Inferring Regulatory Networks From Mixed Observational Data Using Directed Acyclic Graphs
Creator:
Zhong, W., Dong, L., Darville, T., Li, Q., Mohlke, K.L., Zheng, X., Li, Y., Spracklen, C.N., Poston, T.B., and Wu, D.
Date of publication:
2020
Abstract Tesim:
Construction of regulatory networks using cross-sectional expression profiling of genes is desired, but challenging. The Directed Acyclic Graph (DAG) provides a general framework to infer causal effects from observational data. However, most existing DAG methods assume that all nodes follow the same type of distribution, which prohibit a joint modeling of continuous gene expression and categorical variables. We present a new mixed DAG (mDAG) algorithm to infer the regulatory pathway from mixed observational data containing both continuous variables (e.g. expression of genes) and categorical variables (e.g. categorical phenotypes or single nucleotide polymorphisms). Our method can identify upstream causal factors and downstream effectors closely linked to a variable and generate hypotheses for causal direction of regulatory pathways. We propose a new permutation method to test the conditional independence of variables of mixed types, which is the key for mDAG. We also utilize an L1 regularization in mDAG to ensure it can recover a large sparse DAG with limited sample size. We demonstrate through extensive simulations that mDAG outperforms two well-known methods in recovering the true underlying DAG. We apply mDAG to a cross-sectional immunological study of Chlamydia trachomatis infection and successfully infer the regularity network of cytokines. We also apply mDAG to a large cohort study, generating sensible mechanistic hypotheses underlying plasma adiponectin level. The R package mDAG is publicly available from CRAN at https://CRAN.R-project.org/package=mDAG.
Resource type:
Article
Affiliation Label Tesim:
Department of Biostatistics, Department of Pediatrics, and Department of Genetics
DOI:
https://doi.org/10.17615/awe1-qk20
Edition:
Publisher
Identifier:
https://dx.doi.org/10.3389/fgene.2020.00008
ISSN:
1664-8021
Journal Title:
Frontiers in Genetics
Journal Volume:
11
Keyword:
mixed observational data, continuous and categorical variables, regulatory network, directed acyclic graphs, and causal regulatory pathways
Language Label:
English
License Label:
Attribution 3.0 United States
Person:
Zhong, W., Dong, L., Darville, T., Li, Q., Mohlke, K.L., Zheng, X., Li, Y., Spracklen, C.N., Poston, T.B., and Wu, D.
Using MapMyFitness to place physical activity into neighborhood context
Creator:
Laden, F., Evenson, K.R., Conley, K.D., Robinson, J.R.M., Hirsch, J.A., Eastman, K.M., and James, P.
Date of publication:
2014
Abstract Tesim:
It is difficult to obtain detailed information on the context of physical activity at large geographic scales, such as the entire United States, as well as over long periods of time, such as over years. MapMyFitness is a suite of interactive tools for individuals to track theirworkouts online or using global positioning system in their phones or other wireless trackers. This method article discusses the use of physical activity data tracked using MapMyFitness to examine patterns over space and time. An overview of MapMyFitness, including data tracked, user information, and geographic scope, is explored. We illustrate the utility of MapMyFitness data using tracked physical activity by users in Winston-Salem, NC, USA between 2006 and 2013. Types of physical activities tracked are described, as well as the percent of activities occurring in parks. Strengths of MapMyFitness data include objective data collection, low participant burden, extensive geographic scale, and longitudinal series. Limitations include generalizability, behavioral change as the result of technology use, and potential ethical considerations. MapMyFitness is a powerful tool to investigate patterns of physical activity across large geographic and temporal scales.
Resource type:
Article
Affiliation Label Tesim:
Department of Epidemiology
DOI:
https://doi.org/10.17615/frdh-nt72
Edition:
Publisher
Identifier:
https://dx.doi.org/10.3389/fpubh.2014.00019
ISSN:
2296-2565
Journal Issue:
MAR
Journal Title:
Frontiers in Public Health
Journal Volume:
2
Keyword:
MapMyRun, Big data, GPS, Recreation, MapMyFitness, Ysical activity, Parks, and Quantified self
Language Label:
English
License Label:
Attribution 3.0 United States
Other Affiliation:
Harvard School of Public Health, Stanford University, University of Michigan School of Public Health, and MapMyFitness, Inc.
