4.6 Review

A Scoping Review of Species Distribution Modeling Methods for Tick Vectors

Related references

Note: Only part of the references are listed.
Article Environmental Sciences

KrigR-a tool for downloading and statistically downscaling climate reanalysis data

Erik Kusch et al.

Summary: Advances in climate science have made widely used observation data obsolete, prompting the development of a workflow to integrate improved data into biological analyses. The ERA5 product family offers high-resolution climate variables and can be downscaled using Kriging. KrigR provides a user-friendly tool for obtaining tailored climate data at high resolutions.

ENVIRONMENTAL RESEARCH LETTERS (2022)

Article Entomology

A Survey of Tick Surveillance and Control Practices in the United States

Emily M. Mader et al.

Summary: The survey found that less than half of respondents reported routine, active tick surveillance, but almost two-thirds reported passive surveillance. Detection of tick presence was the most common current surveillance objective. The majority of programs supporting tick pathogen testing were in the Northeast, Upper and Central Midwest, and the West regions.

JOURNAL OF MEDICAL ENTOMOLOGY (2021)

Editorial Material Entomology

Benefits and Drawbacks of Citizen Science to Complement Traditional Data Gathering Approaches for Medically Important Hard Ticks (Acari: Ixodidae) in the United States

Lars Eisen et al.

Summary: Tick-borne diseases are on the rise in North America, leading to an increased interest in understanding local tick species and associated pathogens. Citizen science is seen as a potential way to supplement traditional data gathering methods, but caution is needed when interpreting the generated information to avoid misleading conclusions.

JOURNAL OF MEDICAL ENTOMOLOGY (2021)

Article Biodiversity Conservation

sampbias, a method for quantifying geographic sampling biases in species distribution data

Alexander Zizka et al.

Summary: Geo-referenced species occurrences from public databases are essential for biodiversity research and conservation, but are often limited by geographical biases. The sampbias algorithm and software can quantify accessibility biases in species occurrence data, and has been successfully used on a dataset of mammal occurrences from the island of Borneo.

ECOGRAPHY (2021)

Article Parasitology

Distribution modeling ofAmblyomma rotundatumandAmblyomma dissimilein Brazil: estimates of environmental suitability

Gina Polo et al.

Summary: The number of reports of tick parasitism in amphibians and reptiles has increased in recent years, but the geographical distribution of these vectors remains incomplete. Researchers built candidate models to understand the current and future potential distributions of A. rotundatum and A. dissimile, providing important information for future ecological research and tick management efforts.

PARASITOLOGY RESEARCH (2021)

Article Entomology

Exploring the Niche of Rickettsia montanensis (Rickettsiales: Rickettsiaceae) Infection of the American Dog Tick (Acari: Ixodidae), Using Multiple Species Distribution Model Approaches

Catherine A. Lippi et al.

Summary: This study updated the modeled distribution of American dog tick and R. montanensis using maximum entropy model, finding that adding soil layers improved model accuracy, and the predicted "infected niche" was smaller than the overall predicted niche. Different models predicted different sizes of suitable niche, and the random forest model had the best validity and fit among them.

JOURNAL OF MEDICAL ENTOMOLOGY (2021)

Article Entomology

Validating Species Distribution Models With Standardized Surveys for Ixodid Ticks in Mainland Florida

Gregory E. Glass et al.

Summary: Tick-borne pathogens are a growing concern, and the CDC has developed guidelines for standardizing surveys of tick vectors to better monitor changes in their occurrences. Testing of previously generated species distribution models showed high accuracy in ruling out certain tick species in new surveys conducted in 2019. External validation through independent surveys of SDMs is crucial for increasing concordance and enhancing tick monitoring efforts.

JOURNAL OF MEDICAL ENTOMOLOGY (2021)

Article Multidisciplinary Sciences

Mapping ticks and tick-borne pathogens in China

Guo-Ping Zhao et al.

Summary: Understanding the ecological niches of major tick species and prevalent tick-borne pathogens is crucial for efficient surveillance and control of tick-borne diseases. The study in China reveals that Haemaphysalis longicornis harbors the highest variety of tick-borne agents among various tick species.

