IMix: a user-friendly application for source partitioning using stable isotopes

Abstract Background Using isotope mixing models, researchers can estimate the proportionate contributions of the components within a mixture to infer their sources, which is a significant method in fields such as ecology, environmental science, and geography. However, existing isotope mixing model applications suffer from large uncertainties, poor applicability, and cumbersome usage, necessitating the development of user-friendly applications with high precision and broad applicability for calculating isotope mixing models. We developed the IMix application that features a simple and user-friendly interface and can analyse user data to recommend suitable models. It includes six steps: (1) importing data, (2) model recommendation, (3) exporting data, (4) linear mixing model, (5) normal distribution model, and (6) optimised Bayesian model. Results IMix is an accurate and easy-to-use tool that simplifies the calculation of source partitioning using stable isotopes and eliminates the associated complexity and uncertainty. It can also automatically analyse the advantages and disadvantages of isotope mixing models and automatically select the optimal mixing model based on user data. Conclusions The simple and intuitive interface of IMix eliminates many cumbersome operations, thus helping to save user learning time and optimise the user experience. The use of IMix for the calculation of isotope mixing models can significantly enhance research efficiency.

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Publication Details

Journal
Ecological Processes
Published
2025-04-09
DOI
https://doi.org/10.1186/s13717-025-00609-w
Primary Topic
Isotope Analysis in Ecology
Type
article
Field-Weighted Citation Impact
0.00

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article

IMix: a user-friendly application for source partitioning using stable isotopes

C. N. Luo, Wenchen Song, Fei Li
Ecological Processes
Isotope Analysis in Ecology
article

IMix: a user-friendly application for source partitioning using stable isotopes

C. N. Luo, Wenchen Song, Fei Li
article en

Abstract

Abstract Background Using isotope mixing models, researchers can estimate the proportionate contributions of the components within a mixture to infer their sources, which is a significant method in fields such as ecology, environmental science, and geography. However, existing isotope mixing model applications suffer from large uncertainties, poor applicability, and cumbersome usage, necessitating the development of user-friendly applications with high precision and broad applicability for calculating isotope mixing models. We developed the IMix application that features a simple and user-friendly interface and can analyse user data to recommend suitable models. It includes six steps: (1) importing data, (2) model recommendation, (3) exporting data, (4) linear mixing model, (5) normal distribution model, and (6) optimised Bayesian model. Results IMix is an accurate and easy-to-use tool that simplifies the calculation of source partitioning using stable isotopes and eliminates the associated complexity and uncertainty. It can also automatically analyse the advantages and disadvantages of isotope mixing models and automatically select the optimal mixing model based on user data. Conclusions The simple and intuitive interface of IMix eliminates many cumbersome operations, thus helping to save user learning time and optimise the user experience. The use of IMix for the calculation of isotope mixing models can significantly enhance research efficiency.

Ecological ProcessesVol. 14(1)
Minzu University of China (CN), Chengdu University of Technology (CN)
National Natural Science Foundation of China, Natural Science Foundation of Sichuan Province
Openalex Percentile: Top 93%
Isotope Analysis in Ecology
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IMix: a user-friendly application for source partitioning using stable isotopes — C. N. Luo, Wenchen Song, et al. · Ecological Processes (2025) | TGRS Research Map | TGRS