Michael A. Langston
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View article: Liver sinusoid constraints make random search of CD8 T cells for Plasmodium parasites efficient
Liver sinusoid constraints make random search of CD8 T cells for Plasmodium parasites efficient Open
A relatively small number of liver-localized CD8 T cells can provide sterilizing protection against exposure to Plasmodium sporozoites. Previously published mathematical model-based simulations of randomly searching for an infection T cell…
View article: Influence of multi-species data on gene-disease associations in substance use disorder using random walk with restart models
Influence of multi-species data on gene-disease associations in substance use disorder using random walk with restart models Open
A major challenge lies in discovering, emphasizing, and characterizing human gene-disease and gene-gene associations. The limitations of data on the role of human gene products in substance use disorder (SUD) makes it challenging to transi…
View article: Anomaly Detection in Electronic Health Records Across Hospital Networks: Integrating Machine Learning With Graph Algorithms
Anomaly Detection in Electronic Health Records Across Hospital Networks: Integrating Machine Learning With Graph Algorithms Open
In a large hospital system, a network of hospitals relies on electronic health records (EHRs) to make informed decisions regarding their patients in various clinical domains. Consequently, the dependability of the health information techno…
View article: A graph theoretical approach to experimental prioritization in genome-scale investigations
A graph theoretical approach to experimental prioritization in genome-scale investigations Open
View article: A Comparative Study of Gene Co-Expression Thresholding Algorithms
A Comparative Study of Gene Co-Expression Thresholding Algorithms Open
The thresholding problem is studied in the context of graph theoretical analysis of gene co-expression data. A number of thresholding methodologies are described, implemented, and tested over a large collection of graphs derived from real …
View article: EHR-BERT: A BERT-based model for effective anomaly detection in electronic health records
EHR-BERT: A BERT-based model for effective anomaly detection in electronic health records Open
View article: Decoding the exposome: data science methodologies and implications in exposome-wide association studies (ExWASs)
Decoding the exposome: data science methodologies and implications in exposome-wide association studies (ExWASs) Open
This paper explores the exposome concept and its role in elucidating the interplay between environmental exposures and human health. We introduce two key concepts critical for exposomics research. Firstly, we discuss the joint impact of ge…
View article: Combinatorial Algorithms and High Performance Implementations for Elucidating Complex Ecosystem Relationships from North Sea Historical Data
Combinatorial Algorithms and High Performance Implementations for Elucidating Complex Ecosystem Relationships from North Sea Historical Data Open
No abstracts are to be cited without prior reference to the author.This investigation centers on elucidating complex relationships among quantifiable variables of significance to the North Sea ecosystem. These variables encompass a huge va…
View article: Seminar: Scalable Preprocessing Tools for Exposomic Data Analysis
Seminar: Scalable Preprocessing Tools for Exposomic Data Analysis Open
State-of-the-art technologies are described for data harmonization and to mitigate noise, which can stymie downstream interpretation, and to select key exposomic features, without which analytics may lose focus. A main task is the reductio…
View article: Lifetime Body Weight Trajectories and Risk of Kidney Cancer: A Large US Prospective Cohort Study
Lifetime Body Weight Trajectories and Risk of Kidney Cancer: A Large US Prospective Cohort Study Open
Purpose: This study aimed to investigate kidney cancer risk in relation to the body mass index (BMI) trajectory and cumulative exposure to excess weight. Methods: We identified several anthropometric metrics to capture the lifetime BMI pat…
View article: Detecting anomalous sequences in electronic health records using higher-order tensor networks
Detecting anomalous sequences in electronic health records using higher-order tensor networks Open
View article: Association of diabetes and exposure to fine particulate matter (PM2.5) in the Southeastern United States
Association of diabetes and exposure to fine particulate matter (PM2.5) in the Southeastern United States Open
Fine particulate matter (PM2.5) exposure can cause premature death and harmful chronic disease such as diabetes. The U.S. Environmental Protection Agency (EPA) sets annual PM2.5 standards to reduce these negative health effects. Currently,…
View article: Domination based classification algorithms for the controllability analysis of biological interaction networks
Domination based classification algorithms for the controllability analysis of biological interaction networks Open
View article: The effects of air pollution, meteorological parameters, and climate change on COVID-19 comorbidity and health disparities: A systematic review
The effects of air pollution, meteorological parameters, and climate change on COVID-19 comorbidity and health disparities: A systematic review Open
Air pollutants, especially particulate matter, and other meteorological factors serve as important carriers of infectious microbes and play a critical role in the spread of disease. However, there remains uncertainty about the relationship…
View article: Examining the Drivers of Racial/Ethnic Disparities in Non-Adherence to Antihypertensive Medications and Mortality Due to Heart Disease and Stroke: A County-Level Analysis
Examining the Drivers of Racial/Ethnic Disparities in Non-Adherence to Antihypertensive Medications and Mortality Due to Heart Disease and Stroke: A County-Level Analysis Open
Background: Prior research has identified disparities in anti-hypertensive medication (AHM) non-adherence between Black/African Americans (BAAs) and non-Hispanic Whites (nHWs) but the role of determinants of health in these gaps is unclear…
View article: Association of Cardiovascular Disease and Long-Term Exposure to Fine Particulate Matter (PM2.5) in the Southeastern United States
Association of Cardiovascular Disease and Long-Term Exposure to Fine Particulate Matter (PM2.5) in the Southeastern United States Open