NATURE COMMUNICATIONS (2021)

Review Multidisciplinary Sciences

Scoping review of distribution models for selected Amblyomma ticks and rickettsial group pathogens

Catherine A. Lippi et al.

Summary: The increasing prevalence of tick-borne diseases in humans in recent decades has highlighted the need for more information on geographic risk for public health planning. A systematic scoping review of species distribution models (SDMs) literature for rickettsial pathogens and tick vectors in the genus Amblyomma found that most studies estimated only tick distributions using vector presence as a proxy for pathogen exposure. The reliance on existing data sources and the lack of original data collection may indicate a lag in new data acquisition and a full understanding of the tick-pathogen ecology.

PEERJ (2021)

Article Entomology

Comparing Contributions of Passive and Active Tick Collection Methods to Determine Establishment of Ticks of Public Health Concern Within Illinois

Lee Ann Lyons et al.

Summary: The study compared the contributions of passive and active tick collection methods in determining the establishment of ticks of public health concern and obtained information on tick distributions in Illinois. Changes in tick species distribution status were observed in 36 counties, providing noteworthy updates to distribution maps for public health agencies. The program built a network of collaborations and partnerships to support future tick surveillance efforts in Illinois.

JOURNAL OF MEDICAL ENTOMOLOGY (2021)

Review Microbiology

Models for Studying the Distribution of Ticks and Tick-Borne Diseases in Animals: A Systematic Review and a Meta-Analysis with a Focus on Africa

Olivier M. Zannou et al.

Summary: Ticks and tick-borne diseases (TTBD) present constraints to livestock development and human health. Models like generalized linear models and maximum entropy models are commonly used to analyze TTBD distribution. Sensitivity, specificity, and area under the curve were used to evaluate model performance, with maximum entropy, linear discriminant analysis, and ecological niche factor analysis models showing the highest effectiveness.

PATHOGENS (2021)

Article Parasitology

Constraints of using historical data for modelling the spatial distribution of helminth parasites in ruminants

Alizee Hendrickx et al.

Summary: This study evaluated the constraints of using historical data sets to model the spatial distribution of helminth parasites in ruminants, finding that the spatial distribution of input data appears to be more important than the actual sample size. Historical data sets often contain sampling biases and large geographical gaps, and if these biases are not corrected, the outputs of spatial distribution models may only reflect sampling effort.

PARASITE (2021)

Article Infectious Diseases

Identification, Distribution, and Habitat Suitability Models of Ixodid Tick Species in Cattle in Eastern Bhutan

Jamyang Namgyal et al.

Summary: Tick infestation is a common issue in cattle in Bhutan, with four genera and six species of ticks found in this study. Logistic regression and MaxEnt models revealed associations between geographic factors, cattle characteristics, and tick infestation prevalence. These findings can guide enhanced tick surveillance and control programs for cattle in Bhutan.

TROPICAL MEDICINE AND INFECTIOUS DISEASE (2021)

Article Agriculture, Dairy & Animal Science

Ecological Niche Models of Four Hard Tick Genera (Ixodidae) in Mexico

Emilio Clarke-Crespo et al.

ANIMALS (2020)

Article Parasitology

Mapping Brazilian spotted fever: Linking etiological agent, vectors, and hosts

Maria Rita Donalisio et al.

ACTA TROPICA (2020)

Article Biotechnology & Applied Microbiology

Nested Species Distribution Models of Chlamydiales in Ixodes ricinus (Tick) Hosts in Switzerland

Estelle Rochat et al.

APPLIED AND ENVIRONMENTAL MICROBIOLOGY (2020)

Article Environmental Sciences

Comparison of Habitat Suitability Models for Haemaphysalis longicornis Neumann in North America to Determine Its Potential Geographic Range

Jamyang Namgyal et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

Article Biodiversity Conservation

Recognizing sources of uncertainty in disease vector ecological niche models: An example with the tick Rhipicephalus sanguineus sensu lato

Abdelghafar Alkishe et al.

