Russ Kibbe

College of Sciences

Works (12)

Updated: January 23rd, 2026 08:07

2026 article

Integrating Remote Sensing and Metabolomics to Assess Synergistic Effects of Phosphate Deficiency, Drought, and AMF Symbiosis in Soybean

Hassan, M. A., Kibbe, R. R., Muddiman, D. C., & Chang, C. Y. Y. (2026, January 1). Physiologia Plantarum, Vol. 1.

By: M. Hassan *, R. Kibbe n, D. Muddiman n  & C. Chang*

MeSH headings : Mycorrhizae / physiology; Symbiosis / physiology; Glycine max / physiology; Glycine max / microbiology; Glycine max / metabolism; Droughts; Metabolomics / methods; Phosphates / deficiency; Phosphates / metabolism; Plant Roots / physiology; Plant Roots / microbiology; Plant Roots / metabolism; Photosynthesis; Chlorophyll / metabolism; Remote Sensing Technology / methods; Plant Leaves / physiology; Stress, Physiological; Genotype
topics (OpenAlex): Mycorrhizal Fungi and Plant Interactions; Plant nutrient uptake and metabolism; Biocrusts and Microbial Ecology
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6. Clean Water and Sanitation (OpenAlex)
Sources: NC State University Libraries, NC State University Libraries
Added: January 21, 2026

2025 article

Demonstrating voxel-by-voxel (V × V) single-point calibration in liver tissue by IR-MALDESI quantitative MSI

Bruce, E. R., Kibbe, R. R., Opperman, L. J., & Muddiman, D. C. (2025, September 29). Analytical and Bioanalytical Chemistry, Vol. 9.

By: E. Bruce n, R. Kibbe n, L. Opperman n  & D. Muddiman n 

author keywords: IR-MALDESI; Quantitative mass spectrometry imaging; Single-point calibration; Quantitative sampling
topics (OpenAlex): Mass Spectrometry Techniques and Applications; Metabolomics and Mass Spectrometry Studies; Analytical Chemistry and Chromatography
Sources: Web Of Science, NC State University Libraries
Added: October 7, 2025

2025 article

Mechanistic Insights into Visible-Light-Induced ATRA Reactions Powered by the Symbiotic Relationship between Cu(II)/Cu(I) Phenanthroline Complexes

Arteta, S., Deegbey, M., Durand, N., Kibbe, R., Floß, J., Barth, A. T., … Castellano, F. N. (2025, August 26). ACS Catalysis, Vol. 8.

By: S. Arteta n, M. Deegbey n, N. Durand n , R. Kibbe n, J. Floß*, A. Barth n, D. Muddiman n , E. Jakubikova n , O. Reiser *, F. Castellano n 

author keywords: photochemistry; photocatalysts; charge transfer; copper phenanthrolines; ATRA reactions
topics (OpenAlex): Radical Photochemical Reactions; Oxidative Organic Chemistry Reactions; Porphyrin and Phthalocyanine Chemistry
Sources: Web Of Science, ORCID, NC State University Libraries
Added: August 26, 2025

2025 article

Part A: Implementing an Analyte Panel and Sampling Protocol for Quality Control in Mass Spectrometry Imaging

Mills, Q., Kibbe, R. R., Sohn, A. L., Percy, A. J., Backiel, K., & Muddiman, D. C. (2025, February 17). Rapid Communications in Mass Spectrometry, Vol. 39.

By: Q. Mills n, R. Kibbe n, A. Sohn n, A. Percy*, K. Backiel* & D. Muddiman n 

author keywords: IR-MALDESI; mass spectrometry imaging; quality control; stable isotope labeled; system suitability testing
topics (OpenAlex): Mass Spectrometry Techniques and Applications; Metabolomics and Mass Spectrometry Studies; Analytical Chemistry and Chromatography
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Sources: Web Of Science, NC State University Libraries
Added: March 3, 2025

2025 article

Part B: SLICE‐MSI—A Machine Learning Interface for System Suitability Testing of Mass Spectrometry Imaging Platforms

Kibbe, R. R., Mills, Q., Sohn, A. L., & Muddiman, D. C. (2025, February 17). Rapid Communications in Mass Spectrometry, Vol. 39.

By: R. Kibbe n, Q. Mills n, A. Sohn n & D. Muddiman n 

author keywords: graphical user interface; machine learning; mass spectrometry imaging; quality control; system suitability testing
topics (OpenAlex): Machine Learning in Materials Science; Metabolomics and Mass Spectrometry Studies; Mass Spectrometry Techniques and Applications
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Sources: Web Of Science, NC State University Libraries
Added: March 3, 2025

2024 article

A statistical approach to system suitability testing for mass spectrometry imaging

Sohn, A. L., Kibbe, R. R., Dioli, O. E., Hector, E. C., Bai, H., Garrard, K. P., & Muddiman, D. C. (2024, March 8). Rapid Communications in Mass Spectrometry, Vol. 38.

By: A. Sohn n, R. Kibbe n, O. Dioli n, E. Hector n , H. Bai n, K. Garrard n, D. Muddiman n 

topics (OpenAlex): Mass Spectrometry Techniques and Applications; Metabolomics and Mass Spectrometry Studies; Pesticide Residue Analysis and Safety
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Sources: Web Of Science, NC State University Libraries
Added: March 18, 2024

2024 article

Absolute Quantification of Glutathione Using Top‐Hat Optics for IR‐MALDESI Mass Spectrometry Imaging

Bruce, E. R., Kibbe, R. R., Hector, E. C., & Muddiman, D. C. (2024, September 18). Journal of Mass Spectrometry, Vol. 59.