Person:
Laden, F., Evenson, K.R., Conley, K.D., Robinson, J.R.M., Hirsch, J.A., Eastman, K.M., and James, P.
The Role of the Physical and Social Environment in Observed and Self-Reported Park Use in Low-Income Neighborhoods in New York City
Creator:
Dorn, J.M., Evenson, K.R., Thorpe, L.E., Huang, T.T.K., Ferris, E., Wyka, K., Low, S., Kodali, H., and Otero Peña, J.E.
Date of publication:
2021
Abstract Tesim:
Physical and social environments of parks and neighborhoods influence park use, but the extent of their relative influence remains unclear. This cross-sectional study examined the relationship between the physical and social environment of parks and both observed and self-reported park use in low-income neighborhoods in New York City. We conducted community- (n = 54 parks) and individual-level (n = 904 residents) analyses. At the community level, observed park use was measured using a validated park audit tool and regressed on the number of facilities and programmed activities in parks, violent crime, stop-and-frisk incidents, and traffic accidents. At the individual level, self-reported park use was regressed on perceived park quality, crime, traffic-related walkability, park use by others, and social cohesion and trust. Data were collected in 2016–2018 and analyzed in 2019–2020. At the community level, observed park use was negatively associated with stop-and-frisk (β = −0.04; SE = 0.02; p < 0.05) and positively associated with the number of park facilities (β = 1.46; SE = 0.57; p < 0.05) and events (β = 0.16; SE = 0.16; p < 0.01). At the individual level, self-reported park use was positively associated with the social cohesion and trust scale (β = 0.02; SE = 0.01; p < 0.05). These results indicate that physical and social attributes of parks, but not perceptions of parks, were significantly associated with park use. The social environment of neighborhoods at both community and individual levels was significantly related to park use. Policies for increasing park use should focus on improving the social environment of parks and surrounding communities, not only parks' physical attributes. These findings can inform urban planning and public health interventions aimed at improving the well-being of residents in low-income communities.
Resource type:
Article
Affiliation Label Tesim:
Department of Epidemiology
DOI:
https://doi.org/10.17615/h946-8z70
Edition:
Publisher
Identifier:
https://dx.doi.org/10.3389/fpubh.2021.656988 and PMID 33959584
ISSN:
2296-2565
Journal Title:
Frontiers in Public Health
Journal Volume:
9
Keyword:
stop and frisk, social environment, community health, park use, built environment, low-income neighborhoods, physical environment, and physical activity and redesigned community spaces study
Language Label:
English
License Label:
Attribution 3.0 United States
Other Affiliation:
City University of New York School of Medicine, New York University, and City University of New York
Person:
Dorn, J.M., Evenson, K.R., Thorpe, L.E., Huang, T.T.K., Ferris, E., Wyka, K., Low, S., Kodali, H., and Otero Peña, J.E.
The emergence of macrosystems ecology (MSE), which focuses on regional- to continental-scale ecological pat- terns and processes, builds upon a history of long-term and broad-scale studies in ecology. Scientists face the difficulty of integrating the many elements that make up macrosystems, which consist of hierarchical processes at interacting spatial and temporal scales. Researchers must also identify the most relevant scales and variables to be considered, the required data resources, and the appropriate study design to provide the proper inferences. The large volumes of multi-thematic data often associated with macrosystem studies typically require valida- tion, standardization, and assimilation. Finally, analytical approaches need to describe how cross-scale and hierarchical dynamics and interactions relate to macroscale phenomena. Here, we elaborate on some key methodological challenges of MSE research and discuss existing and novel approaches to meet them.
Resource type:
Article
Affiliation Label Tesim:
University of North Carolina at Chapel Hill
DOI:
https://doi.org/10.17615/e90d-4p83
Edition:
Publisher
Identifier:
https://dx.doi.org/10.1890/130019 and Onescience ID: 4de456802867ae12215db17f7fc703380749909d
ISSN:
1540-9309 and 1540-9295
Journal Issue:
1
Journal Title:
Frontiers in Ecology and the Environment
Journal Volume:
12
Keyword:
ecology, experimental design, analytical methods, and researchers
Other Affiliation:
Harvard University, Pacific Northwest National Lab, Arizona State University, University of New Hampshire, Michigan State University, Colorado State University, University of Oklahoma, Iowa State University, Brown University, University of Delaware, Pennsylvania State University, University of Texas at Austin, University of Illinois at Urbana-Champaign, University of Wisconsin-Madison, and University of Wisconsin Center for Limnology
The rich get richer: patterns of plant invasions in the United States
Creator:
Kartesz, John T., Barnett, David T., and Stohlgren, Thomas J.