PERSPECTIVES IN ECOLOGY AND CONSERVATION (2020)

Article Environmental Sciences

Lyme Disease Risks in Europe under Multiple Uncertain Drivers of Change

Sen Li et al.

ENVIRONMENTAL HEALTH PERSPECTIVES (2019)

Article Biodiversity Conservation

Two alternative evaluation metrics to replace the true skill statistic in the assessment of species distribution models

Rainer Ferdinand Wunderlich et al.

Nature Conservation-Bulgaria (2019)

Article Entomology

Modeling Potential Habitat for Amblyomma Tick Species in California

Emily L. Pascoe et al.

INSECTS (2019)

Article Entomology

Modeling the Distribution of Medically Important Tick Species in Florida

William H. Kessler et al.

INSECTS (2019)

Article Biodiversity Conservation

Tracking seasonal activity of the western blacklegged tick across California

Andrew J. MacDonald et al.

JOURNAL OF APPLIED ECOLOGY (2019)

Article Ecology

A checklist for maximizing reproducibility of ecological niche models

Xiao Feng et al.

NATURE ECOLOGY & EVOLUTION (2019)

Article Entomology

Modeling the Asian Longhorned Tick (Acari: Ixodidae) Suitable Habitat in North America

Ilia Rochlin

JOURNAL OF MEDICAL ENTOMOLOGY (2019)

Article Geography

Accessibility analysis in evaluating exposure risk to an ecosystem disservice

Terhi Ala-Hulkko et al.

APPLIED GEOGRAPHY (2019)

Article Infectious Diseases

Current and potential future distribution of the American dog tick (Dermacentor variabilis, Say) in North America

Jordan N. Minigan et al.

TICKS AND TICK-BORNE DISEASES (2018)

Article Medicine, General & Internal

PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation

Andrea C. Tricco et al.

ANNALS OF INTERNAL MEDICINE (2018)

Article Parasitology

Modelling the distribution of Rhipicephalus microplus and R. decoloratus in Zimbabwe

M. Sungirai et al.

VETERINARY PARASITOLOGY- REGIONAL STUDIES AND REPORTS (2018)

Article Ecology

Combining phylogeny and co-occurrence to improve single species distribution models

Ignacio Morales-Castilla et al.

GLOBAL ECOLOGY AND BIOGEOGRAPHY (2017)

Article Meteorology & Atmospheric Sciences

WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas

Stephen E. Fick et al.

INTERNATIONAL JOURNAL OF CLIMATOLOGY (2017)

Article Infectious Diseases

Mapping the distribution of tick-borne encephalitis in mainland China

Ruo-Xi Sun et al.

TICKS AND TICK-BORNE DISEASES (2017)

Article Parasitology

Amblyomma ticks and future climate: Range contraction due to climate warming

Stefan Vilges de Oliveira et al.

ACTA TROPICA (2017)

Article Biodiversity Conservation

Opening the black box: an open-source release of Maxent

Steven J. Phillips et al.

ECOGRAPHY (2017)

Article Biodiversity Conservation

sdm: a reproducible and extensible R platform for species distribution modelling

Babak Naimi et al.

ECOGRAPHY (2016)

Article Entomology

Habitat Suitability Model for the Distribution of Ixodes scapularis (Acari: Ixodidae) in Minnesota

T. L. Johnson et al.

JOURNAL OF MEDICAL ENTOMOLOGY (2016)

Article Parasitology

Perspectives on modelling the distribution of ticks for large areas: so far so good?

Agustin Estrada-Pena et al.

PARASITES & VECTORS (2016)

Article Parasitology

The ecological niche of Dermacentor marginatus in Germany

Melanie Walter et al.

PARASITOLOGY RESEARCH (2016)

Article Public, Environmental & Occupational Health

Maximum Entropy-Based Ecological Niche Model and Bio-Climatic Determinants of Lone Star Tick (Amblyomma americanum) Niche

Ram K. Raghavan et al.

VECTOR-BORNE AND ZOONOTIC DISEASES (2016)

Article Public, Environmental & Occupational Health

Prevalence, Distribution, and Development of an Ecological Niche Model of Dermacentor variabilis Ticks Positive for Rickettsia montanensis

Heidi K. St John et al.

