Forum for Science, Industry and Business

Sponsored by:     3M 
Search our Site:

 

Forecasting future infectious disease outbreaks

19.05.2015

Cary Institute-led study identifies rodent species that harbor parasites and pathogens, maps global hotspots

Machine learning can pinpoint rodent species that harbor diseases and geographic hotspots vulnerable to new parasites and pathogens. So reports a new study in the Proceedings of the National Academy of Sciences led by Barbara A. Han, a disease ecologist at the Cary Institute of Ecosystem Studies.


A majority of new reservoir and hyper-reservoir rodent species are predicted to occur in the upper latitudes.

Credit: Han et al.

Most emerging infectious diseases are transmitted from animals to humans, with more than a billion people suffering annually. Safeguarding public health requires effective surveillance tools.

Han comments: "Historically, emerging infectious diseases have been dealt with reactively, with efforts focused on containing outbreaks after they've spread. We were interested in how machine learning could inform early warning surveillance by revealing the distribution of rodent species that are effective disease reservoirs."

With University of Georgia Odum School of Ecology colleagues John Paul Schmidt, Sarah E. Bowden, and John M. Drake, Han employed machine learning, a form of artificial intelligence, to reveal patterns in an extensive set of data on more than 2,000 rodent species, with variables describing species' life history, ecology, behavior, physiology, and geographic distribution.

The team developed a model that was able to predict known rodent reservoir species with 90% accuracy, and identified particular traits that distinguish reservoirs from non-reservoirs. They revealed over 150 new potential rodent reservoir species and more than 50 new hyper-reservoirs - animals that may carry multiple pathogens infectious to humans.

"This study shows the value of bringing new analysis techniques together with big data," commented study co-author John Drake. "By combining ecological and biomedical data into a common database, Barbara was able to use machine learning to find patterns that can inform an early warning system for rodent-borne disease outbreaks."

With Han explaining, "Results equip us with a watch list of high-risk rodent species whose intrinsic traits make them effective at carrying infections transmissible to people. Such a list is increasingly important given accelerating rates of environmental change."

Among the take home messages: rodents are not created equal in their ability to transmit disease. The riskiest reservoir species are those that mature quickly, reproduce early and often, and live northern temperate areas with low levels of biodiversity. The paper adds to the growing body of knowledge that 'pace of life' affects infection tolerance in animals.

"Biologically-speaking, species that bear as many offspring as possible in a shorter period of time may tend to invest fewer resources in immune response compared to slower-living animals. This could make certain rodent species more effective disease reservoirs," notes Han.

Geographic areas found to have a high diversity of rodent reservoirs included North America, the Atlantic coast of South America, Europe, Russia, and parts of Central and East Asia. Predicted future hotspots of rodent reservoir diversity spanned arctic, temperate, tropical, and desert biomes, including China, Kazakhstan, and the Midwestern United States. A majority of new reservoir and hyper-reservoir species are predicted to occur in the upper latitudes.

"It was surprising to find more emerging rodent-borne diseases predicted for temperate zones than the tropics--given assumptions that the tropics are where new diseases originate," Drake commented. "This result shows how data-driven discovery can correct such stereotypes."

Findings provide a basis for targeted surveillance efforts, which are vital given the cost of monitoring for emerging infectious diseases. Han notes, "Turning our predictions into preventative measures will require collaboration with experts on the ground. It's where the real work begins. A start would be to look at the newly predicted rodent reservoirs and assess which have increasing contact with people through activities like urbanization, agricultural and hunting practices, and displacement from political or climate instability."

###

The machine learning techniques applied in this study are currently being used to explore new questions, including potential reservoirs of Ebola virus and other filoviruses. Research was made possible through a National Institutes of Health Ruth L. Kirschstein National Research Service Award Postdoctoral Fellowship.

The Cary Institute of Ecosystem Studies is a private, independent, nonprofit environmental research organization located on 2,000-acres in New York's Hudson Valley. A world-premier center for ecosystem science, areas of expertise include disease ecology, forest and freshwater health, climate change, urban ecology, and invasive species. The science program is complemented by education, communication, and outreach initiatives.