Date of publication:
2003
Abstract Tesim:
Observations from islands, small-scale experiments, and mathematical models have generally supported the paradigm that habitats of low plant diversity are more vulnerable to plant invasions than areas of high plant diversity. We summarize two independent data sets to show exactly the opposite pattern at multiple spatial scales. More significant, and alarming, is that hotspots of native plant diversity have been far more heavily invaded than areas of low plant diversity in most parts of the United States when considered at larger spatial scales. Our findings suggest that we cannot expect such hotspots to repel invasions, and that the threat of invasion is significant and predictably greatest in these areas.
Resource type:
Article
Affiliation Label Tesim:
University of North Carolina at Chapel Hill
DOI:
https://doi.org/10.17615/rr2h-cx96
Edition:
Publisher
Identifier:
https://dx.doi.org/10.1890/1540-9295(2003)001[0011:TRGRPO]2.0.CO;2 and Onescience ID: 83988f53baa1d1d80cb885f514d56dfd66efde97
ISSN:
1540-9309 and 1540-9295
Journal Issue:
1
Journal Title:
Frontiers in Ecology and the Environment
Journal Volume:
1
ORCID:
Other Affiliation:
, Colorado State University, and Fort Collins Science Center
Page End:
14
Page Start:
11
Person:
Kartesz, John T., Barnett, David T., and Stohlgren, Thomas J.
Albuminuria, Hypertension, and Reduced Kidney Volumes in Adolescents Born Extremely Premature
Creator:
Hu, Y., O'Shea, T.M., Hogan, S.L., Askenazi, D., Bjornstad, E., Chang, E., Sanderson, K.R., and Fry, R.C.
Date of publication:
2020
Abstract Tesim:
Background: Premature birth is associated with decreased nephron number and an increased risk for chronic kidney disease (CKD). To inform the development of guidelines for kidney follow up of children born prematurely, we undertook a study of individuals born extremely preterm, with the aim of characterizing the prevalence and predictors of microalbuminuria, elevated blood pressure, and/or abnormal kidney volume in adolescence. Methods: Study participants (n = 42) were born before 28 weeks of gestation and were enrolled at birth in the Extremely Low Gestational Age Newborns (ELGAN) study. When participants were 15 years old, we obtained 2 manual blood pressures, a spot urine microalbumin measurement, and sonographic measurements of kidney length and volume. Results: Of the 42 participants, 60% were male, 52% were Caucasian (18% Hispanic), and 43% were African-American. Their median age was 15 (IQR 15, 15.3) years. In 33.3% of the cohort, blood pressure was elevated (>120/80 mmHg). Microalbuminuria (>30 mg/g) was present in 11.9% of the cohort, and kidney volume below the 10th percentile of normative data was present in 14%. Twenty-one (50%) of the sample had at least one kidney abnormality (microalbuminuria, elevated blood pressures, and/or kidney hypoplasia); these individuals were more likely to have experienced neonatal hypotension [55% vs. 17% among those with no kidney abnormality, p = 0.02]. Conclusions: Half of adolescents in this subset of ELGAN cohort have at least one risk factor of kidney disease (reduced kidney volume, microalbuminuria, and/or elevated blood pressures) at 15 years of age. This study suggests the importance of monitoring kidney outcomes in children after extremely preterm birth, especially those with a history of neonatal hypotension.