There is a well-documented association between ambient fine particulate matter air pollution (PM2.5) and cardiovascular disease (CVD) morbidity and mortality. Exposure to PM2.5 can cause premature death and harmful and chronic health effec…
View article: Molecular Subtyping and Outlier Detection in Human Disease Using the Paraclique Algorithm
Molecular Subtyping and Outlier Detection in Human Disease Using the Paraclique Algorithm Open
Recent discoveries of distinct molecular subtypes have led to remarkable advances in treatment for a variety of diseases. While subtyping via unsupervised clustering has received a great deal of interest, most methods rely on basic statist…
View article: Natural genetic variation alters Alzheimer’s‐related gene expression modules in mice
Natural genetic variation alters Alzheimer’s‐related gene expression modules in mice Open
Background Understanding the genetics of Alzheimer’s disease (AD) has proven difficult in human populations. Using mouse models enables researchers to dissect the genetics of AD‐related pathways. The Diversity Outbred (DO) mice are a heter…
View article: Structural and Social Determinants of Health Factors Associated with County-Level Variation in Non-Adherence to Antihypertensive Medication Treatment
Structural and Social Determinants of Health Factors Associated with County-Level Variation in Non-Adherence to Antihypertensive Medication Treatment Open
Background: Non-adherence to antihypertensive medication treatment (AHM) is a complex health behavior with determinants that extend beyond the individual patient. The structural and social determinants of health (SDH) that predispose popul…
View article: Structural and social determinants of health factors accounted for county-level variation in non-adherence to antihypertensive medication treatment
Structural and social determinants of health factors accounted for county-level variation in non-adherence to antihypertensive medication treatment Open
Background Non-adherence to antihypertensive medication treatment (AHM) is a complex health behavior with determinants that extend beyond the individual patient. The structural and social determinants of health (SDH) that predispose popula…
View article: The Effects of Social, Personal, and Behavioral Risk Factors and PM2.5 on Cardio-Metabolic Disparities in a Cohort of Community Health Center Patients
The Effects of Social, Personal, and Behavioral Risk Factors and PM2.5 on Cardio-Metabolic Disparities in a Cohort of Community Health Center Patients Open
(1) Background: Cardio-metabolic diseases (CMD), including cardiovascular disease, stroke, and diabetes, have numerous common individual and environmental risk factors. Yet, few studies to date have considered how these multiple risk facto…
View article: Finding human gene-disease associations using a Network Enhanced Similarity Search (NESS) of multi-species heterogeneous functional genomics data
Finding human gene-disease associations using a Network Enhanced Similarity Search (NESS) of multi-species heterogeneous functional genomics data Open
Disease diagnosis and treatment is challenging in part due to the misalignment of diagnostic categories with the underlying biology of disease. The evaluation of large-scale genomic experimental datasets is a compelling approach to refinin…
View article: Clique Selection and its Effect on Paraclique Enrichment: An Experimental Study
Clique Selection and its Effect on Paraclique Enrichment: An Experimental Study Open
The paraclique algorithm provides an effective means for biological data clustering. It satisfies the mathematical quest for density, while fulfilling the pragmatic need for noise abatement on real data. Given a finite, simple, edge-weight…
View article: MicroRNA Profiling in Adipose Before and After Weight Loss Highlights the Role of miR‐223‐3p and the NLRP3 Inflammasome
MicroRNA Profiling in Adipose Before and After Weight Loss Highlights the Role of miR‐223‐3p and the NLRP3 Inflammasome Open
Objective Adipose tissue plays a key role in obesity‐related metabolic dysfunction. MicroRNA (miRNA) are gene regulatory molecules involved in intercellular and inter‐organ communication. It was hypothesized that miRNA levels in adipose ti…
View article: Biclique: an R package for maximal biclique enumeration in bipartite graphs
Biclique: an R package for maximal biclique enumeration in bipartite graphs Open
Objective Bipartite graphs are widely used to model relationships between pairs of heterogeneous data types. Maximal bicliques are foundational structures in such graphs, and their enumeration is an important task in systems biology, epide…
View article: Biclique: An R package for Maximal Biclique Enumeration in Bipartite Graphs
Biclique: An R package for Maximal Biclique Enumeration in Bipartite Graphs Open
Objective Bipartite graphs are widely used to model relationships between pairs of heterogeneous data types. Maximal bicliques are foundational structures in such graphs, and their enumeration is an important task in systems biology, epide…
View article: A robustness metric for biological data clustering algorithms
A robustness metric for biological data clustering algorithms Open
View article: Biclique: An R package for Maximal Biclique Enumeration in Bipartite Graphs
Biclique: An R package for Maximal Biclique Enumeration in Bipartite Graphs Open
Objective Bipartite graphs are widely used to model relationships between pairs of heterogeneous data types. Maximal bicliques are foundational structures in such graphs, and their enumeration is an important task in systems biology, epide…
View article: Integration of heterogeneous functional genomics data in gerontology research to find genes and pathway underlying aging across species
Integration of heterogeneous functional genomics data in gerontology research to find genes and pathway underlying aging across species Open
Understanding the biological mechanisms behind aging, lifespan and healthspan is becoming increasingly important as the proportion of the world's population over the age of 65 grows, along with the cost and complexity of their care. BigDat…
View article: On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs
On Finding and Enumerating Maximal and Maximum k-Partite Cliques in k-Partite Graphs Open
Let k denote an integer greater than 2, let G denote a k-partite graph, and let S denote the set of all maximal k-partite cliques in G. Several open questions concerning the computation of S are resolved. A straightforward and highly-scala…