Media Contact

Lori Quillen
quillenl@caryinstitute.org
845-677-7600 x121

 @CaryInstitute

http://www.caryinstitute.org 

Lori Quillen | EurekAlert!

More articles from Studies and Analyses:

nachricht Drone vs. truck deliveries: Which create less carbon pollution?
31.05.2017 | University of Washington

nachricht New study: How does Europe become a leading player for software and IT services?
03.04.2017 | Fraunhofer-Institut für System- und Innovationsforschung (ISI)

All articles from Studies and Analyses >>>

The most recent press releases about innovation >>>

Die letzten 5 Focus-News des innovations-reports im Überblick:

Im Focus: Can we see monkeys from space? Emerging technologies to map biodiversity

An international team of scientists has proposed a new multi-disciplinary approach in which an array of new technologies will allow us to map biodiversity and the risks that wildlife is facing at the scale of whole landscapes. The findings are published in Nature Ecology and Evolution. This international research is led by the Kunming Institute of Zoology from China, University of East Anglia, University of Leicester and the Leibniz Institute for Zoo and Wildlife Research.

Using a combination of satellite and ground data, the team proposes that it is now possible to map biodiversity with an accuracy that has not been previously...

Im Focus: Climate satellite: Tracking methane with robust laser technology

Heatwaves in the Arctic, longer periods of vegetation in Europe, severe floods in West Africa – starting in 2021, scientists want to explore the emissions of the greenhouse gas methane with the German-French satellite MERLIN. This is made possible by a new robust laser system of the Fraunhofer Institute for Laser Technology ILT in Aachen, which achieves unprecedented measurement accuracy.

Methane is primarily the result of the decomposition of organic matter. The gas has a 25 times greater warming potential than carbon dioxide, but is not as...

Im Focus: How protons move through a fuel cell

Hydrogen is regarded as the energy source of the future: It is produced with solar power and can be used to generate heat and electricity in fuel cells. Empa researchers have now succeeded in decoding the movement of hydrogen ions in crystals – a key step towards more efficient energy conversion in the hydrogen industry of tomorrow.

As charge carriers, electrons and ions play the leading role in electrochemical energy storage devices and converters such as batteries and fuel cells. Proton...

Im Focus: A unique data centre for cosmological simulations

Scientists from the Excellence Cluster Universe at the Ludwig-Maximilians-Universität Munich have establised "Cosmowebportal", a unique data centre for cosmological simulations located at the Leibniz Supercomputing Centre (LRZ) of the Bavarian Academy of Sciences. The complete results of a series of large hydrodynamical cosmological simulations are available, with data volumes typically exceeding several hundred terabytes. Scientists worldwide can interactively explore these complex simulations via a web interface and directly access the results.

With current telescopes, scientists can observe our Universe’s galaxies and galaxy clusters and their distribution along an invisible cosmic web. From the...

Im Focus: Scientists develop molecular thermometer for contactless measurement using infrared light

Temperature measurements possible even on the smallest scale / Molecular ruby for use in material sciences, biology, and medicine

Chemists at Johannes Gutenberg University Mainz (JGU) in cooperation with researchers of the German Federal Institute for Materials Research and Testing (BAM)...

All Focus news of the innovation-report >>>

Anzeige

Anzeige

Event News

Plants are networkers

19.06.2017 | Event News

Digital Survival Training for Executives

13.06.2017 | Event News

Global Learning Council Summit 2017

13.06.2017 | Event News

 
Latest News

Supersensitive through quantum entanglement

28.06.2017 | Physics and Astronomy

X-ray photoelectron spectroscopy under real ambient pressure conditions

28.06.2017 | Physics and Astronomy

Mice provide insight into genetics of autism spectrum disorders

28.06.2017 | Health and Medicine

VideoLinks
B2B-VideoLinks
More VideoLinks >>>