Resource type:
Article
Affiliation Label Tesim:
Department of Medicine, Department of Pediatrics, and Department of Environmental Sciences and Engineering
AKTivation of PI3K/AKT/mTOR signaling pathway by KSHV
Creator:
Bhatt, Aadra P. and Damania, Blossom
Date of publication:
2013
Abstract Tesim:
As an obligate intracellular parasite, Kaposi sarcoma-associated herpesvirus (KSHV) relies on the host cell machinery to meet its needs for survival, viral replication, production, and dissemination of progeny virions. KSHV is a gammaherpesvirus that is associated with three different malignancies: Kaposi sarcoma (KS), and two B cell lymphoproliferative disorders, primary effusion lymphoma (PEL) and multicentric Castleman’s disease. KSHV viral proteins modulate the cellular phosphatidylinositol-3-kinase (PI3K)/AKT/mammalian target of rapamycin (mTOR) signaling pathway, which is a ubiquitous pathway that also controls B lymphocyte proliferation and development. We review the mechanisms by which KSHV manipulates the PI3K/AKT/mTOR pathway, with a specific focus on B cells.
Guiding concepts for park and wilderness stewardship in an era of global environmental change
Creator:
Landres, Peter B., Cole, David N., Graber, David M., Aplet, Gregory H., Millar, Constance I., Yung, Laurie, Randall, John M., Stephenson, Nathan L., Woodley, Stephen, Zavaleta, Erika S., Tonnessen, Kathy A., Parsons, David J., Hobbs, Richard J., Higgs, Eric S., White, Peter S., and Chapin III, F. Stuart
Date of publication:
2010
Abstract Tesim:
The major challenge to stewardship of protected areas is to decide where, when, and how to intervene in physical and biological processes, to conserve what we value in these places. To make such decisions, planners and managers must articulate more clearly the purposes of parks, what is valued, and what needs to be sustained. A key aim for conservation today is the maintenance and restoration of biodiversity, but a broader range of values are also likely to be considered important, including ecological integrity, resilience, historical fidelity (ie the ecosystem appears and functions much as it did in the past), and autonomy of nature. Until recently, the concept of "naturalness" was the guiding principle when making conservation-related decisions in park and wilderness ecosystems. However, this concept is multifaceted and often means different things to different people, including notions of historical fidelity and autonomy from human influence. Achieving the goal of nature conservation intended for such areas requires a clear articulation of management objectives, which must be geared to the realities of the rapid environmental changes currently underway. We advocate a pluralistic approach that incorporates a suite of guiding principles, including historical fidelity, autonomy of nature, ecological integrity, and resilience, as well as managing with humility. The relative importance of these guiding principles will vary, depending on management goals and ecological conditions.
Onescience id: 21ba8591d60cd609a1badcabbec0920b54460a88 and Publisher DOI: https://doi.org/10.1890/090089
ISSN:
1540-9309 and 1540-9295
Journal Issue:
9
Journal Title:
Frontiers in Ecology and the Environment
Journal Volume:
8
Keyword:
conservation areas, global change, humans, parks, managers, decision making, wilderness, biodiversity, and ecosystems
Language Label:
English
ORCID:
Other Affiliation:
USDA ARS Rocky Mountain Research Station, Sequoia and Kings Canyon National Parks, Wilderness Society, Washington DC, USDA Forest Service Pacific Southwest Research Station, University of Montana, University of California, Davis, United States Geological Survey Western Region, Ecosystem Science, University of California, Santa Cruz, The University of Western Australia, University of Victoria, and University of Alaska Fairbanks
Page End:
490
Page Start:
483
Person:
Landres, Peter B., Cole, David N., Graber, David M., Aplet, Gregory H., Millar, Constance I., Yung, Laurie, Randall, John M., Stephenson, Nathan L., Woodley, Stephen, Zavaleta, Erika S., Tonnessen, Kathy A., Parsons, David J., Hobbs, Richard J., Higgs, Eric S., White, Peter S., and Chapin III, F. Stuart
Biologists have long known that predators play a key role in structuring ecological communities, but recent research suggests that predator richness - the number of genotypes, species, and functional groups that comprise predator assemblages - can also have cascading effects on communities and ecosystem properties. Changes in predator richness, including the decreases resulting from extinctions and the increases resulting from exotic invasions, can alter the composition, diversity, and population dynamics of lower trophic levels. However, the magnitude and direction of these effects are highly variable and depend on environmental context and natural history, and so are difficult to predict. This is because species at higher trophic levels exhibit many indirect, non-additive, and behavioral interactions. The next steps in predator biodiversity research will be to increase experimental realism and to incorporate current knowledge about the functional role of predator richness into ecosystem management.