By: E. Bruce n, R. Kibbe n, E. Hector n  & D. Muddiman n 

author keywords: diffractive optical element; mass spectrometry imaging; qMSI; top-hat IR-MALDESI
MeSH headings : Glutathione / analysis; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization / methods; Animals
topics (OpenAlex): Mass Spectrometry Techniques and Applications; Analytical Chemistry and Chromatography; Metabolomics and Mass Spectrometry Studies
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7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: September 30, 2024

2024 article

Leveraging Supervised Machine Learning Algorithms for System Suitability Testing of Mass Spectrometry Imaging Platforms

Kibbe, R. R., Sohn, A. L., & Muddiman, D. C. (2024, September 3). Journal of Proteome Research, Vol. 9.

By: R. Kibbe n, A. Sohn n & D. Muddiman n 

author keywords: mass spectrometry imaging; machine learning; quality control; system suitability testing; IR-MALDESI
MeSH headings : Supervised Machine Learning; Algorithms; Mass Spectrometry / methods; Quality Control; Reproducibility of Results; Humans
topics (OpenAlex): Metabolomics and Mass Spectrometry Studies; Mass Spectrometry Techniques and Applications; Machine Learning in Materials Science
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Sources: Web Of Science, NC State University Libraries
Added: September 23, 2024

2024 article

Quantitative mass spectrometry imaging (qMSI): A tutorial

Kibbe, R. R., & Muddiman, D. C. (2024, March 15). Journal of Mass Spectrometry, Vol. 59.

By: R. Kibbe n & D. Muddiman n 

author keywords: absolute quantification; mass spectrometry imaging; qMSI; relative quantification
MeSH headings : Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization / methods
topics (OpenAlex): Mass Spectrometry Techniques and Applications; Metabolomics and Mass Spectrometry Studies; Analytical Chemistry and Chromatography
TL;DR: This tutorial will detail the main factors to consider when designing a qMSI experiment and highlight the methods that have been developed to overcome these added complexities, specifically for those newer to the field of MSI. (via Semantic Scholar)
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3. Good Health and Well-being (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: March 25, 2024

2023 article

Achieving Sub-Parts-per-Million Mass Measurement Accuracy on an Orbitrap Mass Spectrometry Imaging Platform without Automatic Gain Control

Kibbe, R. R., & Muddiman, D. C. (2023, April 25). Journal of the American Society for Mass Spectrometry.

By: R. Kibbe n & D. Muddiman n 

author keywords: centroid; mass measurement accuracy; IR-MALDESI; mass spectrometry imaging; Orbitrap; automatic gain control
MeSH headings : Animals; Mice; Mass Spectrometry / methods; Data Accuracy; Lipids
topics (OpenAlex): Metabolomics and Mass Spectrometry Studies; Mass Spectrometry Techniques and Applications; Isotope Analysis in Ecology
TL;DR: There is support that natively collecting centroid MS data significantly improves MMA to sub-ppm levels without AGC and reduces false positive annotations. (via Semantic Scholar)
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Sources: Web Of Science, NC State University Libraries
Added: May 15, 2023

2022 article

Mapping glycine uptake and its metabolic conversion to glutathione in mouse mammary tumors using functional mass spectrometry imaging

Mellinger, A. L., Kibbe, R. R., Rabbani, Z. N., Meritet, D., Muddiman, D. C., & Gamcsik, M. P. (2022, November 1). Free Radical Biology and Medicine, Vol. 193, pp. 677–684.

By: A. Mellinger n, R. Kibbe n, Z. Rabbani n, D. Meritet n, D. Muddiman n  & M. Gamcsik n

MeSH headings : Mice; Animals; Glycine; Biological Transport; Glutathione; Mammary Neoplasms, Animal; Mass Spectrometry
topics (OpenAlex): Metabolomics and Mass Spectrometry Studies; Mass Spectrometry Techniques and Applications; Sulfur Compounds in Biology
TL;DR: A novel functional mass spectrometry imaging (fMSI) method that can map the variations in the conversion of glycine to glutathione metabolic activity across tumor tissue sections by tracking the fate of three glycine isotopologues administered in a timed sequence to tumor-bearing anesthetized mice is developed. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
3. Good Health and Well-being (Web of Science; OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: January 23, 2023

2022 article

On the importance of color in mass spectrometry imaging

Knizner, K. T., Kibbe, R. R., Garrard, K. P., Nuñez, J. R., Anderton, C. R., & Muddiman, D. C. (2022, November 22). Journal of Mass Spectrometry, Vol. 57.

By: K. Knizner n, R. Kibbe n, K. Garrard  n, J. Nuñez *, C. Anderton * & D. Muddiman n 

author keywords: colormap; CVD; data visualization; MSI
MeSH headings : Humans; Mass Spectrometry
topics (OpenAlex): Data Visualization and Analytics; Species Distribution and Climate Change; Mass Spectrometry Techniques and Applications
TL;DR: Best practices for choosing a colormap to accurately display MSI data, improve readability, and accommodate all CVDs are presented. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: January 9, 2023

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