Author

M. Bunyan

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Ecology· 2 Microbiology· 2 Immunology· 1

Signature Assays, Organisms & Methods

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Research Focus:host-pathogen & immune response· 3 Approach:experimental assay· 2 Assay:imaging· 2 Organism:mouse· 2 Research Focus:cell type annotation· 1 Approach:deep learning· 1 Research Focus:ecology & biodiversity· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

M. Arasumani· 2 shared A. Beling· 1 shared A. Borg· 1 shared A. Fairweather· 1 shared A. G. van der Veen· 1 shared A. Napolitano· 1 shared A. Singh· 1 shared A. Yakimovich· 1 shared

Activity by Year

2017-2021 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 9 mutual co-author links

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2 shared papersEcology

M. Arasumani

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Author profile →

5 papers

Recent·Most cited

Testing the efficacy of hyperspectral (AVIRIS-NG), multispectral (Sentinel-2) and radar (Sentinel-1) remote sensing images to detect native and invasive non-native trees

M. Arasumani, A. Singh, M. Bunyan, V. V. Robin

This paper evaluates remote sensing data and machine learning algorithms to detect native and invasive tree species in tropical grasslands, finding that hyperspectral data with SVM achieve the highest accuracy.

Biological Invasions · Apr 27, 2021Peer-reviewedEcology

Cellular barcoding of protozoan pathogens reveals the within-host population dynamics of Toxoplasma gondii host colonization

C. J. Wincott, G. Sritharan, H. J. Benns, F. B. Liakath, C. Gilabert-Carbajo, M. Bunyan, A. Fairweather, E. Alves, I. Andrews, L. Game, E. M. Frickel, C. Tiengwe, S. E. Ewald, M. A. Child

The paper develops a CRISPR-based barcoding method for protozoa and applies it to Toxoplasma gondii, showing the blood-brain barrier is not a major bottleneck for colonization.

bioRxiv · Aug 6, 2020Microbiology

Opportunities and challenges in using remote sensing for identifying grassland restoration sites and invasive tree species management in a global biodiversity hotspot

M. Arasumani, M. Bunyan, V. Robin

This paper identifies grassland restoration sites and invasive tree management areas in the Western Ghats using satellite imagery and machine learning, finding 254 sq. km for restoration and 362 sq. km for conservation.

bioRxiv · Jul 24, 2020Ecology

An Artificial Intelligence Workflow for Defining Host-Pathogen Interactions

D. H. Fisch, A. Yakimovich, B. Clough, J. Wright, M. Bunyan, M. Howell, J. Mercer, E.-M. Frickel

HRMAn is an open-source image analysis platform using machine learning to quantify host-pathogen interactions, demonstrating its ability to recognize and classify pathogen responses in Toxoplasma gondii and Salmonella typhimurium.

bioRxiv · Sep 5, 2018Microbiology

Free ISG15 as a dimer generates IL-1β-producing CD8α+ dendritic cells at the site of infection

A. Napolitano, A. G. van der Veen, M. Bunyan, A. Borg, S. Kjaer, A. Beling, K.-P. Knobeloch, E. Frickel

The paper shows free ISG15 dimers enhance IL-1β production by CD8+ dendritic cells during Toxoplasma infection, linking ISG15 to cytokine responses.

bioRxiv · Feb 27, 2017Immunology