VECTOR-BORNE AND ZOONOTIC DISEASES (2016)

Article Public, Environmental & Occupational Health

Modeling the Present and Future Geographic Distribution of the Lone Star Tick, Amblyomma americanum (Ixodida: Ixodidae), in the Continental United States

Yuri P. Springer et al.

AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE (2015)

Article Public, Environmental & Occupational Health

The global distribution of Crimean-Congo hemorrhagic fever

Jane P. Messina et al.

TRANSACTIONS OF THE ROYAL SOCIETY OF TROPICAL MEDICINE AND HYGIENE (2015)

Article Public, Environmental & Occupational Health

Estimating Ixodes ricinus densities on the landscape scale

Denise Boehnke et al.

INTERNATIONAL JOURNAL OF HEALTH GEOGRAPHICS (2015)

Article Multidisciplinary Sciences

Different Ecological Niches for Ticks of Public Health Significance in Canada

Vanessa Gabriele-Rivet et al.

PLOS ONE (2015)

Article Biodiversity Conservation

Where is positional uncertainty a problem for species distribution modelling?

Babak Naimi et al.

ECOGRAPHY (2014)

Article Entomology

Habitat and occurrence of ixodid ticks in the Liguria region, northwest Italy

Leonardo A. Ceballos et al.

EXPERIMENTAL AND APPLIED ACAROLOGY (2014)

Article Infectious Diseases

Ecological niche modeling for predicting the potential risk areas of severe fever with thrombocytopenia syndrome

Zhaohui Du et al.

INTERNATIONAL JOURNAL OF INFECTIOUS DISEASES (2014)

Article Parasitology

Invasive potential of cattle fever ticks in the southern United States

John R. Giles et al.

PARASITES & VECTORS (2014)

Article Public, Environmental & Occupational Health

Old health risks in new places? An ecological niche model for I. ricinus tick distribution in Europe under a changing climate

Melanie Boeckmann et al.

HEALTH & PLACE (2014)

Review Environmental Studies

Climate projections for ecologists

Rebecca Mary B. Harris et al.

WILEY INTERDISCIPLINARY REVIEWS-CLIMATE CHANGE (2014)

Article Biodiversity Conservation

The importance of correcting for sampling bias in MaxEnt species distribution models

Stephanie Kramer-Schadt et al.

DIVERSITY AND DISTRIBUTIONS (2013)

Article Health Care Sciences & Services

An update on distribution models for Rhipicephalus microplus in West Africa

Eva M. De Clercq et al.

GEOSPATIAL HEALTH (2013)

Article Public, Environmental & Occupational Health

Assessing the effects of variables and background selection on the capture of the tick climate niche

Agustin Estrada-Pena et al.

INTERNATIONAL JOURNAL OF HEALTH GEOGRAPHICS (2013)

Article Environmental Sciences

Mapping Climate Change Vulnerabilities to Infectious Diseases in Europe

Jan C. Semenza et al.

ENVIRONMENTAL HEALTH PERSPECTIVES (2012)

Article Biodiversity Conservation

Species Distribution Modeling and Ecological Niche Modeling: Getting the Concepts Right

A. Townsend Peterson et al.

NATUREZA & CONSERVACAO (2012)

Article Public, Environmental & Occupational Health

Species Distribution Models and Ecological Suitability Analysis for Potential Tick Vectors of Lyme Disease in Mexico

Patricia Illoldi-Rangel et al.

JOURNAL OF TROPICAL MEDICINE (2012)

Article Public, Environmental & Occupational Health

An Acarologic Survey and Amblyomma americanum Distribution Map with Implications for Tularemia Risk in Missouri

Heidi E. Brown et al.

AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE (2011)

Editorial Material Ecology

Improving species distribution models for climate change studies: variable selection and scale

Mike P. Austin et al.

JOURNAL OF BIOGEOGRAPHY (2011)

Article Public, Environmental & Occupational Health

Ixodes scapularis and Borrelia burgdorferi Among Diverse Habitats Within a Natural Area in East-Central Illinois

Jennifer Rydzewski et al.

