannabis- And Substance-Related Body Wall Congenital Anomalies: Geospatiotemporal And Causal Inferential Study, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

As body wall congenital anomalies (BWCAs) have a long history of being associated with prenatal or community cannabis exposure (CCE), it was of interest to investigate these epidemiological relationships in Europe given the recent increases in cannabis use prevalence, daily intensity, and Δ9-tetrahydrocannabinol (THC) potency. Methods: This study makes use of BWCA data from Eurocat, drug exposure data from the European Monitoring Centre for Drugs and Drug Addiction, and income from the World Bank. Results: The mapping analysis showed that BWCARs increased in France, Spain, and the Netherlands. The bivariate mapping analysis showed that the BWCA rates (BWCAR) and the …

Cannabinoid And Substance Relationships Of European Congenital Anomaly Patterns: A Space-Time Panel Regression And Causal Inferential Study, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

With reports from Australia, Canada, USA, Hawaii and Colorado documenting a link between cannabis and congenital anomalies (CAs), this relationship was investigated in Europe. Data on 90 CAs were accessed from Eurocat. Tobacco and alcohol consumption and median household income data were from the World Bank. Amphetamine, cocaine and last month and daily use of cannabis from the European Monitoring Centre for Drugs and Drug Addiction. Cannabis herb and resin Δ9-Tetrahydrocannabinol concentrations were from published reports. Data were processed in R. Twelve thousand three hundred sixty CA rates were sourced across 16 nations of Europe. Nations with a higher or …

Epidemiology Of ∆8thc-Related Carcinogenesis In Usa: A Panel Regression And Causal Inferential Study, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

The use of ∆8THC is increasing at present across the USA in association with widespread cannabis legalization and the common notion that it is “legal weed”. As genotoxic actions have been described for many cannabinoids, we studied the cancer epidemiology of ∆8THC. Data on 34 cancer types was from the Centers for Disease Control Atlanta Georgia, substance abuse data from the Substance Abuse and Mental Health Services Administration, ethnicity and income data from the U.S. Census Bureau, and cannabinoid concentration data from the Drug Enforcement Agency, were combined and processed in R. Eight cancers (corpus uteri, liver, gastric cardia, breast …

European Epidemiological Patterns Of Cannabis- And Substance-Related Congenital Cardiovascular Anomalies: Geospatiotemporal And Causal Inferential Study, Albert Stuart Reece, Gary Kenneth Hulse

Research outputs 2022 to 2026

As prenatal and community cannabis exposures have recently been linked with congenital heart disease (CHD), it was of interest to explore these associations in Europe in a causal framework and space-time context. Congenital anomaly data from Eurocat, drug-use data from the European Monitoring Centre for Drugs and Drug Addiction, and income from the World Bank. Countries with rising daily cannabis use had in general higher congenital anomaly rates over time than those without (time: status interaction: β-Est. = 0.0267, P = 0.0059). At inverse probability-weighted panel regression, cannabis terms were positive and significant for CHD, severe CHD, atrial septal defect, …

Activity Of Newest Generation Β-Lactam/Β-Lactamase Inhibitor Combination Therapies Against Multidrug Resistant Pseudomonas Aeruginosa, Robbie R. Haines, Papanin Putsathit, Katherine A. Hammer, Anna S. Tai

Research outputs 2022 to 2026

Multidrug resistant (MDR) P. aeruginosa accounts for 35 % of all P. aeruginosa isolated from respiratory samples of patients with cystic fibrosis (CF). The usefulness of β-lactam antibiotics for treating CF, such as carbapenems and later generation cephalosporins, is limited by the development of antibacterial resistance. A proven treatment approach is the combination of a β-lactam antibiotic with a β-lactamase inhibitor. New β-lactam/β-lactamase inhibitor combinations are available, but data are lacking regarding the susceptibility of MDR CF-associated P. aeruginosa (CFPA) to these new combination therapies. In this study we determined MIC values for three new combinations; imipenem-relebactam (I-R), ceftazidime-avibactam (CZA), …