VECTOR-BORNE AND ZOONOTIC DISEASES (2011)

Article Entomology

Using ground-derived data to assess the environmental niche of the spinose ear tick, Otobius megnini

Agustin Estrada-Pena et al.

ENTOMOLOGIA EXPERIMENTALIS ET APPLICATA (2010)

Article Public, Environmental & Occupational Health

Ensemble Habitat Mapping of Invasive Plant Species

Thomas J. Stohlgren et al.

RISK ANALYSIS (2010)

Article Environmental Studies

Representing and using scenarios for responding to climate change

Lynn D. Rosentrater

WILEY INTERDISCIPLINARY REVIEWS-CLIMATE CHANGE (2010)

Article Biodiversity Conservation

Modelling non-equilibrium distributions of invasive species: a tale of two modelling paradigms

R. W. Sutherst et al.

BIOLOGICAL INVASIONS (2009)

Article Biodiversity Conservation

Evaluation of consensus methods in predictive species distribution modelling

Mathieu Marmion et al.

DIVERSITY AND DISTRIBUTIONS (2009)

Article Biotechnology & Applied Microbiology

Prevalence and Genotypes of Anaplasma Species and Habitat Suitability for Ticks in a Mediterranean Ecosystem

Alessandra Torina et al.

APPLIED AND ENVIRONMENTAL MICROBIOLOGY (2008)

Article Biodiversity Conservation

Effects of sample size on the performance of species distribution models

M. S. Wisz et al.

DIVERSITY AND DISTRIBUTIONS (2008)

Article Biochemistry & Molecular Biology

Comparison of PubMed, Scopus, Web of Science, and Google Scholar: strengths and weaknesses

Matthew E. Falagas et al.

FASEB JOURNAL (2008)

Article Ecology

AUC: a misleading measure of the performance of predictive distribution models

Jorge M. Lobo et al.

GLOBAL ECOLOGY AND BIOGEOGRAPHY (2008)

Article Public, Environmental & Occupational Health

Modeling the spatial distribution of Crimean-Congo Hemorrhagic Fever outbreaks in Turkey

Agustin Estrada-Pena et al.

VECTOR-BORNE AND ZOONOTIC DISEASES (2007)

Article Ecology

Five (or so) challenges for species distribution modelling

Miguel B. Araujo et al.

JOURNAL OF BIOGEOGRAPHY (2006)

Article Entomology

The tick Ixodes ricinus:: distribution and climate preferences in the western Palaearctic

A. Estrada-Pena et al.

MEDICAL AND VETERINARY ENTOMOLOGY (2006)

Article Entomology

The distribution and ecological preferences of Boophilus microplus (Acari: Ixodidae) in Mexico

A Estrada-Peña et al.

EXPERIMENTAL AND APPLIED ACAROLOGY (2006)

Review Biodiversity Conservation

Novel methods improve prediction of species' distributions from occurrence data

J Elith et al.

ECOGRAPHY (2006)

Article Ecology

Maximum entropy modeling of species geographic distributions

SJ Phillips et al.

ECOLOGICAL MODELLING (2006)

Article Meteorology & Atmospheric Sciences

Very high resolution interpolated climate surfaces for global land areas

RJ Hijmans et al.

INTERNATIONAL JOURNAL OF CLIMATOLOGY (2005)

Review Ecology

New developments in museum-based informatics and applications in biodiversity analysis

CH Graham et al.

TRENDS IN ECOLOGY & EVOLUTION (2004)

Article Environmental Sciences

A climate-based model predicts the spatial distribution of the Lyme disease vector Ixodes scapularis in the United States

JS Brownstein et al.

ENVIRONMENTAL HEALTH PERSPECTIVES (2003)

Article Ecology

Effects of sample size on accuracy of species distribution models

DRB Stockwell et al.

ECOLOGICAL MODELLING (2002)

Review Ecology

Predictive habitat distribution models in ecology

A Guisan et al.

ECOLOGICAL MODELLING (2000)